{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dVAa-v0bYujf"
      },
      "source": [
        "# Load stuff"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import re\n",
        "import string\n",
        "import time\n",
        "from bs4 import BeautifulSoup\n",
        "import spacy\n",
        "nlp = spacy.load('en_core_web_sm')\n",
        "from scipy.sparse import csr_matrix\n",
        "import scipy.sparse as sps\n",
        "import matplotlib.pyplot as plt\n",
        "!pip install leidenalg # this is the Louvain version we use!!!!\n",
        "import leidenalg\n",
        "import igraph as ig\n",
        "import pickle\n",
        "from IPython.display import HTML\n",
        "import matplotlib as mpl\n",
        "import matplotlib.cm\n",
        "!pip install umap-learn\n",
        "import umap\n",
        "import seaborn as sns"
      ],
      "metadata": {
        "id": "pwL9KcrOTLkd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1975c1fe-09b3-452b-e35b-ed609051ff87"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: leidenalg in /usr/local/lib/python3.10/dist-packages (0.10.2)\n",
            "Requirement already satisfied: igraph<0.12,>=0.10.0 in /usr/local/lib/python3.10/dist-packages (from leidenalg) (0.11.8)\n",
            "Requirement already satisfied: texttable>=1.6.2 in /usr/local/lib/python3.10/dist-packages (from igraph<0.12,>=0.10.0->leidenalg) (1.7.0)\n",
            "Requirement already satisfied: umap-learn in /usr/local/lib/python3.10/dist-packages (0.5.7)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (1.26.4)\n",
            "Requirement already satisfied: scipy>=1.3.1 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (1.13.1)\n",
            "Requirement already satisfied: scikit-learn>=0.22 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (1.5.2)\n",
            "Requirement already satisfied: numba>=0.51.2 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (0.60.0)\n",
            "Requirement already satisfied: pynndescent>=0.5 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (0.5.13)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from umap-learn) (4.66.6)\n",
            "Requirement already satisfied: llvmlite<0.44,>=0.43.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba>=0.51.2->umap-learn) (0.43.0)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.10/dist-packages (from pynndescent>=0.5->umap-learn) (1.4.2)\n",
            "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.22->umap-learn) (3.5.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install bertopic\n",
        "from bertopic import BERTopic"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "THHR7ie0C_f1",
        "outputId": "47f6d8fc-e729-41c1-cb53-015c714d32d4"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: bertopic in /usr/local/lib/python3.10/dist-packages (0.16.4)\n",
            "Requirement already satisfied: hdbscan>=0.8.29 in /usr/local/lib/python3.10/dist-packages (from bertopic) (0.8.40)\n",
            "Requirement already satisfied: numpy>=1.20.0 in /usr/local/lib/python3.10/dist-packages (from bertopic) (1.26.4)\n",
            "Requirement already satisfied: pandas>=1.1.5 in /usr/local/lib/python3.10/dist-packages (from bertopic) (2.2.2)\n",
            "Requirement already satisfied: plotly>=4.7.0 in /usr/local/lib/python3.10/dist-packages (from bertopic) (5.24.1)\n",
            "Requirement already satisfied: scikit-learn>=0.22.2.post1 in /usr/local/lib/python3.10/dist-packages (from bertopic) (1.5.2)\n",
            "Requirement already satisfied: sentence-transformers>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from bertopic) (3.2.1)\n",
            "Requirement already satisfied: tqdm>=4.41.1 in /usr/local/lib/python3.10/dist-packages (from bertopic) (4.66.6)\n",
            "Requirement already satisfied: umap-learn>=0.5.0 in /usr/local/lib/python3.10/dist-packages (from bertopic) (0.5.7)\n",
            "Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.10/dist-packages (from hdbscan>=0.8.29->bertopic) (1.13.1)\n",
            "Requirement already satisfied: joblib>=1.0 in /usr/local/lib/python3.10/dist-packages (from hdbscan>=0.8.29->bertopic) (1.4.2)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.5->bertopic) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.5->bertopic) (2024.2)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.5->bertopic) (2024.2)\n",
            "Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from plotly>=4.7.0->bertopic) (9.0.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from plotly>=4.7.0->bertopic) (24.2)\n",
            "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.22.2.post1->bertopic) (3.5.0)\n",
            "Requirement already satisfied: transformers<5.0.0,>=4.41.0 in /usr/local/lib/python3.10/dist-packages (from sentence-transformers>=0.4.1->bertopic) (4.46.3)\n",
            "Requirement already satisfied: torch>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from sentence-transformers>=0.4.1->bertopic) (2.5.1+cu121)\n",
            "Requirement already satisfied: huggingface-hub>=0.20.0 in /usr/local/lib/python3.10/dist-packages (from sentence-transformers>=0.4.1->bertopic) (0.26.3)\n",
            "Requirement already satisfied: Pillow in /usr/local/lib/python3.10/dist-packages (from sentence-transformers>=0.4.1->bertopic) (11.0.0)\n",
            "Requirement already satisfied: numba>=0.51.2 in /usr/local/lib/python3.10/dist-packages (from umap-learn>=0.5.0->bertopic) (0.60.0)\n",
            "Requirement already satisfied: pynndescent>=0.5 in /usr/local/lib/python3.10/dist-packages (from umap-learn>=0.5.0->bertopic) (0.5.13)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.20.0->sentence-transformers>=0.4.1->bertopic) (3.16.1)\n",
            "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.20.0->sentence-transformers>=0.4.1->bertopic) (2024.10.0)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.20.0->sentence-transformers>=0.4.1->bertopic) (6.0.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.20.0->sentence-transformers>=0.4.1->bertopic) (2.32.3)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.20.0->sentence-transformers>=0.4.1->bertopic) (4.12.2)\n",
            "Requirement already satisfied: llvmlite<0.44,>=0.43.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba>=0.51.2->umap-learn>=0.5.0->bertopic) (0.43.0)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas>=1.1.5->bertopic) (1.16.0)\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers>=0.4.1->bertopic) (3.4.2)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers>=0.4.1->bertopic) (3.1.4)\n",
            "Requirement already satisfied: sympy==1.13.1 in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers>=0.4.1->bertopic) (1.13.1)\n",
            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy==1.13.1->torch>=1.11.0->sentence-transformers>=0.4.1->bertopic) (1.3.0)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.41.0->sentence-transformers>=0.4.1->bertopic) (2024.9.11)\n",
            "Requirement already satisfied: tokenizers<0.21,>=0.20 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.41.0->sentence-transformers>=0.4.1->bertopic) (0.20.3)\n",
            "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.41.0->sentence-transformers>=0.4.1->bertopic) (0.4.5)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.11.0->sentence-transformers>=0.4.1->bertopic) (3.0.2)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.20.0->sentence-transformers>=0.4.1->bertopic) (3.4.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.20.0->sentence-transformers>=0.4.1->bertopic) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.20.0->sentence-transformers>=0.4.1->bertopic) (2.2.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.20.0->sentence-transformers>=0.4.1->bertopic) (2024.8.30)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install datamapplot\n",
        "import datamapplot"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "93Roe9iggNDG",
