MAI_Sentiment_Analysis.ipynb

{
  "cells": [
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      "cell_type": "markdown",
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        "id": "2-XqZZCjlNIZ"
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      "source": []
    },
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      "attachments": {},
      "cell_type": "markdown",
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      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jOCF9tKlIspw"
      },
      "source": [
        "##1.Naive Bayes Classifier"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PmuEZmB47rmN"
      },
      "outputs": [],
      "source": [
        "# Tập dữ liệu ví dụ\n",
        "\n",
        "train_x = [\n",
        "           'just plain boring',\n",
        "           'entirely predictable and lacks energy',\n",
        "           'no surprises and very few laughs',\n",
        "           'very powerful',\n",
        "           'the most fun film of the summer'\n",
        "]\n",
        "train_y = [0, 0, 0, 1, 1]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HZp30Q5ZJBSr"
      },
      "source": [
        "###1.1. Tiền xử lý dữ liệu cơ bản"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G4_6pcOfI_TN",
        "outputId": "120cb26d-cad0-4e63-d2f0-f7697f0a9dcc"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['just', 'plain', 'boring']"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "def basic_preprocess(text):\n",
        "    \"\"\" Tiền xử lý và tách các câu\n",
        "    Args:\n",
        "        text: câu đầu vào. \n",
        "        VD: \"Tôi đi học\"\n",
        "    Output:\n",
        "        text_clean: danh sách các từ (token) sau khi chuyển sang chữ thường và\n",
        "            được phân tách bởi khoảng trắng\n",
        "    \"\"\"\n",
        "    text_clean = text.lower()\n",
        "    return text_clean.split()\n",
        "\n",
        "basic_preprocess(train_x[0])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JoUOaYc3KFg4"
      },
      "source": [
        "###1.2.Xây dựng bộ từ điển"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "I7JXmmbjKDp1"
      },
      "outputs": [],
      "source": [
        "# Ex 1\n",
        "def count_freq_words(corpus, labels):\n",
        "    \"\"\" Xây dựng bộ từ điển tần suất xuất hiện của các từ\n",
        "    Args:\n",
        "        corpus: tập danh sách các câu\n",
        "        labels: tập nhãn tương ứng với các câu trong corpus (0 hoặc 1)\n",
        "    Output:\n",
        "        model: bộ từ điển ánh xạ mỗi từ và tần suất xuất hiện của từ đó trong corpus\n",
        "            key: (word, label)\n",
        "            value: frequency\n",
        "            VD: {('boring', 0): 2} => từ boring xuất hiện 2 lần trong các sample thuộc class 0\n",
        "    \"\"\"\n",
        "    model = {}\n",
        "    for label, sentence in zip(labels, corpus):\n",
        "        for word in basic_preprocess(sentence):\n",
        "            # Định nghĩa key của model là tuple (word, label)\n",
        "            pair = (word, label)\n",
        "            # Nếu key đã tồn tại trong model thì tăng value lên 1\n",
        "            if pair in model:\n",
        "                model[pair] += 1\n",
        "            # Nếu key chưa tồn tại trong model thì bổ sung key vào model với value =1\n",
        "            else:\n",
        "                model[pair] = 1\n",
        "    return model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wdDMOM-9MURU",
        "outputId": "2bdf6ea9-0985-4b5f-f92a-34a4a4913aea"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{('just', 0): 1,\n",
              " ('plain', 0): 1,\n",
              " ('boring', 0): 1,\n",
              " ('entirely', 0): 1,\n",
              " ('predictable', 0): 1,\n",
              " ('and', 0): 2,\n",
              " ('lacks', 0): 1,\n",
              " ('energy', 0): 1,\n",
              " ('no', 0): 1,\n",
              " ('surprises', 0): 1,\n",
              " ('very', 0): 1,\n",
              " ('few', 0): 1,\n",
              " ('laughs', 0): 1,\n",
              " ('very', 1): 1,\n",
              " ('powerful', 1): 1,\n",
              " ('the', 1): 2,\n",
              " ('most', 1): 1,\n",
              " ('fun', 1): 1,\n",
              " ('film', 1): 1,\n",
              " ('of', 1): 1,\n",
              " ('summer', 1): 1}"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Kết quả mong đợi\n",
        "freqs = count_freq_words(train_x, train_y)\n",
        "freqs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9Gw126f5pTqJ",
        "outputId": "65993a34-fb08-45f5-9fa8-4853e76d412e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "1"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Hàm lấy ra tần suất xuất hiện là value trong `freq` dựa vào key (word, label)\n",
        "def lookup(freqs, word, label):\n",
        "    '''\n",
        "    Args:\n",
        "        freqs: a dictionary with the frequency of each pair\n",
        "        word: the word to look up\n",
        "        label: the label corresponding to the word\n",
        "    Output:\n",
        "        count: the number of times the word with its corresponding label appears.\n",
        "    '''\n",
        "    count = 0\n",
        "\n",
        "    pair = (word, label)\n",
        "    if pair in freqs:\n",
        "        count = freqs[pair]\n",
        "\n",
        "    return count\n",
        "\n",
        "lookup(freqs, \"boring\", 0)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AaSqdNkUNdiI"
      },
      "source": [
        "###1.3.Thuật toán phân loại Naive Bayes\n",
        "**Bước 1: Tính xác suất tiên nghiệm của các class**\n",
        "- Tính $D$, $D_{pos}$, $D_{neg}$\n",
        "    - Dựa vào `train_y` tính số lượng các sample có trong tập training: $D$, số lượng các sample là positive (nhãn 1): $D_{pos}$ và số lượng nhãn là negative (nhãn 0): $D_{neg}$\n",
        "    - Tính xác suất tiên nghiệm của class 1 là: $P(D_{pos})=D_{pos}/D$, và class 0 là: $P(D_{pos})=D_{pos}/D$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "hu4bNZthdi9R"
      },
      "outputs": [],
      "source": [
        "# Ex 2\n",
        "def compute_prior_prob(train_y):\n",
        "    # Tính D, D_pos, D_neg dựa vào x_train\n",
        "    ### START CODE HERE\n",
        "    # Tính D, số lượng các sample trong training\n",
        "    D = len(train_y)\n",
        "\n",
        "    # Tính D_pos, số lượng các positive sample trong training\n",
        "    D_pos = len(list(filter(lambda x: x == 1, train_y))) # hàm filter là đếm các biến trong tập thỏa mãn hàm , ở đây ví dụ label = 1(x)\n",
        "\n",
        "    # Tính D_neg, số lượng các negative sample trong training\n",
        "    D_neg = len(list(filter(lambda x: x == 0, train_y)))\n",
        "\n",
        "    ### END CODE HERE\n",
        "    # Tính xác suất tiên nghiệm cho các class 0 và 1\n",
        "    p_prior = {0:(D_neg/D), 1:(D_pos/D)}\n",
        "    return p_prior"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ms7OTsAEf30f",
        "outputId": "25767e68-2c65-4b23-a256-838b77fb9f90"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{0: 0.6, 1: 0.4}"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Kết quả mong đợi\n",
        "compute_prior_prob(train_y)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9cnux4rwgsNK"
      },
      "source": [
        "**Bước 2: Tính xác suất likelihood**\n",
        "- Tính $V$: Dựa vào `freqs` tính số lượng các từ duy nhất (uniqe words) - gọi là bộ từ điển\n",
        "\n",
        "- Tính $N_{pos}$ và $N_{neg}$: Dựa vào `freqs` dictionary, tính tổng số từ (có thể trùng lặp) xuất hiện trong positive samples $N_{pos}$ và negative samples $N_{neg}$.\n",
        "\n",
        "- Tính tần suất xuất hiện của mỗi từ trong positive samples $freq_{pos}$ và trong negative samples $freq_{neg}$\n",
        "\n",
        "- Tính xác suất likelihood mỗi từ trong bộ từ điển\n",
        "    - Sử dụng hàm `lookup` lấy ra tần suất xuất hiện của từ là positive $freq_{pos}$, và tần xuất xuất hiện của từ là negative $freq_{neg}$\n",
        "- Tính xác suất cho mỗi từ thuộc vào positive sample: $P(W_{pos})$, thuộc vào negative sample $P(W_{neg})$ sử dụng công thức 4 & 5.\n",
        "\n",
        "$$ P(W_{pos}) = \\frac{freq_{pos} + 1}{N_{pos} + V}\\tag{4} $$\n",
        "$$ P(W_{neg}) = \\frac{freq_{neg} + 1}{N_{neg} + V}\\tag{5} $$\n",
        "\n",
        "**Note:** Chúng ta lưu trữ likelihood của mỗi từ vào dictionary với key (từ): $W$, value (dictionary): ${0: P(W_{pos}), 1: P(W_{pos})}$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "vKHq1sN-l_Oe"
      },
      "outputs": [],
      "source": [
        "# Ex 3\n",
        "def compute_likelihood(freqs):\n",
        "    # Tính xác suất likelihood của mỗi từ trong bộ từ điển\n",
        "\n",
        "    ### START CODE HERE\n",
        "    # Tính V các từ duy nhất xuất hiện trong tập train\n",
        "    vocab = set([pair[0] for pair in freqs.keys()])\n",
        "    V = len(vocab)\n",
        "\n",
        "    # Tính N_pos: số lượng từ trong positive samples và N_neg: số từ trong negative sample\n",
        "    N_pos = N_neg = 0\n",
        "    for pair in freqs.keys():\n",
        "        # Nếu như class: 1 tăng N_pos thêm số lần xuất hiện của pair trong freqs\n",
        "        if pair[1] > 0:\n",
        "            N_pos += freqs[pair]\n",
        "\n",
        "        # Nếu như class: 0 tăng N_neg thêm số lần xuất hiện của pair trong freqs\n",
        "        else:\n",
        "            N_neg += freqs[pair]\n",
        "    \n",
        "    print(f'V: {V}, N_pos: {N_pos}, N_neg: {N_neg}')\n",
        "\n",
        "    # Tính likelihood cho mỗi từ trong bộ từ điển\n",
        "    p_likelihood = {}\n",
        "    for word in vocab:\n",
        "        # Lấy tần xuất xuất hiện của mỗi từ là positive hoặc negative\n",
        "        freq_pos = lookup(freqs, word, 1)\n",
        "        freq_neg = lookup(freqs, word, 0)\n",
        "\n",
        "        # Tính xác suất likelihood của mỗi từ với class positive và negative\n",
        "        p_w_pos = (freq_pos + 1) / (N_pos + V)\n",
        "        p_w_neg = (freq_neg + 1) / (N_neg + V)\n",
        "\n",
        "        # Lưu vào p_likelihood dictionary\n",
        "        p_likelihood[word] = {0:p_w_neg, 1:p_w_pos}\n",
        "    # END CODE HERE\n",
        "    \n",
        "    return p_likelihood"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0Qc94FJqog-G",
        "outputId": "64282439-d837-42ea-ce73-45ccc8034b6d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "V: 20, N_pos: 9, N_neg: 14\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "{'just': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              " 'fun': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              " 'most': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              " 'powerful': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              " 'plain': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              " 'the': {0: 0.029411764705882353, 1: 0.10344827586206896},\n",
              " 'lacks': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              " 'predictable': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              " 'surprises': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              " 'entirely': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              " 'and': {0: 0.08823529411764706, 1: 0.034482758620689655},\n",
              " 'of': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              " 'very': {0: 0.058823529411764705, 1: 0.06896551724137931},\n",
              " 'energy': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              " 'film': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              " 'no': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              " 'summer': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              " 'few': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              " 'laughs': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              " 'boring': {0: 0.058823529411764705, 1: 0.034482758620689655}}"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Kết quả mong đợi\n",
        "compute_likelihood(freqs)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fzzrMkeQo_wu"
      },
      "source": [
        "**Bước 3: Hoàn thiện `train` function cho Naive Bayes***"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Q2patcrx8Gfh"
      },
      "outputs": [],
      "source": [
        "def train_naive_bayes(train_x, train_y):\n",
        "    ''' Huấn luyện thuật toán Naive Bayes\n",
        "    Args:\n",
        "        train_x: Danh sách các câu\n",
        "        train_y: Danh sách các nhãn tương ứng (0 hoặc 1)\n",
        "    Output:\n",
        "        p_prior: the prior probability (Xác suấ tiên nghiệm)\n",
        "        p_likelihood: the maximum likelihood of the probability.\n",
        "    '''\n",
        "    # Xây dựng từ điển tần suất xuất hiện của từ và nhãn tương ứng\n",
        "    freqs = count_freq_words(train_x, train_y)\n",
        "\n",
        "    # Tính xác suất tiên nghiệm\n",
        "    p_prior = compute_prior_prob(train_y)\n",
        "\n",
        "    # Tính xác suất likelihood\n",
        "    p_likelihood = compute_likelihood(freqs)\n",
        "\n",
        "    return p_prior, p_likelihood"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7739wp07pqa6",
        "outputId": "5e735f66-d37e-4656-ebba-46e2639b3886"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "V: 20, N_pos: 9, N_neg: 14\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "({0: 0.6, 1: 0.4},\n",
              " {'just': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              "  'fun': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              "  'most': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              "  'powerful': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              "  'plain': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              "  'the': {0: 0.029411764705882353, 1: 0.10344827586206896},\n",
              "  'lacks': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              "  'predictable': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              "  'surprises': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              "  'entirely': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              "  'and': {0: 0.08823529411764706, 1: 0.034482758620689655},\n",
              "  'of': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              "  'very': {0: 0.058823529411764705, 1: 0.06896551724137931},\n",
              "  'energy': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              "  'film': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              "  'no': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              "  'summer': {0: 0.029411764705882353, 1: 0.06896551724137931},\n",
              "  'few': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              "  'laughs': {0: 0.058823529411764705, 1: 0.034482758620689655},\n",
              "  'boring': {0: 0.058823529411764705, 1: 0.034482758620689655}})"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Kết quả đầu ra thu được khi huấn luận Naive Bayes Classifier\n",
        "p_prior, p_likelihood = train_naive_bayes(train_x, train_y)\n",
        "p_prior, p_likelihood"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EUmfzZwip2x3"
      },
      "source": [
        "###1.4.Dự đoán với các mẫu thử nghiệm\n",
        "- Tính xác suất của mỗi sample (n từ) dựa vào công thức:\n",
        "$$P(0).P(S|0) = P(0).P(w_{1}|0).P(w_{2}|0)...P(w_{n}|0)$$ "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LddVc6Zu_Q07"
      },
      "outputs": [],
      "source": [
        "# Ex 4\n",
        "def naive_bayes_predict(sentence, p_prior, p_likelihood):\n",
        "    '''\n",
        "    Args:\n",
        "        sentence: a string\n",
        "        p_prior: a dictionary of the prior probability\n",
        "        p_likelihood: a dictionary of words mapping to the probability\n",
        "    Output:\n",
        "        p: the probability of sentence with 0: negative, 1: positive\n",
        "\n",
        "    '''\n",
        "    # Tiền xử lý dữ liệu\n",
        "    words = basic_preprocess(sentence)\n",
        "\n",
        "    # Khởi tạo giá trị xác suất ban đầu là giá trị xác suất tiên nghiệm\n",
        "    p_neg = p_prior[0]\n",
        "    p_pos = p_prior[1]\n",
        "\n",
        "    for word in words:\n",
        "        # Kiểm tra xem word có tồn tại trong p_likelihood hay không\n",
        "        if word in p_likelihood:\n",
        "            ### START CODE HERE\n",
        "            # nhân xác suất tiên nghiệm với xác suất likelihood của các từ\n",
        "            p_neg *= p_likelihood[word][0]\n",
        "            p_pos *= p_likelihood[word][1]\n",
        "            ### END CODE HERE\n",
        "    return {'prob': {0: p_neg, 1: p_pos},\n",
        "            'label': 0 if p_neg > p_pos else 1}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gd3X74kBAnrK",
        "outputId": "324ca8da-7d44-4059-da7e-88f1632e7a0e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'prob': {0: 6.106248727864848e-05, 1: 3.2801672885317154e-05}, 'label': 0}"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Kết quả mong đợi\n",
        "sentence = \"predictable with no fun\"\n",
        "naive_bayes_predict(sentence, p_prior, p_likelihood)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HGFYVt0IBL_0"
      },
      "source": [
        "##2.Naive Bayes Classfier for Sentiment Analysis on Tweets\n",
        "**Phân tích cảm xúc trên tập 1Tweets1 sử dụng thuật toán phân loại Naive Bayes**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KVAHBqV7But_",
        "outputId": "d6fc7ff1-78d8-4804-9f4c-25f138ab00ce"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package twitter_samples to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/twitter_samples.zip.\n"
          ]
        }
      ],
      "source": [
        "import re\n",
        "import string\n",
        "import nltk\n",
        "import numpy as np\n",
        "nltk.download('twitter_samples')\n",
        "from nltk.corpus import twitter_samples\n",
        "from nltk.tokenize import TweetTokenizer\n",
        "from tqdm import tqdm"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7aC78vV6Bh_x"
      },
      "source": [
        "###2.1.Dowload Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "C36MnzNxBhdE"
      },
      "outputs": [],
      "source": [
        "# Tải về tập dữ liệu tweets\n",
        "all_positive_tweets = twitter_samples.strings('positive_tweets.json')\n",
        "all_negative_tweets = twitter_samples.strings('negative_tweets.json')\n",
        "\n",
        "# Chia thành 2 tập train và test\n",
        "# train: 4000 samples, test: 1000 samples\n",
        "train_pos = all_positive_tweets[:4000]\n",
        "test_pos = all_positive_tweets[4000:]\n",
        "\n",
        "train_neg = all_negative_tweets[:4000]\n",
        "test_neg = all_negative_tweets[4000:]\n",
        "\n",
        "train_x = train_pos + train_neg\n",
        "test_x = test_pos + test_neg\n",
        "\n",
        "# Tạo nhãn negative: 0, positive: 1\n",
        "train_y = np.append(np.ones(len(train_pos)), np.zeros(len(train_neg)))\n",
        "test_y = np.append(np.ones(len(test_pos)), np.zeros(len(test_neg)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w_Tmq1tHsDbF",
        "outputId": "7355c76b-1019-4d60-fedd-007ac054e56d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[1. 1. 1. ... 0. 0. 0.]\n"
          ]
        }
      ],
      "source": [
        "print(train_y)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SMszkt7wkPGz",
        "outputId": "1d1baed5-41f3-4115-e3b5-2f0ae71cd29f"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['#FollowFriday @France_Inte @PKuchly57 @Milipol_Paris for being top engaged members in my community this week :)',\n",
              " '@Lamb2ja Hey James! How odd :/ Please call our Contact Centre on 02392441234 and we will be able to assist you :) Many thanks!',\n",
              " '@DespiteOfficial we had a listen last night :) As You Bleed is an amazing track. When are you in Scotland?!',\n",
              " '@97sides CONGRATS :)',\n",
              " 'yeaaaah yippppy!!!  my accnt verified rqst has succeed got a blue tick mark on my fb profile :) in 15 days',\n",
              " '@BhaktisBanter @PallaviRuhail This one is irresistible :)\\n#FlipkartFashionFriday http://t.co/EbZ0L2VENM',\n",
              " \"We don't like to keep our lovely customers waiting for long! We hope you enjoy! Happy Friday! - LWWF :) https://t.co/smyYriipxI\",\n",
              " '@Impatientraider On second thought, there’s just not enough time for a DD :) But new shorts entering system. Sheep must be buying.',\n",
              " 'Jgh , but we have to go to Bayan :D bye',\n",
              " 'As an act of mischievousness, am calling the ETL layer of our in-house warehousing app Katamari.\\n\\nWell… as the name implies :p.']"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "all_positive_tweets[:10]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oIxAUu4OkUTV",
        "outputId": "c8bc8aa4-4f86-4c67-97b9-fb872a733d3f"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['hopeless for tmr :(',\n",
              " \"Everything in the kids section of IKEA is so cute. Shame I'm nearly 19 in 2 months :(\",\n",
              " '@Hegelbon That heart sliding into the waste basket. :(',\n",
              " '“@ketchBurning: I hate Japanese call him \"bani\" :( :(”\\n\\nMe too',\n",
              " 'Dang starting next week I have \"work\" :(',\n",
              " \"oh god, my babies' faces :( https://t.co/9fcwGvaki0\",\n",
              " '@RileyMcDonough make me smile :((',\n",
              " '@f0ggstar @stuartthull work neighbour on motors. Asked why and he said hates the updates on search :( http://t.co/XvmTUikWln',\n",
              " 'why?:(\"@tahuodyy: sialan:( https://t.co/Hv1i0xcrL2\"',\n",
              " 'Athabasca glacier was there in #1948 :-( #athabasca #glacier #jasper #jaspernationalpark #alberta #explorealberta #… http://t.co/dZZdqmf7Cz']"
            ]
          },
          "execution_count": 19,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "all_negative_tweets[:10]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uRFnS6IaCf_k"
      },
      "source": [
        "###2.2.Tiền xử lý dữ liệu cho tập `Tweets`"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GFezH6Udrdkx"
      },
      "source": [
        "Dựa vào việc quan sát tập dữ liệu trên chúng ta tiến hàng một số bước tiền xử lý như sau:\n",
        "- Xóa bỏ các hashtags như #FollowFriday,...\n",
        "- Xóa bỏ các thẻ gắn nhãn các tài khoản như: @Lamb2ja\n",
        "- Xóa bỏ các thẻ HTML, CSS,.. có thể có như: https://t.co/smyYriipxI\n",
        "- Xóa bỏ retweet trong text: \"RT\"\n",
        "- Xóa bỏ dấu câu và có thể xóa hết số, ký tự đặc biệt (Với mục đích tập trung ngữ nghĩa các từ)\n",
        "- Có thể thực hiện một số bước tiền xử lý khác\n",
        "- Sau khi tiền xử lý xong chúng ta tiến hành tách câu thành các từ (word base tokenizer). Ở đây chúng ta sẽ dùng bộ tách từ có sẵn cho tách từ `tweet` của nltk là `TweetTokenizer`"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0scCMv8wCmQW"
      },
      "outputs": [],
      "source": [
        "# Ex 5\n",
        "def basic_preprocess(text):\n",
        "    '''\n",
        "    Args:\n",
        "        text: câu đầu vào\n",
        "    Output:\n",
        "        text_clean: danh sách các từ (token) sau khi chuyển sang chữ thường và\n",
        "            được phân tách bởi khoảng trắng\n",
        "    '''\n",
        "    ### START CODE HERE\n",
        "    # xóa bỏ stock market tickers like $GE\n",
        "    text = re.sub(r'\\$\\w*', '', text)\n",
        "\n",
        "    # xóa bỏ old style retweet text \"RT\"\n",
        "    text = re.sub(r'^RT[\\s]+', '', text)\n",
        "\n",
        "    # xóa bỏ hyperlinks\n",
        "    text = re.sub(r'https?:\\/\\/.*[\\r\\n]*', '', text)\n",
        "\n",
        "    # xóa bỏ hashtags\n",
        "    text = re.sub(r'#', '', text)\n",
        "\n",
        "    # tokenize\n",
        "    tokenizer = TweetTokenizer(preserve_case=False, strip_handles=True, reduce_len=True)\n",
        "    text_tokens = tokenizer.tokenize(text)\n",
        "\n",
        "    text_clean = []\n",
        "    for word in text_tokens:\n",
        "        if word not in string.punctuation:  # remove punctuation\n",
        "            text_clean.append(word)\n",
        "\n",
        "    ### END CODE HERE\n",
        "    return text_clean"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OArQNKFI3zTT",
        "outputId": "3ce248ef-417a-44bb-a18c-bb07eebf0a68"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "hopeless for tmr :( \n",
            "everything in the kids section of ikea is so cute shame i'm nearly 19 in 2 months :( \n",
            "that heart sliding into the waste basket :( \n",
            "“ i hate japanese call him bani :( :( ” me too \n",
            "dang starting next week i have work :( \n",
            "oh god my babies faces :( \n",
            "make me smile :( \n",
            "work neighbour on motors asked why and he said hates the updates on search :( \n",
            "why :( sialan :( \n",
            "athabasca glacier was there in 1948 :-( athabasca glacier jasper jaspernationalpark alberta explorealberta … \n",
            "i have a really good m g idea but i'm never going to meet them :( \n",
            "mare ivan :( \n",
            "happy trip keep safe see you soon :( \n",
            "i'm so tired hahahah :( \n",
            "with knee replacements they get you up about the same day :-( ouch \n",
            "relate to the sweet n sour kind of bi-polar people in your life ... cuz my life ... is full of them ... :( \n",
            "pleasse :( \n",
            "im not sure tho :( \n",
            "i feel stupid i just can't seem to grasp the basics of digital painting and nothing i've been researching is helping any :( \n",
            "good lord :( \n",
            "i feel lonely someone talk to me guys and girls :( \n",
            "no assignment but we have project :( really 😩 \n",
            "just want to play video games watch movies with someone :( \n",
            "choreographing is hard \n",
            "what the email link still says that it's no longer available :( \n",
            "cries bc i miss mingming so much :-( \n",
            "sorry :( \n",
            "mom so far away :( \n",
            "we're truly sorry :( have a safe flight \n",
            "and my friends :( \n",
            "oh :( i hate when that happens i get so sad over it too \n",
            "oh dog has pee ’ d in my bag :-( so i can ’ t take it to newwine 15 \n",
            "doushite :( \n",
            "too late :( \n",
            "it sucks so much been sick i was plan to start work on my first gundam to night but nope :( \n",
            "my dollar :( 😭 😭 😭 \n",
            "listening back to old shows i know i'm weird just got to u leaving might give up it was pale imitation after :-( \n",
            "i went in the sea and now have a massive fucking rash all over my body and it's the most painful thing ever i want to go home :( \n",
            "hi why are you absent :( \n",
            "my gran tho she knew but didn't care to tell me :( \n",
            "same it's so cute i love it so much i wish there would be a sequel :( \n",
            "busy sa school :( next time love yah xx \n",
            "ouucchhh one of my wisdom teeth are coming through :( \n",
            "frightening case it really gets to you :( \n",
            "pret :( wkwkw verfied be active don't forget to follow all member thanks for join goodbye \n",
            "you ´ ve got me in chains for your love ´ — a sentir-se incompleta \n",
            "it's okay .. but .. :( \n",
            "why didn't you go on wednesday :( \n",
            "marvellous not how very thwarting :-( \n",
            "awh what's the chances 😩 when u off to zante we need to do something :-( x \n",
            "when's your birthday :( \n",
            "that was the worst part and i still feel bad about it :( \n",
            "audraesar all these sushi pics on my tl are driving me craaazzyy :( \n",
            "really want this :( \n",
            "popped like a helium balloon .. :-( \n",
            "climatechange cc california's powerful and influential air pollution watchdog califor ... \n",
            "i was so sad because elhaida was robbed by the juries :( she came 10th in the televoting \n",
            "climatechange cc idaho will not restrict fishing despite regional drought-linked die-of ... \n",
            "climatechange cc abrupt climate change may have doomed mammoths and other megafauna sc ... \n",
            "climatechange cc australia's dirtiest power station considers clean energy biomass ... \n",
            "climatechange cc it ain't easy being green if you're a golf course in california ulti ... \n",
            "well i am sure your work day is over before mine :( \n",
            "im gonna miss u sexy prexy :( \n",
            "i miss my kindergarten kids :( \n",
            "hungry :-( \n",
            "cant find the only book that keeps me sane :( \n",
            "literally there are three lounge events why :-( so much turn up i'm sad \n",
            "miss you boss :( \n",
            "i love hozier :-( \n",
            "that's true i just want it soooner :( \n",
            "ahh fam :( respectlost \n",
            "i'm sorry :( what is hypercholesteloremia are you ok \n",
            "baby still looks tired :( \n",
            "can someone gift me calibraska :( \n",
            "the massive shame about it is we would actually be genuine contenders but it won't happen :( \n",
            "my head always hurts if i stay up late lmao :( \n",
            "how are u older than me :( \n",
            "backed out :( \n",
            "u sound upset :( \n",
            "so much misses :-( \n",
            "i miss infinite :-( \n",
            "aos doesn't do it for me but i don't want to stick with 8th either :( \n",
            "its too much serious yun eh :( \n",
            "my room is way too hot :-( \n",
            "i still havent found my handsome jack drawing :( \n",
            "shit :( \n",
            "but cut encore :( bad 4thwin \n",
            "i wish i had my own baymax :( \n",
            "sick :( \n",
            "french mixers miss you so much :( 💜 \n",
            "wft .. can't watch the awesome replay :-( \n",
            "what happened :( \n",
            "party promotions are over :( \n",
            "music bank encore always so short :( \n",
            "baby boy :( \n",
            "my order has been received at the hub nearest but doesn't look like it will be delivered today :( 1/2 \n",
            "why is my mum playing music out loud :( \n",
            "the finale of parasyte fucked my feelings alll the way up :( \n",
            "i wish :( zayniscomingbackonjuly 26 \n",
            "good bye party era :( \n",
            "me too 。 。 。 :( ´ ω 」 ∠ ): \n",
            "nathann 💕 i never got a chance to take a pic with you :( got a hug tho pic next time i see you 😊 \n",
            "some girl came up to me and was like you are so beautiful :-( i want to dieididieieiei she's so cute \n",
            "party goodbye stage :( but this means hello to lion heart and you think \n",
            "tell her to screw herself i'm gonna have a netflix and chill on my own y u do dis ervin :( \n",
            "ohh no :( and yeah i hope she comes back soon too \n",
            "i am i've accepted the offer .. but im desperate to take the year out :( \n",
            "come back :( \n",
            "snapchat me amargolonnard snapchat snapchat kikhorny snapme tagsforlikes batalladelosgallos webcamsex :( \n",
            "ugh i cant stream tmr i have duty :( \n",
            "u've gone too far :( \n",
            "what about her alien thing :( \n",
            "aww i don't really wanna get my hopes up but i wish that he would :( \n",
            "sorka no :( \n",
            "i knew u would be sad :( were having a funeral i was gonna text u but i have no phone \n",
            "sunny :( i feel so bad ... \n",
            "so nonexistent wowza :( \n",
            "back off fah she's mine :-( \n",
            "taylor why did you crop yourself out :( \n",
            "boo on both counts :-( \n",
            "new guitar :( \n",
            "so when will i get my jonghyun hyung :( please predict it :( \n",
            "i hope sj will be nominated soon but no sj vs infinite pls :( \n",
            "yeah dudes keep calm and brace yourselves :-( \n",
            "sir plus 4 please :( \n",
            "they looked so shock omggg :( yall deserve it :( \n",
            "whenever i would spend the night we would smoke and watch a movie but he would always end up falling asleep on me :( \n",
            "we were 1 point close to grand finals :( whyyy \n",
            ":( that's a long time \n",
            "oh that must be so annoying evan :( do the texts give the option to opt out \n",
            "who's doing giveaways for muster goods :( or any merchs \n",
            "ah too bad :( \n",
            "people are looking at me funny because i'm drinking savanna with a straw :( \n",
            "good bye stage :( \n",
            "and why did you ignore me yester afternoon :( \n",
            "i can't sleep :( someone talk to me \n",
            "yeah :( \n",
            "yes sadly :( \n",
            "very :( \n",
            "whens the album coming :( \n",
            "the last of my chocolate has been consumed :( \n",
            "ugh i have werk in the morning too :-( \n",
            "foreals :( a wesen uwesiti mj 😂 😩 \n",
            "i will if i catch him online long enough haha he's being very annoying :( \n",
            "bosen :( \n",
            "dying for some egg benny :( \n",
            "sometimes i hate you :( \n",
            "baby followback huhu :( \n",
            "but no ones as cute as u so :( \n",
            "you're gonna watch this shit and understand how badly you scared me >:( \n",
            "i miss al katie zaz and amy a lot :( \n",
            "i liked a video \n",
            "can u make a diary while you're all there please :( \n",
            "sorry :( \n",
            ":-( i don't read most of these rehash websites that have mushroomed a good piece may be by exception reaches one anyway \n",
            "and yes its been a while vicky omg :-( \n",
            "wtf like your lips still a virgin omg mom get a life youre 45 hahah \n",
            "ninasty tsktsk oppa wont like u call his dick kawaii he is manly >:( \n",
            "so lonely :( \n",
            "can't go back to sleep :( \n",
            "i wanna go on xbox for netflix but am already too comfy in bed :( \n",
            "miss youu :( \n",
            "sigh i feel bad for our girls :( \n",
            "lol i love sweet potato fries :( \n",
            "guess y'all ugly asf huh :( \n",
            "eish ive been quit i know ... i lost my twitter mojo shame ... n i dont know how to get it back :( mara im sure you can help me neh \n",
            "aww i've got a fever :( but bad 4thwin <3 \n",
            "poor bb :( \n",
            "i'm not able to go :( it's the association of green councillors conference this weekend ... \n",
            "my skype account is out of order i think it's been hacked so if you were in my contacts i'm sorry :( i'm creating a new one soon \n",
            "i miss your tweet spree oh :( \n",
            "yes na as sholong reject my proposal :( gee u don fly go gidi the way i'm being pampered in this lagos ehn ... \n",
            "i guess im arresting my girlfriend :( \n",
            "hes such a nice person idk why anybody would say that to him :( \n",
            "you know when a song just disappears from your phone and itunes i've lost dazed and confused :( \n",
            "fever :-( \n",
            "do you think they survived well they did find all the missing bodies in fragments so no but it would've been nice if they did :( \n",
            "im being forced to go :-( \n",
            "horrible weather to be going to work in :( \n",
            "wish that both of us could change this :( \n",
            "walao kbs never show encore :( \n",
            "sending finally :( \n",
            "being ill is the worst :( \n",
            "its not the same :( \n",
            "hope djderek is found safe well had many fun times at his gigs absolute legend :( \n",
            "yeah and it's like why do you need to wait till saturday to give us homework pa :( what if u made plans 4 da weekend \n",
            "greek tragedy is such a cute song :( \n",
            "same :( \n",
            "raining on me today :( gym it is then 💪🏻 🐒 \n",
            "whats wrong :( \n",
            "oh god i'm strucked by the pain ... cant take it anymore :( \n",
            "come to belgium :( \n",
            "fabian delph has fallen :( \n",
            "where u been hiding baby :( \n",
            "i'm draking silently so they can't hear it :( \n",
            "rest in peace mo :( \n",
            "not much chance of game tonight :( t20blast \n",
            "ahhh u see u wouldn't wake up :( \n",
            "mumma im on 7 :( \n",
            "i hope so :( \n",
            "i'm gonna be dead tomorrow :( \n",
            ":( i'll do high you do low \n",
            "sad pray for me :( \n",
            "how very appropriate :( \n",
            "poor him . . . :( \n",
            "i'm still awake :( \n",
            "woke upp now i cant sleep :( \n",
            "no one is up to help me :( \n",
            "i don't know :( just be happy for him :( \n",
            "hi can you do me some dms with luke please :( \n",
            "hey babe i just came across this pic .. what is this about i cant read hindi :( \n",
            "their reactions :( \n",
            "5s :( i think it's bc im running out of space tbh \n",
            "i wish i could come and see you but on disability pension with ptsd makes it impossible both physically and financially :( \n",
            "why does it have to rain :( \n",
            "nooo why they broke up they were soo amazing togheter :( \n",
            "suck for me which mean i have to watch you play it around 1 p m my time :( \n",
            "don't be like that :( \n",
            "you cant hold another week september 21st :-( \n",
            "why they cut the encore i wanna see snsd infinite interaction :( \n",
            "i miss watching anna akana videos :( \n",
            "askip t'existes pas :( \n",
            "sadly not :( the channel owner decides which regions it broadcasts to thanks kei please rate our se ... \n",
            "i dont think or will ever notice me :( i still exist \n",
            "the traffic is terrible :( \n",
            "i've been eyeing on a small kate spade bag too pero walang maganda :( \n",
            "haha aw i miss you too haven't seen you for agesss :( \n",
            "sigh ... :( \n",
            "add me on snapchat corinehurleigh snapchat snapchatme instagram addmeonsnapchat sfs quote kiksexting :( \n",
            "i have no bum in zara trousers :( \n",
            "all these sushi pics on my tl are driving me craaazzyy :( \n",
            "my after effects not spanish :( \n",
            "aww the poor thing :( hope it'okay and in good health luckely it has been freed from those rocks orcalove \n",
            "first i tried this \n",
            "i want my braces back :( \n",
            "i need a big cuddle from lew and kisses on my face :( i don't want to go through this again \n",
            "ems haha :( \n",
            "craving for banana crumble mcflurry and fries :( \n",