        "outputId": "35124ffe-2463-4888-ea0d-3e68ea605d42"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: datamapplot in /usr/local/lib/python3.10/dist-packages (0.4.2)\n",
            "Requirement already satisfied: colorcet in /usr/local/lib/python3.10/dist-packages (from datamapplot) (3.1.0)\n",
            "Requirement already satisfied: colorspacious>=1.1 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (1.1.2)\n",
            "Requirement already satisfied: datashader>=0.16 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (0.16.3)\n",
            "Requirement already satisfied: importlib-resources in /usr/local/lib/python3.10/dist-packages (from datamapplot) (6.4.5)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (3.1.4)\n",
            "Requirement already satisfied: matplotlib>=3.8 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (3.8.0)\n",
            "Requirement already satisfied: numba>=0.56 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (0.60.0)\n",
            "Requirement already satisfied: numpy>=1.21 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (1.26.4)\n",
            "Requirement already satisfied: pandas>=1.0 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (2.2.2)\n",
            "Requirement already satisfied: pyarrow in /usr/local/lib/python3.10/dist-packages (from datamapplot) (17.0.0)\n",
            "Requirement already satisfied: pylabeladjust in /usr/local/lib/python3.10/dist-packages (from datamapplot) (0.1.13)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from datamapplot) (2.32.3)\n",
            "Requirement already satisfied: rcssmin>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (1.2.0)\n",
            "Requirement already satisfied: rjsmin>=1.2.2 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (1.2.3)\n",
            "Requirement already satisfied: scikit-image>=0.22 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (0.24.0)\n",
            "Requirement already satisfied: scikit-learn>=1.1 in /usr/local/lib/python3.10/dist-packages (from datamapplot) (1.5.2)\n",
            "Requirement already satisfied: dask in /usr/local/lib/python3.10/dist-packages (from datashader>=0.16->datamapplot) (2024.10.0)\n",
            "Requirement already satisfied: multipledispatch in /usr/local/lib/python3.10/dist-packages (from datashader>=0.16->datamapplot) (1.0.0)\n",
            "Requirement already satisfied: param in /usr/local/lib/python3.10/dist-packages (from datashader>=0.16->datamapplot) (2.1.1)\n",
            "Requirement already satisfied: pillow in /usr/local/lib/python3.10/dist-packages (from datashader>=0.16->datamapplot) (11.0.0)\n",
            "Requirement already satisfied: pyct in /usr/local/lib/python3.10/dist-packages (from datashader>=0.16->datamapplot) (0.5.0)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from datashader>=0.16->datamapplot) (1.13.1)\n",
            "Requirement already satisfied: toolz in /usr/local/lib/python3.10/dist-packages (from datashader>=0.16->datamapplot) (0.12.1)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from datashader>=0.16->datamapplot) (24.2)\n",
            "Requirement already satisfied: xarray in /usr/local/lib/python3.10/dist-packages (from datashader>=0.16->datamapplot) (2024.10.0)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.8->datamapplot) (1.3.1)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.8->datamapplot) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.8->datamapplot) (4.55.0)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.8->datamapplot) (1.4.7)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.8->datamapplot) (3.2.0)\n",
            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.8->datamapplot) (2.8.2)\n",
            "Requirement already satisfied: llvmlite<0.44,>=0.43.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba>=0.56->datamapplot) (0.43.0)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.0->datamapplot) (2024.2)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.0->datamapplot) (2024.2)\n",
            "Requirement already satisfied: networkx>=2.8 in /usr/local/lib/python3.10/dist-packages (from scikit-image>=0.22->datamapplot) (3.4.2)\n",
            "Requirement already satisfied: imageio>=2.33 in /usr/local/lib/python3.10/dist-packages (from scikit-image>=0.22->datamapplot) (2.36.1)\n",
            "Requirement already satisfied: tifffile>=2022.8.12 in /usr/local/lib/python3.10/dist-packages (from scikit-image>=0.22->datamapplot) (2024.9.20)\n",
            "Requirement already satisfied: lazy-loader>=0.4 in /usr/local/lib/python3.10/dist-packages (from scikit-image>=0.22->datamapplot) (0.4)\n",
            "Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=1.1->datamapplot) (1.4.2)\n",
            "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=1.1->datamapplot) (3.5.0)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->datamapplot) (3.0.2)\n",
            "Requirement already satisfied: Pyqtree<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from pylabeladjust->datamapplot) (1.0.0)\n",
            "Requirement already satisfied: tqdm<5.0.0,>=4.66.2 in /usr/local/lib/python3.10/dist-packages (from pylabeladjust->datamapplot) (4.66.6)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->datamapplot) (3.4.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->datamapplot) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->datamapplot) (2.2.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->datamapplot) (2024.8.30)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=3.8->datamapplot) (1.16.0)\n",
            "Requirement already satisfied: click>=8.1 in /usr/local/lib/python3.10/dist-packages (from dask->datashader>=0.16->datamapplot) (8.1.7)\n",
            "Requirement already satisfied: cloudpickle>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from dask->datashader>=0.16->datamapplot) (3.1.0)\n",
            "Requirement already satisfied: fsspec>=2021.09.0 in /usr/local/lib/python3.10/dist-packages (from dask->datashader>=0.16->datamapplot) (2024.10.0)\n",
            "Requirement already satisfied: partd>=1.4.0 in /usr/local/lib/python3.10/dist-packages (from dask->datashader>=0.16->datamapplot) (1.4.2)\n",
            "Requirement already satisfied: pyyaml>=5.3.1 in /usr/local/lib/python3.10/dist-packages (from dask->datashader>=0.16->datamapplot) (6.0.2)\n",
            "Requirement already satisfied: importlib-metadata>=4.13.0 in /usr/local/lib/python3.10/dist-packages (from dask->datashader>=0.16->datamapplot) (8.5.0)\n",
            "Requirement already satisfied: zipp>=3.20 in /usr/local/lib/python3.10/dist-packages (from importlib-metadata>=4.13.0->dask->datashader>=0.16->datamapplot) (3.21.0)\n",
            "Requirement already satisfied: locket in /usr/local/lib/python3.10/dist-packages (from partd>=1.4.0->dask->datashader>=0.16->datamapplot) (1.0.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def logg(x):\n",
        "    y = np.log(x)\n",
        "    y[x==0] = 0\n",
        "    return y\n",
        "\n",
        "def nmi_fn(A): # A = Pwc\n",
        "    aw = A.sum(axis=1).flatten() # word probability\n",
        "    ac = A.sum(axis=0).flatten() # class probability\n",
        "    Hc = np.multiply(ac,-logg(ac)).sum() # class entropy\n",
        "    A2 = ((A/ac).T/aw).T\n",
        "    A2.data = logg(A2.data)\n",
        "    y = (A.multiply(A2)).sum()/Hc\n",
        "    return y\n",
        "\n",
        "def modularity_fn(A):\n",
        "    y = A.trace()-(A.sum(axis=0)*A.sum(axis=1)).item()\n",
        "    return y\n",
        "\n",
        "def ncut_fn(A):\n",
        "    y = ((A.sum(axis=0)-A.diagonal())/A.sum(axis=0)).mean()\n",
        "    return y\n",
        "\n",
        "def pagerank_fn(M,q,c=.85,it=60):\n",
        "    r = q.copy() # ranking matrix, initialized to q (copy)\n",
        "    for k in range(it): # slow cycle\n",
        "      r = c*M.dot(r) + (1-c)*q\n",
        "    return r\n",
        "\n",
        "def _infomap_fn(v):\n",
        "    y = -(v.data*logg(v.data/v.sum())).sum()\n",
        "    return y\n",
        "\n",
        "def infomap_rank_fn(Pdd):\n",
        "    # transition matrix\n",
        "    pd = Pdd.sum(axis=0).flatten()\n",
        "    M = sps.csr_matrix(Pdd/pd)\n",
        "    # pagerank vector - faster than r = pagerank_fn(M,q)\n",
        "    G = ig.Graph.Adjacency((M > 0).toarray().tolist())\n",
        "    G.es['weight'] = np.array(M[M.nonzero()])[0]\n",
        "    r = G.pagerank(weights='weight')\n",
        "    r = (sps.csr_matrix(np.array(r))).T\n",
        "    return r\n",
        "\n",
        "def infomap_fn(C,Pdd,r):\n",
        "    pd = Pdd.sum(axis=0).flatten()\n",
        "    M = Pdd/pd # transition matrix\n",
        "    # extract vectors\n",
        "    z = (C.T).dot(sps.diags(r.toarray().flatten()))\n",
        "    q = sps.csr_matrix((1,z.shape[0]))\n",
        "    c = .85\n",
        "    for i in range(z.shape[0]):\n",
        "      tmp = ((C[:,i].transpose()).dot(M)).dot(z[i].transpose())\n",
        "      q[0,i] = (1-(1-c)*C[:,i].sum()/M.shape[0])*z[i].sum()-c*tmp[0,0]\n",
        "    # extract statistics\n",
        "    y = _infomap_fn(q)\n",
        "    for i in range(z.shape[0]):\n",
        "      y += _infomap_fn(sps.hstack([z[i],sps.csr_matrix([[q[0,i]]])]))\n",
        "    # normalize\n",
        "    y = (y/_infomap_fn(pd))-1\n",
        "    return y\n",
        "\n",
        "def _hlstr(string: str , color: str = 'white'):\n",
        "    # return f\"<mark style=background-color:{color}>{string} </mark>\"\n",
        "    return f\"<span style=\\\"color:{color}\\\">{string} </span>\"\n",
        "\n",
        "def _colorize(attrs: np.ndarray, cmap: str = 'PiYG'):\n",
        "    norm = mpl.colors.Normalize(vmin=-1, vmax=1)\n",
        "    cmap = matplotlib.colormaps.get_cmap(cmap)\n",
        "    return list(map(lambda x: mpl.colors.rgb2hex(cmap(norm(x))), attrs))\n",
        "\n",
        "def _display_html(tokens, attrs, co=1):\n",
        "    return HTML(\"\".join(list(map(_hlstr, tokens, _colorize(co*attrs)))))\n",
        "\n",
        "def get_words_html(vec,wor,N):\n",
        "    ind = np.argsort(-vec)\n",
        "    wor = wor[ind[:N]]\n",
        "    vec = vec[ind[:N]]\n",
        "    vec = vec/vec[0]\n",
        "    for j in range(len(wor)):\n",
        "        wor[j] = str(nlp(str(wor[j]))[0].lemma_)\n",
        "    return _display_html(wor,vec).data"
      ],
      "metadata": {
        "id": "r1QkkJSSngt4"
      },
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class TopicDetection:\n",
        "    # builds an occurrence matrix for words\n",
        "    def __init__(self, ct_class=[], n_min=2, n_max=1e10):\n",
        "      if ct_class:\n",
        "        # capture execution time\n",
        "        tic = time.time()\n",
        "        # collection of words\n",
        "        self.words = np.unique([item for sublist in ct_class.pos_clean for item in sublist])\n",
        "        # words dictionary\n",
        "        words_dict = dict(zip(self.words,range(len(self.words))))\n",
        "        # occurrence matrix for words\n",
        "        self.Mwd = csr_matrix((len(self.words), len(ct_class.text)), dtype = np.int8).toarray()\n",
        "        for i in range(len(ct_class.text)):\n",
        "            for j in ct_class.pos_clean[i]:\n",
        "                self.Mwd[words_dict[j],i] += 1\n",
        "        # documents list\n",
        "        self.documents = np.array(range(len(ct_class.text)))\n",
        "        # remove words that are used once or twice\n",
        "        select = ((np.sum(self.Mwd,axis=1)>=n_min)&(np.sum(self.Mwd,axis=1)<n_max))\n",
        "        print('removing words...')\n",
        "        with np.printoptions(threshold=np.inf):\n",
        "          print(self.words[(np.sum(self.Mwd,axis=1)>=n_max)])\n",
        "        self.Mwd = self.Mwd[select,:]\n",
        "        self.words = self.words[select]\n",
        "        # remove documents that do not contain words\n",
        "        select = (np.sum(self.Mwd,axis=0)>0)\n",
        "        self.Mwd = csr_matrix(self.Mwd[:,select])\n",
        "        self.documents = self.documents[select]\n",
        "        # capture execution time\n",
        "        print(f'Occurrence matrix: execution time {time.time()-tic} [s]')\n",
        "\n",
        "    # plots words occurrencies\n",
        "    def plot_word_occurrence(self):\n",
        "        plt.figure(figsize=(4, 3))\n",
        "        plt.semilogy(-np.sort(-np.asarray(np.sum(td1.Mwd,axis=1)).reshape(-1)))\n",
        "        plt.grid(True)\n",
        "        plt.xlabel('word id')\n",
        "        plt.ylabel('# of occurrences')\n",
        "        plt.title(\"words occurrencies\")\n",
        "\n",
        "    # plots degree distributions\n",
        "    def plot_degree_distributions(self,quale='words'):\n",
        "        if quale=='words':\n",
        "            dw = np.squeeze(np.asarray(self.Mwd.sum(axis=1))) # words degrees\n",
        "        else:\n",
        "            dw = np.squeeze(np.asarray(self.Mwd.sum(axis=0))) # documents degrees\n",
        "        # degree distribution\n",
        "        k = np.unique(dw)\n",
        "        pk = np.histogram(dw,np.append(k,k[-1]+1))[0]\n",
        "        pk = pk/pk.sum()\n",
        "        Pk = 1-np.cumsum(pk)\n",
        "        # plot\n",
        "        fig = plt.figure(figsize=(4, 3))\n",
        "        plt.loglog(k,pk,'o')\n",
        "        if quale=='words':\n",
        "            plt.title(\"degree distribution for words\")\n",
        "        else:\n",
        "            plt.title(\"degree distribution for documents\")\n",
        "        plt.xlabel(\"k\")\n",
        "        plt.ylabel(\"pk\")\n",
        "        plt.grid(True)\n",
        "        plt.show()\n",
        "\n",
        "    # build probability matrices\n",
        "    def probability_matrices(self, equalik = True, tform = False):\n",
        "        # capture execution time\n",
        "        tic = time.time()\n",
        "        if equalik: # documents equally likely\n",
        "            self.Pwd = self.Mwd/self.Mwd.sum(axis=0).flatten()/self.Mwd.shape[1]\n",
        "        else: # documents proportional to their length\n",
        "            self.Pwd = self.Mwd/self.Mwd.sum()\n",
        "        # TF-IDF format\n",
        "        if (tform):\n",
        "            iw = -logg(np.sum(self.Mwd>0,axis=1).flatten()/self.Mwd.shape[1])\n",
        "            self.Pwd = sps.diags(np.array(iw)[0]).dot(self.Pwd) # TF-IDF form\n",
        "            self.Pwd = self.Pwd/self.Pwd.sum() # normalize, treat it as Pwd\n",
        "        # words and document matrices\n",
        "        self.pd = self.Pwd.sum(axis=0).flatten()\n",
        "        self.Pww = (self.Pwd/self.pd).dot(self.Pwd.T)\n",
        "        self.pw = self.Pwd.sum(axis=1).flatten()\n",
        "        self.Pdd = (self.Pwd.T/self.pw).dot(self.Pwd)\n",
        "        # # joint words and document matrix - documents first\n",
        "        # self.Paa = sps.hstack((sps.csr_matrix((self.Pwd.shape[1],self.Pwd.shape[1])),self.Pwd.T))\n",
        "        # self.Paa = sps.vstack((self.Paa,sps.hstack((self.Pwd,sps.csr_matrix((self.Pwd.shape[0],self.Pwd.shape[0]))))))\n",
        "        # self.Paa = self.Paa/2.0\n",
        "        # ranking vector for Infomap\n",
        "        self.rd = infomap_rank_fn(self.Pdd)\n",
        "        # capture execution time\n",
        "        print(f'Probability matrices: execution time {time.time()-tic} [s]')\n",
        "\n",
        "    # run topic detection using Louvain\n",
        "    def topic_detection_louvain(self):\n",
        "        # capture execution time\n",
        "        tic = time.time()\n",
        "\n",
        "        # build a graph based on Pdd as adjacency matrix\n",
        "        A = sps.csr_matrix(self.Pdd)\n",
        "        G = ig.Graph.Adjacency((A > 0).toarray().tolist())\n",
        "        G.es['weight'] = np.array(A[A.nonzero()])[0]\n",