            "we're not going on the cable cars now because my brother got scared and doesn't want to :( \n",
            "i miss hello venus's old concepts tbh i rly like do you want some tea :( \n",
            "tagal :( \n",
            "we've lost in album and broadcast points :( \n",
            "i have this awful appointment tomorrow and i'd like to feel ok going in to it since i won't be after it >:( \n",
            "this sucks i want to go home :( \n",
            "there's no milk left for my cereal :( \n",
            "huh :( yes \n",
            "we lost at the album and broadcast :( \n",
            "so sad :( \n",
            "everything and all :( \n",
            "follow me :( \n",
            "yeah i tried to film the date at the start at the time of filming it had 4 days left :( \n",
            "no because you will get more than one and i think its not the same from the previous one :( \n",
            "i can't smile :( \n",
            "i'm following 73 users who aren't following me back :( \n",
            "when will got 7 \n",
            "seems to be everywhere today :( \n",
            "for the fansign and take photo is more expensive :( \n",
            "zzzz ... please don't let the sun come up yet ... :( \n",
            "when your bff's extremely stressed and you can't do anything but pray ... :( \n",
            "ahh no win for the goodbye stage :( \n",
            "true deosn't help that liverpool were here last week most have never been to pool though :( \n",
            "yes bro .. lost many too :( \n",
            "praying for you all so sorry this happened \n",
            "great news thanks for letting us know :( we hope you have a good weekend \n",
            "it's so fucked :( \n",
            "my self esteem was on the lowest :( \n",
            "they feel and look better where people can't see tbh they look so tacky :( \n",
            "taken say :( \n",
            "man all i got is lucky charms :( \n",
            "haaretz israel :-( syria continues to develop chemical weapons officials tell wsj wsj rep ... \n",
            "i want all these bts merchs :( \n",
            "only one more day :( \n",
            "should have taken a pic before mrs wong confiscated my art work :( \n",
            "bad 4thwin you guys omg :( \n",
            "i hadn't thought of an icepack big doses of pain killers on board but it is feeling very very painful already :( whimpers \n",
            "it's okay :( \n",
            "says the man u fan :( \n",
            ":( i wish i could be there to say a final goodbye to them \n",
            "will do senpai >:( looks up on all of buttsex \n",
            "but i was joking on the headline so aren't we friends :( pls dn't brk my heart :'( \n",
            "when someone hits a head voice and i'm like i would sound amazing if i could do that too but no ... i can only do falsettos :( \n",
            "notice me :( \n",
            "i hate our time zone :( \n",
            "my snapchat leanneriner 19 snapchat hornykik loveofmylife dmme pussy newmusic sexo :( \n",
            "when will s2 be aired in spain the delay is killing us ... :( \n",
            "not a single untruth here :( \n",
            "my last cross country in ij was amazing 💥 ✨ 💫 can't bear to leave :-( \n",
            "i can't drive so :( \n",
            "when i have my own little apartment can like someone come live with me :-( \n",
            "soshi didnt win :( buttt congrats infinite bad 4thwin \n",
            "i'm working saturday and sunday so friday is a bad day for me :( :( \n",
            "going home soon :( \n",
            "i shoulda moved away w my boys when i had the chance cause they're the only people i want at times like this :( \n",
            "heyyy i wanted to see yeols solo danceee :( \n",
            "inter offer nemanja vidic to roma ... but they don't want him either :( \n",
            "my mom's a linguist my dad's a computer scientist and i am the dumbest one in the family :-( \n",
            "broken for me :( i really wanted my morning ice cream in the pouring rain ... \n",
            "would you ever consider creating crash course videos about computer science there aren't many resources at my school :( \n",
            "all ice cream vehicles are busy :( \n",
            "ate ayex what do you eat youre sexy :( — i swear i eat a lot no chill lamon haha \n",
            "this weather has me scrolling through my contacts of people i've curved on some hey you 😉 sigh :( \n",
            "so i'll be getting my cement cast tomorrow :( \n",
            "shit 10.3 k :( \n",
            "sign out :( \n",
            "zayn :( \n",
            "bot if you follow me plz send to me mention because i can't notice :( \n",
            "these jmu camps are such a tease bc i just wanna be here now :( \n",
            "that's one of the sweetest things i've ever said awuna mbulelo :( \n",
            "this fucking bad link isn't working and i can't watch the match :( \n",
            "oh no mr i pigs not turning on :( although there's a weird crackling noise when i plug him in coming from the plug i'm thinking fuse \n",
            "dammit i tipped carlton :( aflblueshawks \n",
            "miss you :( \n",
            "go to bed :( \n",
            "am want to go alex's house :( \n",
            "so true this was part of a motorsport series all on one disc :( \n",
            "all i want right now is the a followed by the d and a cheeky j after that instead i've got some seo and some nls to be getting on with :( \n",
            "sure sorry :( x \n",
            "hey bud christy is really sick so i can't leave these 2 at home :( xo thanks man \n",
            "my niece is having a better summer then me :( \n",
            "i just wanted a bloody sandwhich :( \n",
            ":( it is \n",
            "buset :( \n",
            "discrimination :-( five things we learned about pregnancy discrimination today left foot f ... \n",
            "discrimination :-( maternity discrimination when i needed my boss he kicked me in teeth ... \n",
            "domesticviolence :( proposed new law will help domestic violence victims 98fm victims ... \n",
            "i missed you :( it was okay lol i did nothing 😂 \n",
            "exactly but unfortunately :( \n",
            "such a stressful and upsetting day yesterday the uk government sucks :( \n",
            "ugh well i could still say that i'm lucky because i am sapiosexual :( \n",
            "aww too bad :( \n",
            "ive been trying to play the damn beta for like 12 hours now :( \n",
            "i don't want to be in a world where hulk hogan has been scrubbed from wwe history :-( \n",
            "im so tired :( \n",
            "this weather isn't making me want to go to the gym at all ... :-( \n",
            "link doesn't work :( \n",
            "irene seemed so sad after making that mistake :( \n",
            "naa unfortunately i didn't have my phone on me :( \n",
            "its sold out :( \n",
            "i hate u >:( h_my_king \n",
            "we lose again :( \n",
            "valentine et al found r'ships btwn homo biphobic comments certain disciplines incl european langs lit education :( fresherstofinals \n",
            "when will you notice me :( i'm so hopeless 💔 \n",
            "my dreams are gettin too realistic for my liking thx cant tell whats real n what isnt :( \n",
            "either or but would prefer benzema we won't get any though :( \n",
            "hahahahahaah i donno korean language :( only few russian waaa \n",
            "what about me :( eidwithgrofers \n",
            "someone talk to me i'm boreddd :( \n",
            "don't you just hate it when you get called a mug pisses me off >:( \n",
            "i miss you but i know you don ’ t care :( \n",
            "no i can't do it don't have the option on my phone :( \n",
            "i love tiddler but that was really silly :( but at least we ’ ll be getting real new cards in like 1 hour .. \n",
            ":( well this sucks \n",
            "infinite win :( \n",
            "are you sure that chorong is the leader 에이핑크 더쇼 i can't be sure anymore :( \n",
            "when will the clan slots be open :( \n",
            "pfff doing a private bugbounty and only finding self-xss and host header poisoning :( need some code execution ktksbye \n",
            "when your connect leaves a company and they don't alert you :( \n",
            "you cancelled my ice cream uber order everyone else in the office got it but me :( \n",
            "ahahah i consider it petite i have a love hate relationship with my height :( \n",
            "will cost you 600 k £ to get security alerts on odoo 8 if you are an odoo partner far from community spirit :-( \n",
            "jgh :( im so effin tired \n",
            "facebook y u no work y u do this facebook :( \n",
            "no ones up :( \n",
            "no unfortunately :( sorry \n",
            "anyone else's show box not working :( :( :( :( :( \n",
            "ap won't be the same anymore :-( \n",
            "story of my life ... love london and can't imagine living elsewhere but it's gonna have to happen someday :( i have no space \n",
            "oh no ben :-( that is terrible please provide us with the name of the branch you visited we would like to address your concern \n",
            "poor guy :( \n",
            "i feel your pain it's like the welsh pod all over again :( \n",
            "i can't wait for the movie to come out :( \n",
            "hi julie i'm sorry you feel this way :( whats happened laura \n",
            "i cant :-( im still inside the train station waiting for the person home is another hour away D; \n",
            "not anymore :( \n",
            "some people need not to talk-kama hawako around :( :( waa kimaaani prisss \n",
            "baggage claim the final goodbye to all your new plane friends :( \n",
            "i miss niamh i havent seen her in forever :( \n",
            "yeah i screwed up again :-( and this time i thought i did something good good \n",
            "i have :( \n",
            "hmmm they always have so much sugar in them i rarely make them sorry i couldn't help :( \n",
            "i literally have no time to watch paper towns :( \n",
            "what's the score don i'm stuck at work :( \n",
            "agh keeps cutting out in the middle of undercoverboss :-( \n",
            "please please come back to wwe :( تكفى \n",
            "i'll be there around 10 my train was delayed :( \n",
            "having a full time job means you only gonna have part time fun :( \n",
            "my cats have forgotten who i am and they hate me :( \n",
            "i know it's long and i played for 15 hours :( \n",
            "u already have most of them :( \n",
            "yep again :( \n",
            "why must the video stop tho :( \n",
            "wisdom teeth giving me so much ache :( \n",
            "y is no one up :-( \n",
            "my wrists feel so naked bc i forgot my watch bracelet :( \n",
            "did you ligo na :( \n",
            "the day a dozen parents and children killed a baby shark for a selfie :( \n",
            "so this is heartache :( \n",
            "i don't think so :( zayniscomingback \n",
            "little mix are coming to sweden tomorrow and i can't see them :-( im sad \n",
            "my heart is breathing for this moment in time i'll find the words to say before you leave me today :( \n",
            "elmhurst fc are over :-( i'll always be etid \n",
            "miss chillin'with you :( \n",
            "forget to my job i'm sorry my father :( \n",
            "istanya going 2supply all d extra infrastructure teachers doctors nurses paramedics other countless things 2cope with it all >:( \n",
            "i liked a video \n",
            "i'm so bored pleas can 1 arianator talk to me :( \n",
            "lmao hahahaha slr jgh from school :( \n",
            "my live streaming sucks or is it just me :( \n",
            "kendall and kylie are killing me on kylie's snapchat :( \n",
            "absolute world to me i was so close to seeing him but he did not show up in manila :( i cried so fucking hard that time \n",
            "jeebus reabsorbtion of tooth abscess threatening to affect my lovely front crown :( and ooouch \n",
            "oh barney :( \n",
            "awh why :( were nice \n",
            "sometimes it be's like that yo follow someone and then a few days later realise they're problematic as fuck life :( \n",
            "they didnt expect that omg their faces :( im so proud of you infinite \n",
            "this day is such a mess :( \n",
            "i miss you maa :( why didn't you ever tell me its going to be like this without you \n",
            "help me :( \n",
            "why no bangalore :( \n",
            "awww :( at least u never got called luis manzano tho \n",
            "thanks shaaa miss u super :( \n",
            "we didn't get the 7th win :( \n",
            "meeting with the convener at 2:30 pm :( not looking forward to it \n",
            "how was the party last night shame i couldn't go :( would of been lovely to have seen you again x \n",
            "no why did you delete me :( \n",
            "turkey are now bombing isis in syria and allow the usa to use one of it airfields for their jets :( \n",
            "i want jack's follow so bad but i don't want to be annoying by spamming him :( sooo follow me please ☺ 💜 \n",
            "mommy's in manila and i've only seen her once :( \n",
            "the reason why i'm always always overweight ... sigeg habhab :( masud pa kaha kos akong un … \n",
            "yes thank u oh damn that hella sucks :-( but at least u had a really good time that's all that matters \n",
            "no pala omg hahaha i have driving lessons :( \n",
            "aw i wanna go and see dolphins again :( so cute xxx \n",
            "holy fuck are u okay text me if u need anythin :-( \n",
            "i miss you :( \n",
            "zayniscomingbackonjuly 26 i see this trend an in radio the next sing is see you again ... :( \n",
            "beware agonising thought experiment ahead :( \n",
            "last time i was here was a funeral and a again funeral modimo ho tseba wena fela :( — feeling emotional at ... \n",
            "what's wrong with me :( \n",
            "and now me too :( hubby will be delighted to return home lol \n",
            "so sad for the girls oh why didn't they win :( \n",
            "i want something new too damn you bills :( \n",
            "nowt worse than a sad looking willy :( \n",
            "sad moment when you gon vomit all this out :( \n",
            "or a famous bowl :( \n",
            "she's so cute :( \n",
            "devastating to find out last night that titan ae was never actually any good :-( \n",
            "mark followback :( \n",
            "omg ... you're so beautiful ... miss you sooo much ... \n",
            "miss you so much :( xxx \n",
            "i used to have such nice hair :( look at it it's all shiny and long and wavy im emo \n",
            "have fun in germany :( i can't be there 😭 \n",
            "i was about to make tea but load shedding was like ha a bheyps not now ayemso hacked :( \n",
            "my left ear is swelling :( \n",
            "read sm quotes on fb which remind me abt sm 1 and am missing him so much now :( \n",
            "everyone is going to womad but me :( \n",
            "wut the hell i can't sleep >:( \n",
            "it is a vicious circle isn't it :( x \n",
            "there is no surprise :( \n",
            "win tickets to cody simpson concert in singapore on august 10 \n",
            "sorry pooo :( \n",
            "sorry na bh3s :( \n",
            "project i want to enter into pitchwars may not work :( only first chap mine's a phone call transcript ugh \n",
            "the apma's :( \n",
            "this is bad my shoulder has started to hurt like a bitch :( and we're just a day away from competition hope it'll be fine in time \n",
            "it's okay i feel you it happens all the timw :( \n",
            "don't make the other accs feel bad :( that's just rude \n",
            ":( that sucks try vitamin e oil massage everyday for a while and it should make them healthier and easier to stretch \n",
            "what the hell is going wrong :( i don't understand why people choose to hurt each other \n",
            "i don't know what i'm doing for blockjam at all since my schedule's just whacked right now :( \n",
            "wish i could have been there :( \n",
            "guys add my kik thelock 76 kik kiksexting sex omegle couple travel hotgirls :( \n",
            "valentine et al 2009 found relationships between homo biphobic comments certain disciplines incl european languages lit education :( \n",
            "3 ghantay say light nai hay :( \n",
            "i have it still won't work :( \n",
            "rejection is the reason why people deny what they really feel :( \n",
            "this weather is ruining everything :( \n",
            "no i was in laguna :( \n",
            "feeling sick :( \n",
            ":( exit gomen \n",
            "what the heck that's not fair 😂 i grew half an inch in two years :( \n",
            "woke up feeling so sick :( \n",
            "i wish you cut your hair like this again :( \n",
            "problem is 1 i'm from uk so it's £ not and 2 i don't have :( \n",
            "suuuper sick :( fever got way worse :( \n",
            "me right now :( \n",
            "65 digital sales .. having a bad feeling :( \n",
            "can i use anyones netflix my account is inactive and i wanna watch orphan black :( \n",
            "havent seen you earlier :( \n",
            "whaaat what is this :( \n",
            "yes baby kaya i'm so sorry :( \n",
            "naaan pas goodbye stage :( \n",
            "why does my music keep pausing randomly it's the only app open :( \n",
            "3:30 am walk down inglewood ummm bad idea :( ugh stupid anxiety \n",
            "and it's not easy to be me :( \n",
            "belgium :( \n",
            "this one was ready in 3 weeks and is also charcoal but the other one wont be ready til mid-end aug :-( \n",
            "noooo i've just heard the news :( \n",
            "rip rodfanta :-( \n",
            "i wish i was better with words :-( \n",
            "yes all wasp stings have been averted those bugs are mean :( \n",
            "can u feel it :( (: exo \n",
            "please don't leave :( \n",
            "i'm feel so seekly ... :( \n",
            "shocking news :( riptito \n",
            "i can't see it i'm sorry call me a manbearpig but i cannot see it sorry :( \n",
            "can i grow shorter pls :( \n",
            "academics :-( \n",
            "i want my free ice cream :-( \n",
            "exclusive to germany how unfair is that :( esp regarding the current bleak german charts situation still no entry even top 100 pfft \n",
            "later i feel out of place :( \n",
            "it was white washed dude to the polaroid effect :-( \n",
            "i feel bad for talking to you ... :( \n",
            "newbethvideo i love you sooo much but ... i live in greece so i dont think i'm gonna win :( but always hope <3 \n",
            "haha i know right :( he needs a good talking to that xur does \n",
            "imy too :( \n",
            "i don't even know what's going on :( fill me in please soon babe ... ♡ ♥ ♡ ♥ xoxoxo \n",
            "it's raining here :( but i will make sure i get a picture of him soon \n",
            "i want cereal too bad we don't have any >:( \n",
            "just got home lost one of my stud earrings :( \n",
            "i miss his massages :( \n",
            "kik me guys hunde 6 kik kikhorny tagsforlikes skype kikchat amazon kikhorny :( \n",
            "i lost my 3.4 k :( \n",
            "yach .. telat .. huvvft ... :( \n",
            "it's been years since i have been in a zoo and it's only on fieldtrips so no time to touch :( \n",
            "i wanted to hug him after watching this :( \n",
            "i missed the following spree :( next time though x \n",
            "still hoping :( zayniscomingbackonjuly 26 \n",
            "awww :( kaya yan think positive \n",
            "i miss my king future boss and rain :( \n",
            "i want to watch a movie listen to sizwe eat and write my assignments at the same time ... but i can't do that :( \n",
            "i miss you :( \n",
            "this time in 20 days i'll have my results kms :( \n",
            "i have four shifts left with my heart has broken :( \n",
            "aaahhh :( it is only 3 pm and i feel like dying of boredom ... \n",
            "on me birthday en all :( \n",
            "stop playing with my feelings man :( i aint got no time for that still hoping ♡ zayniscomingbackonjuly 26 \n",
            "u started it :( \n",
            "am i the one whos dont see sinse to trend something like thats :( zayniscomingbackonjuly 26 \n",
            "good thing i got those free earrings as i've somehow lost one of the tiny screw on ball things from one of my barbells :( \n",
            "owww i'm only about this weekend i'm on the course next week so won't be able to get into amsterdam :( \n",
            "luv u 💖 ps we haven't talked in a looong time :-( why \n",
            "home but my eyes aint apartement \n",
            "text :( why \n",
            "with this rain though :( \n",
            "sc longe :( \n",
            "especially when you don't like it :( i can't do the same song over and over again :/ \n",
            "cat on the lap i have to go out now :( \n",
            ":( i'm litro gonna be on my own that weekend \n",
            "shit good shepherd is lami :( 3 \n",
            "thank you maybe because of late sleep :( \n",
            "i need relax :-( ... lungomare pesaro giachietittiwedding igersoftheday summertime summer … \n",
            "my nose is bruised a lil :( :( \n",
            "fuck those snake things in journey always went for me never my partner had a beautiful scarf and he ate it :( \n",
            "i'm hoping that if he comes back to aus i can afford to go again but i dont think i'll be able to :( \n",
            "it just ruins your fridayfeeling when you know next day you have to wake up early in the morning ... :( \n",
            "i'll be so sad if there's nothing tonight :( \n",
            "i want a bad bitch but i aint got no money :( \n",
            "but i can't fry chicken woe is me my nigga :( \n",
            "motn though lighting is not doing my make-up any justice :( \n",
            "that one person is still very important to me ... and i don't want her gone any longer ... yet i just sit here scared out of my mind :( ... \n",
            "i rly wanna buy the limited ver as well as the normal edition huhuhu what to choose :( \n",
            "stack is on m'lady j8 to j11 m20 :-( \n",
            "jk im so bored :( acads scheduled 8 what to do nowww \n",
            "couldn't watch cops :( how was james \n",
            "i need to clean my window at some point today bc hugh keeps pawing at them and leaving muddy marks everywhere :( \n",
            "but i don't know what song to sing :( \n",
            "my mom called me up :( i got distracted \n",
            "heyy i miss you :( \n",
            "please be nice tomorrow weather otherwise our picnic is cancelled and i've got 24 cupcakes to eat :-( \n",
            "with you talaga the best :-( 😂 \n",
            "the only female i wanna get it poppin with is joc ... but she be playin :( \n",
            "so cute :( \n",
            "pm me :( \n",
            "when i saw zayniscomingbackonjuly 26 fix you by coldplay plays in my windows media player :( 😭 \n",
            "i think i just failed one subj :-( sobrang bv 😭 pls pray for me huhu \n",
            "zamn the line up for afropunk fest brooklyn :( \n",
            "i'm not there anymore would have signed if i saw you :( thank you for coming \n",
            "wish id put more than £ 50 on real madrid shithouse :( \n",
            "cutest dance ever :( \n",
            "oppa ... hug ur arm why am i like this :( \n",
            "i asked my boss for a raise once he handed me a ladder and told me to climb the ladder to success :-( \n",
            "to get by to get by :( \n",
            "nerve wracking test booset :( \n",
            "aw sad :( it's very very long though maybe a little longer you'd love it i restarted assassins creed ii heaps then fell in love \n",
            "i don't know why the hell it's playing the next one i can find no way of turning that off :( \n",
            "bored :( \n",
            "i'm such a terrible daughter :-( \n",
            "finally got some time to catch up on games .. wish i could say let the games begin ... sigh .. ps3 isn't working :( \n",
            "my ankle :( \n",
            "i just stepped in a puddle :-( i'm wearing slippers \n",
            "good eve :( \n",
            "wake up bby imy :( \n",
            "i will cry :( \n",
            "video sararocs i am so angry at the world :( \n",
            "pretty hairs :( \n",
            "fnaf 4 coming after my holiday now :( \n",
            "cheer up :-( 😘 💖 \n",
            "maybe a tweet :( \n",
            "and is this today but you're not here :( anywayhedidanicejob \n",
            "same same 😞 :( \n",
            "this match history :( \n",
            "it's 3am and i can't sleep :( \n",
            "the green one is ugly :( the others are awesome tho \n",
            "local legend :( \n",
            "can't tell you how sad i am we booked on another cruise line and could have done this double wail :-( \n",
            "when things go wrong they go wrong i have broken my manual wheelchair checked if i can get one that fits from nhs and its 26weeks wait :( \n",
            "poor sbenu sasin wasn't happy at all ... as the best player on his team .. :( but anarchy 3 <3 \n",
            "rude af im gonna put my candle away :( \n",
            "im sure anyone would kiss ur forehead give u medicine if u asked :( but ur welcome :( \n",
            "oops :( \n",
            "hoya mah always good looking :( no comment aing :( \n",
            "without you just miss you :( \n",
            "nobody said it was easy :( \n",
            "i'm so sorry i didn't give you enough hugs awhile ago b i was just so tired :( but it was so nice seeing you again luv \n",
            "aw i miss you :( \n",
            "now hush gurly and bring your purty mouth closer that made me shiver :( \n",
            "the website doesn't have the solution is there anything i can do i paid for this and i can't even play it properly :( \n",
            "dont know why i try anymore getting tired of this :( \n",
            "gol pea :( \n",
            "i hate myself for not knowing english :( \n",
            "physically emotionally mentally tierd :( \n",
            "my third eye's getting active again :( \n",
            "thnkyouuu :( \n",
            "hi caroline no we didn't :( neither did or i think we figured out it was in us lol \n",
            "my mirror is more beautiful than me :( \n",
            "didn't make it to the highlights then :-( they seem to have stopped talking about climbing on pure courage bit too fishy \n",
            "i didn't even do anything to it idek :( \n",
            "did i missed apink performance :( \n",
            "bulet gendut :( \n",
            "party goodbye stage :( \n",
            "noo :( do you know why \n",
            ":( hugs i hope you can rest soon \n",
            "looks awesome i miss the days of racing hotwheels cars around my house :( ms \n",
            "patch :( \n",
            "typically we had a power cut last night and i missed it :( was it good \n",
            "ahaha i'm laying on my bed like whyyy the pretty wine glasses sucked me in :( \n",
            "where's your album akon :( \n",
            "sorry i didnt update you i went somewhere :( \n",
            "the never ending nightmare is still never ending :( \n",
            "ya ya song mino where are you :( \n",
            "crazyyy thooo zz from airport straight away to soundcheck and concert :( \n",
            "hmm is this tweet antagonistic i literally do sing the obs song :( \n",
            "phantasy star online 2 ip issue i was so happy i could finally play the game then this ... so sad :( \n",
            "bruce just won't smile :( \n",
            "its 2:30 in the morning sleepdeprived tiredashell looking 4aspot even kinara's closed .. :( we then chill at awami \n",
            "of course :( :( .. i don't understand y'all gonna ignore questions huh niqqa is desperate need of answers lol \n",
            "why must you be so tiny :( \n",
            "so after 2 weeks only mockingjay was left well that was slow :( \n",
            "you are the only thing that i need :( \n",
            "not fair with us from pb.contestants our dreams not comes true this time :( \n",
            "i wish :( \n",
            "snakes on you :( \n",
            "my cycle is coming soon :( woe is me \n",
            "aarww ... i wish i could be there too :( xx \n",
            "lol the person i want to hug i cant :( lmbo dangit i miss people to much cant help it though \n",
            "i can't sleep now what the heck :( \n",
            "ohmygod worst case scenario na tooo :( \n",
            "nice weather if ur a fucking duck :( \n",
            "where are you watching the game :( \n",
            "awww baechyyy it's okayyy :( lol it's cute actually haha \n",
            "did noone live for my drag drawing ok :( \n",
            "this started with a picture :( seriously zayniscomingbackonjuly 26 \n",
            "misundersranding days chal raha hai yhm me :( \n",
            "edsa y u do dis 2 me so tired just wanna go home :( \n",
            "my snapchat jasmingarrick snapchat kikmeguys snapchat webcam milf nakamaforever kiksex :( \n",
            "tried tweeting unicef's accounts but no answer from them :( \n",
            "fu all :( \n",
            "home alone :( \n",
            "has anyone managed to get ice cream i've been on my app from 1 stephen street for last 35 mins and no free vehicles have appeared :-( \n",
            "so much new music that i cant record yet coz my voice is gone :( frustration \n",
            "i think you could do with a hug right now more than me :( poor thing sent you dm if interested hope you get better soon \n",
            "i don't like you :( \n",
            "woza please take me with you :-( \n",
            "very good read promise :( \n",
            "my kik senight 468 kik kikmeboys gay teens amateur travel hotscratch :( \n",
            "should i still sell socks it's too expensive :-( 150-160 pesos is so expensive you gotta pay for the sf :-( \n",
            "i don't think i can watch degrassi for about 4-6 nights :( \n",
            "no bcz kat rejected i like their chem onscreen tho ... ofscreen he kinda ignores her :( :( \n",
            "pak saturday classes pak monthly test :( \n",
            "please don't put your life in the hands of a rock n roll band who throw it all away oh the irony :( \n",
            "guys add my kik rhisfor 500 kik hornykik bestoftheday chat snapme summer camsex :( \n",
            "why did you unfollow me :( \n",
            "sad to see you go :( was there a particular issue the support team can help \n",
            "really missing my family friends bae and poopie :( \n",
            "have we been pipped to the post do you think :-( \n",
            "life never felt so good :( \n",
            "uff don't feeling too well today tbh :( \n",
            "i would but have only 1.300 credits :( \n",
            "just for that you won't get a cupcake >:( \n",
            "glue factory for kuchar :-( \n",
            "please stay with me :( \n",
            "omg that came fast you graduate at the end of the year i know :( catch ups are a definite what we did best at uni anyways \n",
            "same .. i don't know why :( \n",
            "thinking about again :( \n",
            "my ee account still isn't working :( \n",
            "i didn't see you :( \n",
            "tommy and georgia are so cute they actually hurt my heart :( :( :( \n",
            ":( bout to instant transmission \n",
            "zayn malik please :( \n",
            "i dont know what to dm you :( \n",
            "sigh orang suma no time for me :-( \n",
            "it's not the off shouldeeerr outfit sad :( \n",
            "damn hopefully we deserve one since it's been ages since our last repack i wont mention how boy groups gets repacks always :( \n",
            "little charles all grown up :( remember when we dyed your hair and it went rihanna red hahahaha that aint no ginge xxx \n",
            "without you :( \n",
            "it scared me :( \n",
            "no boots like that as such the closest thing i have to boots are my high top nikes and adidas haha :( \n",
            "oh no sorry to hear this :( please can you email the information to pro@illamasqua.com instead and they can manually set up x \n",
            "same :( \n",
            "ifeelyou :( \n",
            "training felt harder today .. that's what happens going to bed too late n waking up earlier than usual :( ratbaglater \n",
            "he doesn't win any :( \n",
            "who wants to watch paper towns with me tomorrow :( \n",
            "did badly in the second semester :-( \n",
            "never drinking gin again :( \n",
            "i hope so :( 💜 \n",
            "gutted for reynold the kind of desserts he has done this season :( \n",
            "that's a village thing everywhere in the world it's different in big cities unfortunately :( \n",
            "uniting oppressed masses can take forever :( look wat happened n afghanistn war tore it it ended n s t \n",
            "did sunggyu injure his hand yesterday there's a plaster on his hand :( \n",
            "sad bc i had a dream that all the boys rtd me louis harry followed me but then i woke up it wasn't true :( \n",
            "5sos hated our crowd :-( \n",
            "please take me with you :-( \n",
            "omg hi i miss you guys so much :( \n",
            "i should be working on that stadium i'm a boss welder :( \n",
            "omg i wanna hear ghost stories :( \n",
            "ago hogo vishaya all adu bjp madatte anta vishwas ne illa :( \n",
            "summer weather wua :-( \n",
            "i tried to sleep but i noticed my picky finger started to swell up and :( ugh omg \n",
            "one of my favourite mutuals just unfollowed me :( \n",
            "i said gn along time ago my ass can't fall asleep :( \n",
            "i can't sleep :( \n",
            "kik thenting 423 kik kiksex omegle skype amateur sabadodeganarseguidores sexual :( \n",
            "i haven't even watched any it just syncs from plug.dj :( \n",
            "my nose and forehead are peeling :( \n",
            "my mum :( \n",
            "car suspemsion cant cope with all these offroading adventures now theres harvest machinery left in inapropriate places to weave around :( \n",
            "hahahaha were going nowhere fast not without some decent investment scottish football is dire at the moment :( nomoney \n",
            "are you ok :( im here if you want to talk \n",
            "ur not in the nawf :( \n",
            "do sum :( \n",
            "bechos :( \n",
            "danny :( \n",
            "sorry :( \n",
            "♥ eng ♥ let's talk since can't stream games :( \n",
            "overly please do my lab for me :( \n",
            "omg love it ty zap :( \n",
            "that makes really distressing reading :-( \n",
            "don't wanna live in the world where people get shot when going to cinema louisianashooting :( \n",
            "yeah ... i got this shit in a bag laughing in the face of anxiety har har har i think :( how's it go chum out this weekend \n",
            "just ended ncc and now heading to training gonna be late :-( \n",
            "i miss them :( i hope they will come back here in ph :( balik naman kayo oh \n",
            "itong shirt oh :( i want thaaat :( ctto \n",
            "expired and i used bis money now i'm broke ): you got bb where is your bis \n",
            "this makes me feel bad :( \n",
            "will listen tonight it's tough having a full time job :-( \n",
            "leave me alone :( \n",
            "started reading at 11 and now its 3:33 :( jfc time flies by \n",
            "goodbye stage :( you'll be miss \n",
            "new bio bodo amat :-( \n",
            "thats it watch it go by quick though .. :( \n",
            "all of my friends are asleep :( :( :( \n",
            "yelaaa :( \n",
            "sooo tired :( \n",
            "is that you what happened :( \n",
            "want to sleep but not tired :( \n",
            "home time today for me and :( dublin \n",
            "someone have a harry potter marathon with me :( \n",
            "tbh i miss you :( \n",
            "i don't know how to find a balance :( \n",
            "why do you have to unfollow me :( \n",
            "want a big hug want a sweet smile want a warm eyes since this moment i can't have it :( \n",
            "would so love to win can't afford to buy comics at the moment and i'm pining for them :( \n",
            "oh this isn't good to hear :( what have you been asked to provide exactly \n",
            "is there any chance you could add a keybind feature to wild warfare because i can't change my controlls so i can't play .. :( \n",
            "been diagnosed wiv scheuermann's disease ... back bone rlyhurts howdo u do it georgesampson cant stand da pain can't do p e :( x \n",
            "where is voice signal not able to make calls :-( \n",
            "what do we reckon are the chances of me seeing any t20 action in taunton tonight hopeful but realistic face :-( \n",
            "and 2 weeks of vacation which i dont have ... :( \n",
            "i love you :( \n",
            "ugh im so excited for made :( \n",
            "you're good and you should feel good :( \n",
            "justiceforsandrabland sandrabland this is disturbing just shows the poor women was already dead in the mug shot :( \n",
            "sick of this feeling :( i just wanna be happpy \n",
            "justinbieber can u pls follow me on daianerufato i've been trying for too long :( ilysm bae xx july 24 2015 at 07:34 am \n",
            "delphy injured :( \n",
            "weak at dom :( dom techniques \n",
            "ah mince :( \n",
            "i don't feel good :( \n",
            "i completely forgot about final symphony :( need to meet up again sometime soon with joe and co \n",
            "tbh me too but they now busy wth their concert schedule :( aisyhhh \n",
            "i haven't been eyed up since i started going bald at the age of 14 :( \n",
            "only seungchan cant get :( aigooo my riri \n",
            "not good :( \n",
            "my original ticket was £ 19 :( \n",
            "depends on when i have a vet visit for sick cat :( i'll let you know \n",
            "don't leave :( \n",
            "i don't wanna get up :( \n",
            "i can find most major people except his va i'm not sure if they just kept it same as luminous but they didn't do that in kms >:( \n",
            "min follback :( \n",
            "its been treating me horribly ugh :( im v happy for u \n",
            "good morning hope it's a productive one for you time for me to get ready for work :( \n",
            "zayn starts with a small letter z why :( \n",
            "they're really unique and refreshing :( the popularity was great too just why ... just why \n",
            "once you start loving someone it ’ s hard to stop bebeee :( \n",
            "chem lt was not nice :( \n",
            "because people who point out inaccuracies in jokes might be inaccurate jokes i got worried :( \n",
            "burning rn like this is so tragic :( \n",
            "i woke up really hungry :( \n",
            "i love joy :( \n",
            "infinite got to win >:( \n",
            "sam i have seen rush 19 times would have been 20 in toronto until my flight was cancelled on day of the show :( stuart \n",
            "party's goodbye stage :( \n",
            "iyalaya to anybody that would laugh at me today i'd just have to wear my shades round the clock :( \n",
            "what is this zayniscomingbackonjuly 26 :( ;( \n",
            "aw fuck that sucks :( \n",
            "as if he wouldn't be happier here running around my house wearing a h m shirt :( \n",
            "nooo :( goodbye fun driving \n",
            "i'm bored :( this one ubusy le fifa \n",
            "i wanna go gymnastics with you guys :( haha \n",
            "i'm so sick aahhh i hate this feeling :-( \n",
            "ok back to work :( \n",
            "my poor noggin bumped it a few days ago and it still hurts a little :( feelslikeanidiot \n",
            "i'm forever eating like pregnant woman these days :-( \n",
            "ugh :( my head hurts \n",
            "i dearly miss and love my sunshine :-( \n",
            "can suk ma buttt except their pumpkin scones ... but they havent made those in years :( \n",
            "love outnumbered so much wish there were more to watch :( \n",
            "vidcon :( \n",
            ":( feel better soon eris support \n",
            "hello 3 geez .. i badly miss my 12 precious stars :( exo <3 \n",
            "yes hive always sucks at voting ... that is shit :( \n",
            "they said got 7 will back to vietnam this december i dunt think so awww :( don't kid me \n",
            "ikr :( lol \n",
            "can you hear my sobbing :( \n",
            "so cute :( \n",
            "but why don't i have buff legs yet :( \n",
            "noo toni deactivated too :( \n",
            "bra shady's kisses though :-( isibaya \n",
            "this place will forever hold a very special place in my heart :-( ❤ ️ gonna miss you germany 😓 \n",
            "haven't really slept all night :( i'm in a different place where it's a little colder hopefully that will help took some meds \n",
            "leaving for the airport soon :( don't wanna go home \n",
            "i want a sausage roll :-( \n",
            "rain rain go away :( \n",
            "work adios friends :( \n",
            "i have a cold sore :( ew h8 this help \n",
            "what's wrong with my fb messenger :( \n",
            "i wish my band were shittier so we could get booked on leno :( \n",
            "identity crisis :( \n",
            "3:33 am and all of my roommates are officially knocked out :( so much for an all nighter \n",
            "a bird just flew into the window and now it's dead :-( \n",
            "come thru b i miss you :( \n",
            "derek likes to tour visits wetherspoons pubs across the uk get police to contact their h o hope he ok :( \n",
            "please follow me :( \n",
            "even had a dream that frank ocean released his new album ffs pls :( \n",
            "snapchat me lisaherring 19 snapchat kikme kikmeboys woman ebony weloveyounamjoon sexi :( \n",
            "don't know why i gave my white dress with small polka dots away :( 😭 😭 sigh ndi hacked \n",
            "i miss my baby :-( \n",
            "it is i'm already having a bad day :-( \n",
            "it was so yum but i had to feed 6 so no leftovers :( \n",
            "has nobody told you about this side of twitter it's in the t cs he owns you now sorry :( \n",
            "the last dick pic i got was awful it ruined walnut whips for me for life :-( i also named him and it turned out his wife followed me \n",
            "boah :( \n",
            "things are hard right now i can't even be home with mady to help me through it :( \n",
            "i am so :( \n",
            "i know :( \n",
            "aww no but it's my last semester ever :( we def have to catch up sometime soon we always leave it too long \n",
            "this manga is just too cute and yet made me cry .. :( \n",
            "just like that here at the moment ... not :-( \n",
            "i ate all the leftovers of the giant aminormalyet cookie for breakfast and now i'm clutching my poorly tummy in my pjs and groaning :( \n",
            "miss you :( \n",
            "nou youre not :-( here have a picture of adam \n",
            "this is a very sad moment :( \n",
            "that wouldn't be right :( \n",
            "ken saras waiting for my sister she was in accident so poor :( \n",
            "did they manage to sort your ticket issue mate nobody picked up when i rang the box office :( \n",
            "fk i have no freaking words to describe this ... eric prydz how like how :( this is out of the world \n",
            "not 12 hours after my sister-in-law installed that new seat we bought her she was rear-ended everyone's fine but seat is trash :( \n",
            "for the first time in my life i've had to hold my boobs whilst running down stairs is my no bra life over :( \n",
            "i like paper books :( \n",
            "we friends love to eat ice cream during childhood missing those days :( toothsensitivity \n",
            "me too :-( \n",
            "stressful :( you not even my dress size ke shem .. \n",
            "trust me to be no well :( awell not be long and i will be to drunk to care weekendofmadness 🍹 🍸 🍹 \n",
            "i really like this cb but not the outfit this time too bad :( \n",
            "she threatened me :( \n",
            "i wanna be a dancer no i wanna be a choregrapher but i cant :( whyyy is life so unfair \n",
            "happening anymore :( \n",
            "didn't even know you still existed on here haha text me :( 626-430-8715 \n",
            "i've messaged her but she hasn't replied and i dont even think she's active on facebook :( \n",
            "but i'm at work you hoe xd i can't even look at bby in peace :( \n",
            "why do that to us :( \n",
            "well it seems like just a dream :( \n",
            "dream team recording today :( im sad xiu couldn't make it :( \n",
            "nk gi uss on birthday :( \n",
            "awww i'm so sorry to hear that :( \n",
            "miss you so much ate elisse :( do u still remember me 😭 \n",
            "i miss them so much :( \n",
            "ksoo makes me so emo :( \n",
            "wat a small session tat was :( .. but still im little happy bcoz for the first time i heard my name from .. but still too short .. \n",
            "awww i'm so sorry :( i bet she's looking down on you <3 3 \n",
            "no matter how many times i try to sleep ... i can't :( \n",
            "“ paper town ” sm :( \n",
            "don't go :( \n",
            "i'm going to miss you baby :( rancho imperial de silang subdivision \n",
            "traffic :-( \n",
            "twitter help center why can 39 t i follow people \n",
            "its not hot in cornwall its veritably cold :( great prize xx \n",
            "aww :( thanks anyway \n",
            "regular gym workouts are so boring when you could be spinning :( \n",
            "i can't do it anymore i can't have stress on my body yet my life is based upon stress i just can't do it :( \n",
            "and i don't see a penny of it ... :-( dm me your email address i'll send you the ebook \n",
            "фотосет addicted-to-analsex sweetbj sweetbj blowjob mhhh want to make a man happy now :( \n",
            "im sed .. :-( the person im meeting is late and im at the other end of sg and i havent taken my dinner yet bless me \n",
            "i feel left out :( \n",
            "then why mention mee omg envious please oppa eonni stop lovey dovey in front of your poor single dongsaeng :( \n",
            "i'm workin :( got a day off tuesday tho haha x \n",
            "schade :( \n",
            "i am gutted they never do m g for belfast :( \n",
            "im so jealous .. :( because you followed each other with jacob .. follow me too jacob :( \n",
            "isco :( \n",
            "my penis is too small :( \n",
            "omg me every fucking month ... :( \n",
            "i wish my dog liked to cuddle :( \n",
            "come on carlton :( \n",
            "babe :( can u still read thru the conversation on ur hushed \n",
            "sometimes i wonder what went wrong :( guess i'll never know \n",
            "and more violence ... :( ... we are a soul sick nation ... praying for louisiana lafayette matteroftheheart peace \n",
            "waduh .. pantes :( \n",
            "you know i actually got suspended for smoking can you believe it teenage me was such a fucking cliche :( \n",
            "already miss so much :( \n",
            "i miss youuu :( \n",
            "today rma jersey :( \n",
            "your so fake i texted you :( \n",
            "not you :( \n",
            "♥ eng ♥ let's talk since can't stream games :( \n",
            "chance :( \n",
            "snapchat me jaclintiler snapchat snapchat teens models likeforlike mpoints hotfmnoaidilforariana :( \n",
            "hi can you do me some dms with luke please :( \n",
            "really wanted to but ran out of time :( \n",
            "i hate waking up in the middle of my sleep :( \n",
            "he he he :( \n",
            "fuckkk it's a wednesday :( \n",
            "do it i want to start one for making small games but i feel like i need to get a jump start before asking for support :( \n",
            "justin where are you :( \n",
            ":( :( i'm gonna cry \n",
            "i'm really excited but also really sad because once again i won't be able to see it :( \n",
            "i can't finish my sanum today :( llaollao dessert but too full \n",
            "i want foood :( \n",
            "last day :( \n",
            "ubericecream was super but we didnt get the glares :( \n",
            "i don't know how to do vines :( \n",
            "you was tweetin earlier this morning i wasn't here :( sad mood all the day :( \n",
            "sunggyu has a plaster on his elbow ... is it from the fall :-( \n",
            "i am in the middle of figuring out how to choreo :( next time girl \n",
            "😭 this is me thinking she was well offensive how can you laughing :( \n",
            "love you .. sad i wasn't up front :( \n",
            "yeyy finally but my hd brows kit is broken slightly :( \n",
            "monday until wednesday g na girl :( \n",
            "babe :( \n",
            "i miss everyone omg :( school sux :( \n",
            "enjoy :( \n",
            "add my kik nothaveld 765 kik hornykik edm sexy likeforfollow hannibal camsex :( \n",
            "new mosquitoe bites :( \n",
            "are you into kinky shit we hsould justget married already \n",
            "really dont wanna go home today :( \n",
            "you la :( \n",
            "when nothing like us comes up on shuffle :( \n",
            "hmm i have been thinking about getting one for a while might get one inte future i really miss buckling springs :( \n",
            "ah millz askies :( so you come back and awusasho :'( \n",
            "guys a really unlucky one the driver and i briefly checked eggs but my other half spotted this \n",
            "tired :( \n",
            "im greatful that i can still see u despite of 144p :( \n",
            "i love brooke i'm just concerned cause his face is all cracked :( \n",
            "＠ maverickgamer july 24 2015 at 07:32 pm :( \n",
            "＠ maverickgamer july 24 2015 at 07:25 pm :( \n",
            "bored to the max rn :( \n",
            "sorry that manage files on external sd card via airdroid is not supported now android 4.4+ :( google has restricted that \n",
            "u are so cute thank u :( \n",
            "it's alright ... cramps are killing me :-( \n",
            "maybe it's wrong to say please love me too </3 :( \n",
            "dont unstan tay :( never please \n",
            "only white things i have ngeze turn up :( for all white parties i've been to have nothing cocktaily and classy 😭 😭 😭 so stressed \n",
            "i love you :( \n",
            "＠ maverickgamer july 24 2015 at 07:24 pm :( \n",
            "i don't want to be stuck inside all day :( \n",
            "all of them :( \n",
            "it came crashing down and it hurts inside :( \n",
            "✈ ️2 days and i'm back in rainy uk :-( ☔ ️ \n",
            "hi peter we've not had pens for 2 years now we just can't get them there's not even spares in the office anymore either :( \n",
            "i got delayed by guests sigh :( \n",
            "why you don't come to barcelona this year :( won't be able to see you in madrid or bilbao ... \n",
            "i hate japanese call him bani :( :( \n",
            "wish i had a nice booty :-( \n",
            "who was next oh yeah sharyl currently don't got no shane ta call my own :( \n",
            "all of my favourite people deactivate :( \n",
            "i want to dance rn :( \n",
            "im still giddy over d1 :-( \n",
            "his smile is so beautiful :( \n",
            "yes after 11 days with a broken zipper broken beyond repair :( \n",
            "you mean you're not offering :( \n",
            "saturday classes :( \n",
            "i'm bad and kind of want an iphone 6 but account says i can upgrade april 2016 too far :( cont \n",
            "you need to come back to england ... :( \n",
            "james wore this in my meet and greet :( \n",
            "tempted to eat this whole pack of oreos need to find the strength not to do so :( \n",
            "when there's free wifi networks available but they ain within range :( \n",
            "need ice cream lolipop chocolate kebab klappertart cake and need moodboster :( \n",
            "have a shoot tomorrow and haven't been told where and when because the team are only flying in this evening :( i hate being unprepared \n",
            "sry i have a question where does the dresscode count because i dont want to stand in front of closed doors and iam confused :( \n",
            "oh my god :( \n",
            "dnt stab meh :( \n",
            "wrocilam :( \n",
            "o otp :( \n",
            "hoping that this is real :( zayniscomingbackonjuly 26 \n",
            "have work in 5 hours ... :( \n",
            "all time looww (: \n",
            "i've literally just recovered :( \n",
            "hi wayne we're sorry to hear you're looking to leave :( what's happened to make you want to go \n",
            "oh no :( insurance is for loss stolen or accidentally damaged devices warranty repairs are sent to our repair centre \n",
            "😂 😂 😂 lol 👌 :( lmfaoo .. so accurate \n",
            "please fra i am hoping u can pick me :( \n",
            "off to the airport :( \n",
            "alive and got to spend more time with harry and got to tell him stories about james :( i'm really sad :( \n",
            "dont say that they might steel otamendi :( \n",
            "goodbye ny :( 🚖 🗽 🌃 \n",
            "awww stealth bastard 2 is named stealth inc on steam too :( \n",
            "therapy was so exhausting i just want to lie down somewhere but i can't :( \n",
            "don't worry it's understandable :( i mean i totally get why some people block others that's their choice but sometimes \n",
            "finally i hate it that switzerland doesn't have a kfc :( \n",
            "the most common lie in th wolrd is .. i m fyn :-( ... \n",
            "no drop home for me today :( \n",
            "oh no oh no wrong end of the state :( \n",
            "i genuinely keep having nightmares about results day fam :( \n",
            "why won't he talk to me :( \n",
            "nooo this cannot be a thing :-( :-( x \n",
            "ok im going now if i have wifi or 3g ill be on but for now bye :( \n",
            "good luck :( \n",
            "i'm gonna miss your tweet in my tl :( always here if u come back \n",
            "i smile to hide the pain (: :( \n",
            "christ what's with the scale on those deck chairs this art is killing my head man :( \n",
            "aw yk i wish i could :( go to sleep babe you need your resy \n",
            "pray :( \n",
            "omg nooo you should have said hi :( \n",
            "no way aww :( such a funny time that \n",
            "my phone is so shit it always runs out of memory :( ... 2 many nudes \n",
            "bruh :( \n",
            "nooo :( i wasn't prepared \n",
            "sorry :( i'll let you know if i see any ♡ \n",
            "locked out my own house :( \n",
            "great view it's a shame about the weather though :-( \n",
            "sold out :( \n",
            "i just wanna sleep :( \n",
            "been praying that for years but to no avail :( \n",
            "fbc is messing up :( dm \n",
            "i thought we were friends :( \n",
            "add me on kik mork 873 kik kikgirl kikhorny snapchat addmeonsnapchat premiostumundo hotspotwithdanris :( \n",
            "i know :( \n",
            "okay :( \n",
            "you killed it :( \n",
            "dude i didn't get the dm :( \n",
            "at the hospital :( \n",
            "food poisoning again :( \n",
            "sone produce from my potager ... my tomatoes have blight :-( big changes for next year \n",
            "this was in sheffield :( i miss him so mych \n",
            "but the dress is pretty :( \n",
            "shiiit :( so sorry \n",
            "im not screenshotting im so proud of myself :( \n",
            "most of the prompts being claimed so far are kinda ... like i've aready read something similar :( soulmate au canon ... zzz ... \n",
            "how careful do you actually have to be with a black box :( \n",
            "well summers over then :( knew it wouldn't last we do live in britain ☺ ️ 😂 😁 \n",
            "moodboster :( mana \n",
            "i love you my lil baby :( \n",
            "please :( \n",
            "need to finish all hws ugh :( \n",
            "jouch por que :( \n",
            "liceooo :( \n",
            "30 minutes and counting just to pass through the edsa ayala tunnel ... and am still not completely out :( \n",
            "very upset that promised us free ice cream but didn't mention it's only in city centres thatscold ubericecream :( \n",
            "i'm still awake :( feeling like i need to delete 80 of people on my snap \n",
            "my group for lourdes does not bang :( why :( \n",
            "i'm sorry :( \n",
            "why not :( yes i'll stream \n",
            "rain like cats and dogs ... can't go anywhere .. water on the road everywhere .. :( \n",
            "showbox the only thing that works is that naruto cartoon lets keep fingers crossed this isnt the end for our favourite work companion :( \n",
            "my face is so skinny in that picture omg :( why did i get fat \n",
            "i can barely feel my under boob :( \n",
            "zzz missed my stop :( \n",
            "take me back to dubai :( \n",
            "5sos calum 5sos luke 5sos ashton 5sos i bet to a friend that you will follow ✧ ｡ chelny ｡ ✧ do not disappoint me :( \n",
            "the night when everybody starts to remember they have homework that is due tomorrow ... :( \n",
            "bad news my laribuggy ... :( but i know one of the top 10 was injured has been on medication so ... \n",
            "when you have to make do with no nutella :( \n",
            "and he didn't even get to spend much time with him :( and he loses him i wish anything could've happened if it mean sirius could stay \n",
            "because that's your goat mino \n",
            "didnt took photos with you :-( \n",
            "frudging cant chill :( :( :( :( \n",
            "awww no :( i didn't mean to make you sad mike \n",
            "i just need to put on some clothes n stuff n then i can be right w u to do stuff for u :( \n",
            "can you believe i actually just went home and sat about for half an hour and went work i lost the numbers to ring anyway bbz :( \n",
            "aw :/ angeke sbali euuuwww lunch like a real construction worker :-( \n",
            "can you guys help us reach 1k it would mean so much because if you do we will do our best to give harry styles solo dm .. :( nelle \n",
            "ik come take care of me :( \n",
            "i miss you to death :( \n",
            "i miss you :( hahaha \n",
            "i need to sleep ... :( \n",
            "ah jaysus :( \n",
            "who's jealous this guy right here :-( \n",
            "2 people are dead :( \n",
            "i no longer like toast :( \n",
            "i hate it insecurities go away pls :( \n",
            "but .. buti thought ure my poop friend :( \n",
            "😭 there's just no love anymore :( \n",
            "why the most gorgeous sexy hot amazing angel aren ’ t still shooting in rome :( \n",
            "bad throat and now a cold too :( \n",
            "because you don't like me :( \n",
            "i missed youuu too :( \n",
            "llama are u sick :( pls take care of urself getwellsoonamber \n",
            "i miss you already :-( \n",
            "rip heath ledger :( \n",
            "no more of being high all the time :( this is v sad \n",
            "it came crashing down and it hurts inside :( \n",
            "now if only it had an app ... stupid apple not giving apps permission to do that >:( \n",
            "i can't be there for you anymore i'm sorry bc of me you're not yourself anymore :-( \n",
            "i'm watching it 2-0 madrid leads supersport ain't showing it :-( \n",
            "hahah no boys came for my milkshake :( \n",
            "haven't played witcher 3 in two months exactly and don't really feel like going back wish i'd fallen in love with it :( \n",
            "i wanna watch papertown again :( \n",
            "bale :( \n",
            "k dots :( \n",
            "i dont want to come home :( \n",
            "sad times im gettin ready for a 9 hour shift :( \n",
            "i mean i'm drunk in méxico city :( \n",
            "very tired :( \n",
            "i miss her too where is she :( \n",
            "did you play bahay bahayan when you were a kid if yes what is your ... — yes pero magisa ko lang :( sadlyf bunso \n",
            "someone take me to see inside out please :( \n",
            "y can't i sleeep :-( \n",
            "babe :( \n",
            "sorry i want to write astonvilla :( but berigaud and bakar are very good choice for your club \n",
            "me too :( \n",
            "not today dear :( \n",
            "how sad what happened in louisiana ... :( \n",
            "please do it <3 nobody streams this game for me :( \n",
            "i'll so busy with school :( \n",
            "i just watched a video about a girl being allergic to the sun :( that's depressing \n",
            "they playing blaine's acoustic version of teenage dream excuse me while i cry :( \n",
            "got a hernia :( in pain \n",
            "idk how many of us are being doctored with this toxin when will we have the freedom to go organic :( \n",
            "i got in my feels and ariel body slapped me literally body slammed me :( \n",
            "there were so many bees :( \n",
            "i'm not staying home :( i'm going out at 3 my timing so maybe when i'm back \n",
            "unknown feelings :( \n",
            "so hard to not have contacts and you want to talk to people :( \n",
            "oh my goodness this made me so sad :( finddjderek \n",
            "that guy smells very uuughhh grabe ka power :( \n",
            "wheres my gf :-( \n",
            "she must be very tired :( \n",
            "poor bastard :( \n",
            "james_yammouni i bet that you will follow ✧ ｡ chelny ｡ ✧ do not disappoint me :( \n",
            "i smell like you :-( \n",
            "the smi ... oh wait ... :( just kidding nemesis still rules \n",
            "i know :( askies hai that's what u said last time \n",
            "ohh :( well you know where to find me if you change your mind but maybe it's not even someone i'm close with so ... xd \n",
            "doesnt sound appealing :-( \n",
            "neeein :( \n",
            "louis lil smile im so saaad :( \n",
            ":( :( :( when pay day doesn't make you any less poor :( :( :( \n",
            "not seeing her for 4 weeks :( \n",
            "like it was hanging up why havent the creases falling out of it :( :( so sad \n",
            "homed omg i'm so tanned :-( \n",
            ":( and nope haha she flies out of dallas \n",
            "supposed to rain on the weekend too :( \n",
            "ya i did :-( \n",
            "walks infront of beato was called tim 100 times famous brother probs :( \n",
            "we had a minha for like a day :( \n",
            "deleicious food followed by sound 8 hrs sleep for which i never get time :( \n",
            "yeah :( and always here 💕 \n",
            "at the airport :( \n",
            "he blocked her on twitter :( \n",
            "leaving pcb :-( \n",
            "final ep of got here we go :( \n",
            "seen 2 peregrines today 8.40 one had pigeon in its feet so lucky to see them again flew over tram stop but didn t hav phone to take pic :-( \n",
            "nope but just had another check today and i have a hernia :( \n",
            "guess who's spent half an hr sitting outside her apt building bc she left her keys at work i hope someone needs to leave this bldg soon :( \n",
            "too hard to get a notice from youu :( \n",
            "it's being more than enough since you wrote the dark swan series won't you ever write a fifth book i'm dying 3 years now :( \n",
            "mmmm if i wasn't at work i would babe :( x \n",
            "i need my avi dude .. :( \n",
            "so alone :-( \n",
            "nicki follow me please :( \n",
            ":( fucjikg disgusting \n",
            "buynotanapologyonitunes isn't avalible in denmark :( ... could someone please gift it to me im frustrated \n",
            "no she's talking about me lmao :( \n",
            "my throat hurts like hell nw :-( \n",
            "first day of sch and i miss sharing a class w jeslyn already :-( \n",
            "72 and counting :( \n",
            "i was rooting :( kuch nahi hua \n",
            "terrible day i've been bitching at newbies trying to get them to think for themselves search for help only one gave me crap about it :( \n",
            "come back :-( \n",
            "i really need a miracle happen today :( 4th win please .. \n",
            "oh that's not good linda :( have you tried clicking on the option to change the pin \n",
            "craving chicken wings :( \n",
            ":( love you \n",
            "epic fail on the ubericecream page wont even load :-( \n",
            "thank you sa bracelet ang ganda :( 💗 💗 💗 \n",
            "nux hinanap ako yes told ya i have no load :( uy check fbc grabe my sched anyare \n",
            "co “ i would entertain such tbh hey remember me typa weather :( ” \n",
            "any twitter buddies able to do a 5 minute transparency job i am shit at photoshop :( \n",
            "still haven't decided how i want my name on my planner :( please helppp \n",
            "i wanna take a selfie cause im wearig dri but got alot of people inside the bus :-( \n",
            "yeah they are just the next prey :( poor girls \n",
            "i feel so gross like sick and my tummy hurts :( i wanna go home — feeling drained \n",
            "ausfailia haha i am missing out on snow :( live footy but flight gets in day before the game that counts 2nd ye in a row \n",
            "m m's and kitkat please :( \n",
            "really sad i didn't get to see you guys on bday :( \n",
            ":( no money 😩 😩 😩 😢 \n",
            "guys :( \n",
            "suger :( \n",
            "olivia can't read oh my god :( b s \n",
            "i've been supporting you since the audition of american idol and until now .. ugh you still don't notice me :( \n",
            "but i am a virgin :( \n",
            "i'm used to foot injurys now lol .. my appendix burst a while ago so it's not appendicitis .. they just told me i have a hernia :( \n",
            "yeahh :( but it's so hard esp they're not doing well on digital charts cries \n",
            "well ... fack ... looks like i won't be able to touch nhl 15 ever again :( \n",
            "hays :( \n",
            "no g i cant afford it :( \n",
            "i really miss you :( \n",
            "praying for you khamis ... :( ... \n",
            "i wanna go to my favorite spot watch the sun rise but that's all the way across town :( \n",
            "ugh i reaaly don't know what to do :( ja \n",
            "sorry for the delay naomi :( \n",
            "modern contemporary ... thats why :( \n",
            "i messed up big time :( \n",
            "looking for fun kik slacke 565 kik kikmeguys blonde kikchat sexy mpoints kiksexting :( \n",
            "jahat :( \n",
            "my poor baby :( \n",
            "i would entertain such tbh hey remember me typa weather :( \n",
            "but i know that i can't :( \n",
            "oh dear :( that discount though \n",
            "i cant now bc im going thorpe park 5 days after my bday :( but now idk what to do instead \n",
            "the goats got scared of me \n",
            "i miss them :( \n",
            "u never call :( \n",
            "i left :( \n",
            "yeah i guessed as much :( hope they decide to play nicely for you \n",
            "esnho why the node 15 advanced directx 11 shading workshop p2 is uploaded and removed :( \n",
            "blackberry is such a shitty mobile :( povertyyouareevil \n",
            "help god :( \n",
            "i think i'm getting sick :( \n",
            "really struggling painting with my finger :( \n",
            "math test result :( \n",
            "i love you how but you did you feel the same emm i think not :( \n",
            "ouch that hurt :( \n",
            "you lied to me :( you said you could t drink :( \n",
            "ah must have missed that still no sign of any data network in elgin yet though :-( \n",
            "hay waiting game again ... waiting for my vava :( i'm hungry na \n",
            "oh no she isn't :( but yes makati \n",
            "one day :( 💛 \n",
            "omg same baon ko for a week was soup and i would soak bread until it was mush :( \n",
            "i'm missing the game :( they'd better show it later \n",
            "i miss matt and he's coming home 14 days before i do so i don't know if he's going to be there when i get back :( \n",
            "raining again :( \n",
            "is it september yet i need ouat back :( \n",
            "oh well won't be going the beach :( horrible blinkin weather \n",
            "other than players that is :( \n",
            "one of the best couples :( \n",
            "still not working :( \n",
            "unblock me on instagram :( \n",
            "headack badly tension eritation :( \n",
            "thanks for your answer i am feeling so frustrated :( i will try to change my perspective \n",
            "i'm using all my time just to chat with u but u don't seem like u want to chat with me :( \n",
            "harry so we don't forget any of our songs to add to the wedding playlist :( louis endlessly blushing n batting his eyes \n",
            "poor kiddo :( \n",
            "my rumbelle feels are just too overwhelming ... :( \n",
            "can't believe i still saw a lot of trash thrown irresponsibly during the pakighinabi session :( \n",
            "why not pinkfinite huhu :( 더쇼 에이핑크 \n",
            "hi beb i have a really bad migraine sorry i wasn't on a lot today but i'm in a lot of pain i'm gonna rest more i love you \n",
            "so i was driving home rn and i almost ran over a coyote :( shit scared the fuck outta me \n",
            "in this weather are you mad work :( 😒 😒 \n",
            "headache :( \n",
            "oh my head 인피니트 save me :( \n",
            "my precious baby baechu :-( \n",
            "emotionally tired :( \n",
            "aww baby :( \n",
            "i never see you :( calibraskaep \n",
            "what r u talking about i still am :( \n",
            "i feel yah :( \n",
            "yo dude fancy helping a fan out i wanna grow a yt channel but can't purchase an elgato :( \n",
            "no one wants to go to ant man with me :( \n",
            "expect the unexpect ... :( bestfriend \n",
            "i'm okay .. mom was doing well all this while but day before yesterday she fainted due to low bp and now she is having fever :( \n",
            "all along it was a fever :( \n",
            "so apparently it's no shower friday at the subway and no one was kind enough to tell me not cool guys :( \n",
            "please keep him in your prayers he's very fragile i can't even cry i feel like i've done too much of that this week already :( \n",
            "i know right sure they will leave a huge gap in comic plots :( \n",
            "last summer vacation with my family im emotional :( \n",
            "bungie not nice to us folk in the rest of the world :( \n",
            "well i broke another raspberry pi :( \n",
            "new shoes please :( \n",
            "i've been wanting to change it to only woohyun one but sunggyu makes me feel guilty :( \n",
            "monica just went to davao :( luckyyy \n",
            "almost is not enough confidence is not enough i'm not enough good night :( \n",
            "cuz i thought we could ask team snapchat to make live for the concert since its last concert for eunhae :( \n",
            "crap i misplaced my phone :( \n",
            "i miss you too den :( \n",
            "i miss my baby dae and bap so much :-( \n",
            "i'm not good at japanese likewise either :( \n",
            "i'll give you liam solo dm for dylan :( pls :( \n",
            "what happened :( \n",
            "will u follow me back again :( huehue \n",
            "also u can't make rice krispy treats without marshmallows >:( \n",
            "take care of urself :( \n",
            "my body is srsly so tired but i can't sleep :-( \n",
            "and me :( \n",
            "birmingham m5m6junction heading to soulsurvivor 15 stafford slow progress :-( \n",
            "idk why i think my follow is a gift :( \n",
            "same :( now it's a mixture of being so proud of them for how far they've come but also missing those days :( \n",
            "ang inactive ko shems :( \n",
            "dude watch the language :( \n",
            "the state of my hair :( \n",
            "i miss someone :( \n",
            "i wanna watch paper towns :( \n",
            "looking that way :( \n",
            "practice sad lage :( \n",
            "guys add my kik ramd kik kikme talk lesbian oralsex video sexual :( \n",
            "dont really know sorry :( try opening in paint and save as \n",
            "youre getting famous :( \n",
            "it's my last day working with the munchkin today ... :( ... bought her a little parting gift ... so far … \n",
            "i miss you :( still in juja \n",
            "short talk last day of beach :( \n",
            "i asked mr murugan i hope he handles the trip this year if dia reply i bgtau yeah i wanna go too :( i harap my mom bagi aminn \n",
            "i also wanna go to the beach with my best fraand :( i might need a new friend before december so we can go on holiday 😬 \n",
            "i am crying here watching bigbang on my tl :( \n",
            "i had steak a lot when i was younger and the fat makes me g g :( \n",
            "sian ah where to go now anybody want to meet :-( \n",
            "i wish i could have pizza delivered to me at 5am ... :( \n",
            "whats wrong with my nose :( \n",
            "add me on snapchat nicoleapage snapchat kiksex kikmeboys makeup kikmeboys free camsex :( \n",
            "im trying not to fall asleep :( \n",
            "i'm not surprised that sounds hellish why would you do such a thing :( \n",
            "i'm thirstyyy :( \n",
            "bad dreams :( \n",
            "but it isnt today :( \n",
            "its kinda true :( \n",
            "i get sad every time i think about it ... now i got chesties :( \n",
            "dad says he wanna eat nando's for dinner tmr :( \n",
            "i only gave you 22 because you have the rest :( i can give you a solo dm \n",
            "bow down bitches to the queen of the world :( \n",
            "no one is brave enough to watch all my snapchat story :( \n",
            "assignments :( \n",
            "hahah im not even joking :( you going made xx \n",
            "so upset hen is going to leeds and not reading the rdd is dissipating :( \n",
            "no idea why :( \n",
            "i don't know . . i'm sorry let me make it up to you \n",
            "getting pumped :( \n",
            "capeee :( \n",
            "no money :( \n",
            "haha its in japan :( sorry love \n",
            "me too :( \n",
            "noo he's a random person in my class :( \n",
            "we are young we will outlive him >:( \n",
            "going for x-rays and a dental on monday to check out her spine ... nothing they can do about it though apart from pain relief :( \n",
            "popol day too :( \n",
            "my stomach is killing me :( \n",
            "aww poor frog :( \n",
            "these are three of my favourite pictures i took of brad :-( i miss tour so much \n",
            "looking for gen.ad better if the price can be negotiable :( can someone help me :( huhuhuhuhu bbmadeinmanila findavip \n",
            "photo boyirl :( \n",
            "yasss still dont get paid til august 6th :( lol still got hella clothes though \n",
            "so much :( \n",
            "i've only been a fan of 5sos since early june last year :( and i really hate that … i get so upset over it not that my parents \n",
            "miss you too laine :( \n",
            "ahh no what did you get done i hope you're okay :( \n",
            "i'm so tired :( \n",
            "i have a bad sleep difficiency :( \n",
            "i have been a customer for 20 years my internet is no why near the speed it should be it's so so slow :( \n",
            "i want to escape please :( \n",
            "yeah guys don't b mean to rapists they have feelings too :( :( :( :( not like they committed a crime or anything \n",
            "bachpan ki yaadein missing old days :( \n",
            "sadly no :( i'm flying finnair from heathrow this time cos norwegian was too expensive :\\ \n",
            "car batteries are so expensive :( i hope i get a new life with it \n",
            "please don't ask for upvotes :( \n",
            "lucky :( \n",
            "eat and rest well :( you're too tired .. \n",
            "not a fan of dogs but keeno :( \n",
            "whatthefuck they r sick you are not grotty or an attention seeker they have no morality .. keep fern away from them :( \n",
            "mimi is such a cute name but it feels weird when i use it as my name :( \n",
            "mum left me and went bali for work :( shes the only one who i talk to most \n",
            "but i wanna go :( \n",
            "i can't ever listen to the same again :( \n",
            "be back in my life :( \n",
            "loving someone way tooo much .. :( whyyy \n",
            "i said i'd fall asleep early today ... yesterday but now i'm just really hungry :( \n",
            "so much editing to do so little time :-( \n",
            "pleaseee :( \n",
            "brb lowbat :( otwolgrandtrailer \n",
            "i'm getting back into a funk :( ugh this sucks \n",
            "the app isn't working :( wewanticecream \n",
            "sweat look omg :( \n",
            "please don't ask for upvotes :( \n",
            "awww i thought it was today :( \n",
            "eugh :( not good weather at all \n",
            "sara is i still speak to her occasionally but i think izzy's left twitter now :( \n",
            "bored sa dorm :( \n",
            "omg no :-( \n",
            "still have one more week ffs :( \n",
            "streams are just awful for me lately ... choppy and terrible there is no point in my staying up i have to wait for the yt video anyway :( \n",
            "hi paul that's not good to hear :( can you dm some more information about what happened when you contacted us \n",
            "aw no ... was just about to switch over :-( \n",
            "i wanted to stay up till infinite's win but it's 5:30 am already :( \n",
            "can you follow me already :( \n",
            "and now i can't sleep and i have to be at work in 6 1/2 hours :( \n",