        "        # run Louvain on the graph to get a partition\n",
        "        self.topics = leidenalg.find_partition(G, leidenalg.ModularityVertexPartition,\n",
        "                                        weights='weight')\n",
        "        # map the partition into a community assignment matrix C\n",
        "        self.C = self._partition_to_C()\n",
        "        self.topics = [np.argmax(i) for i in self.C] # turn C into a vector!\n",
        "        # updates topic matrices\n",
        "        self.Pwc = self.Pwd.dot(self.C) # joint word + class probability\n",
        "        self.Pcc = ((self.C.T).dot(self.Pdd)).dot(self.C) # joint class + class probability\n",
        "        self.pc = self.Pcc.sum(axis=0)\n",
        "\n",
        "        # capture execution time\n",
        "        ext = time.time()-tic\n",
        "        print(f'Louvain topic detection: execution time {ext} [s]')\n",
        "        return ext\n",
        "\n",
        "    # function to map the partition into a community assignment matrix C\n",
        "    # where rows represent documents, and columns represent topics\n",
        "    def _partition_to_C(self):\n",
        "      C = sps.csr_matrix((self.Pdd.shape[0],len(self.topics)))\n",
        "      for i in range(len(self.topics)):\n",
        "        C[np.array(self.topics[i]),i] = 1\n",
        "      return C\n",
        "\n",
        "    # display clustering metrics\n",
        "    def clustering_metrics(self, ext=np.inf):\n",
        "        NMI = nmi_fn(self.Pwc)\n",
        "        Q = modularity_fn(self.Pcc)\n",
        "        Ncut = ncut_fn(self.Pcc)\n",
        "        Infomap = infomap_fn(self.C,self.Pdd,self.rd)\n",
        "        if (self.pc.shape[1]==1):\n",
        "            com = 0\n",
        "        else:\n",
        "            com = _infomap_fn(self.pc)/np.log(self.pc.shape[1])\n",
        "        if ext==np.inf:\n",
        "          self.stats = {'topics': self.C.shape[1], 'com': com,\n",
        "                        'NMI': NMI, 'Q': Q, 'Ncut': Ncut, 'Infomap': Infomap}\n",
        "        else:\n",
        "          self.stats = {'topics': self.C.shape[1], 'com': com, 'time': ext,\n",
        "                        'NMI': NMI, 'Q': Q, 'Ncut': Ncut, 'Infomap': Infomap}\n",
        "\n",
        "    # display clusters\n",
        "    def display_clusters(self):\n",
        "        # ordered cluster matrix\n",
        "        pos = np.argsort(np.array([np.argmax(i) for i in self.C]))\n",
        "        C = sps.csr_matrix(self.C.copy()).astype(np.float32)\n",
        "        C = C[pos,]\n",
        "        M = C*(C.T) # binary matrix with ones inside the communities\n",
        "        # plot\n",
        "        fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(6, 3))\n",
        "        ax[0].plot(np.array(self.C.sum(axis=0))[0]/self.C.sum(),'o')\n",
        "        ax[0].set_title('clusters dimensions')\n",
        "        ax[0].grid(True)\n",
        "        ax[1].imshow(M.toarray(), cmap='viridis')\n",
        "        ax[1].set_xticklabels([])\n",
        "        ax[1].set_yticklabels([])\n",
        "        ax[1].set_title('clusters patterns')\n",
        "\n",
        "    # display keywords\n",
        "    def display_keywords(self, text, N=15):\n",
        "      # build HTML array according to the weights in Pwc\n",
        "      x = []\n",
        "      for i in range(self.Pwc.shape[1]):\n",
        "        x.append([get_words_html(self.Pwc.T[i].toarray()[0],self.words,N)])\n",
        "      # build HTML array according to TF-IDF weigts in BERTopic\n",
        "      topic_model = BERTopic() # prepare a BERTopic instance\n",
        "      topic_model.fit(text)\n",
        "      topic_model.update_topics(text, topics=self.topics, top_n_words=N)\n",
        "      bx = [] #\n",
        "      for k in range(self.C.shape[1]):\n",
        "        wor = np.array([i for (i,j) in topic_model.get_topic(k)])\n",
        "        vec = np.array([j for (i,j) in topic_model.get_topic(k)])\n",
        "        bx.append([get_words_html(vec,wor,N)])\n",
        "      # join them together and add titles\n",
        "      c = np.concatenate(([[f'{i}'] for i in range(self.C.shape[1])],\n",
        "                          [[f'{int(i)}'] for i in np.array(self.C.sum(axis=0))[0]],\n",
        "                          np.array(x),np.array(bx)), axis=1)\n",
        "      c = np.concatenate(([['Topic','#docs','Probability matrices keywords',\n",
        "                                    'BERTopic keywords']],c))\n",
        "      # map into HTML table and print\n",
        "      out = '<table><col><col><col width=\\\"250\\\"><col width=\\\"250\\\">'\n",
        "      out = out + ''\n",
        "      for sublist in c:\n",
        "          out = out + ' <tr><td style=\\\"padding:1px 8px;\\\" valign=\\\"top\\\">'\n",
        "          out = out + ' </td><td style=\\\"padding:1px 8px;\\\" valign=\\\"top\\\">'.join(sublist)\n",
        "          out = out + ' </td></tr>'\n",
        "      out = out + ' </table>'\n",
        "      display(HTML(out))\n",
        "\n",
        "    # export data\n",
        "    def pickle_export(self, filename):\n",
        "        out_data = {\n",
        "            'words': self.words,\n",
        "            'documents': self.documents,\n",
        "            'Mwd': self.Mwd,\n",
        "            'Pwd': self.Pwd,\n",
        "            'Pww': self.Pww,\n",
        "            'Pdd': self.Pdd,\n",
        "            'pd': self.pd,\n",
        "            'pw': self.pw,\n",
        "            'rd': self.rd,\n",
        "            'Pwc': self.Pwc,\n",
        "            'Pcc': self.Pcc,\n",
        "            'pc': self.pc,\n",
        "            'Pwc': self.Pwc,\n",
        "            'Pcc': self.Pcc,\n",
        "            'pc': self.pc,\n",
        "            'C': self.C,\n",
        "            'topics': self.topics,\n",
        "            'stats': self.stats\n",
        "        }\n",
        "        with open(filename, 'wb') as f:\n",
        "            pickle.dump(out_data, f)\n",
        "\n",
        "    # import data\n",
        "    def pickle_import(self, filename):\n",
        "        with open(filename, 'rb') as f:\n",
        "            in_data = pickle.load(f)\n",
        "        self.words = in_data['words']\n",
        "        self.documents = in_data['documents']\n",
        "        self.Mwd = in_data['Mwd']\n",
        "        self.Pwd = in_data['Pwd']\n",
        "        self.Pww = in_data['Pww']\n",
        "        self.Pdd = in_data['Pdd']\n",
        "        self.pd = in_data['pd']\n",
        "        self.pw = in_data['pw']\n",
        "        self.rd = in_data['rd']\n",
        "        self.Pwc = in_data['Pwc']\n",
        "        self.Pcc = in_data['Pcc']\n",
        "        self.pc = in_data['pc']\n",
        "        self.Pwc = in_data['Pwc']\n",
        "        self.Pcc = in_data['Pcc']\n",
        "        self.pc = in_data['pc']\n",
        "        self.C = in_data['C']\n",
        "        self.topics = in_data['topics']\n",
        "        self.stats = in_data['stats']"
      ],
      "metadata": {
        "id": "PqLrpW_bnlZc"
      },
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ERt8qIRCKo6M"
      },
      "source": [
        "# Load data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "id": "6RRz8RjDIfCn",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "89c73f82-e93e-46ae-c4b4-54b9e2dbe791"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   id_text                                               text\n",
              "0        0  while parking at a doctors office, i pulled in...\n",
              "1        0  Once i had parked i reied to say sorry as i co...\n",
              "2        0  It was after all a genuine mistake on my park ...\n",
              "3        0  but this person was in such a foul mood i coul...\n",
              "4        1                   My friend told me I am an idiot."
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b6b0e161-a7d5-4647-b8a2-88d42a96f4d7\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id_text</th>\n",
              "      <th>text</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>while parking at a doctors office, i pulled in...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>Once i had parked i reied to say sorry as i co...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0</td>\n",
              "      <td>It was after all a genuine mistake on my park ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0</td>\n",
              "      <td>but this person was in such a foul mood i coul...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>My friend told me I am an idiot.</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b6b0e161-a7d5-4647-b8a2-88d42a96f4d7')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-b6b0e161-a7d5-4647-b8a2-88d42a96f4d7 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-b6b0e161-a7d5-4647-b8a2-88d42a96f4d7');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-0f50a2b3-1bed-4b4d-8a05-30fbc89d78b3\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-0f50a2b3-1bed-4b4d-8a05-30fbc89d78b3')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-0f50a2b3-1bed-4b4d-8a05-30fbc89d78b3 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 2841,\n  \"fields\": [\n    {\n      \"column\": \"id_text\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 146,\n        \"min\": 0,\n        \"max\": 504,\n        \"num_unique_values\": 505,\n        \"samples\": [\n          173,\n          274,\n          490\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2835,\n        \"samples\": [\n          \"I glare at him and leave the room a few minutes later, he comes over to me with a cup of coffee and apologizes.\",\n          \"With the window open a car passes me, probably the one that honked earlier, who gestures rudely and insults me.\",\n          \"We walked home, as I wouldn't have sex I was called a slag, slut you name it\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 39
        }
      ],
      "source": [
        "# load dataframe\n",
        "df = pd.read_excel(\"Lab2_data.xlsx\")\n",
        "df.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# BERTopic"
      ],
      "metadata": {
        "id": "9BxItIR_snmB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "topic_model = BERTopic(nr_topics=\"auto\")\n",
        "docs = df['text']\n",
        "topics, probs = topic_model.fit_transform(docs)\n",
        "topic_model.get_topic_info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "q4QDfLrgeOsQ",
        "outputId": "b185d541-72e9-445e-e770-29c01e90e137"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Topic  Count                                    Name  \\\n",
              "0      -1   1240                        -1_the_to_and_me   \n",
              "1       0    324                        0_she_her_me_and   \n",
              "2       1    268                    1_feel_felt_and_very   \n",
              "3       2    230                         2_he_him_me_and   \n",
              "4       3    128                      3_bus_the_car_road   \n",
              "5       4     99                 4_friends_with_bar_were   \n",
              "6       5     64                     5_driver_car_the_me   \n",
              "7       6     63     6_friend_with_relationship_argument   \n",
              "8       7     38           7_didn_nothing_result_surprjs   \n",
              "9       8     34             8_customer_item_the_receipt   \n",
              "10      9     33         9_patient_doctor_hospital_visit   \n",
              "11     10     32  10_line_supermarket_customer_customers   \n",
              "12     11     24               11_sexist_insult_as_would   \n",
              "13     12     22        12_working_waitress_job_clothing   \n",
              "14     13     21                13_happened_ago_it_never   \n",
              "15     14     21               14_slut_called_slag_names   \n",
              "16     15     20                   15_man_he_me_suddenly   \n",
              "17     16     20       16_sorry_apologise_apologized_but   \n",
              "18     17     20              17_talking_am_thesis_about   \n",
              "19     18     19              18_try_take_little_anymore   \n",
              "20     19     19            19_teacher_test_teachers_the   \n",
              "21     20     18                20_street_walking_own_am   \n",
              "22     21     17               21_calm_not_situation_try   \n",
              "23     22     15            22_gentleman_tray_plate_asks   \n",
              "24     23     14             23_parking_space_car_pulled   \n",
              "25     24     13                 24_it_winter_dark_night   \n",
              "26     25     13                 25_my_sister_starts_cry   \n",
              "27     26     12                    26_16_boys_was_group   \n",
              "\n",
              "                                       Representation  \\\n",
              "0       [the, to, and, me, was, he, my, in, that, of]   \n",
              "1   [she, her, me, and, to, that, they, the, my, c...   \n",
              "2   [feel, felt, and, very, because, it, scared, s...   \n",
              "3   [he, him, me, and, to, that, his, with, starte...   \n",
              "4   [bus, the, car, road, on, traffic, stop, drivi...   \n",
              "5   [friends, with, bar, were, my, out, we, of, th...   \n",
              "6   [driver, car, the, me, window, and, at, behind...   \n",
              "7   [friend, with, relationship, argument, boyfrie...   \n",
              "8   [didn, nothing, result, surprjs, ha, facts, pa...   \n",
              "9   [customer, item, the, receipt, refund, shop, p...   \n",
              "10  [patient, doctor, hospital, visit, nurse, bloo...   \n",
              "11  [line, supermarket, customer, customers, the, ...   \n",
              "12  [sexist, insult, as, would, women, it, people,...   \n",
              "13  [working, waitress, job, clothing, am, hotel, ...   \n",
              "14  [happened, ago, it, never, experience, this, y...   \n",
              "15  [slut, called, slag, names, attention, guy, na...   \n",
              "16  [man, he, me, suddenly, rush, crossed, the, st...   \n",
              "17  [sorry, apologise, apologized, but, say, we, w...   \n",
              "18  [talking, am, thesis, about, subject, desk, un...   \n",
              "19  [try, take, little, anymore, no, leaving, enou...   \n",
              "20  [teacher, test, teachers, the, classroom, day,...   \n",
              "21  [street, walking, own, am, busy, on, business,...   \n",
              "22  [calm, not, situation, try, but, to, was, as, ...   \n",
              "23  [gentleman, tray, plate, asks, he, take, him, ...   \n",
              "24  [parking, space, car, pulled, unload, looking,...   \n",
              "25  [it, winter, dark, night, was, evening, ago, i...   \n",
              "26  [my, sister, starts, cry, brother, grandmother...   \n",
              "27  [16, boys, was, group, age, time, first, young...   \n",
              "\n",
              "                                  Representative_Docs  \n",
              "0   [I was very upset and this was not normally th...  \n",
              "1   [When she did finally address me, she just sai...  \n",
              "2   [and I feel very bad about it., I felt attacke...  \n",
              "3   [He started to say he had something to tell me...  \n",
              "4   [The bus then pulled up to the bus stop., I wa...  \n",
              "5   [It was on a day out with my friends., I was o...  \n",
              "6   [We were in the middle of crossing the road an...  \n",
              "7   [I'm talking to my ex-boyfriend who I'm still ...  \n",
              "8   [Facts: I do the package, Obviously I did as h...  \n",
              "9   [I was working in my shop and a customer came ...  \n",
              "10  [and I were called to the hospital because the...  \n",
              "11  [I'm in line at the pharmacy, waiting for my t...  \n",
              "12  [I would personally ignore such people who fee...  \n",
              "13  [I m working in a Turkish restaurant as a wait...  \n",
              "14  [It happened to me in a club a few years ago.,...  \n",
              "15  [If I were to be addressed as a slut it is pos...  \n",
              "16  [A man was walking behind me., Suddenly a man ...  \n",
              "17  [I confront my friend and we decide to confron...  \n",
              "18  [I was talking to a friend of mine at universi...  \n",
              "19  [So I move forward a little and, little by lit...  \n",