            "hi on our way home from cayton bay with the kids had a great time but home time now :( emma jen darcey connor and olivia xx \n",
            "we haven't spoke in ages :( \n",
            "still can't believe i ripped off my nail :-( \n",
            "sorry it was just closest to the door :( \n",
            "the biggest blue bottle ever has come into my room ... it's his room now :( roommateexperience \n",
            "he's so cute :( \n",
            "yup i think so too gotta avoid bb and ic i really hope they have a repack :( \n",
            "please pick me if u want make me happy bc today i'm sick :( \n",
            "i don't know :( \n",
            "could you please te the members to auto-followback me :( thanks \n",
            "thats bc im v asian but im a girl :( \n",
            ":( sad puppy eyes \n",
            "fra nobody want to give me a ljp 5 because its so hard to have 1/5 nowdays pleass pick me :( \n",
            "tried that but sadly no code attached when i try and sign up :( \n",
            "oh and our conversation was going so well :-( \n",
            "i wish i was there with you it would beat being home with a numb mouth after a dentist visit :( \n",
            "good :( \n",
            "please don't ask for upvotes :( \n",
            "hey remember me typa weather :( \n",
            "i misss you sooo muchhh :( \n",
            "iam fat :( \n",
            "i want to back there :( \n",
            "am i really the only one who's annoyed that youtube got rid of music tab i loved that tab :( \n",
            "if i get my ucas email today i can't even get onto track because it's down for 3 days :( \n",
            "i miss u bigtime ... :( \n",
            "just another rumor :( zayniscomingbackonjuly 26 \n",
            "this woman just gave me the warmest greeting w a chin tickle even but i think she has the wrong girl :( \n",
            ":( ♫ sad by with zikra lusi and hasya — \n",
            "i've been trying for so long for a dylan solo dm :( \n",
            "want chicken nuggets again :( \n",
            "soms lu :( \n",
            "city :( \n",
            "please fra choose me this time :( \n",
            "i'm going to the olympic stadium tonight in the rain :( \n",
            "i didnt see your millie's guinea pigs :( \n",
            "lewis has about 748292 songs we'll never hear :( \n",
            "ur in la :( \n",
            "and ano 22stans :( \n",
            "can someone watch paper towns with me :-( \n",
            "security won't let us in say we have to wait until 9 ... website says entry 24/7 for camping :( :( :( \n",
            "thankyou sa treat kanina and sorry sa breakdown bc of sir mags :( \n",
            "hateee time apart :( \n",
            "me too :-( \n",
            "least not lease just posted without looking back for what i have written in hurry to finish my lunch :( \n",
            "first attempt at sizing up to 6g s was unsuccessful now my lil earlobes hurt :( \n",
            "a shame that rock city worked on that :-( \n",
            "worst news all day :( \n",
            "sad today is girls day goodbye stage :( \n",
            "yes sue it is a bit dreary isn't it :( \n",
            "nooo i wasn't online when u were tweeting fans :( \n",
            "where's denise i miss her :( \n",
            "i ’ d really like to handle murielle ahouré ’ s pr brand image she ’ s missing too many opportunities :( \n",
            "euuuwww lunch like a real construction worker :-( \n",
            "done please me :( \n",
            "i hate you both :( \n",
            "dylan pls :( \n",
            "ate i can't dm you po :( \n",
            "we really need this please :( we are begging you .. \n",
            "also ... i kath'd you earlier you never responded :( \n",
            "and no i didnt get to finish chopped :( \n",
            "nothing bored can't sleep :-( wbu \n",
            "yess hahah pero may activity kme tom at cram week next week :( \n",
            ":( i hope something holds your interest soon \n",
            "isco was so close :( \n",
            "i unfortunately did – curious that in english on-board announcements they said trespassers and in fr clandestins :( \n",
            ":( love ya 2 😭 💖 \n",
            "and muller will not be sold was quite obvious though but still had a hope :( mufc \n",
            "i ’ m so sad i want my hair colour back now :( \n",
            "stu is mean i just wanna sleep \n",
            "moviee buddyyy :( \n",
            "srsly :( \n",
            "feelgoodfriday on the way to camp in the new forest ... and it's raining :( \n",
            "so i forgot that i had to wake up at 6:30 am to babysit and i stayed up late w jacob last night im so tired :( \n",
            "guys add my kik opixer 805 kik kikme talk lesbian oralsex video sexual :( \n",
            "i wanna watch paper town but sadly no one to go w :-( \n",
            "wanna cuddle but all i have is my pilllow :( \n",
            "i won't be made a fool of again if it is like that i will ask her to make me another one :( \n",
            "yo stop bragging not everybody got the skrillah to travel :( \n",
            "i can't sleep :( \n",
            "pretty sure i drowned myself in ice cream :( \n",
            "done ya gue report :( \n",
            "why do you care so much ha ha ha ha ha damn that question :( :( :( \n",
            "from bad to good my parents were also proud for being me today it's all bc of you guys thank you x noticed me please :( \n",
            "not yet :( did they find yours eventually \n",
            "its my grans funeral today :( its going to be hard \n",
            "must make a visit up to the north west its been to long to session miss kitty its 3 years plus :( \n",
            "follow me again i forgot to followback and you unfollowed me :( \n",
            "im always on but you never ever notice me :( \n",
            "im so tempted to stream to screenshot sjkaos :( no \n",
            "r u angry ... now m feeling so disappointed .. mm ... srry .. :( \n",
            "i liked a video from \n",
            "i wish honma would win :( \n",
            "yeh real madrid walay bhi bohat wailay hain pre-season friendly pe itna shor machaya hua hai mein samjha cup final hai :( \n",
            "i would have but i'm still waiting for the email :( check photo \n",
            "on a serious note you should 100 reply to my dm that i sent you haha 😄 👍 cause it actually is kinda serious ... :( 😔 😓 \n",
            "isco :( \n",
            "i love you :( \n",
            "yes sirkay wali pyaaz with daal or you made daal and just got onions in vinegar :( \n",
            "all i've been doing is watch cooking tutorials :( these are not the things i had planned for summer \n",
            "in the middle of soho and no ice cream :( \n",
            "not great right now i'm feeling wobbly and just want to go home but i can't :( \n",
            "hmm i thought i was 1 well i'll just go and turn off the server then ... ciao :-( \n",
            "sadly no show of masaan here :( will watch this muv after it comes in hd then \n",
            "i have no idea what ure saying :( \n",
            "i hate this day ... :( \n",
            "beast next week \n",
            "i just ate a whole pizza :( idk how to feel about that \n",
            "work :( \n",
            "hayst :( \n",
            "i miss cr feel like going back but can't :( \n",
            "hnnn he looks so fluffy :( \n",
            "i miss u so bad :( \n",
            "i wanna watch them again too :( maybe when they do comeback shows in korea ... or in japan i wanna visit your country \n",
            "so saaad :( \n",
            "i want too :( \n",
            "no ice cream available :( \n",
            "sorry about this it could be a schedule change :( \n",
            "wow right after i'm done with school for a short while my internet decides to act like a bitch :( \n",
            "nobody cares about optimisation :( \n",
            "please don't ask for upvotes :( \n",
            "rain :( \n",
            "i want a follow from :( \n",
            "soniii kahaaa u no tweets by u make me lonely :( \n",
            "full shaved :( \n",
            "welcome and aw :( i have to go back next month but rn tryna get healthy \n",
            "me too but dont get ur hopes v high bc it might not be real tho :( \n",
            ":-( :-( :-( okay ... \n",
            ":( at least it's not freezing outside too right \n",
            "i know fml :( \n",
            "ohh that sucks :( hands you all my jackets it's way too warm here and it's making me sleepy 24/7 \n",
            "stop cyber bullying me :-( \n",
            "isco :( \n",
            "i already miss her that old :( \n",
            "never talks about racial issues :( \n",
            "my house scary af at night :( \n",
            "need holiday :( \n",
            "irene :-( \n",
            "miss living in halls :( :( \n",
            "can't open :-( is in stockholm \n",
            "on my life i remember one time a few years ago i changed my avi and lost 72 followers loool :( \n",
            "thanks a bunch :( i hope to get training in to be among you hopefully find something \n",
            "too far away :( \n",
            "i do have plans .. but looking like girl issues may stop play .. :-( \n",
            "hungry :( \n",
            "sobs that's really sweet of you __ i'll be busier next week onwards so idk if i'll find time to be ol anymore :( \n",
            "i'm sure it's just pure coincidence that my has done nothing but play up on my imac since apple music launched >:( \n",
            "wish that my grams lived nearer to me :( i'm going to travel just so that i can see her \n",
            "why don't they play blaine darren song :( \n",
            "sorry for always changing my layout :( \n",
            "fuuuck me jesus >:( \n",
            "i have a team on gishwhes but we are 6 .. we will be excluded unless we find someone else :-( \n",
            "c looked so happy with her banana socks :( \n",
            "why you're upset is that something wrong with me :( \n",
            "angelica really pulled out the i'm going to college in idaho card on me :-( i hate her \n",
            "hand hurts :( got down sick movement lmao \n",
            "ugh :( i thought ... \n",
            "fine :( \n",
            "no frou that isn't a bad thing but neither are all vaccines a good thing .. :( we all have to learn to get as much information \n",
            "i want the armor piece it's better than the legendary i have now :( \n",
            "i only had the cash on me for 1 :( i forgot to take my bank card and it was too much effort for 2 trips \n",
            "same the difference is that i am 15 :( \n",
            "miss my dog :( \n",
            "i miss you bestfriend :( \n",
            "don't do that :( i'll try to catch you if you do \n",
            "did nat deactivate again :( \n",
            "i feel your heart brake :( no tea in the mornings makes me grumpy for the rest of the day hahaha x \n",
            "wrecking my head all night trying to make a decision ... sleep on it then you'll know what to do i say ... nope still confused :( gahhh \n",
            "terible headache :( \n",
            "sunggyu fell on stage :( \n",
            "awww kiligs ty :( \n",
            "that means that you are not going to tweet anything again for a whole week o :-( \n",
            "im so jealous we always planned to go together :( \n",
            "im feeling weaker than any other years ... i want to do shravan maas though :( \n",
            "he looks so tired i hope he gets some rest :( \n",
            "babe why are you infront of the tv stooop :( \n",
            "na gi-guilty akooo :( :'( imveryverysorry for that mistake \n",
            "missing this movie so much :( so hard to find the cd . . . \n",
            "i need answers :( \n",
            "looks really good but i don't get the greyed out basename the path is all one colour :( using one dark tomorrow night theme \n",
            "you're welcome shane you don't do online sessions :( \n",
            "good man shame he no longer has a cigar though :( \n",
            "speakers on full volume :( \n",
            "so sad :( \n",
            "too tired for work this morning :( \n",
            "having the same problem :( \n",
            "why i find it cute anyways :-( \n",
            "offered promethazine or zopiclone for sleep in addition to quetiapine modified release … typically i've just paid out for a prescription :( \n",
            "my heart is hurt ... :( :( \n",
            "greska means mistake in macedonian so ... just checked if it's similar in slovak but it's not :( \n",
            "i just want to go out dancing or something and someone pls taking me hiking :( \n",
            "it most certainly is a theme issue but we've tested on a range of devices w different browsers and os :-( \n",
            ":( zokay russian accent \n",
            "so sad i didn't manage to get tickets :-( \n",
            "super traffic i'm sooo scared :( \n",
            "7 hours travel time ugh :( \n",
            "b-but my favorite thing about gintama is the shinsengumi special chapters :( \n",
            "where the fuck is andy >:( \n",
            "what ya gotta be like that for :( crapple agrees android ftw phandroid \n",
            "hays :( \n",
            ":( tline is totally not the same without you its so weird i mean i used to see u all the time i go online now i barely see u \n",
            "ohh :( 50 people bc it was an orchestra camp which had bout 100 ppl and we were all stuck together for 7 hours everyday in rehearsal \n",
            "the bittersweetness :( \n",
            "eunji :( so pretty \n",
            "only done with my first week of work and already got work to do on a weekend :( \n",
            "bakit facebook :( \n",
            "omg i miss this :-( \n",
            "damn :( hope u feel better soon \n",
            "i was 121st in yesterday's rt for a follow and dm i got neither :( \n",
            "follow me :( \n",
            "ehdar pegea panga dosto :( open link nd read this news \n",
            "＠ real_liam_payne please follow me :( i have been waiting for your follow back :( please follow me back or retweet or reply this :( \n",
            "oh dear 3/10 :-( \n",
            "u did not greet me on my birthday :( i even dmed u :'( \n",
            "i added a video to a playlist \n",
            "oh no :( if it's someone i'm close with maybe i can help sort it out you don't have to tell me though xd but offer is there \n",
            "due to rain the show this morning has been cancelled sorry if you made the trip in they canceled very last minute boo to the rain :-( \n",
            "yay he's 23 alreaddyyy :( \n",
            "looking for fun snapchat luceleva 21 snapchat kikgirl porno nudes omegle countrymusic sexysasunday :( \n",
            "naeun :( body goals :( \n",
            "i want him to be healthy and happy again but i don't know if he's gonna make it :( \n",
            "but it wont be fun if im sick :( \n",
            "need special medicine for our son's kidneys but we can't afford it because we bought printer ink last week :( \n",
            "they are everywhere :( \n",
            "that's a shame i really enjoyed her tweets :( those that did the bullying should be ashamed of themselves ihatesomepeople \n",
            "that means i will be on the low limit table for a while xd :( \n",
            "city 0-2 madrid :( \n",
            "i try it's just the way my brain is hard-wired i always feel like i don't do enough :( \n",
            "so this canadian family had the best dinner of their holiday last night well done enjoyed ours too but we're not on holiday :( \n",
            "got an acne in a day its really disgusting :( \n",
            "i want you :( to make :( gulo tho :( kandekjs can i not go to school and still pass i wanna cry hahahah \n",
            "back home :( rize meydan \n",
            "i experienced hell for 3 fcking days i crei :( no internet no stable free fb connection no tv no dormmates :( \n",
            "i pre ordered bo3 and i got my beta activation code and i went to the cod website to redeem it and it says it's invalid help :( \n",
            "both pls :( \n",
            "wag hopia please :( zayniscomingbackonjuly 26 \n",
            "i feel a campaign coming on although a certain editor has just revealed he is allergic to cats booo :( \n",
            "city a shit :( \n",
            "having a bad headache right before a trip :( \n",
            "no extensions :( \n",
            "need to talk to someone rightnow :( \n",
            "btu why don't they give us blaine karaoke :( \n",
            "i need to get my photo taken for my licence this weekend and i have rly bad acne along my chin and forehead :( \n",
            "just don't do it :( \n",
            "not the right time for me to get sick :( \n",
            "i want to go back to apb not college :( \n",
            "rt for 5 free follows mbf need more mutuals ❤ ️ kpop accounts only no rt hahahaokay :( \n",
            "full i hope basara capcom release for pc :( \n",
            "my stomach hurts :( \n",
            "url their new web site design is just so easy to use :-( \n",
            "cute :( \n",
            "sunggyu at the back :( i wonder if he's okay :( \n",
            "i'm in london in the rain :( but was booking one hope you didn't have to hear horrible grumbling about migrant activity gross \n",
            "c you don't know c daddy doesn't know >:( \n",
            "i feel you girl :( \n",
            "and then three hours left :( \n",
            "no fair you've already had front row i was legit at the back of the stadium :( \n",
            "that means 3am for me in australia :( \n",
            "<3 <3 awsme song <3 :-( :-( :'( \n",
            "can my mum stop picking on my clothes please :-( \n",
            "go sleep don't stay up for the entire thing u can do more tmw uwu ... well the younger jinki and older taems one :( all those gifs \n",
            "i love you :( \n",
            "my fish is dying and i feel like crying :( \n",
            "any news about cambridge :-( \n",
            "“ hey found you viathe retweet 😊 ” brilliant how's cyprus awful wet weather here :( \n",
            "lunch like a real construction worker :-( \n",
            "i just saw a tweet saying you're going on the 30th :( damn i cant see you take pictures i want to see my amazing view 😂 \n",
            "please come back we love you so much <3 :( zayncomebackto 1d zayniscomingbackonjuly 26 zayniscomingback \n",
            "i miss senior year :( \n",
            "spazzing on everything soobin dances :( \n",
            "so hot :( summer \n",
            "why is 27 and unmarried floating around my tl i don't need that kind of pressure right now :( \n",
            "i'm in my winter boots :( \n",
            "feels like a lifetime we finish on the same day :( party time xxx \n",
            "add me on kik hiondsheings 58543 kik hornykik photo kikmenow french sabadodeganarseguidores sexdate :( \n",
            "i miss him :( \n",
            "really don't like demi's new song video :( \n",
            "junjou junjou romantica why :( \n",
            "rly sad that i had to rush off when that was the last time i would see everyone :-( \n",
            "i could never go there ever after seeing that so cruel :( \n",
            "it's a privilege to get your mixtape from you please sign my forehead for me \n",
            "hey girl you must be google plus because i can't convince any of my friex s to hang out with you :( \n",
            "we need good taco places in europe :( \n",
            "shaylan made me call her and she made me miss 4:20 too :( \n",
            "blue ones still look too light :( \n",
            "i love u both :( \n",
            "awww baby ylona :( awww dream team \n",
            "\n",
            "are you going to follow me or nah im waitting :( notanapology \n",
            "it's noon here where i live so i was like ... ouh different timing :( \n",
            "got a pay rise … so did the tax man :( \n",
            "ohhh i miss it :( \n",
            "impossible sir for nm to change the order in one term :( \n",
            "not an apology me encanta vale osea bea :-( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 350 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "i have to get ready for work in like 40 mins :( \n",
            "missing my best friend :( \n",
            "i can be :( \n",
            "dj derek is trending for horrible reasons :( hope he's found safe and well \n",
            "awww shit net low :( \n",
            "sad news so sorry it will be last season :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 349 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "he didn't score first :( \n",
            "i am not :( \n",
            "hugs baek tight \n",
            "hahah he dunwan to keep me also suan le ba haiz seeing everyone otw rn :( \n",
            "i dont trade trade harry sorry i only have one :( \n",
            "i miss venice :( \n",
            "my week off work is going far too quick :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 348 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "i may look strong hey :-( \n",
            "really wish i was out to d c w my friends rn :( \n",
            "i hate being an adult sometimes :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 347 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "one tree hill makes me cry a lot 😕 :-( \n",
            "to com insonia :( \n",
            "i know them feels :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 346 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "craving for pizza :( \n",
            "very sad view :( \n",
            "listening to rick ross feeling like i am balling knowing damn well my wallet is hella empty :( \n",
            "i miss it already :( o \n",
            "oh god that was one of the worst heartbreaking episodes ever i hated it :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 345 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "they sure do esp now when ppl are talking crap about millie >:( i'll go straight to that fb page :) \n",
            "why do u care where it is :( it makes no diff \n",
            "persona 4 normal one ... i preferred the golden one though a lot of new scenes :( \n",
            "if only we could :( drive pass your advert everyday going work determination rosebury will be ours familyhome \n",
            "give chance to other daw :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 344 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "i'll sleep better tonight :( \n",
            ":( its ok \n",
            "i really am a code monkey :( \n",
            "yea i guess so :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 343 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "aww sweetie :( erica is very busy she cant reply to everyone ❤ try not to worry \n",
            "istg i wanna lick jackson :( nsbzhdnxndamal \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 342 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "today is damn slow :( checked the time 11:15 am .. 2hours later 11:25 am sigh \n",
            "so cute :( \n",
            ":-( i hope it works out ... or not if it is better that way \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 341 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "there's a certain group in our fandom na mahilig mam-bully :( bakit \n",
            "missed having someone come over when i was ill :( \n",
            "mtaani tunaita pussy viazi choma and we still get laid :-( \n",
            "benzema celebrated quite well just now don't know what to make of it seems pretty happy :( \n",
            "been up since like 7am and i'm still not tired :( my body needs to stop being a jerk \n",
            "someone talk to me i miss you all :( \n",
            "same here lah i can't even watch youtube videos i miss the fast internet :( that's weird though o \n",
            "where's black magic :( \n",
            "no cats :-( \n",
            "i forgot you don't like people doing that i'm sorry :( \n",
            "ate menille i need youuu :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 340 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "but i have it already he sold it like 2 weeks ago :( \n",
            "i can't find kam's twitter and i wanna greet her a happy birthday :( help meee please 😁 \n",
            "why so serious :( \n",
            "diz is my personal account i also have fan acc link in my biooo :-( ay taray yumu-youtuber \n",
            "we're only getting older baby :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 339 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "its been two months and im still hurting :( \n",
            "i know both of you have your own life but i want to see you in the same picture :-( parijat sad willmissyouparijat \n",
            "it kinda does :-( and thank you ill def do th \n",
            "y r older women hot :( \n",
            "these sets are great for anyone off abroad on their jollies i won't be needing one for scotland :-( \n",
            "get better soon ... :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 338 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "craving for some mcnuggets :-( \n",
            "we are really sorry to hear this sophie :( we will certainly pass your feedback on to our product development team \n",
            "one year later and we haven't even met :( \n",
            "no idea :( \n",
            "no stop i cant go :( :( :( \n",
            "couldn't find any caramello koalas so i got a caramello bar ... it's not the same :( \n",
            "offers you my mixtape will you talk to me more now suckmejimin \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 337 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "true \n",
            "same :( \n",
            "sucky saturday :( \n",
            "im dying of laughter bc my dad keep playing pou changing voice :( \n",
            "how do ppl not hear their goddamn dog barking seriously wish their dog would drop dead >:( \n",
            "bae weather nje but i'm having a blast i miss you more my hun how's dbn i miss your ass bruh :( \n",
            "just wanna go back to my dream 🎀 was buying loads of clothes then woke up :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 336 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "i'll try my hardest to cope w out u :-( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 335 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "still didn't manage to message me though :( \n",
            "don't tease me :( \n",
            "i've decided to stop supporting and others until i find the answer of pledge is you get paid for supporting or pay back sorry :( \n",
            "ya i realized :( check viber mwah \n",
            "insurance co are writing my car off :( anyone got a big estate for sale \n",
            "it was nice to see family members i am close to but miss them :-( \n",
            "met crush but he is too lansi in way :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 334 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "so emotional this morning saying bye to my best friend again :( and reading the end of book 5 of hp :( waah sad \n",
            "jealous i want to be in miami :( \n",
            ":( “ vandag it's been a long ass month ... re kgola neng eintlik 😢 \n",
            "sorry i cant hope you :( \n",
            "omg same :( wish you was coming to spain with me :( \n",
            "my snapchat lisaherring 19 snapchat snapchatme porn like 4like skype repost hotgirls :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 333 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "my last day in twitter ... :( ;( \n",
            "whaaat whyyy :( \n",
            "ok so i went out to check on lucky and shes passed away :( she was the best magpie i ever came across rip lucky 22.05 15-24 05.15 x \n",
            "why am i still up :( \n",
            "i miss the team na and coach and training :( \n",
            "hes so adorable like a cute marshmallow that u wanna hug but eat bc cute and chswiyfxcskcalum i love him so much :( \n",
            "i need you by :( \n",
            "nvm lemme be quiet and eat my foof :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 332 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "casillas should be there :( manchester city vs real madrid this is our starting xi rmtour 2015 \n",
            "i had a dream where we were all around a table eating or something and heavy day came on and we all burst into song can this happen irl :( \n",
            "this is horrible :( \n",
            "it's about the egg water and bloopers awhile ago huhuhuhu grabe di ko na-take :( \n",
            "no dublin :( i'm so sorry i know how it feels the same thing sorta happened to me \n",
            "i thought it was true you have to stop playing with my feelings guys :( zayniscomingbackonjuly 26 \n",
            "sorry for being inactive :( \n",
            "unfriend you :( </3 greysonchance \n",
            "i know :( we were all disappointed \n",
            "didnt have the money at the time :( but would have \n",
            "could you pick me up a sandwich then :( \n",
            "lol this time i mean it :( you and time 😊 \n",
            "not having the money for this belle and sebastian ticket sale absolutely kills me :( \n",
            "rude :( \n",
            "seriously that's amazing jealous why am i never a first fan :( haha \n",
            "my feels i rewatched yesterday ep 10 of s4 it's def the worst for sers :( \n",
            "been trying for the past two hours nothing :( \n",
            "heart-breaking :-( \n",
            "just got home just got ol ugh outdated af :( \n",
            "two hours and still no where near m4 trip to abandoned :-( \n",
            "wtf is wrong with people ... shooting up a movie theater smh ... damn people cant even live a good life :( \n",
            "tomorrow 7-3 and sunday 7.30- 4 :( \n",
            "guys stop please :( zayniscomingbackonjuly 26 \n",
            "ya off :( \n",
            "this rain it doesn't even feel like its friday >:( \n",
            "ekk why no giriboy :( \n",
            "oh no :-( hope you are having a lovely time though danni \n",
            "me too .. :( ohh i need him \n",
            "stop :( \n",
            "i still don't want harriet to leave though :( \n",
            "gegu i want space gray iphone 6 :( \n",
            "sad truth but this is meh :( tbt :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 331 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "looks like it's gonna be a long night the only good thing so far is the roof :( \n",
            ":( get u a nice lil gf then \n",
            "really didn't want to see that :-( \n",
            ":( i wish i could so sweet \n",
            "what is going on indian politics every one blaming each other after 68 year still representing the school life :( \n",
            "corbyn must understand labour's new members to change the party's fortunes \n",
            "my baby :( \n",
            "why is there no icecream in leeds :( \n",
            "omg what happened :( \n",
            "i miss this cutie ry :( \n",
            "last full day in london :( \n",
            "oh no i used to love dj derek i hope he's okay :( \n",
            ":-( i'm already planning for lfccw hope i can meet more guests there \n",
            "i feel like i haven't been in twitter in like 5ever :-( \n",
            "america has such a good ontheroadagain 2015 tour with most of all the four songs being performed :( \n",
            "hate weekends they just mean work :( \n",
            "follow me :( \n",
            "i miss everything about you :( \n",
            "halaaang :( just done crying \n",
            "recieved our order this morning but no flip flops :( hopefully just been forgotten \n",
            "trying to use my twitter account for caesarspalace socialrewards and it says my account doesn't meet requirements ... damn twitter :( \n",
            "same :( we're gonna be running through cali w o our woe :/ \n",
            "cant believe i missed your follow spree today :( \n",
            "lol it's been my job since i realized how many fuckboys are in this world :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 330 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "no delivery in chrompet is it :( \n",
            "i get sick easily because of weather changes it was hot then now it's cold and my immune system is weak \n",
            "i need lush and a bathtub ... :( \n",
            "great has got php 5 mysql and libmysqlclient-dev out of sync and broke my dev server :( \n",
            "i wish i could join :( \n",
            "i miss my pleasanton friends :( \n",
            "wala me load e :( try ko i'll text u later \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 329 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "definitely i was lucky to be heard quickly was there way early but it was a nightmare for everyone :( \n",
            "megan fell asleep already :-( \n",
            "i miss my mom :( \n",
            "ma heed :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 328 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "gwss :( ❤ ️ ❤ ️ — thankyouu ❤ ️ \n",
            "not see through the charade that has become day to day living :( \n",
            "i know how to play “ one last time i need to be the one who takes you home ” on the piano i cant do the rest fml :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 327 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "who's scored i'm at work :( \n",
            "yeah that's why last time they were planning to file police complaint so much yelling can we switch places :( \n",
            "no contact whatsoever from anybody :( \n",
            "yeah its horrible isn't it :( big hugs it means a lot x \n",
            "i want pete wentz :( \n",
            "yeah we had it but shogi took it :( blameshoghicp \n",
            "i met a new kinds of people new classmate new set of friends everything was new for me but i dont find my bestfriend :( \n",
            "hey there internet anyone had any troubles with ordering from fixedgearfrenzy been 5 days now no dispatch notice getting worried :( \n",
            "theyre so cute :( \n",
            "no idea 2 weeks and i've had to to say rip to both of my hats :( \n",
            "i hope shamuon's doing all right in tokyo :( \n",
            "being sent home because i'm not allowed to work on my broken toe :( managed to fuck it up horrendously jumping ... \n",
            "that feeling when u don't wanna leave someone's open house :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 326 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "hasb sms k messages atty hain mujy sirf :( \n",
            "keep waking up from nightmares :( \n",
            "pls win :( \n",
            ":-( i'll be at work like the other time \n",
            "well that isn't helpful sensible etc ... :( brum cyclerevolution \n",
            "how's dbn i miss your ass bruh :( \n",
            "caaannnttt :( \n",
            "oh dear they lost my payment last year wrote to say my account was overdrawn tbf they did find it when i complained :-( \n",
            "zayniscomingbackonjuly 26 im crying i hope zayn will come back but other side i just don't want to believe it :( \n",
            "damn give it back :( \n",
            "she's gone :( hello we offer you free perfume samples and chanel burberry prada giveaway on our site please check our bio \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 325 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "oh noesss :( \n",
            "finally watching the last topgear episode hopefully it won't end :( \n",
            "and i thought you were worthy of being the bridesmaid >:( \n",
            "yeah couldn't find an nhs dentist here \n",
            "i am looking forward for tomorrow's gathering omg la why the sudden change :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 324 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "yet another randomrestart randomreboot of lumia windowsphone and that's after microsoft's update addressing that issue :( \n",
            "lucky :( i was feeling hungry but then i didn't wanna get out of bed either so i gotta wait until mañana \n",
            "some kpop female solos are ruined by those short male rappings :( \n",
            "same :( \n",
            "please sponsor us love :( it would mean so much we are begging you for a while now please notice us \n",
            "yes now we do which means we're stuck with him as a striker unless lvg plays him behind one :( \n",
            "fuuuck :( \n",
            "helppp :( i'm in the u s and want to order a refurbished cintiq companion online but my card originates from outside the u s \n",
            "finnick's part in the final book is :-( is the movie going to be sad too askfinnick \n",
            "it was inside a closed container and im scared :( i can't even touch it :( and it looks hairy hahaha \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 323 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "two days off and now i'm buried in emails ... :( \n",
            "omaygad i didnt know vic got surgery :( and theres amber :( tt.tt \n",
            "hope you feel better :( \n",
            "i was so hyper today :( \n",
            "there's a las vegas snapchat story and i'm sad i want to go back :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 322 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "i'm hungry :( \n",
            "hi imiss you :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 321 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 320 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "i feel so bad for her lmao ohhh i wanna know how it felt to be louis the first time he met h :( \n",
            "i know.for now i am limited to prepaid stuff :( \n",
            "we thought today was pizza day sadly none of the managers are in that usually buy it :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 319 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "i want to go to my grandma and grandpa's farm there's a lot of cow chicken sheeps horses fruits and vegetables there :( aww help me \n",
            "bored puking and delirious from no sleep :-( motilium are a pack of shite no use at all i'm also grumpy ... >:( \n",
            "i want to but i was busy moving house then i got ill ... and i'm still ill :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 318 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "that would be terrible :( \n",
            "im so tired af but i need to ignore it bc of schoolworks :( \n",
            "i want a taco :( \n",
            "whats phoebe's name on shots can't find her :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 317 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "i'm sorry to :-( :-( :-( block \n",
            "yes don't do what i did last year cycle through massive puddle not see huge pothole get stuck fall off into water :-( \n",
            "2 of those times its been out of my control :( and i havent been able to :( :( i miss it :( :( \n",
            "♛ ♛ ♛ 》 》 》 i love you so much i beli̇eve that he wi̇ll follow please follow me please justi̇n :( x15 316 》 》 》 ｓｅｅ ｍｅ ♛ ♛ ♛ \n",
            "you haven't followed me yet :( \n",
            "infinite im so sorry .. i cant stream :( \n",
            "im sorry :( \n",
            "how do you turn notifications off i've had over 1,300 in the past few days :( \n",
            "hi robyn really sorry but it's not one of our necklaces :( rachel x \n",
            "ang cold :( \n",
            "amazing set of questions bhai keep it up :( missing shan e ramzan and u :( \n",
            "no not yet :( ... but hopefully soon fingers crosssed are you coming to the in clapham \n",