              "20  [During high school, I was in my second year s...  \n",
              "21  [I am walking down a street on my own, just go...  \n",
              "22  [I'm insulted with the invitation to stay calm...  \n",
              "23  [I take the empty plate away from him, go to t...  \n",
              "24  [I leave the car in front of the first parking...  \n",
              "25  [I don't know why he did it, it was also autum...  \n",
              "26  [At this point my mother and I respond and the...  \n",
              "27  [I was 16 and my only fault was that I had got...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9e0e6914-a1b1-48ba-94fd-23cd9b1fef18\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Topic</th>\n",
              "      <th>Count</th>\n",
              "      <th>Name</th>\n",
              "      <th>Representation</th>\n",
              "      <th>Representative_Docs</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-1</td>\n",
              "      <td>1240</td>\n",
              "      <td>-1_the_to_and_me</td>\n",
              "      <td>[the, to, and, me, was, he, my, in, that, of]</td>\n",
              "      <td>[I was very upset and this was not normally th...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>324</td>\n",
              "      <td>0_she_her_me_and</td>\n",
              "      <td>[she, her, me, and, to, that, they, the, my, c...</td>\n",
              "      <td>[When she did finally address me, she just sai...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>268</td>\n",
              "      <td>1_feel_felt_and_very</td>\n",
              "      <td>[feel, felt, and, very, because, it, scared, s...</td>\n",
              "      <td>[and I feel very bad about it., I felt attacke...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2</td>\n",
              "      <td>230</td>\n",
              "      <td>2_he_him_me_and</td>\n",
              "      <td>[he, him, me, and, to, that, his, with, starte...</td>\n",
              "      <td>[He started to say he had something to tell me...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3</td>\n",
              "      <td>128</td>\n",
              "      <td>3_bus_the_car_road</td>\n",
              "      <td>[bus, the, car, road, on, traffic, stop, drivi...</td>\n",
              "      <td>[The bus then pulled up to the bus stop., I wa...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>4</td>\n",
              "      <td>99</td>\n",
              "      <td>4_friends_with_bar_were</td>\n",
              "      <td>[friends, with, bar, were, my, out, we, of, th...</td>\n",
              "      <td>[It was on a day out with my friends., I was o...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>5</td>\n",
              "      <td>64</td>\n",
              "      <td>5_driver_car_the_me</td>\n",
              "      <td>[driver, car, the, me, window, and, at, behind...</td>\n",
              "      <td>[We were in the middle of crossing the road an...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>6</td>\n",
              "      <td>63</td>\n",
              "      <td>6_friend_with_relationship_argument</td>\n",
              "      <td>[friend, with, relationship, argument, boyfrie...</td>\n",
              "      <td>[I'm talking to my ex-boyfriend who I'm still ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>7</td>\n",
              "      <td>38</td>\n",
              "      <td>7_didn_nothing_result_surprjs</td>\n",
              "      <td>[didn, nothing, result, surprjs, ha, facts, pa...</td>\n",
              "      <td>[Facts: I do the package, Obviously I did as h...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>8</td>\n",
              "      <td>34</td>\n",
              "      <td>8_customer_item_the_receipt</td>\n",
              "      <td>[customer, item, the, receipt, refund, shop, p...</td>\n",
              "      <td>[I was working in my shop and a customer came ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>9</td>\n",
              "      <td>33</td>\n",
              "      <td>9_patient_doctor_hospital_visit</td>\n",
              "      <td>[patient, doctor, hospital, visit, nurse, bloo...</td>\n",
              "      <td>[and I were called to the hospital because the...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>10</td>\n",
              "      <td>32</td>\n",
              "      <td>10_line_supermarket_customer_customers</td>\n",
              "      <td>[line, supermarket, customer, customers, the, ...</td>\n",
              "      <td>[I'm in line at the pharmacy, waiting for my t...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>11</td>\n",
              "      <td>24</td>\n",
              "      <td>11_sexist_insult_as_would</td>\n",
              "      <td>[sexist, insult, as, would, women, it, people,...</td>\n",
              "      <td>[I would personally ignore such people who fee...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>12</td>\n",
              "      <td>22</td>\n",
              "      <td>12_working_waitress_job_clothing</td>\n",
              "      <td>[working, waitress, job, clothing, am, hotel, ...</td>\n",
              "      <td>[I m working in a Turkish restaurant as a wait...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>13</td>\n",
              "      <td>21</td>\n",
              "      <td>13_happened_ago_it_never</td>\n",
              "      <td>[happened, ago, it, never, experience, this, y...</td>\n",
              "      <td>[It happened to me in a club a few years ago.,...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>14</td>\n",
              "      <td>21</td>\n",
              "      <td>14_slut_called_slag_names</td>\n",
              "      <td>[slut, called, slag, names, attention, guy, na...</td>\n",
              "      <td>[If I were to be addressed as a slut it is pos...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>15</td>\n",
              "      <td>20</td>\n",
              "      <td>15_man_he_me_suddenly</td>\n",
              "      <td>[man, he, me, suddenly, rush, crossed, the, st...</td>\n",
              "      <td>[A man was walking behind me., Suddenly a man ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>16</td>\n",
              "      <td>20</td>\n",
              "      <td>16_sorry_apologise_apologized_but</td>\n",
              "      <td>[sorry, apologise, apologized, but, say, we, w...</td>\n",
              "      <td>[I confront my friend and we decide to confron...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>17</td>\n",
              "      <td>20</td>\n",
              "      <td>17_talking_am_thesis_about</td>\n",
              "      <td>[talking, am, thesis, about, subject, desk, un...</td>\n",
              "      <td>[I was talking to a friend of mine at universi...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>18</td>\n",
              "      <td>19</td>\n",
              "      <td>18_try_take_little_anymore</td>\n",
              "      <td>[try, take, little, anymore, no, leaving, enou...</td>\n",
              "      <td>[So I move forward a little and, little by lit...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>19</td>\n",
              "      <td>19</td>\n",
              "      <td>19_teacher_test_teachers_the</td>\n",
              "      <td>[teacher, test, teachers, the, classroom, day,...</td>\n",
              "      <td>[During high school, I was in my second year s...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>20</td>\n",
              "      <td>18</td>\n",
              "      <td>20_street_walking_own_am</td>\n",
              "      <td>[street, walking, own, am, busy, on, business,...</td>\n",
              "      <td>[I am walking down a street on my own, just go...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>21</td>\n",
              "      <td>17</td>\n",
              "      <td>21_calm_not_situation_try</td>\n",
              "      <td>[calm, not, situation, try, but, to, was, as, ...</td>\n",
              "      <td>[I'm insulted with the invitation to stay calm...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>22</td>\n",
              "      <td>15</td>\n",
              "      <td>22_gentleman_tray_plate_asks</td>\n",
              "      <td>[gentleman, tray, plate, asks, he, take, him, ...</td>\n",
              "      <td>[I take the empty plate away from him, go to t...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>23</td>\n",
              "      <td>14</td>\n",
              "      <td>23_parking_space_car_pulled</td>\n",
              "      <td>[parking, space, car, pulled, unload, looking,...</td>\n",
              "      <td>[I leave the car in front of the first parking...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>24</td>\n",
              "      <td>13</td>\n",
              "      <td>24_it_winter_dark_night</td>\n",
              "      <td>[it, winter, dark, night, was, evening, ago, i...</td>\n",
              "      <td>[I don't know why he did it, it was also autum...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>25</td>\n",
              "      <td>13</td>\n",
              "      <td>25_my_sister_starts_cry</td>\n",
              "      <td>[my, sister, starts, cry, brother, grandmother...</td>\n",
              "      <td>[At this point my mother and I respond and the...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>26</td>\n",
              "      <td>12</td>\n",
              "      <td>26_16_boys_was_group</td>\n",
              "      <td>[16, boys, was, group, age, time, first, young...</td>\n",
              "      <td>[I was 16 and my only fault was that I had got...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9e0e6914-a1b1-48ba-94fd-23cd9b1fef18')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-9e0e6914-a1b1-48ba-94fd-23cd9b1fef18 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-9e0e6914-a1b1-48ba-94fd-23cd9b1fef18');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-077112fb-5f5a-4c6f-b7e5-3c5de1f191d1\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-077112fb-5f5a-4c6f-b7e5-3c5de1f191d1')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-077112fb-5f5a-4c6f-b7e5-3c5de1f191d1 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"topic_model\",\n  \"rows\": 28,\n  \"fields\": [\n    {\n      \"column\": \"Topic\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8,\n        \"min\": -1,\n        \"max\": 26,\n        \"num_unique_values\": 28,\n        \"samples\": [\n          8,\n          24,\n          7\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 237,\n        \"min\": 12,\n        \"max\": 1240,\n        \"num_unique_values\": 23,\n        \"samples\": [\n          20,\n          34,\n          1240\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 28,\n        \"samples\": [\n          \"8_customer_item_the_receipt\",\n          \"24_it_winter_dark_night\",\n          \"7_didn_nothing_result_surprjs\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Representation\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Representative_Docs\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "topic_model.visualize_topics()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "0NJP2djOez5S",
        "outputId": "71cfca88-e427-484c-92de-c890b91e4e93"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"21662f47-77cc-4bdb-ab1f-ee7e73a140b2\" class=\"plotly-graph-div\" style=\"height:650px; width:650px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"21662f47-77cc-4bdb-ab1f-ee7e73a140b2\")) {                    Plotly.newPlot(                        \"21662f47-77cc-4bdb-ab1f-ee7e73a140b2\",                        [{\"customdata\":[[0,\"she | her | me | and | to\",324],[1,\"feel | felt | and | very | because\",268],[2,\"he | him | me | and | to\",230],[3,\"bus | the | car | road | on\",128],[4,\"friends | with | bar | were | my\",99],[5,\"driver | car | the | me | window\",64],[6,\"friend | with | relationship | argument | boyfriend\",63],[7,\"didn | nothing | result | surprjs | ha\",38],[8,\"customer | item | the | receipt | refund\",34],[9,\"patient | doctor | hospital | visit | nurse\",33],[10,\"line | supermarket | customer | customers | the\",32],[11,\"sexist | insult | as | would | women\",24],[12,\"working | waitress | job | clothing | am\",22],[13,\"happened | ago | it | never | experience\",21],[14,\"slut | called | slag | names | attention\",21],[15,\"man | he | me | suddenly | rush\",20],[16,\"sorry | apologise | apologized | but | say\",20],[17,\"talking | am | thesis | about | subject\",20],[18,\"try | take | little | anymore | no\",19],[19,\"teacher | test | teachers | the | classroom\",19],[20,\"street | walking | own | am | busy\",18],[21,\"calm | not | situation | try | but\",17],[22,\"gentleman | tray | plate | asks | he\",15],[23,\"parking | space | car | pulled | unload\",14],[24,\"it | winter | dark | night | was\",13],[25,\"my | sister | starts | cry | brother\",13],[26,\"16 | boys | was | group | age\",12]],\"hovertemplate\":\"\\u003cb\\u003eTopic %{customdata[0]}\\u003c\\u002fb\\u003e\\u003cbr\\u003e%{customdata[1]}\\u003cbr\\u003eSize: %{customdata[2]}\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#B0BEC5\",\"size\":[324,268,230,128,99,64,63,38,34,33,32,24,22,21,21,20,20,20,19,19,18,17,15,14,13,13,12],\"sizemode\":\"area\",\"sizeref\":0.2025,\"symbol\":\"circle\",\"line\":{\"color\":\"DarkSlateGrey\",\"width\":2}},\"mode\":\"markers\",\"name\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"x\":[14.709801,16.276577,5.1676106,-4.449594,4.2957816,-5.0015774,4.720475,16.807205,19.59605,19.340248,19.625866,14.401162,19.267052,16.198404,14.212224,4.8209505,15.636217,19.255653,16.696316,19.253813,-4.2966647,15.343076,5.2208495,-4.681175,4.3502774,14.632333,3.9457989],\"xaxis\":\"x\",\"y\":[-14.13903,-14.121587,5.6151757,-12.270795,6.153349,-11.718544,6.002105,-13.601205,6.4028206,6.658614,6.3732,-13.719062,6.7318115,-13.847266,-13.655254,5.3964996,-14.1957445,-5.606561,-13.75621,-5.613694,-12.42365,-14.449481,5.442526,-12.03915,6.5380826,-14.3171625,6.2904043],\"yaxis\":\"y\",\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"bar\":[{\"error_x\":{\"color\":\"rgb(36,36,36)\"},\"error_y\":{\"color\":\"rgb(36,36,36)\"},\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"rgb(36,36,36)\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"rgb(36,36,36)\"},\"baxis\":{\"endlinecolor\":\"rgb(36,36,36)\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"rgb(36,36,36)\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"type\":\"choropleth\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"type\":\"contourcarpet\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"contour\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"heatmapgl\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"heatmap\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"histogram2dcontour\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"histogram2d\"}],\"histogram\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.6}},\"type\":\"histogram\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattermapbox\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatterpolargl\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatterpolar\"}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"rgb(237,237,237)\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"rgb(217,217,217)\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"colorscale\":{\"diverging\":[[0.0,\"rgb(103,0,31)\"],[0.1,\"rgb(178,24,43)\"],[0.2,\"rgb(214,96,77)\"],[0.3,\"rgb(244,165,130)\"],[0.4,\"rgb(253,219,199)\"],[0.5,\"rgb(247,247,247)\"],[0.6,\"rgb(209,229,240)\"],[0.7,\"rgb(146,197,222)\"],[0.8,\"rgb(67,147,195)\"],[0.9,\"rgb(33,102,172)\"],[1.0,\"rgb(5,48,97)\"]],\"sequential\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"sequentialminus\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]]},\"colorway\":[\"#1F77B4\",\"#FF7F0E\",\"#2CA02C\",\"#D62728\",\"#9467BD\",\"#8C564B\",\"#E377C2\",\"#7F7F7F\",\"#BCBD22\",\"#17BECF\"],\"font\":{\"color\":\"rgb(36,36,36)\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"white\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"white\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"},\"bgcolor\":\"white\",\"radialaxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"rgb(232,232,232)\",\"gridwidth\":2,\"linecolor\":\"rgb(36,36,36)\",\"showbackground\":true,\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"},\"yaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"rgb(232,232,232)\",\"gridwidth\":2,\"linecolor\":\"rgb(36,36,36)\",\"showbackground\":true,\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"},\"zaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"rgb(232,232,232)\",\"gridwidth\":2,\"linecolor\":\"rgb(36,36,36)\",\"showbackground\":true,\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"}},\"shapedefaults\":{\"fillcolor\":\"black\",\"line\":{\"width\":0},\"opacity\":0.3},\"ternary\":{\"aaxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"},\"baxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"},\"bgcolor\":\"white\",\"caxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"title\":{\"standoff\":15},\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"title\":{\"standoff\":15},\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"\"},\"visible\":false,\"range\":[-5.751813983917236,22.569745826721192]},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"\"},\"visible\":false,\"range\":[-16.616903162002565,7.741583251953125]},\"legend\":{\"tracegroupgap\":0,\"itemsizing\":\"constant\"},\"margin\":{\"t\":60},\"title\":{\"font\":{\"size\":22,\"color\":\"Black\"},\"text\":\"\\u003cb\\u003eIntertopic