            ":-( need to investigate more ... \n",
            "i have no one who will gift this to me :( feeling jealous \n",
            "no friday night live on in sth aus so purchased a digital pass still have to wait to see on delay :-( \n",
            "oh dear :-( xx \n",
            "this movie essentially cut all the beginning of the book from its plot :( \n",
            "tonight i got photoshooot :( \n",
            "austin mahone all i ever need :( \n",
            "shut up :( \n",
            "oh :( well it wouldn't hurt to visit the doctor about it \n",
            "andaming memorization :( \n",
            "is anyone up :( \n",
            "cotton candy is my favourite too :( time to stock up again \n",
            "why can't i sleep :( \n",
            "my poor baby is sick :( and he doesn't have the concept of swallowing his snot so he chokes on it :( \n",
            "we're all in the same feelings :( \n",
            "guys add my kik taknottem 477 kik kikgirl skype booty nudes mpoints oralsex :( \n",
            "aw man get better soon :( \n",
            "maybe ... im not into the i'll listen until i like it :( i'll stay with my old btob songs \n",
            "god please help me :( \n",
            "really miss you :( \n",
            "keeps saying busy on mine :-( \n",
            "we're going down at the moment :( the percentage ohh please \n",
            "nobody to go with :( \n",
            "snapchat shoshannavassil snapchat hornykik selfie gay porn quote camsex :( \n",
            "wish i was going to taylor swift :( \n",
            "flat is love to make me puke :( \n",
            "what the heck :( you don't follow her \n",
            "a9 it would be ice cream without ice :( wsalelove \n",
            "too many people asking when i'm back in la :( \n",
            "looks painful :( \n",
            "snapchat me guys sexyjane 19 snapchat kik horny bestoftheday photo goodmusic sexual :( \n",
            "delph 20 minutes off on his debut :( \n",
            "lart rt :( \n",
            "might sew it up and no 😬 do you know if someone took my orange chair :( \n",
            "i already left :( \n",
            "i didn't meet him :( i did at the skyfall premiere ages ago though he's yummy ... just like his cakes \n",
            "i just woke up to pee and now the suns coming up and i can't go back to sleep :( \n",
            "sorry :( \n",
            "i'm not in manteca :( i'm visiting my dad \n",
            "if i asked her she'd probably stab me :( but i found a 6 speed massage chair with shiatsu setting and heat for less risk \n",
            ":( edward hopper \n",
            "eyyah :( am man utd born ... the best \n",
            "i booked trip before crisis :( \n",
            "i missed the goal :( 1-0 real \n",
            "i'm really sad i had the live photo sets in my cart but the shop logged me out :( \n",
            "aaa :( i need to decide on a waifu like by tomorrow \n",
            "what happen to you babe :( \n",
            "playing give your heart a break having memories from the breakup episode :( i love the song tho \n",
            ":( the cold never bothered me anyway \n",
            "also i had a dream about joe again i just want to hug him and tell him how cute he is :( \n",
            "i'm like your major fan i just have this bias syndrome that i get shy around my biases \n",
            "my stream is so pixelated :( \n",
            "when you actually decide to come see me ive tried to give it to you like 3 times :( \n",
            "weh i thought sa may bank :-( \n",
            "wanted to get some but there isn't any uber ice cream in my area :( \n",
            "maymay and if ever you make plans do it in advance huhu :( i need like 1 week allowance na magpaalam \n",
            "why tf can't i find subtitles for oitnb i need to understand changs backstory :( \n",
            "jeremy kyle is so close to home this morning :( \n",
            "going home :( \n",
            "i miss you :( \n",
            "for u :( \n",
            "but i miss all the boys being together i mean :( \n",
            "when the bus is late and you have no time to get food before work :( \n",
            "gimme :( enjoy your meal baby ♡ \n",
            "i just realised i am a month clean and wow i think that's neat-o :( \n",
            "wru scissors :( \n",
            "dear plz don't post my creations in public without my permission i amtired now telling every 1 :( \n",
            "don't have the app :( \n",
            "imysm :( \n",
            "bank bank tut :( \n",
            "i think i messed up my ankle again :( \n",
            "trop tard :( \n",
            "managed 1 month of accounts have to do a few more :( tax credit deadline for 31 st only get child tax credit as cut oct \n",
            "i gave it away last night as i didnt hear from anybody :( \n",
            "i hear so many frogs this morning :( \n",
            "im crying right now my babies :( \n",
            "online please :( \n",
            "nothing in shepherds bush either :( i want ice cream \n",
            "i have no friends whatsoever lol :( oh well \n",
            "premiun feature in the making :( notcool \n",
            "almost 2/3 done with this sa lahat ng araw bakit naging saturday pa finals ko :( \n",
            "gyu y r u so cute :-( it hurts ok \n",
            ":( lmfaooo \n",
            "i've been awake since like three :-( \n",
            "well can i just say i deleted my twitter app 3 weeks ago so i literally just downloaded it sorry :( \n",
            "i acc can't look at it :( \n",
            "you still haven't \n",
            "come online babe :( \n",
            "aw i was hoping :( \n",
            "wish more of my friends played league :-( \n",
            "i literally just feel like eating some good fruit i'm so :( \n",
            "i can't afford them can you please give me my first full mashup pack please :( \n",
            "how am i gonna watch eu lcs in 6 hours :( help i need more sleep \n",
            "hope they find new homes :( \n",
            "real talk does my account match or no :( \n",
            "typo ye :( \n",
            "why dont come here in italy :( \n",
            "yass :( \n",
            "i rly wanna spend christmas with my relatives this yr :( \n",
            "not really it's my first ever edit haha :-( \n",
            "just my luck when i move to sydney everyone decides they don't want to go out :( hahaha \n",
            "i don't get why mb needs to cut their perf when don't cut on any other programmes :( \n",
            "but i just like 15 mins ago bought my dinner :( \n",
            "ur actually watching but is it for me smh what a bff yes hashtags bc u love me jk omfg im so hyper :-( \n",
            "tired grumpy today hate missing exercise as it makes me feel so much better can only go to combat in the holidays :( \n",
            "my stomach hurts so much i want to cry :( \n",
            "why so sudden :( \n",
            "it still dosent work :( \n",
            "sod's law :( but think of the christmas sales \n",
            "delph :( \n",
            "i've been trying to call for 20mins and getting a busy signal :( i want to request the yahoo yodel \n",
            "i literally just pass out lately :( \n",
            "you're going to die i'm sorry :( \n",
            "i very jokingly said it with no seriousness :( \n",
            "i regret getting starbucks :( i want to sleep but i can't ... \n",
            "i think i'm sick too :( \n",
            "my snapchat lynettelowe snapchat kikhorny interracial bestoftheday naked goodmusic sexysasunday :( \n",
            "i hope he is okay :( \n",
            "today's weather sums up how i feel about going to work :( tgif \n",
            "oh my gahd get well soon amber :( \n",
            "theres a rumor they said zayns gonna be back on the 26th this month but just a rumor tho :( \n",
            "bts was 2 weeks ago :( \n",
            "why is time dragging today i looked at the clock and was disappointed to discover it wasn't even 12.00 yet :-( \n",
            "obyun unnie :( \n",
            "im literally crying right now :( \n",
            "wayhh :( \n",
            "ahhh food poisoning is so prevalent ... :( \n",
            "controversy :( \n",
            "sorry :( \n",
            "my name tho :-( i miss him \n",
            "poorly once again :( bed and netflix today 🍵 ☕ ️ \n",
            "same feelings sir :( :( \n",
            "i really want sushi :( \n",
            "week 2 is over :( but can't wait for week 3 😊 \n",
            "i want to rt that :( \n",
            "has anyone managed to get an ubericecream yet we keep getting busy messages i think this is worse than the tube strike :( \n",
            "i feel like i'm going to throw up :( \n",
            "good for you ... that's about 2 1/2 inches more than i got in nw meck lol :( \n",
            "can't sleeep :( \n",
            "is no one awake :( \n",
            "oh :( we'll miss you :( \n",
            "delph injured already :( mcfc \n",
            "any fresh news still impossible to play :( \n",
            "oh no :( is there anything yo ucan do \n",
            "i understand :( it's so sad depressing and makes me extremely anxious as a poc :/ \n",
            "so i guess blocking number on phones spam sms feature wont work nor will using specific words since these guys write sinhala in english :( \n",
            "no of billionaires 1645 in the world is more than no of islands 1190 in maldives dheena fasgadah alvadhaau :( \n",
            "i burned my pizza rolls :-( \n",
            "how can we help :( \n",
            "live countdown on v app i'm still confused with it's functions can we watch it on desktop :( \n",
            "my snapchat evelineconrade snapchat kikgirl like 4like facetime kikmsn amazon selfshot :( \n",
            "i've wanted panda for like 3 days :( \n",
            "this is awful news mum uses them for my birthday cake every year and now for my 21st there will be none :( disappointed \n",
            "i wanna go back can we go backkk :( \n",
            "wake up :( \n",
            "to think this could be the last photo of these 11 all together ... i hate the transfer window :-( \n",
            "where is this ♥ ♥ ♥ looks so relaxing :( \n",
            "oh my im not prepared for to get a girlfriend :( \n",
            "hi dan not too bad dull and overcast rain due later today :-( \n",
            "you're so inactive :( \n",
            "ahhh get well soon amber :( \n",
            "amber :( \n",
            "hey yeah couldn't see anything even checked my spam folder too :( \n",
            "i hate being up late bc then i won't wake up early and i end up wasting my day :( \n",
            ":( i miss you so much \n",
            "cant wait to have my truck fixed i missin hangin wiff mah friends all the time :( \n",
            "music team or interactive dept :( \n",
            "such a waste of a cherry bakewell :( \n",
            "collecting all five teal cards in time but not getting the prize makes me sad :( sect tennunb \n",
            "i'd rather stay in and sleep this weekend than go out :( \n",
            "i love that episode but skip the doomsday episode please :( \n",
            "i feel you :( \n",
            "feeling a little neglected as there has been no visit from the postie today :-( \n",
            "i wish i got goodnight messages :( \n",
            "he didn't read my donation :( \n",
            "i wish i had the money to afford them :( \n",
            "i have a headache :( \n",
            "i feel like i'm a weird person for shipping bellamy raven because everyone ships him with clarke but the heart wants what it wants :( \n",
            "miss you too :( i'm so busy these week how are you \n",
            "i feel so bad for helmy :( \n",
            "followed me thanks and please followed me too :( \n",
            "i want i want :( \n",
            "misss uh yr ... cnt wait more to c uh ... :( :'( :( \n",
            "feels like winter :( whereisthesun summerismissing \n",
            "it's gonna be a longgg night :( \n",
            "another ridiculous headache :( \n",
            "sorry to hear :-( hope you're ok haven't been to your stream lately as i got a new job but stocko will be back \n",
            "all i want is some chocolate and a lucozade :( :( :( :( :( \n",
            "and people ask why i don't leave my house the world is scary and fucked shootings and explosions everywhere :( \n",
            "same :( \n",
            "what happened to gyu :-( \n",
            "why beh :( \n",
            "the worst mental block is a half-remembered song when its melody's in your head n it ain't leaving and you can't recall the whole either :( \n",
            ":( sounds like you've reached my level \n",
            "followed me thanks and please followed me too :( \n",
            "i wish :( :( please get signed xxx \n",
            "actually they say it each time their mouths open :( \n",
            "feeling let down :( thought i was your favourite of your favourites \n",
            ":( :( :( target ftw \n",
            "i never have enough sleep :( \n",
            "walking alone is not difficult but when we walked a mile someone ... then coming back alone is very difficult .. :( s h o n u \n",
            "moving out day :( \n",
            "i asked first :( pfb \n",
            "even on nate i think :( they dropped places already \n",
            "first time travelling to expo by myself the worse part is ive not been to expo before :( \n",
            "i miss you too jisoo :( \n",
            "when i went fuck off to ur chloe reply on my selfie i got this anon and they were all omg do u hate chloe :( \n",
            "50 like — mager wi :( \n",
            "u knw wht i'm big fan of them n went on their set once bt didn't get chance to meet ... :( \n",
            "if me and laura dont meet next year im gonna be so sad :( \n",
            "still mad at my knee :( \n",
            "gutted i never went down to distant worlds in london i'm very well yourself it has been too long :( \n",
            "stop buffering :( \n",
            "i'm going insane the id is wrong the account won't go away so i can open my own account :( \n",
            "why is charli so hot every time she's in finland :( \n",
            "eh guys ganas face ah :( \n",
            "still in the studio with the sun coming up ... last good morning at arch camp :( \n",
            "they don ’ t love me they know me when they need me … :( \n",
            "the name of the movie sounds sad itself :( \n",
            "followed me thanks and please followed me too :( \n",
            "you lyin :( lmao \n",
            "jealous :( — why \n",
            "i feel sick :-( \n",
            "miss my hair this colour :( \n",
            "me kian i love you kian i love youuu :( i can't get over today omg \n",
            "no supercars now no ice cream in so many gurgaon locations :-( pls add more locations \n",
            "i hate you :( see you at 9:15 \n",
            "i'm bored :( \n",
            "whyyy le :( \n",
            "followed me thanks and please followed me too :( \n",
            "my words were just satire on a general situation why are you hurt so much :( \n",
            "regretting this peanut butter sandwich rn sore in my mouth is making things difficult :-( \n",
            "garden update my trees are gone :( \n",
            "beers are lovely :( \n",
            "my assignments have been failed :-( \n",
            "say hello to viners palembang please :( \n",
            "i'm sorrryyy :( \n",
            "aww amber :( \n",
            "im so sure fany is so happy now :( \n",
            "sad sad sad kid :( it's ok i help you watch the match hahahahaha \n",
            "it's too early in the day for a boner have mercy :-( \n",
            "i am mad yuki egg >:( see im mad >:( >:( \n",
            "looks like it's finally time to get rid of the old 2500k :( \n",
            "will i ever hear mary did you know live :( \n",
            ":( jake gyllenhaal talks the impact of heath ledger's death \n",
            "miss you btw :( \n",
            "cold cough :( \n",
            "i see oh hunny :( u know i'm at the end of a line if u just need a friendly ear i know i've said that b4 but it still stands \n",
            "my data just depleted i wish it could come back and say i'm sorry mbasa i was joking i'm still here :( \n",
            "breaks my heart cause i'm not at hard :( \n",
            "kat office client :( you \n",
            "esp when it came off for an hour for x rays hope makes you feel like crying when you have to go back in :( \n",
            ":( aah maybe they're just the type who blocks people easily at least it's nothing personal then but yeah it still sucks ... \n",
            "anybody here with a collection of all suits episodes from all seasons pa-copy :( \n",
            "woke up with another migraine :( ... need proper rest but at moment i can't \n",
            "now you made me really angry and sad ... :( no new biomes ... \n",
            "same :( i was at the mosque w i had to sit outside the whole time and it was smelly i'm so annoyed \n",
            "this taxi is emptier than ciara's concert :( \n",
            "my stomach hurts so bad :( \n",
            "have fun here even though i won't be able to see you :( \n",
            "i hope everything's ok hugs :( \n",
            "omg nooo :( \n",
            "i'm not tired wtf :-( \n",
            ":( vine by luke clips \n",
            "aw bb :( \n",
            "yeah and too tall :( \n",
            "i don't wanna go home just bring the english food over here and i'll gladly stay here :( \n",
            "i'm sorry :( \n",
            ":-( i'm sorry \n",
            "hahahaha that wasn't my intention i turned away and he said something so i turned again and that's when he kissed me :( \n",
            "ambs please it's harry's jeans :) ): ): ): \n",
            "mayday parade is just feels :( \n",
            "i know right :( huhu sad lyf 😔 😔 😔 \n",
            "august 13th :( x \n",
            "a sad new for the animal kingdom :( \n",
            "you saw chris brown :( \n",
            "so cute :( \n",
            "i miss my mom :( \n",
            "yeah but it's a bit risky to count on that :( \n",
            "come back to cologne please :( \n",
            "followed me thanks and please followed me too :( \n",
            "it doesn't help my itunes doesn't work so i can't buy anything :( \n",
            "weather app says rain tonight into tomorrow :( sit in the car watch the footy \n",
            "no babes on there :( \n",
            "i wanna duo :( \n",
            "i do like ballads but idk :( \n",
            "same :( \n",
            "i need a massage :( \n",
            "wtf body goals :( \n",
            "but i was told that i'm becoming a bit of a bish so maybe i shouldn't :( \n",
            "our lovely intern is leaving us today :( but look at all these yummy treats she brought us yumyum \n",
            "cathy's story is basically about a black guy singing :( \n",
            "missyou bishes :( \n",
            "ruby rose ko tou maine pora stalk karlia omg beauty khatam bandi pe 😭 👑 why tf she's so pyaari but not me :( \n",
            "oh gawd i really need to get out more ... i understood that whole thing :( \n",
            "great review for massis tea we miss :( thatselfiethough \n",
            "on loop ... bad news for the people i have to provide feedback too though :( \n",
            "packing is such a nightmare :( \n",
            "ofc not allowed but some fans are managed to take some picts .. the risk is they caught by the security and got kicked out :( \n",
            "oh dear :( \n",
            "aishhh ... the stream getting slow and more viewer ... :( \n",
            ":( me too i have exams soon sighsss \n",
            "it was burnt toffee :( \n",
            "okay she doesnt want to talk to me then i will stop :( \n",
            "true ... honesty is a very very very lonely word :( \n",
            "its cheatday and i've ran out of protein :( \n",
            "i want :( \n",
            "sissi made a tote bag for me for my birthday and i use it all the time and now its slowly breaking and it makes me really sad :( \n",
            "i'm going to sleep before i upset myself any further :( \n",
            "i miss church helping me get into my armor :( \n",
            "no delphy :( \n",
            "i miss them :( but i hate pll :( \n",
            "so teen top actually performed under the rain yesterday ... fk are they ok :( but im still v proud of them la \n",
            "please :( \n",
            "whens my cat coming :( \n",
            "sel beth come to serbia serbian selenators and motavators are so sad :( 💋 ❤ 💋 ❤ \n",
            "zayyyn :( \n",
            "poor kids momma died :( \n",
            "what happend to kian :( is he okay \n",
            "awww imperative :( trmdhesitant \n",
            "cleaned my room yay but panas af :( \n",
            "that was the quickest blood test ever but my arm hurts :( \n",
            "i just slept in cause i really didn't wanna see everyone get their jacob tickets when i wasn't allowed :( \n",
            "fuck sake hamstring injury for delph :-( not another rodwell \n",
            "none of my friends came :( \n",
            "what wasn't it supposed to be out in august :( \n",
            "the problem is tracing many people do that and claim they are an artist which is not how it works :( \n",
            "did u get called by tp law :( \n",
            "we don't have chocolate milk powder anymore :( \n",
            "teeth :( so i can smile wider \n",
            "this honestly makes me sick to my stomach rip to all those who lost their lives last night :( \n",
            "pains in my tummy an back keep waking me up :( literally can't get comfortable \n",
            "i did notice :( where are you working now \n",
            "followed me thanks and please followed me too :( \n",
            "i thought he was too :-( \n",
            "thank you bruno i had just made it to 1.8 k too :( \n",
            "wish i was going to ed in croke park today :( \n",
            "has anyone had to deal with toll before to get a package i don't understand their website :( \n",
            "still not back in shape :( \n",
            ":( i went all in too wasn't much i swear i'm the unluckiest bettor ... \n",
            "followed me thanks and please followed me too :( \n",
            "nstp class tomorrow :( \n",
            "31 units for first sem of second year please tell us you're kidding :( \n",
            "i got this from google image and now i don't know where is it bc i already closed the browser :/ sorry :( \n",
            "i'm too tan :-( \n",
            "i still really really really really really like chipotle but chick-fil-a stole my heart :( \n",
            "evet :-( \n",
            "so lucky u we dont have ramadhan holiday only eid and that's only a week :( i need more \n",
            "hard to save a live ... :( </3 stexpert ripstegi \n",
            "nickyyy wtf did you do ¿ :( \n",
            "i seriously don't want to go back :( \n",
            "followed me thanks and please followed me too :( \n",
            "zayncomebackto 1d zayniscomingback don't fucking play my emotion please ... who started this ... :( \n",
            "got an image as the header of the website and it won't centralise :( \n",
            "we have discontinued this product sophie really sorry for any disappointment :( we will pass your feedback on \n",
            "tbh idk :( ask around \n",
            "its kate tho :( sniff \n",
            "i'ts buffering for me :( \n",
            ":( let me speak struggles \n",
            "aww damn :( and haha will do \n",
            "please follow me again :( \n",
            "so glad i don't bother with make up at work been outside all morning and my face would have gone down the drain by now bloody rain :( \n",
            "more precious when its never end :( \n",
            "why u so fab :( therese hahahahaha creds \n",
            "it ended so soon t_t it hurts that one of them has to be eliminated they're all so good :( teamzipal smtm 4 \n",
            "ty come home tonight tho :( \n",
            "doing my assingnment whilst watching the game lol i hate life :( \n",
            "awww thank u i editied it on my old phone ... but it dont work more :( \n",
            "nakaka beastmode i lost my id :( \n",
            "oh my gaaawd :( \n",
            "but jane said i'm welcome :( \n",
            "yes i love mango ice candy but toothsensitivity robs me of the fun i could have had :( \n",
            "why unfollow please follow me again :( colombia loves you \n",
            "please :( \n",
            "future didn't show up :( \n",
            "thanks yots labyo miss you :( \n",
            "get well soon pretty 😘 😘 — pano mo nalamannn bebeee :( thankyou 😘 \n",
            "oh no i'm too early :-( \n",
            "“ damn they stole my home girls phone too ” got me fucked up :( \n",
            "i need to stop being so hardheaded :-( \n",
            "that lonely moment when the only text message you get all day is from your cell phone company :( \n",
            "but when you call me baby i know im not the only one :( — eating zach's burger xpress \n",
            "that's true :-( it's trying to get rid of katie hopkins to no avail \n",
            "i'm really just up :( \n",
            "can't sleep :( \n",
            "every night i take hella melatonin every night i take like a 2-4 hour nap until i'm wide awake it's the next day again :( \n",
            "me too :( determined not to feel ill for tonight \n",
            "not me :( \n",
            "so cold here in the office huhu :( no more tasks to do but i'll be here until 9pm hahaah \n",
            "i miss chris voice :( same \n",
            "oh that's a shame :( we're really looking for people that have written about it before and frequently do it but thank you \n",
            "hope that person is in jail :( \n",
            "weirddd :( \n",
            "everyone is happy bc they have amazing friends bc of 1d then here i am still waiting for my internet bestfriends :( \n",
            "head ache :( \n",
            "ruined >:( \n",
            "i need more :( donghyuk stans :( in :( my :( tl :( where u guys at \n",
            "but why :( \n",
            "i miss beks original body since episode 13 :( \n",
            "reynoldsgrl either deactivated or got suspended i wanted to shade :( \n",
            "just got home .. heavy rain :( \n",
            "sorry :( \n",
            "haha i feel so naked without ole beardy tho :( \n",
            "how did you get it i've been trying for ages and no joy :( \n",
            "i want to sleep why am i not tired :( \n",
            "this song is freaking saaad :( \n",
            "sorry guys no new video this week :( \n",
            "aw that's a shame we thought you were we'll miss you :( \n",
            "followed me thanks and please followed me too :( \n",
            "what happen to the kaussies :( \n",
            "i was looking forward to this pixels movie and it turned out to be a bummer :( \n",
            "its okay bae its okay :( i wanna hug her already fightingmcirene \n",
            "michael's exercising and yeah it's great and all but i don't want him to lose the tummy :( \n",
            "done please pick me :( \n",
            "finding old pictures with my long hair makes me so sad :( \n",
            "i've been supporting you since the start and am always ignored :( please let today be the day you finally follow me � � � ♥ ♥ ♥ \n",
            "it's wet and miserable here :( 💦 ☔ ️ missing my morning yoga drink in the sunshine 🌞 💃🏽 🍹 love to you all xx \n",
            "thats so mean >:( i dont like him how rude also aww bc they had to keep u away from the snake :/ damn they shouldve moved him \n",
            "fucking shit stalking her account :( \n",
            "zayn is coming back on july 26 srsly guys how many times did you say that :-( \n",
            "georgia and saffron are amazing and queens and i am just a poor peasant :( wish i could be more like them ... \n",
            "i got no sleep :( \n",
            "ahh im sorry i didnt reply back :( i miss you too also i wouldve tweeted u on that acc but ive been having \n",
            "nfinite new update hoya admin_myung slp :( \n",
            "the saddest thing is when you are feeling real down you look around and realize that there is no shoulder for you … :( \n",
            "laomma design kebaya wedding dress bandung indonesia line laomma 7df89150 whatsapp 62 08962464174 7 instagram laomma_couture \n",
            "no i can't :( \n",
            "i feel so drained like omg like so tired physically and mentally how haizzz and my eyes still hurt urghhh sat sun cant even stay at home :( \n",
            "i'm really trying hard to level up my working-on-a-tight-schedule art for comics i know sometimes the art looks off but :( ganbarimasu \n",
            ":( now im feeling lonely wth \n",
            "livid it's still not working :( \n",
            "oh that actually made me sad lol :( \n",
            "wanna sleep :( \n",
            "double whammy :( \n",
            "how unlucky would it be if i was dying and passed away just before ed came on stage :-( \n",
            "i've been supporting you since the start and am always ignored :( please let today be the day you finally follow me � � � ♥ ♥ ♥ \n",
            "quuuee friooo :( \n",
            "i've been supporting you since the start and am always ignored :( please let today be the day you finally follow me � � � ♥ ♥ \n",
            "so ... it's raining again ... so much for running ... :( \n",
            "i've been supporting you since the start and am always ignored :( please let today be the day you finally follow me � � � ♥ \n",
            "my dad said no sorry :( \n",
            "i've been supporting you since the start and am always ignored :( please let today be the day you finally follow me � � � ♥ \n",
            "fat lady parts :( \n",
            "i've been supporting you since the start and am always ignored :( please let today be the day you finally follow me � � � \n",
            "please take me there :( \n",
            "wtf stereo kicks :( \n",
            ":( but hopefully chwang will still drag him out to eat later sobs \n",
            "add my kik lorm 823 kik kikmeguys blonde rp kikmenow indiemusic selfshot :( \n",
            "why is this so accurate :-( \n",
            "i cant stream :( \n",
            "feeling unhappy today :-( \n",
            "omg no amber :( \n",
            "looking for fun snapchat jennyjean 22 snapchat hornykik ebony trade models elfindelmundo webcamsex :( \n",
            "hey that was mean :( \n",
            "i told myself i can survive living alone for the rest of my life but i can't even be left alone for a day :( \n",
            "well rude :( \n",
            "i wanna buy the calibraskaep :( \n",
            "no i didn't :( hahaha i wish t t you \n",
            "lolzz unfortunately dats how it is :( \n",
            ":( feels \n",
            "i keep having the worse dreams with corey in them :-( \n",
            "i appreciate the weekly update but more weapons than ever before are on the way we have nowhere to put the one we already own :( \n",
            "yup thank you huhu mahirap :( \n",
            "t h e d r e a m is dead :( guess it's time to get to sleep hope it works later today and i can get some games with nash \n",
            "my body system don't want to accept those foods :( \n",
            "oh gosh i love it so much __ they have those fried noodles love 💜 💜 💜 but they stopped selling them here :( \n",
            "london is veeerry wet today this is more like summer as i know it :( \n",
            "saw it being rted orig tweet by starholicxx :( \n",
            "justinbieber can u pls follow me on daianerufato i've been trying for too long :( ilysm baby xx july 24 2015 at 07:17 am \n",
            ":( i was kidding get out your feelings \n",
            "song from @the fifth album i am so notr ready hwy is niall so cute :( \n",
            "nothing except lie fraud double cross diplomacy survival of fittest zero tolerant ... :( \n",
            "hugs i really wish i could love :( i miss you \n",
            "miss you :( \n",
            "always remember to take a shit bb gurl :-( \n",
            "we're sorry to hear this :( how is it now try the following steps \n",
            "so true yet many know this and choose to not heed the notion xx :( \n",
            "unfortunately today's performances at pier approach will not be going ahead due to the weather :( \n",
            "crying to get rattle robe :( \n",
            "just looked at your previous tweets and seen that this message was due to a hack :( hope you got it sorted \n",
            "do you not like ballads :-( i think it emphasis their vocals a lot so im happy they chose to promote one \n",
            "they are all sold out :( \n",
            "erm what's that like then :( \n",
            "can't announce cool show today so wait until monday thanks :( \n",
            "hey abby.can you help me persuade my mum to come with me to see in london please :( \n",
            "lmao just realized i tweeted the wrong lyrics :( \n",
            "but but but but but emily's birthday :( \n",
            "i packed all my socks for camping so i had to wear odd socks :( \n",
            "i can't see how she can possibly be elected far too much baggage but people see what they want to see :( \n",
            "so cold :( \n",
            "＠ maverickgamer july 24 2015 at 07:17 pm :( \n",
            "no i mean that hmm omg im so slow :( \n",
            "shiiit kamiss beh 😭 😭 thank you bby i miss you :( love you mwa \n",
            "my mommy left :( \n",
            "hi ate :( i know she loves you so much but maybe she's having a hard time right now \n",
            "very sad to return from holiday to find not on my radio in the morning and not doing bc drive :( \n",
            "but dat was fun while it lasted :( \n",
            "why do people scream so much before during fighting .. you're only hurting your throat stop it :( \n",
            ":( is there a cat cafe in melbourne \n",
            "movie marathon anyonneee :( loner af \n",
            "so fricken cold :( \n",
            "that's annoying that's the one i'm using and it's really good :( \n",
            "meh rito pls do something :( \n",
            "friendzone :( \n",
            "although it's 3 am here when their panels start ... i'm gonna miss everything ... :-( \n",
            "repeat audience :( \n",
            "i only got one month in june :( \n",
            "take me back :( hsm canarios park hotel \n",
            "im sorry im getting all personal and stuff but its really bothering me and i cant stop crying about it but i dont have anyone to talk to :( \n",
            "i wonder when i'm gonna see all ukiss members as one again :( \n",
            "i wish i was there too :( but we have to have faith that we'll meet sam and kurt one day one day ... \n",
            "my friends fatma'm :( \n",
            "damn alex has more swag than me :( \n",
            "lmfao seriously i can't remember if i did honestly .. more likely tho :( \n",
            "missing you :( \n",
            "please follow me :( i have been waiting for your follow back :( please follow me back or retweet or reply this :( \n",
            ":( update \n",
            "oh no i forgot i'd be missing your cakes and those flapjacks :-( countthecost \n",
            "i want ihop :( \n",
            "i dont have snapchat :( \n",
            "yep but oh so common of infra still being rolled out now in this country :-( \n",
            "so true :( \n",
            "done can u please give them to i know im late sorry :( \n",
            ":( thank u bby i love u too \n",
            "can i just call into work :( \n",
            "last day :-( \n",
            "i want to sleep :( \n",
            "2nd thoughts on college :( \n",
            "where do u guys stream my stream is so lq im :( \n",
            "you with your words like knives :( \n",
            "can't sleep cause i've had the worst anxiety all day :( ugh can i just stay home tomorrow 😞 sotired mybrainneedstoshutoff \n",
            "was so exited to get a maccies breakfast but no i was 10 minutes late and had to get a burger and cheese bites :( \n",
            "it was amazing such a short trip though :( i wanna go again but for more days how's spain x \n",
            "sorry mr 25 :( \n",
            "so pleased it went well wayne shame i couldn't be there :( x \n",
            "wtf i make new giveaway acc again ... and now can't to tweet anything again :( \n",
            "i wanna talk to people but i'm scared they will find me annoying and tend to ignore me or not interested to talk to me :-( \n",
            "i could get a black 510 and a blue silicon cover for it .. but its just not the same :( \n",
            "no one thank that they have me bc of 1d :( i h a t e m e kbye \n",
            "btw ini sore say :( \n",
            "i hate how they didn't have their first win yet :( \n",
            "anytime lil nigga (: (: \n",
            "i tried to support but only uk citizens can sign :( \n",
            "so low compared to their ranking on mcountdown :( \n",
            "5h kids makes all :/ \n",
            "people change and it's not always for good :( \n",
            "i'm sure it would be sad to see you go thapelo :( op \n",
            "chocolates and peanuts ... :( \n",
            "civ 5 just crashed in the middle of a marathon game ... :( \n",
            "wooden mic neh :( \n",
            "that is so embarrassing :( i texted the wrong organization gosh \n",
            "lost all the excitement for my birthday :-( \n",
            "hate it when people don't text me back :( \n",
            "deactivated :( \n",
            "“ my mouth can ’ t translate the things my heart says ” :( \n",
            "today i don't have :( \n",
            "mine still isn't working wtf i missed my daily chances and going to miss out on mecha-totems if this keeps up :( \n",
            "this feeling ... miss her badly :( \n",
            "nak tgk paper townsss sigh :( \n",
            "too early :( \n",
            "jokid :( \n",
            "i miss being a kid i can't believe i'm doing adult stuff like paying rent and bills and doing a degree and shit like the fuck :( \n",
            "tomorrow again please :-( \n",
            "“ yes very inconsiderate of them :( ” why \n",
            "pray for the kids :( \n",
            "wow i miss my long hair my braces softball :( \n",
            "and more and more and more anna :( \n",
            "followed me thanks and please followed me too :( \n",
            "should i apply for tomcat :( \n",
            "miss you chel :( \n",
            "we don't like the sound of this jemma :( try the following network steps \n",
            "idk how to use those :( \n",
            "which is only good if i'm receiving delivery otherwise i have to leave a detailed list of with offers oh needs 2 check :( \n",
            "matchy matchy d elsa hair :-( love u soo much \n",
            "please dont postpone it any longer :( :( \n",
            "karin honey i want another vist :( \n",
            "i'm gonna get high blood pressure one day lol i'm eating too much unhealthy food :( \n",
            "pains propa knockin me sick :( owww \n",
            "bacon sandwiches for in the marketing office but i'm on pre-holiday diet booo :( meanies deathbybaconsmell \n",
            "followed me thanks and please followed me too :( \n",
            "i'm confused :( what do i put in the inital location ubericecream asking me for location and destination \n",
            "what happened love :( \n",
            "so now f x is 4 members just victoria amber luna and krystal no giant baby again in f x :( \n",
            "but no picture :( \n",
            "come to singapore :( \n",
            "the last concert i went to in this stadium tomorrow's show is in was justin :( \n",
            "why can't i retweet your stuff :( \n",
            "where r u gonna be sarajevo :( i live like 2 hours from there 😩 😩 😩 😭 \n",
            "team has fallen apart unfortunately no energy it seems :( \n",
            "but i wasn't :-( \n",
            "haix i wish i was an sp student :( everyday can go breakfast when im late for class already haix \n",
            "followed me thanks and please followed me too :( \n",
            "then tell me how :( \n",
            "why is this not on wii u did bayonetta 2 and the wonderful 101 really sell so poorly :( \n",
            "yeah just saw your other tweets and completely agree we're not moving quick enough on transfers though :( \n",
            ":( dropped again \n",
            "work was no longer really doable i drove as trains were awful so moved agencies long story.miss everone though :( r u ok x \n",
            "don't have any :( gonna order a jps soon hopefully they have some \n",
            "i miss mamabear so much :( \n",
            "i thought finding someone was hard but finding them and trying to make them stay is harder :( imintoher \n",
            "oh no that sucks :( \n",
            "i need to go school shopping school starts in almost a week :( \n",
            "so bad :( \n",
            "followed me thanks and please followed me too :( \n",
            "ugh i just want to be with you right here and right now i need ya tay you are the only one who understands me :( \n",
            "so true i voted for them so many times :( underrated just like all of slovakia's entries D: \n",
            "it's not funny :( \n",
            "i know :( saklap \n",
            "sadly i can't see my grades yet bc i have a hold order in rizal lib :( \n",
            "baby :( \n",
            "gonna miss it there :( \n",
            "i'm not watching because i'm working :( but i'm not interested in man city anyway 😂 hope they lose \n",
            "i wanted to go but i don't live near any of these places at all :( \n",
            "it wasn't in class but the entire school had to discuss it in their advisory period but no one took it seriously :-( \n",
            "ja dit dus i know the feel :( \n",
            "life is harsh sometimes :( \n",
            "school start next monday ohgod :( \n",
            "my kik abligaverins 7 kik hornykik photooftheday kikchat likeforlike indiemusic sexygirlbypreciouslemmy :( \n",
            "such a positive beautiful light :( ripsandrabland justiceforsandrabland sandrabland \n",
            "followed me thanks and please followed me too :( \n",
            "i want to cri i have no one to go w :( \n",
            "oh no i didn't :( so sad i will do some catching up today x \n",
            "oh damn it's true :( that moment you realize that holiday is almost over and you've done nothing \n",
            "miss you edel aww :( why :( \n",
            "salam dear brother eid mubark very sorry i've missed ur all the shows on this eid .. feeling bad sad :-( \n",
            "hp low dong :( \n",
            "this is just way too common now :-( \n",
            "snapchat tammirossm snapchat kikgirl kikchat wet wife indiemusic sexy :( \n",
            "just saw this not mine huhu but ... :( \n",
            "snapchat tammirossm snapchat kikgirl kikchat wet wife indiemusic sexy :( \n",
            "miss u :( and speck if your online babes x \n",
            "my snapchat abbymill 18 snapchat snapchatme wet sex sexy indiemusic hotels :( \n",
            ":( ion wanna hear that \n",
            "yeah just thinking :( \n",
            "spent more than 5min tryna lock my hse door without getting the key stuck noob to the nxt level :( \n",
            "2weeks before our exam :( \n",
            "i hate not getting enough sleep :( my baby wakes me up 300 times a night and i always feel like falling asleep at work 😔 \n",
            "no but i was pretty sure :-( until now at least \n",
            "followed me thanks and please followed me too :( \n",
            "but still fck the nae nae ... :( that literally made me fucking cry bc too deep \n",
            "emotions make us human :( \n",
            "enough whit this ... :( ;( ;( ... stop \n",
            "all ice cream vans are busy in bristol :( \n",
            "same lol :( \n",
            "the subserver is down :( \n",
            "just talked to my sis :( \n",
            "oo pre i'm sick :( huhu so sad hahaha \n",
            "just got out of the tub :( \n",
            "can't wait to climb penyfan on sunday hoping the rainy weather forecast is wrong :( breconbeacons \n",
            "give me your skype name my facetime doesn't work :( \n",
            "looking for fun kik tittheir 42 kik kikgirl fuck kikme like 4like indiemusic hottie :( \n",
            "we indian fans really miss uu dear do uu miss us :( \n",
            "i feel so rough :( my throat really hurts and my head keeps going really fuzzy and i feel like i'm going to pass out :'( xx \n",
            "where the hell are you i miss my idol :( \n",
            "please come to san antonio again soon :( \n",
            "i miss kang junhee :( \n",
            "i'm still so upset about my hair ... :( \n",
            "i couldve joined pz earlier if i didnt wait .. :( \n",
            "my camping trip starts on saturday in somerset ... looking good ... sunday though is a different story ... :-( \n",
            "given how sunburnt i managed to get this weekend maybe i'll be safer here in the rain :( \n",
            "gutted i couldn't get tickets and it was my birthday :( are you releasing more dates \n",
            "you didn't even know what k3g was smh :( \n",
            "i need to get used to waking up alone again :( \n",
            "what should i do bad vs party again :( \n",
            "so near yet so far :( manila better be in the books soon </3 \n",
            "so steam updated and now my inputs for gamestomp no longer work if i can't fix this tomorrow i'm gonna have to cancel the entire event :( \n",
            "yes very inconsiderate of them :( \n",
            "desc me in 8 words — off anon :( \n",
            ":( i love you \n",
            "sir please announce don 3 i am badly waiting for it :( \n",
            "starts raining just as soon as i'm ready for a run :( damn it \n",
            "are you 100 sure you lost it in your house :( \n",
            "angelo's face while listening to yna :( psygustokita \n",
            "gimme european dates :( \n",
            "if i send you a fiver towards a new striker can we get one without sakho we have no threat :( a goalscorer and we will be fine \n",
            "ive been reading cute fluffy cs ff :( i miss my babies :( \n",
            "foot pain just woke me up nooo :( \n",
            "followed me thanks and please followed me too :( \n",
            "i went on at 10:59 and stayed on at 11.00 until now but there were never any ubericecream vehicles available sham :( \n",
            "i wish my parents would live forever :( \n",
            "finding a good conference hotel in london is tricky they are all too small :( \n",
            "i miss baao :( \n",
            "is he alright :( \n",
            "nisrina is so beautiful :( \n",
            "so its been 40 days since you been gone and i still missing you like crazy bcs there were many hard times that i need you to support me :( \n",
            "ladygaga i bet to a friend that you will follow ✧ ｡ chelny ｡ ✧ before the end of the month don't disappoint me :( \n",
            "i miss you's lots :-( hope too see you's soon x \n",
            "what about paris :( \n",
            "at least i think marrish is happening not as my others otp's :( \n",
            "i miss my guy bestfriend :( \n",
            "its 6:15 and i'm wide awake :( \n",
            "fuck tired :-( \n",
            "look how beautiful i wanna go back :( \n",
            "yess i dont have the original pic :( \n",
            "... not really :( \n",
            "okay pleas edomnt fck qih my feelings shxbs enough :( zayniscomingbackonjuly 26 \n",
            "1000 battery life please :( \n",
            "my leg is white :-( \n",
            "no :( i'm so sorry \n",
            "please help find these baby goats stolen from chilton their mother is crying out to feed them :-( \n",
            "wasted a good outfit today :( \n",
            "jackson looks so exhausted :-( \n",
            "i'm a fuck up :( \n",
            "you need to stop being so obsessed over me this is getting creepy :-( \n",
            "josh is so tall that when he hugs me he can rest his head on mine :-( \n",
            "are u there too :( \n",
            "boohoo back to work tonight another weekend on nights :-( :-( :-( \n",
            "i wanna hang out with fellow tweeps and roar the lions to victory tweepsmatchout i want to hang out with my twitter family :( \n",
            "justinbieber i bet to a friend that you will follow ✧ ｡ chelny ｡ ✧ before the end of the month don't disappoint me :( \n",
            "followed me thanks and please followed me too :( \n",
            "nein :( \n",
            "i can't see that tweet :( \n",
            "404 not found :( \n",
            "i feel so bad because i fell asleep like right before it turned midnight and wasn't able to tell willlow hbd :( \n",
            "sowwy :( the 3000 word limit really grinds my gears but 0.001 chance of winning makes up for it \n",
            "spent ages making our first vine only to realise that they're meant to be shot in portrait mode and you can't flip the shots ... :( \n",
            "aw sorry :( you ok wake up madi \n",
            "what's wrong :( \n",
            "these are not facts bro :( \n",
            "i wish more people did 11:11 s for me :( \n",
            "you ruined it >:( \n",
            "shanzay salabraty :( \n",
            "i wanna meet them :( \n",
            "really thought you were one good journo .. but the lure of the gang i see is very strong .. sad to see you too twisting news :( \n",
            "i love you so so so so so so much :( \n",
            "finishing on monday sadly :( then closed beta at the end of the year \n",
            "i didnt wanna end up here :( \n",
            "i asked my sister and she said no and neither of my parents have it so like :-( \n",
            "i wanna watch a movie :( \n",
            "mashaket :( \n",
            ":( that's so sad ... maybe it's a mistake or they'd feel different about it now pets \n",
            "when you feel like you're making the wrong decision :( \n",
            "trying to send you a dm but not working :( \n",
            ":( with bapak at royal prima hospital — \n",
            "you haven't follow me too :( \n",
            "guys add my kik mune 874 kik kikme tagsforlikes snapme bored hannibal kikgirl :( \n",
            "if u see this can u follow me i'm waiting so long :( \n",
            "this :( \n",
            "how to money :( \n",
            "followed me thanks and please followed me too :( \n",
            "i truly miss playing piano so much i should of never stopped :( \n",
            "i'd be down but man i have to work right now :( \n",
            "plisss tweet this elf :( my teenchoice for choiceinternationalartist is superjunior \n",
            "of course i dont think he'll take it seriously omg how nice if he saw this :-( \n",
            "went home came back :-( sunway college in petaling jaya selangor \n",
            "i still gotta glow up ok :( \n",
            "huhuu thank you for all the congratulations and the proud of you you guys have no idea how happy i am thank you for the support :( \n",
            "yeah we thought that was part of the tour we did today but it wasn't :-( \n",
            "me too :( where is margo \n",
            "followed me thanks and please followed me too :( \n",
            "konga well ... ni wa ode ni e k i need to be disvirgined .. like seriously :( \n",
            "i hear u but you know i do na ... :( we can negotiate the bride price advance payment \n",
            "i thought i tweeted the link to end the yulin dog meat festival but idk what happened to it .. :( imma try again \n",
            "ive got so much things to do in 3 days :( what is syawal now \n",
            "i need to see my boys again :( \n",
            "i lapar :( \n",
            "yeah sad life :( \n",
            "watching s story on snapchat is killing me whats your life beach pool all week long when are you working bitch :( \n",
            "i forgot to get pale foundation :( \n",
            "sian :( why my plans always clash one fml 😭 facil head training this entire weekend and dh chalet got so suay anot 😢 how to go for both \n",
            "ah good luck then my cat used to let them go in the house to have something to play with over winter fast little buggers :( \n",
            "एक बार फिर सेँ धोखा ... >:( — feeling silly at chandauli majhwar railway station \n",
            "cant stand seeing my titos and titas cry :( please pray for my cousin he's in critical condition right now :( \n",
            "i don't think you would like the answer to this question :( \n",
            "number 13 :( \n",
            "steals my narcos growing :( \n",
            "nightmares :( \n",
            "ruins the game for me you'll notice many stop playing the game when there are many regens they don't look realistic :( shame \n",
            "why have people unfaved and rted this :( \n",
            "hope this isn't a regular problem for you :( can you please let us know where you travel to from and the time this was due \n",
            "it's just heavy duty benadryl lmao but dat shit works i forgot to take it earlier :( \n",
            "do share :( \n",
            "i hate it when u are offline :( \n",
            "followed me thanks and please followed me too :( \n",
            "not looking forward to this night shift tonight :( \n",
            "all nighter :( \n",
            "dude why arent u answering any of my msgs :( \n",
            "yg new gg please :-( \n",
            "thanks hun shame one of the sxrew on ends came off and dissappeared alot of swapping around and bleeding all over the place :( \n",
            "ishal mi :( \n",
            "followed me thanks and please followed me too :( \n",
            "high school days :( \n",
            "yes babe i missed u so much more :( i hate u \n",
            "it just ant working out .. :( \n",
            "i'm so sorry about my spam guys :( \n",
            "thaanks jhezz omg stay awesome and damn your sneaks :( \n",
            "followed me thanks and please followed me too :( \n",
            "the fandom is bored :( don't hurt me zayniscomingbackonjuly 26 \n",
            "barely any for saturday and standing though :( \n",
            "soft defence by the best defensive team there :( nrltigersroosters \n",
            "and it's also so unfair that she won't be in the season 2 of i want indiana back i don't want a new cast :( \n",
            "hibbs follow back nh do gi o :( \n",
            "now i'm sad :( \n",
            "where is this new frank ocean album :( :( :( \n",
            "biblethump :( \n",
            "stress come on :( \n",
            "followed me thanks and please followed me too :( \n",
            "its not me :( its the person in me sorry xxx \n",
            "i rlyyy wanna get my septum pierced but my mum won't let me :( \n",
            "goood but its so hot here my tan line are ugly but im going home tonight :( \n",
            "hiya can you tell me if the amazon fire phone is still available i can't find it on the web site :( \n",
            "stressed :( \n",
            "not as much as my brother :( \n",
            "followed me thanks and please followed me too :( \n",
            "sorry for saying your leg black in a venomous way :-( \n",
            "and oh great i'm sharing a carriage with a group of middle aged women in pink fur-trimmed stetsons they've started drinking already >:( \n",
            "you have a due date for the fix of error 59 my friend and me can't still play :( \n",
            "hays :( \n",
            "i dont know :( \n",
            ":( okay \n",
            "when my baby angel dies :( \n",
            "xue hasn't made me sing any songs for so long D: she always gives midori all the work what about me :( \n",
            "hi please help me in getting back my disabled account i really really need it back :( \n",
            "ang sakit inside and out :( \n",
            "but you already have me :( \n",
            "followed me thanks and please followed me too :( \n",
            ":( that disgusts me what a piece of shit .. you're such an amazing mother mateo brooklyn are so lucky 💗 he doesn't deserve to \n",
            "when a guy buys u a water but u can't drink it because u didn't watch the cup like a hawk as he transferred it from the bartender to u :( \n",
            ":( my teenchoice for choiceinternationalartist is superjunior \n",
            "working from home normally means surfing but not in this case :( \n",
            ":( ... feel better bby \n",
            "ok you better stay otherwise i will miss you too much :( \n",
            "that's shocking why can't people just live let live sometimes i despair of this world :( hope you're ok \n",
            "followed me thanks and please followed me too :( \n",
            "bc were still hoping :( \n",
            "why the hell insta is not working :( \n",
            "when will you notice me :( \n",
            "i miss chris voice :( \n",
            "hi may i request a promo code pls tried using iwantin but got rejected just now :( \n",
            ":( then pls don't think you're not good enough ___ let him be if he's missing this chance then it is his fault \n",
            "omfg harry pls bae :( don't ignore me \n",
            "followed me thanks and please followed me too :( \n",
            "goodluck to your pocket and i'm moving next week :( \n",
            "and a month since i saw them :( \n",
            "i am really sorry you received the wrong order :( we would like to sort this out straight away can you email help@veryhq.co.uk \n",
            "photo benedictervention this is what happens to the contents of 221b between seasons :( you ’ d think ... \n",
            "followed me thanks and please followed me too :( \n",
            "feel like movies and popcorn today at the cinemas ... but no one to go with :( \n",
            "sleeping alone is terrible :( \n",
            "hey take care of yourself :( \n",
            "joyce calm down :( \n",
            "oops i meant those tiny chat days ooops :-( \n",
            "spotify finally figured out that i'm not in the us and won't let me listen anymore :( \n",
            "i have to go :( \n",
            ":( i can't my parents are here na and my plans don't usually work out when they're here huhu but i could try to make paalam \n",
            "i'm not being mean :( your my sazballs ❤ \n",
            "they've been cuting it after his pants incident :( \n",
            "school starts pretty soon :( \n",
            "why are so many things happening tomorrow aaahh :( wanna gooo \n",
            "no stomach's already growling :( \n",
            "shaved my hair .. i feel like i gotta shave my beard a bit now :( nooope \n",
            "omg happy late birthday i'm so sorry i missed it :( love you though hope you had a lot of fun 😘 🎉 \n",
            "followed me thanks and please followed me too :( \n",
            "ding ding ding a hundred points for u :( \n",
            "hi meg just sent you an email about verity's performances being cancelled this weekend :( rupert \n",
            "amin :( \n",
            "weekend work studying :( \n",
            "retweet this pleaaase :( 👆🏻 👆🏻 \n",
            "woaah chris brown :( \n",
            "sorry solvo dont mean 2 :( \n",
            "you're gonna be such a good father :( \n",
            ":( it would it really would \n",
            "no way i missed it too :( \n",
            "i'm still finishing my work dad \n",
            "i need a twin :( \n",
            "no baby no :( \n",
            "just want some new stuff :( me and used to love friday's for xur been months of no excitement now :( \n",
            "followed me thanks and please followed me too :( \n",
            "when you step on a lego barefooted :( \n",
            "that time twelvyy got rude :( \n",
            "i need to sleep cuz another meeting at work in the morning :-( \n",
            "just have to hope and pray he's in good hands i'm far from being able to see him and i can't call him with :( \n",
            "hello ... :( \n",
            "good news on the boaz myhill front but not on takeover news :-( wba \n",
            "anyone has the pic of taeyeon's derp in channel snsd hahahaha pd didn't zoom into hers :( lmao sunny's besst \n",
            "blood and plague pits :( \n",
            "ok rich kid i give up :( \n",
            "followed me thanks and please followed me too :( \n",
            "and ignore my video game posts :( \n",
            "yes that's a scary sight seeing frail people in cars it's a lottery riding near those people i always hold my breath :( \n",
            "okay :( \n",
            "twurkin is razzist 1 blocks and reports u and writes a tumblr post about u :( \n",
            "might :-( \n",
            "kik me guys shek 609 kik kikgirl hot likeforlike horny goodmusic mugshot :( \n",
            "i want to attend ur birthday plsss :( \n",
            "so taissa farmiga and emma roberts aren't in this season of ahs :( \n",
            "sorry :( \n",
            "so gutted can't get to liverpool tonight to see on his final tour night gutted isn't the word :( \n",
            "he always does this when his hair is getting long :( \n",
            "followed me thanks and please followed me too :( \n",
            "fever :( \n",
            "yeah he did bc at the end he run back to his place hahaha i didnt saw them laughing tho bc low quality :( \n",
            "hi danielle oh no :( do you have the latest software installed have you tried doing a back up and restore \n",
            "why momo why :( \n",
            "why you unfollow me :( \n",
            "like pharma sugar ... almost immovable :( \n",
            "why is got 7 s outfit for music bank so messy :( the colour could have been better \n",
            "thank you anshe :( idk i just can't bring myself to get it off my mind but thank you \n",
            "followed me thanks and please followed me too :( \n",
            "watching guys total their f1 cars makes me sad :( watching billions of rands get fucked :( \n",
            "im bein so serious its sad ... lol go tla tweng ive got shit genes :( \n",
            "shut fuck up.come here right now >:( \n",
            "me too :( \n",
            "sandrabland may your soul rest in peace our thoughts and prayers are with her family :( \n",
            "followed me thanks and please followed me too :( \n",
            "i can't believe that i got home to find out that my brother is in jail is getting sent to county tomorrow like wtf this isn't fair :( \n",
            "me please i love she :( \n",
            "is this better or should i just change it back omg :( \n",
            "ahh why he no change it sounds cooler :( lmao yes 2 minhyuks \n",
            "cause i want those nails :( \n",
            "man they told me to buy gold all the way down from 1900 .. and now they tell me to sell :( \n",
            "😪 😪 😪 so tired sis we wait yu nas hz :( \n",
            "lucky :( \n",
            "i only have 1 though :( \n",
            "is he crying or something his nose is red :( \n",
            "what usually happens :( \n",
            "omg selena tweets while i was busy out :( \n",
            "saturday classes :( fuck \n",
            "i love you much more ♡ ♡ ♡ i swear emta hatigii b2aa :( \n",
            "i wanna go see paper towns :( \n",
            "enjoy these treats while young :( \n",
            "yayyy i hope it's not while i am knocked out by anesthesia i will be so sad if i miss it :( \n",
            "if anybody around penrith emu plains sees her she's giant and hard to miss please let me know very important :( \n",
            "like ... just put it at one side ... or tell the staff ... she still like slotted it in to make it look untouched :( \n",
            "i want apink to win :( 더쇼 에이핑크 \n",
            "brienne meeting lsh im so :( \n",
            ":-( i'm up w no one to talk to bye \n",
            "he's always gunna be a former leeds manager :( \n",
            "darn :( \n",
            "why didnt u :( \n",
            "that's what im thinking too tbh :( \n",
            "may allah save us from pakistan s juudiciary :( \n",
            "so sad to be leaving tim horton's is better than dunkin :( \n",
            "vidcon :( \n",
            ":( well let me know on the day if after work you feel like socialising and i will make time for you \n",
            "i wish i had cara delevingne's face :-( \n",
            "my biggest fear is getting some drugs laced with something and flipping the fuck out :( \n",
            "easier said than done :( \n",
            "yes so far been nightmare to sort out no will :( but light end of tunnel now fank dog xxx \n",
            "omg wtf people from apb got there schedule already i wish they did that for us :( \n",
            "phone fell out of my hand and it woke me up :( \n",
            "i love u :-( \n",
            "takfaham :( \n",
            "look nothing i'm just bored :( \n",
            "this bird just had to shit on me :( \n",
            ":( but i want to get at least a little bit older so i can do stuff xd \n",
            "ufff sr dard :( — drinking green tea \n",
            "awww katekyn :( i wish you could get it back \n",
            "ehh i dont think line supports that :( \n",
            "yeahhh :( .. it means have hacharatt \n",
            "niall niwll niall niall :( \n",
            "new kit is not looking good ... poor :( \n",
            "not u i love u :( \n",
            "aw :-( depends how you define success good music is success 2 me so i'd say you're successful how are you \n",
            "me too :( \n",
            "it's been a month tomorrow since luke followed me :( \n",
            "witnessed family trip to goa :( \n",
            "they don't know how to make linis kasi :( so sad that's why im sweating kanina and it's so init pa huhu \n",
            "my brothers do that i gets pissed off :( \n",
            "awww really miss rhd celebration :( \n",
            "their 1st week digital point is decent and so does their physical album point :( wae \n",
            "gonna miss the subsidized lunches :( \n",
            "i would never be i understand though just a bummer i still won't be able to meet you :( :( :( :( \n",
            "gutted that the 20th anniversary shows next year clash with :( \n",
            "youngjae is getting more handsome im :( \n",
            "no specific dates just whenever we catch each other :( \n",
            "dude :-( dm me it i swear i won't add her \n",
            "tbh bestfriend breakups are even worse than relationship breakups :( \n",
            "harumph it's all soggy here :( was hoping to go do some more weeding \n",
            "and i'm moving next week :( \n",
            "it's raining her today boo :( \n",
            "we're sorry but google play music is currently experiencing errors please try again in a few minutes :( \n",
            "im so hurt selena was the best :( \n",
            "the only thing i miss about ireland is the cheese :( \n",
            "i forgot to bring some of my kitkat green teas and sakura flavour chokkie :( 😩 😭 🍵 🌸 \n",
            "says it's unavailable :-( \n",
            "sorry :( \n",
            "i was going to pick you up earlier w richard but i forget you went to a gay club :( \n",
            "i actually typed this at 11:11 then my laptop took forever to tweet :( \n",
            "why does it hurt so bad :( \n",
            "i miss them so much :( \n",
            "going to sleep alone :( \n",
            "huhu i know :-( thanks before satya xx \n",
            "my aditya mommy miss u sooo much :( \n",
            "is this on ur computer mine did it too :( \n",
            "wanna go to singapore :( \n",
            "i want 🍜 🍜 🍜 :( \n",
            "take me back pls :( \n",
            "theres this vibrating noise that woke me up ans i keep hearing it and its making me sad cus im so tired :( \n",
            "sorry :( \n",
            "so many people are dying while returning to dhaka after celebrating eid :( guess traffic jam is in fact a ... \n",
            "haha aw :( sucks to be you i shall be there in spirit keeping you warm cheering for you \n",
            "how do we get our free cornettos we can't figure it out :-( x \n",
            "nosebleed :( \n",
            "i had a scary dream now i can't go back to sleep :-( \n",
            "but t ___ is mad of us i think :( :( \n",
            "i want his game but the last nintendo i bought was a wii :( \n",
            "i think i should stop getting so angry over stupid shit :( \n",
            "wew ramos on the ground :( \n",
            "i love got 7 s outfit for just right >:( its so fun \n",
            "i'm a fan of hair since i don't have any :( \n",
            "i don't sleep enough :( \n",
            "hi sorry i already have a shawn mendes sponsor :( \n",
            "cont i have line l same i just online to reply mention and just watching tl x sorry for late reply :( \n",
            "today is a horrible day :( so dark and dinghy :'( \n",
            "hi skye i'm sorry to hear this :( can you dm which store this is please and a name description of the colleague please 1 \n",
            "why cant i see ur album :( \n",
            "evening :( \n",
            "gagal total :( my teenchoice for choiceinternationalartist is superjunior \n",
            "i miss being a kid :-( \n",
            "someone txt me :( \n",
            "i want to play sims 4 :( \n",
            "nooot tired :( \n",
            "aww :( i liked notch too \n",
            "thts depressing :-( \n",
            "sucks everyones knocked :( \n",
            "i'm starving :( \n",
            "only a fuck day 󾆖 :( \n",
            "me too :( \n",
            "mum woke me up to help with shopping now i'm awake and tired :( \n",
            "why are they all busy :( \n",
            ":-( madrid playing in pyjamas today \n",
            "dat suks i want my old sleeping schedule back :( \n",
            "ugh i think i'm getting sick :( \n",
            "i can't able to view pics da .. :( wat pic is this \n",
            "how are swifties outside of u s supposed to vote :( really really really want to help you win \n",
            "sorna :( \n",
            "just texted you i am dying of lurgy jim :( \n",
            "i love the grey kit but i can't afford 3 kits :( \n",
            "i went in to see them and apparently used about 6gb extra of data :( \n",
            "i've always wanted to see two door cinema club live :( \n",
            "now you scaring me :( fenestoscope \n",
            "did i not ah what a shame that is why am i not a shuffle queen like you :( \n",
            "followed me thanks and please followed me too :( \n",
            "everything was so much easier back then :( \n",
            "i'm not surprised :( \n",
            "hope bb can get some proper rest soon :( \n",
            "etienne is making me sad :( \n",
            "sometimes i wanted to be with myself ... :( \n",
            "can i cry for real coz the bandana s so cute to match for my dress :( \n",
            "followed me thanks and please followed me too :( \n",
            "look how many people still think the more a woman has sex the bigger her vagina sigh :( \n",
            ":( u didnt wish suriya anna ... \n",
            "follow me :( \n",
            "you said i was a man i don't have dangling bits :( \n",
            "i was just thinking mjhe aaj tak kisi ne dm ni kiya :( \n",
            "what's wrong :( \n",
            "what happened to your eyesight :( \n",
            "i don't know how to start my requirements :( \n",
            "what about leeds i wanna see you live again :( \n",
            "followed me thanks and please followed me too :( \n",
            "i have 25 :( 25x30 \n",
            "hi everyone .. good aftenoon feeling booore :( :( \n",
            "i got sleep medicine but imma be out till 7 pm tomorrow if i take it now :( \n",
            "why is it that i always wake up around 3 and can't fall back asleep :( \n",
            "uuu you make me hungry :( haha enjoy your meal \n",
            "11:11 a boyfriend :( \n",
            "no ma you are :( \n",
            "i wish i had the money to fly and see your concerts :( \n",
            "freebiefriday fingers crossed had to cut down food shop cos unexpected garage bill this week :( \n",
            "i know you said this is michael jackson but this is obviously a little boy my little brother while listening to a jackson 5 song :( \n",
            "followed me thanks and please followed me too :( \n",
            "nein :( \n",
            "gyu looks really good in denim :( \n",
            "still on the outside looking in at all fun going on with ... somebody please code me up :( \n",
            "followed me thanks and please followed me too :( \n",
            "ce say gws for me pleaseee :( \n",
            "good night :( \n",
            "nice whilst it lasted :( aflblueshawks \n",
            "hi i could not find any other way to contact apple shuffle doesn't work at all it only plays one song :( \n",
            "so wtf should i do today ... :( \n",
            "welcome to my version of twitter hell :( \n",
            "i can't stop watching greys anatomy :( \n",
            "sorry not sorry :( \n",
            "no1 online :( \n",
            "why does she look so :( \n",
            "followed me thanks and please followed me too :( \n",
            "i love morisette's voice af :( \n",
            "how tf do i get photoshop and flash non-trial version :( \n",
            "this is awful :( sayhername sandrabland \n",
            "hey i've received my lootcrate today and the box was damaged and has damaged some of the items inside :( what can i do about it \n",
            "so hard to pick just one the inca trail was tough but fair sandboarding was fun but lost my iphone :( \n",
            "so so so much :( especially if a tv network cancels it before it's time :'( \n",
            "no ice cream available what a surprise ... leeds :( \n",
            "all while you and i cried into our derby county and leeds united coffee mugs unable to share our hate of man u :( \n",
            "followed me thanks and please followed me too :( \n",
            "yeah true but i fucked up one of my signature dishes last night unfamiliar kitchen :( \n",
            "he hates me now that's for sure :( \n",
            "bad news but nothing new wait for the coldest weekend and have load shedding :( \n",
            "it was the 10 year old's cat and his first loss of a pet too :( \n",
            "thanks can someone maybe look at case 14518344 61 fast i totally fucked up and its mad expensive :( \n",
            "thirdwheeling these lovebirds :( \n",
            "crying again for the nth time today :( kinda tired tho hay what am i gonna do with my life \n",
            ":( dark horse is better imo sorry not sorry \n",
            "dont cry baby talk to me :( \n",
            "me too :( \n",
            "what do you mean :( \n",
            "still a lot of tweets to delete by hand ... :( \n",
            "dude i won't even go watch it :( \n",
            "i feel like that shirt is familiar :( \n",
            "the truth is if i could be with anyone i would still choose you >:( \n",
            "same :( \n",
            "ahhh last 2 stages to go :( \n",
            "that was the account that got hacked :( \n",
            "@juliettemaughan realising that i never received my copies of sensiesha :( \n",
            "trying not to think about returning from spain and leaving our eldest behind she's already had one cry about it :( \n",
            "i miss netball :( \n",
            "omg how u know ... 😟 haha keedz la its gonna be a long time before i party again :( \n",
            "please if its okay tho its just sooo sooo hard to get a follow from him :( \n",
            "i miss taybigail :( \n",
            "followed me thanks and please followed me too :( \n",
            "feelings suck guys :-( \n",
            "nah i only have 1 no more jordans :( no more tournaments :( im goin ps4 \n",
            "can't kinks my chargers fucked up :-( \n",
            "no he kept looking at my bag :( \n",
            "20 losing streak ... sad (: \n",
            "mine too :( \n",
            "were not ready for scorch srsky :( much more for tdc \n",
            "need rest badly :-( \n",
            "i miss them :( \n",
            "cant believe are finally in egypt and i still wont be able to meet them :( gutted \n",
            "i'm really sorry :( \n",
            "height of in-sensitiveness ... ridiculous ... :( \n",
            "followed me thanks and please followed me too :( \n",
            "struggling like crazy to get into a race fan mode my head wants to but my heart is just not cooperating at all :( \n",
            "i will never fix my sleeping schedule before school starts :( \n",
            "hate to see you sad :( x \n",
            "come on i want ubericecream :( \n",
            "congrats yay why didn't you invite me :( \n",
            "don't even talk to me about computers i'm having a data conversion done and it's all gone wrong crying :( \n",
            "donna thurston collins we saw him today he was the only dog sitting quietly in the kennel :( 911 needs out ... \n",
            "schools so shit rn :( \n",
            "followed me thanks and please followed me too :( \n",
            "why you only got half :( \n",
            "want pluckersss :( \n",
            "what's mean i don't understand nothing :( \n",
            "my kik gion 886 kik kikhorny teens talk nsfw kidschoiceawards 2015 hotfmnoaidilforariana :( \n",
            "i recorded ming and pbr giving me a shoutout on periscope but uts not letting me upload :( i'll try why i get home \n",
            "i miss you more lil shawty :( \n",
            "i can't tomorrow naw :( just eat my share huhu \n",
            "sterling's gonna be so good at city :( \n",
            "my kik abligaverins 7 kik hornykik photooftheday kikchat likeforlike indiemusic sexygirlbypreciouslemmy :( \n",
            "apparently 9muses performance was cut today >:( \n",
            "hrryok the fact that harry still hold his mom ’ s hand :( :( :( \n",
            "i need a massage :( asap \n",
            "i want to be friends with them and go to concerts :( \n",
            "can't keep up :( \n",
            "yup same .. i thought it was going to be on sale at 8 am and it wnt on sale at 9:30 i bought it at 9:48 ... :( \n",
            "9/11 kinda ruined it for me the sound makes me brace myself for hearing the plane crash every time no bueno :( \n",
            "have you checked with the receptionist our surgery tell us to check after 20 mins you may have been forgotten :( \n",
            "sick :( \n",
            "cheer up ella :( \n",
            "i have that feeling in my nose when you're in the pool and all the water goes up it :( \n",
            "9 shopping will be like fries without ketchup tasteless :( wsalelove \n",
            "deantd :-( justgotkanekified \n",
            "ah thanks babes notgonnabeactivefor 2weeksdontmissittoomuch :( \n",
            "think i'm going to have some sort of breakdown s 2013 disney vlog has been taken down again :-( it's my favourite one :-( \n",
            "this gives me the chills :( \n",
            "followed me thanks and please followed me too :( \n",
            ":( no swimming with turtles for me \n",
            "you know :( \n",
            "cnn are running with a strapline are movie theatres safe ... yes because that's where the problem lies :-( guncontrol lafayette \n",
            "hahaha i support them but this song alot ppl say not good so :( infinite vs who ah \n",
            "i got stung by a wasp im crying so hard the tweak keeps getting bigger ive never been stung by one before i hope im not allergic to it :( \n",
            "so thát's what i've been doing wrong :( a powerpoint presentation with expectations before during and after diner is no-no either \n",
            "not fun no :( will try to find somewhere to nap on lunch hour \n",
            "hinde :( \n",
            "how worse :( \n",
            "followed me thanks and please followed me too :( \n",
            "ticket da expire :( \n",
            "yes .. could you link me the yt u are using :( \n",
            "why am i not tierd :( \n",
            "but but out of all the days same day pa :( your company is mean 💔 jk \n",
            "oh my 😢 my friend of 8 years is helping me :( \n",
            "i miss my circuit training during my secondary school days :( \n",
            "i just wanna sleeep :( \n",
            "joins the hugs i'm sorry to hear sodders :( \n",
            "thanks for the feedback here i was thinking that perhaps mobitel may be better off heck guess not :( \n",
            "that's not good :-( \n",
            "but you know i do na ... :( we can negotiate the bride price advance payment \n",
            "colin my ps4 is dying :( where can i find playstation support without being charged money to call any help much appreciated \n",
            ":( don't b rude \n",
            "followed me thanks and please followed me too :( \n",
            "how long till internet will go on was late in paying my bill and this exp waste is killing me :( \n",
            "unfortunately yes :( why \n",
            "followed me thanks and please followed me too :( \n",
            ":( i was like omg when i saw what i misspelt \n",
            "real life always gets in the way :( \n",
            "she's so nice :( \n",
            ":( true \n",
            "i wan t a boyfriend :-( \n",
            "hyungwon was so beautiful just now :( \n",
            "i totally slept through my alarms so now i can't go to the gym :( \n",
            ":( i hope you have an easy day at work today ❤ ️ \n",
            "im hoping :( \n",
            "what a painful way to die :( \n",
            "followed me thanks and please followed me too :( \n",
            "trying to get an ice cream in leeds but it keeps cancelling on me :( needicecreamnow ubericecream \n",
            "flight is on august 6 na :( \n",
            "shakes my head repeatedly nu-uh jace i love you the mostest \n",
            "congratulation :( \n",
            "followed me thanks and please followed me too :( \n",
            "ph vips next week na :( \n",
            "awww oh nein :( \n",
            "babe :( \n",
            "something sad bad always happens to me around this time and day every year :( \n",
            "urgh i know :( \n",
            "wet holiday friday :( console yourself in our cafe with sophie grigson's amazing carrot cake \n",
            "sometimes i hate it when my heart wants something ♥ >:-( \n",
            "it's getting light outside and i'm up :( i probably have like 3 hours of sleep D: i don't feel well rn and i have painful sunburn ughh \n",
            "i wonder if when i dropped my phone last time it damaged my wifi cause i can't enable anymore and i have the otter protection case too :( \n",
            "argh i feel sick wish i didn't come to work :( \n",
            "followed me thanks and please followed me too :( \n",
            "dang it :( pon thought the time had finally come otl \n",
            "sleepovers with jesse are awesome until he has to go to work at 5:30 in the morning :( bebe come back \n",
            "i can't post any message again :( \n",
            "omg same :( fabina was bae it was my otp before ik what otp meant 😂 😂 \n",
            "i love blue eyes :( \n",
            "send as some sunshine is raining so much :( \n",
            "gardening is not part of a barrista's job description poor plant :( \n",
            "has a poorly pup :( \n",
            "great marketing campaign from shame all the drivers are busy :( ubericecream \n",
            "have a good trip you won't need your brolly there ... :-( \n",
            "is this love :( \n",
            "sorry bt mere pass link nhi hai :( \n",
            "i got hacked i'm sorry :( \n",
            "well apparently its post graduate students only so i still dey go serve :( \n",
            "gonna miss btob :( \n",
            "other side of the world from all my people :( \n",
            "di private gagal kepo :( my teenchoice for choiceinternationalartist is superjunior \n",
            "bitin :( \n",
            "i want pretzels now :( bb17 bblf \n",
            "i love you so much :( \n",
            "oh :( lol how it is xd \n",
            "yes my dear i will surely fuckin miss ya :( \n",
            "perf :( \n",
            "you didn't get your vanilla latte though :( \n",
            "hi skulker check this thread \n",
            "there once was a place .. then it closed :( \n",
            "oh my gosh traffic :( i'm hungrrryyy \n",
            "someone sc me :( \n",
            "i want :( \n",
            "but i have no find my iphone app or icloud app on my ipod touch so how can i see its location :-( \n",
            "i can't go to hallyu on sunday :( so sad \n",
            "i miss that show :( \n",
            "buuut i want it :( \n",
            "funny thing is someone said i was telling his life story :( \n",
            "naw i'm really scared he gone think i'm crazy i'm not gonna be able to sleep tonight :( \n",
            "so no free über ice cream for the big gay al today i didn't really want any anyway :( the big gay … \n",
            "okie :( \n",
            "friday but i have work til 8p m :( there is champagne haha \n",
            "harlo i miss my boyfriend so much :-( \n",
            "torrentialrain today :-( \n",
            "a9 it would be a sad world for women :( wsalelove \n",
            "lloyds r assholes there was clearly no one doing anything n now i have to wait till tuesday :( \n",
            "aww man i miss dancing :( \n",
            "wonderful news best of luck with it x shame i'll again have to miss it :( \n",
            "baby u tweet some fan during i sleeping i'm so sad :( \n",
            "i knowww my runny nose isn't letting me sleep :( \n",
            "sehun seems so skinny these days :( \n",
            "big mistake not to bring a sweater this morning :( \n",
            "yes youre right .. and its sad that so many intolerant scared xenophobes are out there :-( \n",
            "what :( \n",
            "everyone makes mistakes ok :( \n",
            "me too wtfff :( i miss manchester and the mean bus driver \n",
            "so lonely that sometimes i call my own number to get a busy tone :( \n",
            "why have a no been paid :( \n",
            "oh no it wasnt a lunch talk i thought it started at 1pm :( \n",
            "then it might be hard to get into final fantasy then cause the newer ones are pish in comparison :( get the remastered 10 for ps4 \n",
            "i keep changing between fe14 icons i dont know which one to pick >:( \n",
            "yeah doesn ’ t appear to be working but i want a free cornetto :( not a strawberry one they ’ re a fake cornetto \n",
            "what happened we just stopped talking :( \n",
            "i did :-( \n",
            "please bring me back :( \n",
            "sorry :-( hope it gets better \n",
            "things that i regret until now ... when we loose you .. :'( :( and missing you everyday our my lives kapatidkongpogi \n",
            "i've been friends with steph and mel for the longest time im actually so sad i havent met them yet :( i just want to hug them \n",
            "where is carmen :( \n",
            "truck was a week ago :( \n",
            "unable to login for the last 4 hours no response from support team either support case 00128835 having a bad day :( \n",
            "i want wingstop :-( \n",
            "loool :( help \n",
            "i want to go on holiday damn it why must these days drag >:( \n",
            "i've been streaming for hours but the view didn't even budge i'm stress :( \n",
            "i never knew my cousin and i share the same love for 1d :( \n",
            "fuq ilhoon always ganteng :( \n",
            "they can't open the door so hard i didn't notice that i already started a song on love live and i failed :-( \n",
            "wish i was going to leeds festival need to see simple plan :( it's been too long \n",
            "i'm hungry and i cant make food since my brother is sleeping in the living room >:( \n",
            "no ice cream for me :-( getthescoop \n",
            "my kik hearess 677 kik kikhorny hornykik babe chat countrymusic txt_shot :( \n",
            "why is everybody unfollowing me stop :( \n",
            "why the stream said standby only even inatall the zenmate :( \n",
            ":( be careful ... namechecking them brings them like a dog whistle with or without the \n",
            "junmyeon looks so d ddy here :( look \n",
            "sorry busy arini je tak busy :( \n",
            "and another hour goes by :( \n",
            "i'm not a very bright man :( \n",
            "would be fair to say that the privilege club is a joke it doesn't matter what you ask for nothing ever available :-( \n",
            "i wish i could speak igbo :( \n",
            "blamehoney for leaving the whhr :( \n",
            "i was just replying to juan :( \n",
            "my cat loves to snuggle up right by my face i love it but can never breathe :( \n",
            "same :( working late tonight as well :( x \n",
            "ma come :-( \n",
            "trying to stay up to watch this game is not working for me :( \n",
            "3 weeks left for internship and 4 weeks left before going back to the states :( \n",
            "baby :( \n",
            "normally don't get data usage warning til end month but got it today so no more tweeting or :-( \n",
            "i tried didn't work :( \n",
            "i had a dream i went to college and failed as an animator :( :( :( :'( \n",
            "we're not sure :( might have to wait :( but he wants to move asap \n",
            "i wish i could drive i'm good at it stupid vertigo and panic attacks makes dual carriageway driving impossible tho :( \n",
            "miss her so much :( aragalang 08 \n",
            "the movie was different from the book but still ikr tams boses pa lang ni theo ugh :( miss you more \n",
            "my mobile isn't working anymoreee :( \n",
            "oh no :-( that's rubbish \n",
            "i still want a cactus :( \n",
            "omg im sooo sorrry :( \n",
            "i've had stomach and part of bowel removed because this nasty disease i have now been told i have tumour in kidneys :( \n",
            "waited for nothing :-( \n",
            "wifi is fast af at my school even faster than at home :( \n",
            "very sad :( \n",
            "not feeling well :( \n",
            "i have puffy eyelids :( \n",
            "i can't wait <3 :( \n",
            "musicas :( \n",
            "baby looks so good in black :( \n",
            "i want to get into dota but fuck me it's just not for me :( \n",
            "4am right near the campsites no less not great with kids :( why is it not on the total other side \n",
            "sooo tired but i can't sleep :( \n",
            "wish i could give some to you i really do but i cant :( \n",
            "sorry miah hahays :( \n",
            "i want a churro popcorn and ice cream now :( i'm so hungry \n",
            "didn't bring key :( \n",
            "follow back me thanks please :( \n",
            "that sucks :( \n",
            "i just can't sleep tonight :( tomorrow is going to suck bright side ... 6 more days and i'm back in montana \n",
            ":( okay x \n",
            "reign of errors example inflation rate sic :( \n",
            "all ice cream vehicles are busy :-( ubericecream \n",
            "i need to reset my phone :( \n",
            "smh i know :( \n",
            "add my snapchat entlerbountly snapchat snapchat tinder dirtykik followback countrymusic sexcam :( \n",
            "i'm keeping the bug spray industry in business something bit my foot swollen half way up my leg now :( \n",
            "i didn't see you today :( but it's fine the distance makes me want you more \n",
            "that's not fair it happened to me :( \n",
            "oh no :( sorry to hear you're having issues with your signal jojo if you pop over the full postcode where this is happening \n",
            "someone please gift me notanapology :( \n",
            "hey hun unfortunately we would really have needed a model for a cut :( thanks so much though <3 xxx \n",
            "kafi din bad mene aj koi post share ki he so friends like rewert to bunta he warnaaa ... :( \n",
            "this is torture :( \n",
            "i tried to get in a field of goats jumped a wall and the drop was very low :( \n",
            "iran irandeal :-( the us-iran nuclear deal mit's experts size it up this deal severely li ... \n",
            "can't get them anywhere now :-( \n",
            "sorry god :( \n",
            "s2e12 is probably that saddest ive ever felt for rumpy :-( \n",
            "why daddy why you change the channel :( \n",
            "i literally just ate a whole gallon of ice cream idk if i should be proud or nah :( ryan \n",
            "ah ma guy you know the thing the weather is set for more sleep but responsibilities :-( \n",
            "secret :( \n",
            "you're coming to dallas dandia right :( \n",
            "as rbi in making of caged parrot 1ly election commission cag r left once d power is striped gujarat model will complete very sad :( \n",
            "i'm not looking forward to ours mine goes next year at 3 :( \n",
            "i have the same kind of eyes so are my tears your same tears but it's hard not to care :( ily.melanie \n",
            "aww :( what do you do \n",
            "lol really unlike me :( \n",
            "pure talent :( always will be a fan of deepxcape brothers are so talented � � � \n",
            "doin ok :( \n",
            "i want to go but i cannot :( \n",
            "i cant go to sleep :-( \n",
            "it's 5:08 am :-( \n",
            "i can ’ t thesis :( \n",
            "miss u :-( \n",
            "sadly must be :( \n",
            "agreed :( ❤ ❤ ❤ \n",
            "like a boy when it's up like that and he laughed and then we hugged and i said bye and :( i love him \n",
            "please beliebers stop voting on twitter it doesn't count :( u have to vote here \n",
            "come on ubericecream ... where are all the cars :( london summer \n",
            "snapchat tammirossm snapchat kikgirl kikchat wet wife indiemusic sexy :( \n",
            "we'll never be as young as we are now ... as young as we are now :( \n",
            "i wish it was london :( gonna stay at the airport for a bit and then go into the city \n",
            "gtg again :( \n",
            "hahaha apink this song wont win la i think ... :( unless they promote longer compete w those not vv good to ppl one \n",
            "disgusting isn't it :( i wish people had more respect for each other \n",
            "ps in nys opt-outed due to cc vam and unfair testing of speced and ells article completely misses this :( \n",
            "gutted you're one of the few people i won't be able to finally meet :( \n",
            "add me on snapchat sexyamelie 20 snapchat kikhorny likeforfollow kikmeboys likeforfollow newmusic hornykik :( \n",
            "that sounds cool bet it doesn't float though :( \n",
            "but it's so gross :( \n",
            "turtle net :-( \n",
            "fineandyu takes such gd pics its like she's trying to hurt me :-( \n",
            "no ... not in your face enough for that ... just couldn't face him in the flesh know its daft .. but couldn't cope with it :-( \n",
            "she's so cute :( \n",
            "i want one too bit noone knows me on twitter so :( \n",
            "i had three dreams last night and the one i don't want to remember i do and the two i want to remember i don't :( \n",
            "wednesday needs to hurry :-( \n",
            "snapchat tammirossm snapchat kikgirl kikchat wet wife indiemusic sexy :( \n",
            "my last though :( \n",
            "thats me omg imsorry :( \n",
            "aku chelsea koe emyu can you see that i miss you :( \n",
            "i popped confetti though \n",
            "sams sister and her bf :-( \n",
            "please release a new album :( \n",
            "good dong by :( sini dipoppo 😘 😘 😘 \n",
            "came up on my time hop :( bestweekend \n",
            "i'm not certain unfortunately :( i'm okay-ish with html but i'd quite like a better language to work with i have a c course \n",
            "taken :( \n",
            "i didn't made it again :( \n",
            "i miss geneva so much england aint got half the sun :( \n",
            "same :( \n",
            "i barely use twitter :( how are you \n",
            "miss u :( \n",
            "kik me guys patml 482 kik kikmenow kikmeboys likeforlike orgasm nakamaforever sexygirlbypreciouslemmy :( \n",
            ":( i went to bed way too late \n",
            "guys add my kik abouty 797 kik kiksex interracial tagsforlikes kikme travel kikmenow :( \n",
            "i wish :( \n",
            "more money more money :-( \n",
            "same deal here the man at the airport laughed at me when he asked me age and asked reaally :( \n",
            "tired :( \n",
            "unlike me :( \n",
            "spent the whole day watching videos of aldub over and over again ang cute nila :( i ship \n",
            "what is the point of a smart meter if it displays the wrong information latest email sent 2nd july has just gone unanswered :( \n",
            "i really can't fall back asleep :( \n",
            ":( so sad \n",
            "bri is falling asleep :( \n",
            "it ’ s raining and cold :( \n",
            "i'm tryna save my money but magcon merch keeps making new shit :( \n",
            "you right ... the sinuend is kak not working :( \n",
            "laper :( \n",
            "rage quit :( \n",
            "yeah ... :( \n",
            ":( so sad for us we're losers \n",
            "mom what are u doing in the hospital you're okay :( \n",
            "its been raining all morning :( \n",
            "weird guess — idk :( \n",
            "lmfao i dont know :( \n",
            "brendon urie's suit game :( \n",
            "but i'm waiting for sumer repackage :'D so i have no money to buy this :( \n",
            "sorry matthew :( <3 \n",
            "i want yongbe green suede supreme hat :( \n",
            "used to be so skinny :( \n",
            "hey can i maybe get a picture with you after the warm-up you were gone at the signing session when we arrived :( \n",
            "hay baby im up and i miss you to baby :( \n",
            ":( maybe ill surprise you and be brill \n",
            "you're probably right ... :( \n",
            "thats 120 wings :( \n",
            "it's because too broke for the bomb weave i want :( \n",
            "spending my friday night without :( \n",
            "wsalelove ans 9 depressing it would be :( \n",
            "i wish alex was here so he could rub my belly till i fell asleep :( \n",
            ":( sorry for your loss may allah give her jannatul ferdous \n",
            "head is killing me today :( \n",
            ":( ami ekta kharap manush .. :( — thinking about old memories at crazy mart \n",
            "gua cans dong :( \n",
            "my phones broke and im missing out on khloe's ass on kylies snapchat and it's making me sad :( \n",
            "nhe yar :( \n",
            "i won't let that happen in real life :( \n",
            "i just woke up and missed everything :-( \n",
            "sorry minkyuk i'm a slow af \n",
            "omg you're so mean he's fine :( \n",
            "i forget every year why the summer hols are so hard ... i spend days days never really having conversations with grown ups :( isolated \n",
            "i don't like this at all :( \n",
            "what happen to the hk weather sensor it has been broker for weeks :( \n",
            "this rain needs to go away :( \n",
            ":( i wna go to church \n",
            "i just wanna see her face again i miss her so much :( in 2 years hopefully \n",
            "hello my name is flaviana :( \n",
            "chickmt 123 letsfootball atk greymind 43 breaking news chris gayle says he will be out of cricket for 2-3 months due to back surgery :( … \n",
            "sudden mood-dump :( \n",
            "i wanted to watch the livestream on my ipod but it wouldn't load so on computer now :( \n",
            "come over again :( \n",
            "soo i have gotten my phone taken away and i'm currently sneaking on my mums phone so i'm gonna be inactive for about a week :( \n",
            "i miss tom felton :( \n",
            ":( unfortunately due to illness verity standen's performances have been cancelled we will be in touch with those who have booked shortly \n",
            "new favorite editing app jk someone pls translate this :( \n",
            "but i can't see the difference between black and red ink ... :( \n",
            "i see ur bio 😆 😆 u don't break my heart actually :( \n",
            "i want takoyaki :( my teenchoice for choiceinternationalartist is superjunior \n",
            "i pity aisyah very much :( \n",
            "wait where the fuck is my ffvi >:( ugh \n",
            "updated my latest episode on youtube due to my 1st song choice :( there should be no problems viewing from ur phone youtu.be/2_gpctsojkw \n",
            "i also want :( craving fr donutsss \n",
            "one of the little 50p cheese pizzas i grated some more cheese on top so all is well but that one was looking a little sparse :( \n",
            "i can't listen to your new album on youtube because it's blocked in my country :( \n",
            "i'm coughing :( \n",
            "dd leave lagi :( \n",
            "yes .. cant see rider :( \n",
            "i always miss something when i have no wifi :( \n",
            "this rain :( \n",
            "i'm working next saturday and im well gutted because i wanted to go to pride :( :( \n",
            "nope :( hueee \n",
            "wrong password recall thingy not working is the prob :-( \n",
            "hi george i can't see that we sell this i'm afraid :( sorry about that thanks beth \n",
            "i was chewing my toy and stella came over and went for me lots of noise and teeth and mum yelled at her and threw her out of room :( \n",
            "woke up from a bad dream grabe :( \n",
            "rejected :( theaccidentalcouple ep 15 \n",
            ":( always \n",
            "not a smooth handover :( \n",
            "srsly i order it all the time :-( \n",
            "no im on a 24 hour sleep on sunday :( xx \n",
            "same :-( \n",
            "hello i am spick and i find this offense :( \n",
            "i know bebii i know :( \n",
            "oh my what's happenend we don't want to lose you :-( dr \n",
            "ffs didn't even know :( what time \n",
            "i like lip balms but i don't like to be compared to those hmph :-( \n",
            "more sick mumma sick bubba cuddles :( cuddling on the floor to the footy and she falls asleep … \n",
            "aw georgie i bet :( you'll be back soon this last month will fly by \n",
            "loool oi :( bengalis in general are insecure it'll work do it \n",
            "some girls will say that means you wanted my man while i was with him but you didn't even know her or him back then :( \n",
            "any masterchef updates i left my phone at my cousins :( how was uni whatchya doin huh huh huh <3 \n",
            "everything okay :( x \n",
            "wsalelove ocean without water vehicles without petrol n diesel n me with my empty wardrobe :( \n",
            "its 5am i haven't slept :( \n",
            "i miss vegas :-( \n",
            ":( it could snap my head off \n",
            "awe too bad :( \n",
            "capcom cock teasing us i need this beta :( \n",
            "sometimes just sometimes i drown half a bottle of nyquil down my throat just for it to have no effect on me :( \n",
            "poootek i really need 1,500 :( hahaha \n",
            "oh my god why do i know this just now :( \n",
            "wow hate u :( imy \n",
            "bobble is leaking it was a gift i have no idea where to return it its the thermos model :-( \n",
            "don't know about others but i am gonna miss classic duo of and during ti5 casting streams :( \n",
            "don't ignore me please :( it was my birthday on the 12th of july could you follow me now as a present 😊 😊 😊 ❤ ️ \n",
            "wanna skate but it's raining :( \n",
            "twitter said :( but u followed me 💕 💕 💕 \n",
            "omg no it's really detailed i gotta get to the tae one :( \n",
            "it is so confusing tho :( \n",
            "i hope so miss na kita crys why so ia :( \n",
            "pkwalasawaal when will india become a developed nation :( \n",
            "i have an external hard drive from you that has become corrupted and i can't access anything.surely i can get info off :( \n",
            "last 4 day week before october 2nd :( \n",
            "ohh so sad :( \n",
            "so they didn't win on their 2nd stage of mubank :( \n",
            "waking up ... :( \n",
            "they're not except for those two who kill people ene \n",
            "but i want them to win today :( \n",
            "shame it's like £ 3k :( \n",
            "zehr khany ka time is coming soon ... \n",
            "hey i miss him too :( \n",
            "i wish :( \n",
            "same mommy :( \n",
            "i missed half of music bank bc grocery shopping :( but the good thing is i finally have hubba bubba bubble gum again <3 \n",
            "yeahh they're actually on the floor in my closet but i'm pretty sure they're high waters now :( i was so ugly back then \n",
            "this time jhalak is very boring . .. the concept is bakwas . .. old concept was much better and interesting . ... :-( :-( :-( \n",
            "without me :( \n",
            "i miss seehiah :( omggg \n",
            "i need mine done goys :( \n",
            "lol well i can't buy those nachos then :( \n",
            "the most embarrassing moment when you shared your secrets with a wrong one :( \n",
            "mm what a lovely day ... :( \n",
            "sorry for the stream ending im just tired and i some how ended the game which if you didnt know on playstation ends the broadcast :( \n",
            "still going to braid this hair again after all the damage that the initial braids did :( ruth :( \n",
            "boong :( \n",
            "rejected :-( \n",
            "im almost at the end of my far cry 4 journey :( any similar game recommendations if you say cod or gta i will cut you and your bitch \n",
            ":( this is so sad i cwnt help it \n",
            "i have no more lives in trivia crack :( \n",
            "weather is awful today which means being stuck in :( \n",
            "belated birthday wishes to you can't believe i missed it mind i miss all bdays inc my own bad about phone :-( \n",
            "don't play with my feelings :( zayniscomingbackonjuly 26 \n",
            "i miss them already :( \n",
            "i miss 5sos so much i cant deal with waiting possibly a year before i see them again :( \n",
            "rohingya muslims 72 indicted on human trafficking charges in thailand asia around t ... \n",
            ":( hugs \n",
            "i'll say rumble in da kumble bc that's all i know :( \n",
            "my mum decides to walk in and scold me for not cleaning my room just as i sat down and chilled :( \n",
            "and it was phrased in such a why would you do this to her kind of way too :( \n",
            "but when i do gigs that include them .. i have to tag them :( \n",
            "make it hurry ... i am melting just taking a quick store run :( \n",
            "tfw no boyfriend :( lol i jest cooking relaxes me i'm sure i'll eat it for lunch tomorrow \n",
            "grumpy me all day today as on night shift tonight :( \n",
            "i offended myself :( \n",
            "i have sleepingwithsirens tickets oct 17th in ok bringmethehorizon new tour and is playing dallas the 18th i've seen them 2 times but :( \n",
            "probably :( \n",
            "right right :( we will always have good memories i guess 😔 \n",
            "carva :( \n",
            "louisiana cinema shooting why do mass shootings happen so regularly in us sympathis to victims families :( \n",
            "finally got down to finishing the long story ... but as expected of me i failed to work at the revamps in the end ... :( \n",
            "my snapchat abbymill 18 snapchat snapchatme wet sex sexy indiemusic hotels :( \n",
            "allow all these mosquito bites :( \n",
            "why can't i be better already :( \n",
            "forgot my headphones shit up a cunt :( now i have to listen to everyone in this room breathing \n",
            "yeah :( it's okay i'll see you again this time next year \n",
            "“ i was listening on radio :-( ” no worries wacha niende online \n",
            "i seem to have burned everything apart from the tea this morning bravo friday to you too richard :-( \n",
            "dear last night we waited 2hrs 13m for a pizza by the time it arrived it was cold too late to eat very disappointed :( \n",
            "really not on the 18th kk i'm still not ready for school :( \n",
            "why do i miss this :-( \n",
            "me too :( \n",
            "can someone please gift me calibraksaep because i dont have any money left :( \n",
            "sorry darlin i'm sorry :( \n",
            ":( i did that once and i got grounded bc they think if i do that i sneak people in \n",
            "everyone is so stunning ... :-( \n",
            "oh that doedn't sound good at all :-( \n",
            "i have a feeling that infinite won't win today :( \n",
            "i don't get paid :( but i'm open for any kind of offers \n",
            "all guys want from me is dick pics and all i want is to have a meaningful conversation about things we have in common :( \n",
            "i just wanna go to your house rn and give you a big big hug :( \n",
            "oh how horrific :( \n",
            "me too :( \n",
            "scoups :-( bakit scoups \n",
            "i thought i was mad at my bank and paypal yesterday but they both royally fucked up and now i'm screwed :( \n",
            "i know right D: it's hard to believe :( \n",
            "its not my fault sweedy :( \n",
            "so fucking tired and i have to drive home :( \n",
            "i just want to get paid already :( \n",
            "i don't know what happened :( \n",
            "nams is just enjoying man :( \n",
            ":( ill just make another one \n",
            "miss my boyfriend :( \n",
            "sorry pooo :( \n",
            "nobodies up with me now i'm sad :( \n",
            "i want to go too but i'm sure i'm already stuck somewhere :( \n",
            "and sacconejoly's and went ... but i think that's about it :( xx \n",
            ":( this makes me sad \n",
            "this is unfair why i didnt get a follow when others get and i spam :-( \n",
            "i hate how i i get no texts to look at after my shift because everyone's just waking up :-( \n",
            "me to god damn you bethesda im gonna have no money after fallout 4 :( \n",
            "now i know how dire and slow look likee irl because i could not go to minecon :( \n",
            "something great is playing perfect :( \n",
            "i miss youuu kateee :( iloveyouu be strong 😘 \n",
            "it's not you :( calibraksaep \n",
            "i miss you too :( \n",
            "2015 and still no linux support :-( \n",
            "just read the sandrabland story thats so scary hope the truth will be revealed :( \n",
            "aw :( can you make it on monday \n",
            "nawwwe hang in there love :( yes yes chikka ug kita rata soonest mwamwa \n",
            "i can't get it to fit :( \n",
            "faggot :( poor english teacher \n",
            "i was listening on radio :-( \n",
            "yep :( exactly \n",
            "id do anything to go thorpe park tomorrow :( \n",
            "i wanna go to vidcon :( \n",
            "such an eye opener i didn't realise things like this happened so scary and bad someone would do that :( \n",
            "can someone send me a screenshot of this conversation i want to see what it was but my phone is being stupid :-( \n",
            "i doubt i'm going to bed soon though :( i wake up at like 9 \n",
            "fyi the url on your profile doesn't work :( \n",
            "but he's sleeping and he's so cute :-( \n",
            "when you saw the nicest mehendi design in someone's picture on your dash but now you can't find it to bookmark it >:( \n",
            "omg whay ur doing dis to me :( \n",
            "i'm telling you :( i will in shaa allah na by force change phone mana 😒 \n",
            "sorry na :( next time pramis 😚 \n",
            "if school ended earlier i could be at ngee ann now for the acoustic gig :( \n",
            "makes me sad he has to go back :( \n",
            "i want jack in the box :( \n",
            "crikey bit of an own goal there sounds like someone turned up for work with a snit on :( \n",
            "blocking people makes you lose followers :( :( \n",
            "it was a very tiring week :( nathanielhinanakit \n",
            "why is naya there whats happening my link keeps doing the spinny loading wheel but never playing anything :( \n",
            ":( i was just online a few days ago i have like 50 notifs again :( in 2 days dammit stop guys lol jk <3 u \n",
            "... my gosh ... i'm really bad at physics :( \n",
            "thank you for taking the time to reply albeit with a disappointing answer the most famous athlete racing and no odds :( \n",
            "short weekend ahead :( \n",
            "i'm craving breakfast food so badly right now :( \n",
            "he looks so good in stripes im :( \n",
            ":( i'm helping you :( \n",
            "gfriend looked so cute :( \n",
            "sad but true ano yung tbh :( \n",
            "jahat :( \n",
            "screenshots from \n",
            "hopefully i get to see my bff tomorrow :( \n",
            "its been so long ed love you see u soon :-( \n",
            "so fugly af in our school id :-( \n",
            "i don't like seeing sad :( smile more and stay strong alright 😊 💞 \n",
            "where are the airport pictures of jongdae i hardly see him in my tlists :( \n",
            "thank you lovely going to write a list of the ones i've been recommended and see what one to choose my budget isn't big :( x \n",
            "... on set with these two pabebegirls aw pabebe :-( \n",
            "i altered my sandra bland storify btw now i was quite angry when i wrote it originally so it wasn't my best :-( \n",
            "hungry hungry hungry :( mom's not home oh my god im dying \n",
            "abby can you please try help me get my mum to come see you with me in london :( \n",
            "my ass hurts :( mtvhottest lady gaga \n",
            "this pain just below my right rib cage since yesterday :( \n",
            "worst sleep ever :-( 😢 😵 😭 \n",
            "don't quite know yet what is about to come out on hulk hogan today but clearly hulkamania is officially dead :( \n",
            "when your mom ignores your calls :( unloved \n",
            "i wanna watch paper towns :-( \n",
            "so lazy :( \n",
            "i cannot :( \n",
            "idk where i went wrong i used to be so cute :( kinda \n",
            "i feel so alone here :( \n",
            "ihhh stackare :( \n",
            "i have the least green fingers ever i can ’ t even keep my basil plant alive :( \n",
            "we both were haha my bed now has cake all over it :( \n",
            "fries please :( \n",
            "how sad :-( \n",
            "u said th remedy ov pak prob z to raiz th voice n nvr gv up.wt now wt hz imran achieved in short thr z no soln ov pak prob :( \n",
            "my sister's wedding is tomorrow but then we're going to hong kong i don't leave until the 31st then another horrific flight :( \n",
            "so cute :( \n",
            "whaaat :( :( :( when are you leaving \n",
            "yahoo pipes to end sept 30 my news feed to end with it \n",
            "someone put my lawn chair in my tree :( \n",
            "i really want to pierce my cupid's bow :( \n",
            "literally have torn my room apart looking for my retainers :( \n",
            "oh no :( that ’ s terrible :( \n",
            "clowns i'm not scared of clowns tho i think they're stupid bcs they dont know how to put lipstick on \n",
            "she likes rose more than me :( \n",
            "haiss .. todayy thoo .. :-( \n",
            "unfortunately the only seats left were in coach k so we'll have to party quietly :( dh \n",
            "of course i always miss s tweeting sprees :( \n",
            "i've been going to sleep like at 5am everday :( it would be cool if other people like me would hangout at this time \n",
            "steven william umboh :( \n",
            "“ goodafternoon jadines thiz iz it emeged i kennat :( g otwolgrandtrailer ” \n",
            "we will reunite again one day :( \n",
            "so cold abi this our house dey close to arctic ocean man is dying :( \n",
            "my chicsirific heart :( \n",
            ":( i missed it :( \n",
            "the struggle in finding the perfect glasses for a small structured face is real :-( \n",
            "mood cumbia :( 😩 \n",
            "trop :( \n",
            "how could i correct a badlife :( — feeling frustrated \n",
            "download only isn't it :( \n",
            "lol 4-5 days yes kaslkdja it was my finals week :-( \n",
            "just 3wks until we do flowers for our 1st wedding a shame the feverfew will be over :( weddingflowers diyflowers \n",
            "imysm :( \n",
            "shit sorry :( take lots of things \n",
            "fitnes :( \n",
            "i know right ... :( i hope it's worth it bc i really wanna see hugh as wolverine again <3 \n",
            "imran khan is innocent :( \n",
            "not as of yet mate :( \n",
            "“ i bet you are wonder what happened :( ” just trying to calm down before i start again 🙏🏻 🎂 \n",
            "bby :( please be okay \n",
            "i wish i went to vidcon :( \n",
            "long distance :( why 💔 \n",
            ":( please make one do you not miss fabian \n",
            "where can i buy order your book mememe i'm from finland so it isn't here yet ... :( \n",
            "i miss seeing krystoria moments :( \n",
            "getting holiday clothes on a day like this wanna go now :( \n",
            "i miss sophie :( \n",
            "i just want your followback :( but why you always makes snob :( sakit sa heart </3 \n",
            "go zumba somewhere else please me studying :( \n",
            "i do not know i'm sorry :( \n",
            "greekcrisis is that greeks leave work abroad we gave the light to the word and we remained in the dark ... :( \n",
            "why can't i go to sleep at a normal time :( \n",
            "i am not that artistic so how the heck can i do my project :( \n",
            "i miss my long black hair :( \n",
            "ubericecream no ice cream available in leeds :( \n",
            "i thought we we're supposed to hangout dis week :( \n",
            "i agree dutch are sound but i'm not sure i'm legible :( i'm legible for a israeli passport only by the law of return \n",
            "i want froze chocolate covered bananas :( \n",
            "all these theories of people saying from the start that zayn will come back on 23rd july :( its 24th today and im not ok \n",
            "stomachache bc of a slice of cake :( ´ ཀ 」 ∠ ): … \n",
            "lions agains otani 3-0 down already at 3rd bottom no chance eh :-( \n",
            "niaaa pls follow me be my 2/4 miss you :( \n",
            "i've moved to australia it's only a matter of time :( \n",
            "cute :( 💞 \n",
            "if you have schemes i don't have schemes planned yet :( \n",
            "second that we were off on wednesday already :( \n",
            "paper towns please :-( \n",
            ":( :( i know it's how it goes but still ... \n",
            "dude i'm so fckin okay with you avoiding me all over again :( \n",
            "fuck :( \n",
            "hii vin plss rply my tweet :( \n",
            "i didn't mean to put a rat lol :( \n",
            "i just deleted my entire bollywood movie collection to make space for my mac backup actual tears :( \n",
            "say no to exam exam na sa lunes at martes :( \n",
            "“ we love spotting robinhood out in the wild thanks for all the support out there robinhoodies 🚙 💚 \n",
            "same here :( \n",
            "docopenhagen i have a horse in my ass :( \n",
            "i'll just have to write a bunch of ugly setter functions ... :( \n",
            "im swiping right but dont see anything :( \n",
            "how am i gonna live without my bbygurl for two whole days :( \n",
            "fuck u neil u ruined it >:-( \n",
            "yeah i'm not :( \n",
            "2 years ago today i was packing for the caribbean :( \n",
            "so hacked off with myself as just gone up a size :( 6yrs ago i had gone down to a size 12 and now i am a size 18 again :( i hate myself :( \n",
            ":'( tried very hard but lost :( jabongatpumaurbanstampede \n",
            "my bro choose takraw over me :( \n",
            ":( it's not like a fersuree thing yet though \n",
            "“ oh poor baby :( 😁 \n",
            "hell naw angie ain't nobody paying fuck your though this was :( \n",
            "awww no but thank you :( but im still ugly huhu idk \n",
            "ice cream sandwich plsss :-( \n",
            "how have you been sheriff i haven't seen you in aaa a aaages :( \n",
            "it's always hard leaving my heart :( i'mo sulk all day today \n",
            "some people aren't like you fra ... some of them are kinda selfish :( \n",
            "that's not fair i wanna meet you sooo bad <3 <3 :( \n",
            "follow trick nonce :( \n",
            "i can't do charges on a pad for toffee though so tried to switch to someone other than bison never got back in :( \n",
            "i need to get up and motivated but that means i have to walk all the way to q'don and i don't think i have that energy :( \n",
            "oh crikey not good :( it looks sore i hope you're starting to feel better since then though x \n",
            "my heart rate is ridiculous today :( \n",
            "i'm proud of my heart it's been played stabbed cheated burned and broken but somehow still works :( unknown \n",
            "why can't i be going to ed :( :( \n",
            "there's totally no stomping at all :( \n",
            "the aaaaaaaaah sound kanye makes in hey mama is so cute :( \n",
            "i feel so ill today :( \n",
            "jdjdjdjd it's too detailed i had to stop :( \n",
            "i want to add her :( \n",
            "i said to myself i will never gonna eat banana anymore but i dont have a choice :( \n",
            "i should've been asleep 3 or 4 hours ago :( \n",
            "jimin's fancafe post yesterday >:( i am gone \n",
            ":( are you free any time on monday \n",
            "nooo not friday i work all weekend :( \n",
            "i want a flipping belgium waffle thrown in my face :( \n",
            "don't have that one :( perhaps something else 87.7 2fm \n",
            "my kik himseek 8 kik kiksex kikmsn like 4like kissme akua hotel :( \n",
            "homed and gg out again :( \n",
            "why didn't i glo up yet :( \n",
            "i so want to just be at home i'm not eating properly and i'm sleeping just to pass the time i'm miserable :( \n",
            "i miss you :( pls follow me \n",
            "i get so sad about cory monteith like very often :( as i am sure a lot of people do gone too soon hits close to home what could have been \n",
            "aw i know i'm sorry :( how are you and your hashbrowns 😂 😊 💘 💘 \n",
            "ahh the wonderful they're really supportive of pgs shame they didn't do an msc i liked :( \n",
            "where is hierro :( \n",
            "my snapchat shirleycam snapchat hornykik dmme kikchat selfie amazon phonesex :( \n",
            "looks good pal glad i paid £ 111 for my jersey and gilet \n",
            "look at his cheeks so squishy :( cutest ;( \n",
            "oh really wonder why it's expensive there :( are u donating \n",
            "stay lahhh :( \n",
            "i haven't debut and i'm still a student :( i don't have enough money to pay you eon \n",
            "she doesn't even notice me :( \n",
            "im not there too :( \n",
            "sorry to hear about your dogs :( \n",
            "the sunrise was so pretty but i couldn't get a good picture of it :( \n",
            "kik me guys beety 697 kik kikmeguys kikme makeup sex video kikkomansabor :( \n",
            "in the getaway car after committing some criminal act :( \n",
            "it's madness for sure three amiibo for the price of four on nintendo store it's just my backup … :( \n",
            "batman can't fly i can't help :( i habe failed you ate \n",
            "makes me wish we didn't travel :-( \n",
            "siannn i 7 march 2017 :( \n",
            "free twitter :( \n",
            "may list ba :( \n",
            "well it's absolutely chuckin it down in ampsha :( rain rain rain \n",
            "why did you have answer fans when i was sleep :( \n",
            "nia i want to meet you again :( \n",
            "ahh i hope you can :( \n",
            "terrible just terrible :( \n",
            "but how :( \n",
            "i miss the seniors very very much :( \n",
            "please help me to find the replacement strap for my dz9055 :( i love that watch \n",
            "my kik entlead 590 kik kikmenow nudes hornykik tinder quote webcamsex :( \n",
            "tuesday daw :( \n",
            "today was meant to be quiet day to clean the shop but now i'm super busy with clients :( \n",
            "yep twice :( \n",
            "justinbieber can u pls follow me on daianerufato i've been trying for too long :( ilysm bae xx july 24 2015 at 07:02 am \n",
            "no ice cream for ifsc mayor street :( \n",
            "biodiversity taxonomic infrastructure international collaboration and new species discovery \n",
            "i just want my fucking day collar :( \n",
            "jealous much :( \n",
            "follow back :( \n",
            "yep 3:03 am can't sleep :( \n",
            "ummm i found it :( \n",
            ":( okay this is the worst \n",
            "my god :( :( :( \n",
            "that is hardly a respond :-( \n",
            "going to miss belting sam smith on my daily car rides :( \n",
            "i hope so :( zayniscomingbackonjuly 26 \n",
            "really want to be there :( \n",
            "wish i was good at makeup the only thing im good at is doing eyeliner :( \n",
            "i didn't in the end i would of had to leave from work and therefore missed it :( \n",
            "i thought this is my best day but it's not no paper towns today :( \n",
            "please come to the netherlands :( \n",
            "this actually made me cry this is so disgusting what the actual fuck im disgusted by what i've seen poor people :( \n",
            "lol forgot about mubank today :( \n",
            "what if max and el were together :( \n",
            "jeb bush calls blacklivesmatter a slogan msnbc cnn jebbush thanking his lucky stars ... :-( \n",
            "it's true ... :-( \n",
            "famished :( \n",
            "damn D: i feel the same way about maybe :( like i was happy san marino qualified but i wanted suzy to qualify D: \n",
            "i'm getting there :( we're at least speaking now \n",
            "rip momo :( \n",
            "ripped my skirt and hurt my back im injured lol :( \n",
            "i miss my braces :( \n",
            "sorry :( \n",
            "i finally could stream ugh couldn't make it home for the past few days for the broadcast :( \n",
            "whenever i hear tama i can't help but repeat it in my head with the pabebe warrior saying it :( \n",
            "why am i even awake :( \n",
            "nearly 50 dead and over 100 wounded reported in bomb attacks in iraq in one week over 300 human beings killed :( \n",
            "everyone's on holiday :( \n",
            "how far would you go just to win camara knows :-( the bride wore coveralls \n",
            "i won't be around tom :( \n",
            "mr happily is both mr sneezy mr sleepy :-( \n",
            "he said you've got too much time on your hands :( rogerwatch \n",
            "i am ashamed at my language :( \n",
            "stalker :( \n",
            "red velvet cake plsss :( \n",
            "everybody fell asleep on me :( \n",
            "yeah i've heard :( i think they should learn a little about traditions and people's beheaviour when they visit a country ... \n",
            "my parents don't let me >:( \n",
            "sigh yeah :( \n",
            "i miss robert's cute ass :-( \n",
            "true life i cant hide anything from you ... :( .\n",
            ". but when its about love ... ❤ .\n",
            ". i have to ... ... \n",
            "i fucking hate when i wake up like at this time and i can't fall back asleep ugh :( \n",
            "aaron said it was shit i didn't have ago because he said not worth taking and that's all i banged on about as well jelouse :( \n",
            "there is truly no better feeling in mtg than getting thoughtseized twice in your first 2 rounds of game 1 to take all your playables away :( \n",
            "oldies but goodies :( \n",
            "missing mcg rn :( \n",
            "woohyun seems weird on inspirit shining night ... :( im not ised to seeing him like this ... what happened :/ \n",
            "forever no food at home the food in school is not even nice :-( \n",
            "lets just assume it's high waisted because it's harry's jeans :( :( \n",
            "i know :( \n",
            "did you by any chance find a black guinness wallet in the venue last night after the show lost my wallet :( :( :( thank you \n",
            "the evil pepper does to my system :( \n",
            "my kik thessidew 877 kik kikmeguys facetime omegle bored quote sexi :( \n",
            "there's a meeting on sunday and genesis isn't back from mexico yet :( \n",
            "so upset i'm not going in november man i hope there's going to be a next time in the uk :( \n",
            "craving for wings :( \n",
            "i mashed up my phone lost your number .. :( whattsap me if avail \n",
            "yeah :( idk i just never found the time to finish inuyasha i've seen a lot of anime and i grew up watching inuyasha which \n",
            "hey girl you must be google plus because i can't convince any of my fr ends to hang outfwith you :( \n",
            "i just want myungsoo gyu hoya and yeol for once :( \n",
            "victoria park books to close :( \n",
            "so hard to find an organisation that we're satisfied with :( \n",
            "god im so sorry i hope you are better now :-( wah \n",
            "stock up sa for 1 hour :( \n",
            "lay challo pliss :( \n",
            "and where the hell is she :( \n",
            "omg i'd so facetime juliana rn but she doesn't have a phone :-( \n",
            "still confused on what to enroll this sem :( \n",
            "i'm working next weekend :( \n",
            ":( not even when u hit me up we had 5 \n",
            "i fell asleep :( do you guys wanna come to starbucks w me lol \n",
            "darlene followback please :( \n",
            "can we all be gay together at least don't leave me out alone :( \n",
            "the emoji :( \n",
            "freaking cat won't cuddle with me :-( \n",
            "i see she has a meet and greet tour coming up but unfortunately she's not coming to brisbane :( \n",
            "too late :( \n",
            "hi merlin currently waiting a roof repair and our kitchen is letting in water :( \n",
            "i just saw your mention omg sorry :-( \n",
            "i'm sorry sweetie :( no one deserves that \n",
            "nawwwee i miss hyperbullies like tong 3rd yr nga seatmates rajud mi mag barkada :( \n",
            "i'll miss you buddy :( \n",
            "ores :( \n",
            "so sick :( \n",
            "not looking promising for our evening at the cricket is it :( \n",
            "i only sleep good when i'm at kaylas :( \n",
            "i miss everyone so much feel like i've not seen them in so long :( \n",
            "i have yet to finish it i'm still on season 7 :( \n",
            "looking for fun snapchat ericavan 18 snapchat snapchatme likeforlike interracial model repost sexo :( \n",
            "again not feeling well :( \n",
            "why ... :( not that i hate jong or dongwoo is just that all the photocards i've been getting is wh dw sj \n",
            "may brain tumor si vivian :( mmsmalubhangsakit \n",
            "is everyone talking about rat boy today bc :( \n",
            "my feet hurt :( \n",
            "oh man schade :( \n",
            "ohh :( the first year will be a bit tiring but things get better after that \n",
            "zayn come back to 1d already :( \n",
            "i'm freezing :( \n",
            "i wanted the shoes for my holiday shipping should take 4-5 days so it should have arrived today but it's not even on its way :( \n",
            "u didn't follow me :( \n",
            "i didn't see it so you must not of ... been trying to think for a day what it could be ... i've think i just figured it out :( \n",
            "my snapchat jillcruz 18 snapchat kiksexting likeforlike hornykik lgbt music camsex :( \n",
            "i feel like i'm the only person in ireland not going to see in croke park :( \n",
            "sore qt :( \n",
            "not til 19th of sept cos that's when bills start and full rent :( \n",
            "ok this whole time i've been tossing turning in my bed trying to go to sleep but i just can't :( \n",
            "showed up to open shop but my co-worker is mia :( hopefully they arrive soon i'm starving \n",
            "yup i always order there anyways 😂 i hope it pushes through :( \n",
            "dare :( \n",
            "unsettled weather is the trend for the next few days sun this morning showers this afternoon gh is 18c mixed bag for the weekend :-( \n",
            "why but you'll get sick :( \n",
            "two days before my birthday :( \n",
            "im listening to everything about you :( \n",
            "shit rlly :( i heard hamsters eat each other thats pretty fucked up hamsters r weird \n",
            "just wanna see ed sheeran preform tonight :( \n",
            "some peanut has probably crashed :( .. after all you've seen how they drive on the monash ... \n",
            "what p ... :( \n",
            "when you cant find a gift so you end up using the money for starbucks :( \n",
            "i hope the hitmarker glitch is fixed soon :( \n",
            "okay safaa please follow me :( i love you \n",
            "guess who's missed selena's tweets for fans :( \n",
            "my summer sleep schedule is back :( \n",
            "my eyes want to sleep but the rest of me doesn't :( this is bad \n",
            ":( u okay \n",
            "ye galat hai tum ne mjhe ab non respected lrka bna dia itna rude word use kia hai ke ab mere bhook hi khatam ho jai hai :( \n",
            "can anyone give me money for the train so that i can see today :( \n",
            "not been to the gym all week so i need a big personal push today to get me there tonight ... i've been making excuses to myself lazy :-( \n",
            "annoying :( \n",
            "you ain't gonna follow me :( \n",
            "this social experiment made me cry :( \n",
            "i miss you :-( \n",
            "afterschool cant have a comeback even tho they want to coz they have no money :( \n",
            "please pray for my friend bilal ashraf his in icu :( \n",
            "thanksss :( \n",
            "i miss so many people :-( \n",
            "won't be long for us all :( \n",
            "ah im sorry :-( when was it \n",
            "annnd now not going to winchester {: \n",
            "its been 1 year now since he texted me this ... i miss everything but now i know he will never be with me again :( \n",
            "aw i used the same photo :( \n",
            "exactly :( \n",
            "i always make so much effort to talk to you and all i get is like one or two tweets or dms all day ... like really come on :( \n",
            "that's awful :( \n",
            "grepe grepein :( \n",
            "i don't want panem to end :( i just love the books and the movies \n",
            "no idk if i wanna watch the episode now :( \n",
            "why my lover :( you going zoo \n",
            "baby boyfriend bitch i don't know how to complete it :( \n",
            "all ice cream vans are busy :( maybe later ... ubericecream \n",
            "hopefully not :( but sulli was like that too ... well there was injured amber too but she's still there haha sigh f x \n",
            "ouch :( what's happened to make you say this darren is there anything we can help you with from here \n",
            "not even sleepy :( \n",
            "only cpm has condemned it rest all political parties are quiet :( \n",
            "when you realise that 2/3 of your big summer plans have been and gone :( :( :( next up is paris ✔ ️ \n",
            "oops ... a server error occurred and your email was not sent :( :( \n",
            "miss you too :( \n",
            "they do ... their mentality doesn't :( \n",
            "nooo :( it was too late d nvm d lah \n",
            "everything reminds me of u :-( \n",
            "no date yet :( \n",
            "feel like eating unagi out of a sudden :( \n",
            "straight 7elw :( at least mesh beyt 3a2ad \n",
            "too late now :( \n",
            "lol i'm still very fluent and people say i sound white :( but varsity ruined me sengenza typos and i use some words out of context \n",
            "is there movnat in belgium first search yields nothing ... :-( nbheroes \n",
            "tried doing it from my xbox but it seems it doesn't work ... :( it'd make a killer background \n",
            "looking for fun kik agover 73 kik kikgirl hornykik makeup orgasm brasileirao sexdate :( \n",
            "watching abusive relationship videos is so fucking hard i'm trying not to cry but it's like ... :( \n",
            "me also good .. but why are u not present here have not seen u long time :( \n",
            "i like u sm :-( \n",
            "i'm so inactive i wanna cry :( \n",
            "looking for fun snapchat jillcruz 18 snapchat kikhorny talk teens oralsex batalladelosgallos kikhorny :( \n",
            "srsly fuck u unfollower hope ur future child unparents u >:-( \n",
            "ah i honestly love my dad so much i'm slightly upset that i'm not seeing him on my birthday :( \n",
            "bianca ur one and only bun \n",
            "you already knew i couldn't stand to let people dislike me :( it's burdensome and i want totally clear it as soon as possible \n",
            "same here omg i miss them so badly :( \n",
            "amelia didnt stalk my twitter :( \n",
            "oh i missed the broadcast \n",
            "i really can't stream on melon i feel useless :-( \n",
            "i need to stop looking at old soccer pictures :( \n",
            "got an interview for the job that i want but they rang me tuesday for the interview on thursday but in on holiday :( \n"
          ]
        }
      ],
      "source": [
        "#demo tu vung\n",
        "for i in train_neg:\n",
        "  a = basic_preprocess(str(i))\n",
        "  for j in a:\n",
        "    print(j,end = ' ')\n",
        "  print()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GQlY1fXNDZaI",
        "outputId": "3181645e-8fd1-46d3-8ed7-f32a5c061ddf"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['hello', 'there', 'have', 'a', 'great', 'day', 'good', 'morning']"
            ]
          },
          "execution_count": 22,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Kết quả mong đợi\n",
        "example_sentence = \"RT @Twitter @chapagain Hello There! Have a great day. #good #morning http://chapagain.com.np\"\n",
        "basic_preprocess(example_sentence)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DthCUZiZEL3d"
      },
      "source": [
        "###2.3.Huấn luyện Naive Bayes Classifier trên tập `Tweets`"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oFYN8KLqEQiZ",
        "outputId": "bf0bda30-a3c2-46d5-98e7-a945d5db8402"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "V: 10841, N_pos: 41916, N_neg: 43321\n"
          ]
        }
      ],
      "source": [
        "p_prior, p_likelihood = train_naive_bayes(train_x, train_y)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wZ1yd1jHEXtm",
        "outputId": "80467df8-11a7-44b8-e696-1964d87fd63b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "({0: 0.5, 1: 0.5}, {0: 0.0003507994534913777, 1: 0.0028432245957882366})"
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Kết quả ví dụ về xác suất tiên nghiệm và likelihood của từ happy\n",
        "p_prior, p_likelihood['happy']"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4idaGXBhEz6F"
      },
      "source": [
        "###2.4.Dự đoán"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4vEDeak7E5Kv",
        "outputId": "54087e54-4c6a-40ad-c100-17701ad7bdd6"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "('Bro:U wan cut hair anot,ur hair long Liao bo\\nMe:since ord liao,take it easy lor treat as save $ leave it longer :)\\nBro:LOL Sibei xialan',\n",
              " 1.0)"
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "test_x[0], test_y[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EBBit3jiE3iU",
        "outputId": "b9e261d0-39ca-4486-c7e1-66b3895957fb"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'prob': {0: 1.1032955242760357e-80, 1: 2.0993946427583525e-79}, 'label': 1}"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "naive_bayes_predict(test_x[0], p_prior, p_likelihood)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tt6FeZSsFxOV"
      },
      "source": [
        "###2.5.Đánh giá độ chính xác trên tập test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wmihnaRYFwpD",
        "outputId": "03d74c86-ec26-43a7-8155-15769d0467a7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy:  0.994\n"
          ]
        }
      ],
      "source": [
        "acc = 0\n",
        "for sentence, label in zip(test_x, test_y):\n",
        "\n",
        "    # predic each sentence in test set\n",
        "    pred = naive_bayes_predict(sentence, p_prior, p_likelihood)['label']\n",
        "\n",
        "    # compare predict label with target label\n",
        "    if int(pred) == int(label):\n",
        "        acc += 1\n",
        "\n",
        "print('Accuracy: ', acc/len(test_x))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nQGEMKVNwlO3"
      },
      "source": [
        "##3.Logistic Regression for Sentiment Analysis on Tweets"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h3QCFT7XxI6P"
      },
      "source": [
        "###3.1.Download Dataset\n",
        "Tương tự như mục 2.1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Yf4Qx4c9xIbz"
      },
      "outputs": [],
      "source": [
        "# Tải về tập dữ liệu tweets\n",
        "all_positive_tweets = twitter_samples.strings('positive_tweets.json')\n",
        "all_negative_tweets = twitter_samples.strings('negative_tweets.json')\n",
        "\n",
        "# Chia thành 2 tập train và test\n",
        "# train: 4000 samples, test: 1000 samples\n",
        "train_pos = all_positive_tweets[:4000]\n",
        "test_pos = all_positive_tweets[4000:]\n",
        "\n",
        "train_neg = all_negative_tweets[:4000]\n",
        "test_neg = all_negative_tweets[4000:]\n",
        "\n",
        "train_x = train_pos + train_neg\n",
        "test_x = test_pos + test_neg\n",
        "\n",
        "# Tạo nhãn negative: 0, positive: 1\n",
        "train_y = np.append(np.ones(len(train_pos)), np.zeros(len(train_neg)))\n",
        "test_y = np.append(np.ones(len(test_pos)), np.zeros(len(test_neg)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n-b9tDNZtp6B",
        "outputId": "ff0f1068-4ac1-424e-e1df-97d8feb4c7c0"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(8000,)\n"
          ]
        }
      ],
      "source": [
        "print(train_y.shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FFf5CnXsxcMc"
      },
      "source": [
        "###3.2. Tiền xử lý dữ liệu cho tập Tweets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nu59uxf5xYYY"
      },
      "outputs": [],
      "source": [
        "# Ex 6\n",
        "def basic_preprocess(text):\n",
        "    '''\n",
        "    Args:\n",
        "        text: câu đầu vào\n",
        "    Output:\n",
        "        text_clean: danh sách các từ (token) sau khi chuyển sang chữ thường và\n",
        "            được phân tách bởi khoảng trắng\n",
        "    '''\n",
        "    ### START CODE\n",
        "    # xóa bỏ stock market tickers like $GE\n",
        "    text = re.sub(r'\\$\\w*', '', text)\n",
        "\n",
        "    # xóa bỏ old style retweet text \"RT\"\n",
        "    text = re.sub(r'^RT[\\s]+', '', text)\n",
        "\n",
        "    # xóa bỏ hyperlinks\n",
        "    text = re.sub(r'https?:\\/\\/.*[\\r\\n]*', '', text)\n",
        "\n",
        "    # xóa bỏ hashtags\n",
        "    text = re.sub(r'#', '', text)\n",
        "\n",
        "    # tokenize\n",
        "    tokenizer = TweetTokenizer(preserve_case=False, strip_handles=True, reduce_len=True)\n",
        "    text_tokens = tokenizer.tokenize(text)\n",
        "\n",
        "    text_clean = []\n",
        "    for word in text_tokens:\n",
        "        if word not in string.punctuation:  # remove punctuation\n",
        "            text_clean.append(word)\n",
        "\n",
        "    ### END CODE\n",
        "    return text_clean"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_XATJOCVxmgi",
        "outputId": "a6b9a9f0-fc94-407f-9db1-e7d192e28abe"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['hello', 'there', 'have', 'a', 'great', 'day', 'good', 'morning']"
            ]
          },
          "execution_count": 31,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Kết quả đầu ra\n",
        "example_sentence = \"RT @Twitter @chapagain Hello There! Have a great day. #good #morning http://chapagain.com.np\"\n",
        "basic_preprocess(example_sentence)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fNj5wW7sxq4O"
      },
      "source": [
        "*italicized text*###3.3.Logistic Regression"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4h6A0zx_xvEk"
      },
      "source": [
        "####Sigmoid\n",
        "The sigmoid function: \n",
        "\n",
        "$$ h(z) = \\frac{1}{1+\\exp^{-z}} \\tag{1}$$\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "p2e9JGWyx0B9"
      },
      "outputs": [],
      "source": [
        "# Ex 7\n",
        "def sigmoid(z): \n",
        "    '''\n",
        "    Args:\n",
        "        z: is the input (can be a scalar or an array)\n",
        "    Output:\n",
        "        h: the sigmoid of z\n",
        "    '''\n",
        "    \n",
        "    ### START CODE HERE\n",
        "    # calculate the sigmoid of z\n",
        "    h = 1 / (1 + np.exp(-z))\n",
        "    ### END CODE HERE ###\n",
        "    \n",
        "    return h"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TlgxGHCmykTs",
        "outputId": "0773e301-1c4f-4748-b52e-a1800195a416"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(True, True)"
            ]
          },
          "execution_count": 33,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Kết quả kiểm tra hàm sigmpoid\n",
        "sigmoid(0) == 0.5, sigmoid(4.92) == 0.9927537604041685"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6k_Z1YoszL70"
      },
      "source": [
        "#### Gradient Descent Function\n",
        "* Số vòng lặp huấn luyện mô hình: `num_iters`\n",
        "* Với mỗi vòng lặp chúng ta sẽ tính `logits-z`, cost và cập nhật trọng số\n",
        "* Số samples training: `m`, số features trên mỗi sample: `n`\n",
        "* Trọng số mô hình:  \n",
        "$$\\mathbf{\\theta} = \\begin{pmatrix}\n",
        "\\theta_0\n",
        "\\\\\n",
        "\\theta_1\n",
        "\\\\ \n",
        "\\theta_2 \n",
        "\\\\ \n",
        "\\vdots\n",
        "\\\\ \n",
        "\\theta_n\n",
        "\\end{pmatrix}$$\n",
        "\n",
        "* Tính `logits-z`:   $$z = \\mathbf{x}\\mathbf{\\theta}$$\n",
        "    * $\\mathbf{x}$ có chiều (m, n+1) \n",
        "    * $\\mathbf{\\theta}$: có chiều (n+1, 1)\n",
        "    * $\\mathbf{z}$: có chiều (m, 1)\n",
        "* Dự đoán 'y_hat' có chiều (m,1):$$\\widehat{y}(z) = sigmoid(z)$$\n",
        "* Cost function $J$:\n",
        "$$J = \\frac{-1}{m} \\times \\left(\\mathbf{y}^T \\cdot log(\\widehat{y}) + \\mathbf{(1-y)}^T \\cdot log(\\mathbf{1-\\widehat{y}}) \\right)$$\n",
        "* Cập nhật `theta`:\n",
        "$$\\mathbf{\\theta} = \\mathbf{\\theta} - \\frac{\\alpha}{m} \\times \\left( \\mathbf{x}^T \\cdot \\left( \\mathbf{\\widehat{y}-y} \\right) \\right)$$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "SIxDtGuc123A"
      },
      "outputs": [],
      "source": [
        "# Ex 8\n",
        "def gradient_descent(x, y, theta, alpha, num_iters):\n",
        "    '''\n",
        "    Args:\n",
        "        x: matrix of features, có chiều (m,n+1)\n",
        "        y: label tương ứng (m,1)\n",
        "        theta: vector trọng số (n+1,1)\n",
        "        alpha: tốc độ học\n",
        "        num_iters: số vòng lặp\n",
        "    Output:\n",
        "        J: final cost\n",
        "        theta: vector trọng số\n",
        "    '''\n",
        "    ### START CODE HERE\n",
        "    # lấy m số lượng các sample trong matrix x\n",
        "    m = len(x)\n",
        "    \n",
        "    for i in tqdm(range(num_iters)):\n",
        "        \n",
        "        # Tính z, phép dot product: x và theta\n",
        "        z = np.dot(x, theta)\n",
        "        \n",
        "        # Tính h: sigmoid của z\n",
        "        y_hat = sigmoid(z)\n",
        "        \n",
        "        # Tính cost function\n",
        "        J = (-1 / m) * (np.dot(y.T, np.log(y_hat)) + np.dot((1 - y).T, np.log(1 - y_hat)))\n",
        "\n",
        "        # Cập nhật trọn số theta\n",
        "        theta = theta - (alpha / m) * (np.dot(x.T, (y_hat - y)))\n",
        "        \n",
        "    ### END CODE HERE ###\n",
        "    return J, theta"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BhMFCHJG4K_q",
        "outputId": "49ab65f1-071e-4a9d-a820-149d55d185c7"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 100/100 [00:00<00:00, 10523.12it/s]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Cost 0.6860551249930995\n",
            "Weight [[8.95483666e-08]\n",
            " [7.01794701e-05]\n",
            " [4.66109371e-05]]\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        }
      ],
      "source": [
        "# Kiểm qua kết quả\n",
        "np.random.seed(1)\n",
        "\n",
        "# X input: 10 x 3, bias là 1\n",
        "tmp_X = np.append(np.ones((10, 1)), np.random.rand(10, 2) * 2000, axis=1)\n",
        "\n",
        "# Y label: 10 x 1\n",
        "tmp_Y = (np.random.rand(10, 1) > 0.5).astype(float)\n",
        "\n",
        "# Apply gradient descent\n",
        "tmp_J, tmp_theta = gradient_descent(tmp_X, tmp_Y, np.zeros((3, 1)), 1e-8, 100)\n",
        "print(f\"\\nCost {tmp_J.item()}\")\n",
        "print(f\"Weight {tmp_theta}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4CGjuJgXoOr-",
        "outputId": "1e0ed8d9-2b7d-4eab-ed6d-c4fe988631d4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(10, 3)\n"
          ]
        }
      ],
      "source": [
        "print(tmp_X.shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fnnZJKKn5Unz"
      },
      "source": [
        "###3.4.Trích xuất các feature\n",
        "Chuyển từ `tweet` sang feature\n",
        "Với mỗi `tweet` sẽ được biểu diễn bởi 2 feature (Dựa vào `freq` tương tự ở mục #1 và #2):\n",
        "- số lượng các positive words\n",
        "- số lượng các negative words"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bLRQwL-A6kCB"
      },
      "outputs": [],
      "source": [
        "# Ex 9\n",
        "def extract_features(text, freqs):\n",
        "    '''\n",
        "    Args: \n",
        "        text: tweet\n",
        "        freqs: bộ từ điển tần suất xuất hiện của từ theo label (word, label)\n",
        "    Output: \n",
        "        x: vector feature có chiều (1,3)\n",
        "    '''\n",
        "    # tiền xử lý\n",
        "    word_l = basic_preprocess(text)\n",
        "    \n",
        "    # 3 thành phần: bias, feature 1 và feature 2\n",
        "    x = np.zeros((1, 3)) \n",
        "    \n",
        "    # bias\n",
        "    x[0,0] = 1 \n",
        "    \n",
        "    ### START CODE HERE\n",
        "    for word in word_l:\n",
        "        x[0,1] += lookup(freqs, word, 1)\n",
        "        \n",
        "        x[0,2] += lookup(freqs, word, 0)\n",
        "        \n",
        "    ### END CODE HERE ###\n",
        "    assert(x.shape == (1, 3))\n",
        "    return x"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ox6yT-z_7bbt",
        "outputId": "d057d2bc-8d01-4870-ac80-a9d3122ecbdc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "#FollowFriday @France_Inte @PKuchly57 @Milipol_Paris for being top engaged members in my community this week :)\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "array([[1.000e+00, 4.722e+03, 1.612e+03]])"
            ]
          },
          "execution_count": 38,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Kiểm tra\n",
        "# freqs tương tự mục 1.2\n",
        "freqs = count_freq_words(train_x, train_y)\n",
        "print(train_x[0])\n",
        "extract_features(train_x[0], freqs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "s3rAbeJqhtdu"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kVY_tIN58isS",
        "outputId": "679e5f5c-9b69-4e85-d6db-c004e495b68d"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array([[  1., 283.,  85.]])"
            ]
          },
          "execution_count": 39,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Kiểm tra\n",
        "# freqs tương tự mục 1.2\n",
        "# VD: các từ không có trong bộ `freq`\n",
        "x_test = \"việt nam\"\n",
        "x_test1 = \"happy new year\"\n",
        "extract_features(x_test1, freqs)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6oKSL2rc8xMZ"
      },
      "source": [
        "###3.5.Huấn luyện mô hình Logistic Regression"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        },
        "id": "sWoa3OEd8208",
        "outputId": "908a2eed-1534-4450-bcb0-b753bf0551bf"
      },
      "outputs": [
        {
          "ename": "NameError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-1-e8efc819bd0f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Tạo ma trận X có kích thước mxn với n=3 (số features)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_x\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_x\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mX\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0mextract_features\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_x\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfreqs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'np' is not defined"
          ]
        }
      ],
      "source": [
        "# Tạo ma trận X có kích thước mxn với n=3 (số features)\n",
        "X = np.zeros((len(train_x), 3))\n",
        "for i in range(len(train_x)):\n",
        "    X[i, :]= extract_features(train_x[i], freqs)\n",
        "\n",
        "Y = np.expand_dims(train_y, 1)\n",
        "\n",
        "# Huấn luyện với số vòng lặp 1500, tốc độ học 1e-6\n",
        "J, theta = gradient_descent(X, Y, np.zeros((3, 1)), 1e-9, 8000)\n",
        "print(f\"Cost {J.item()}.\")\n",
        "print(f\"Weight {theta}\")\n",
        "print(X)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KSh5npUPozFT",
        "outputId": "cb5c1fb8-63fc-4882-e89a-aa73e5dfcad8"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[[1.000e+00 4.722e+03 1.612e+03]\n",
            " [1.000e+00 6.889e+03 3.212e+03]\n",
            " [1.000e+00 7.442e+03 3.029e+03]\n",
            " ...\n",
            " [1.000e+00 2.126e+03 4.485e+03]\n",
            " [1.000e+00 1.972e+03 6.600e+03]\n",
            " [1.000e+00 5.791e+03 1.036e+04]]\n"
          ]
        }
      ],
      "source": [
        "print(X)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UongNMjK9X5v"
      },
      "source": [
        "###3.6.Dự đoán\n",
        "* Tiền xử lý với dữ liệu thử nghiệm\n",
        "* Tính `logits` dựa vào công thức\n",
        "\n",
        "$$y_{pred} = sigmoid(\\mathbf{x} \\cdot \\theta)$$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "XVbmXR4h9b7l"
      },
      "outputs": [],
      "source": [
        "# Ex 10\n",
        "def predict_tweet(text, freqs, theta):\n",
        "    '''\n",
        "    Args: \n",
        "        text: tweet\n",
        "        freqs: bộ từ điển tần suất xuất hiện của từ theo label (word, label)\n",
        "        theta: (3,1) vector trọng số\n",
        "    Output: \n",
        "        y_pred: xác suất dự đoán\n",
        "    '''\n",
        "    ### START CODE HERE\n",
        "    \n",
        "    # extract features\n",
        "    x = extract_features(text, freqs)\n",
        "    \n",
        "    # dự đoán\n",
        "    y_pred = sigmoid(np.dot(x, theta))\n",
        "    \n",
        "    ### END CODE HERE ###\n",
        "    \n",
        "    return y_pred"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ImETYplt-pc7",
        "outputId": "28f67eb9-998f-44df-a9f6-871062a97948"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "I'll see you in the future, when I'm old enough\n",
            "Hope you have a good and happy life. Goodbye My friend -> Positive\n"
          ]
        }
      ],
      "source": [
        "tests = [\"I'll see you in the future, when I'm old enough\\nHope you have a good and happy life. Goodbye My friend\"]\n",
        "for t in tests:\n",
        "    pred = predict_tweet(t, freqs, theta)\n",
        "    if pred<0.5:\n",
        "      pred = 'Negative'\n",
        "    else:\n",
        "      pred = 'Positive'\n",
        "    print(f'{t} -> {pred}')\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "z4UjFnEt_BUW"
      },
      "source": [
        "###3.7.Đánh giá độ chính xác trên tập test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xg2deATX_JXS",
        "outputId": "3e8b46e5-dad0-47af-cdd3-e616e531f1a6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy:  0.9735\n"
          ]
        }
      ],
      "source": [
        "acc = 0\n",
        "for sentence, label in zip(test_x, test_y):\n",
        "\n",
        "    # predic each sentence in test set\n",
        "    pred = predict_tweet(sentence, freqs, theta)\n",
        "\n",
        "    if pred > 0.5:\n",
        "        pred_l = 1\n",
        "    else:\n",
        "        pred_l = 0\n",
        "\n",
        "    # compare predict label with target label\n",
        "    if int(pred_l) == int(label):\n",
        "        acc += 1\n",
        "\n",
        "print('Accuracy: ', acc/len(test_x))"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [
        "EUmfzZwip2x3",
        "7aC78vV6Bh_x",
        "uRFnS6IaCf_k",
        "4idaGXBhEz6F",
        "tt6FeZSsFxOV",
        "fnnZJKKn5Unz"
      ],
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}