Distance Map\\u003c\\u002fb\\u003e\",\"y\":0.95,\"x\":0.5,\"xanchor\":\"center\",\"yanchor\":\"top\"},\"hoverlabel\":{\"font\":{\"size\":16,\"family\":\"Rockwell\"},\"bgcolor\":\"white\"},\"width\":650,\"height\":650,\"sliders\":[{\"active\":0,\"pad\":{\"t\":50},\"steps\":[{\"args\":[{\"marker.color\":[[\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 0\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 1\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 2\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 3\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 4\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 5\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 6\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 7\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 8\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 9\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 10\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 11\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 12\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 13\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 14\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 15\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 16\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 17\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 18\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 19\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 20\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 21\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 22\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 23\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\",\"#B0BEC5\"]]}],\"label\":\"Topic 24\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\",\"#B0BEC5\"]]}],\"label\":\"Topic 25\",\"method\":\"update\"},{\"args\":[{\"marker.color\":[[\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"#B0BEC5\",\"red\"]]}],\"label\":\"Topic 26\",\"method\":\"update\"}]}],\"shapes\":[{\"line\":{\"color\":\"#CFD8DC\",\"width\":2},\"type\":\"line\",\"x0\":8.408965921401979,\"x1\":8.408965921401979,\"y0\":-16.616903162002565,\"y1\":7.741583251953125},{\"line\":{\"color\":\"#9E9E9E\",\"width\":2},\"type\":\"line\",\"x0\":-5.751813983917236,\"x1\":22.569745826721192,\"y0\":-4.43765995502472,\"y1\":-4.43765995502472}],\"annotations\":[{\"showarrow\":false,\"text\":\"D1\",\"x\":-5.751813983917236,\"y\":-4.43765995502472,\"yshift\":10},{\"showarrow\":false,\"text\":\"D2\",\"x\":8.408965921401979,\"xshift\":10,\"y\":7.741583251953125}]},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('21662f47-77cc-4bdb-ab1f-ee7e73a140b2');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "topic_model.visualize_heatmap()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "JLqCLerTe5W1",
        "outputId": "ccadea95-253e-437e-b4fe-9818203f308f"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"2e7c08ec-245a-47d2-bb19-eb5bd41349e2\" class=\"plotly-graph-div\" style=\"height:800px; width:800px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"2e7c08ec-245a-47d2-bb19-eb5bd41349e2\")) {                    Plotly.newPlot(                        \"2e7c08ec-245a-47d2-bb19-eb5bd41349e2\",                        [{\"coloraxis\":\"coloraxis\",\"name\":\"0\",\"x\":[\"0_she_her_me\",\"1_feel_felt_and\",\"2_he_him_me\",\"3_bus_the_car\",\"4_friends_with_bar\",\"5_driver_car_the\",\"6_friend_with_relationship\",\"7_didn_nothing_result\",\"8_customer_item_the\",\"9_patient_doctor_hospital\",\"10_line_supermarket_customer\",\"11_sexist_insult_as\",\"12_working_waitress_job\",\"13_happened_ago_it\",\"14_slut_called_slag\",\"15_man_he_me\",\"16_sorry_apologise_apologized\",\"17_talking_am_thesis\",\"18_try_take_little\",\"19_teacher_test_teachers\",\"20_street_walking_own\",\"21_calm_not_situation\",\"22_gentleman_tray_plate\",\"23_parking_space_car\",\"24_it_winter_dark\",\"25_my_sister_starts\",\"26_16_boys_was\"],\"y\":[\"0_she_her_me\",\"1_feel_felt_and\",\"2_he_him_me\",\"3_bus_the_car\",\"4_friends_with_bar\",\"5_driver_car_the\",\"6_friend_with_relationship\",\"7_didn_nothing_result\",\"8_customer_item_the\",\"9_patient_doctor_hospital\",\"10_line_supermarket_customer\",\"11_sexist_insult_as\",\"12_working_waitress_job\",\"13_happened_ago_it\",\"14_slut_called_slag\",\"15_man_he_me\",\"16_sorry_apologise_apologized\",\"17_talking_am_thesis\",\"18_try_take_little\",\"19_teacher_test_teachers\",\"20_street_walking_own\",\"21_calm_not_situation\",\"22_gentleman_tray_plate\",\"23_parking_space_car\",\"24_it_winter_dark\",\"25_my_sister_starts\",\"26_16_boys_was\"],\"z\":[[0.9999999999999999,0.6428044840269452,0.6644633245555774,0.36315604114448413,0.41348598744931164,0.6083291741677419,0.6307011532316906,0.3409895142032994,0.4015756784834786,0.45572106054478617,0.3841915910458361,0.6495605906482863,0.28659470845733886,0.5001306411742752,0.5990031022746687,0.3307022856097845,0.720510468598131,0.533180679233231,0.4447396063530765,0.3318263302371127,0.19334221942916568,0.7273499531089849,0.4500397292041814,0.2210619951901469,0.12997909118832768,0.7068333193807671,0.3766560713211578],[0.6428044840269452,1.0000000000000007,0.5486896539692385,0.4526694224359844,0.4880153894565314,0.5371158189704309,0.5515649773848346,0.4501483742884132,0.27193907491967306,0.46204313314509227,0.3689890987008624,0.498658032866144,0.2673690549472072,0.5720843979365572,0.4673942440199715,0.4065842982835394,0.609654277413415,0.4127236393943231,0.6095602907324075,0.2549335275002859,0.3251784267858439,0.7040514604095987,0.2913032856470221,0.2778566445282591,0.29152082183549555,0.5044655939978814,0.5047803057713236],[0.6644633245555774,0.5486896539692385,1.0,0.3369606882400495,0.41432035552769736,0.6165813462806407,0.6480156971269914,0.34732734663441966,0.33187744334504704,0.3069297440726658,0.3070491724575684,0.48556328151862743,0.18582421830601673,0.40187552230109524,0.5760378683311305,0.6697353956166184,0.6176548008800918,0.4220211104677819,0.4212758756887364,0.2256706878158881,0.18046276292808813,0.606817788172095,0.696697957705978,0.193738980324442,0.18207622123317685,0.45567651385210456,0.322088592932045],[0.36315604114448413,0.4526694224359844,0.3369606882400495,0.9999999999999999,0.5573216322564248,0.7648864483777398,0.296946903827103,0.3227356357251703,0.2739796667328808,0.42409701642367337,0.5370684181481116,0.19689090992973257,0.3981619591449664,0.5413151562101253,0.3310928938813804,0.6159386974614308,0.33362942706298926,0.3198711065145233,0.4701885348457728,0.30920080557238416,0.6394873587163388,0.4292611243152815,0.3789418373907392,0.722388651208456,0.3621477416814491,0.2915605319620917,0.3709313168862798],[0.41348598744931164,0.4880153894565314,0.41432035552769736,0.5573216322564248,1.0000000000000007,0.4511642793670939,0.5720931728935784,0.34614171779506436,0.26802924077661827,0.43044225130796177,0.5411185858729012,0.2584897159633657,0.5031026224640337,0.5309113680177406,0.4676794945564441,0.41995743593485135,0.3928328643793106,0.4469457044071601,0.4305638936686506,0.437202672643444,0.5686880571904932,0.4171461873317579,0.4811575698452408,0.47369636458242553,0.4523017899652553,0.3765824120005014,0.5541827111903928],[0.6083291741677419,0.5371158189704309,0.6165813462806407,0.7648864483777398,0.4511642793670939,1.000000000000001,0.4181668588766279,0.3128056249854293,0.2596456896183844,0.35015291873901555,0.404957062092465,0.4334453583851514,0.26946732106915805,0.5106986714222084,0.5066590645671699,0.5881453472694824,0.4662575380829182,0.35609856649227406,0.38733508810643336,0.24569402187836512,0.4131257294402696,0.5403545067473544,0.48059783269393475,0.5389709849964494,0.23229944101841737,0.49660617770514137,0.36134495436175307],[0.6307011532316906,0.5515649773848346,0.6480156971269914,0.296946903827103,0.5720931728935784,0.4181668588766279,1.0000000000000002,0.3407109301542788,0.2705016715114908,0.3101350158154028,0.23107299998159234,0.4477776099067985,0.17730381527067876,0.49917641449584815,0.49302190877696517,0.3979099326567581,0.6220206332872071,0.5113700525805945,0.45959674762443153,0.24403367286973587,0.1844780749529299,0.5895009679930613,0.40879865026158163,0.2212471650728348,0.20774992062120823,0.4452012100266014,0.4420079096684538],[0.3409895142032994,0.4501483742884132,0.34732734663441966,0.3227356357251703,0.34614171779506436,0.3128056249854293,0.3407109301542788,1.0000000000000007,0.2854805547913883,0.22510221512098022,0.33479547026998474,0.25665805197813385,0.21813639120405545,0.2713429195319384,0.40208201896218976,0.2934399614233925,0.4156072617743472,0.31882932971636685,0.601838270114563,0.2246925557574052,0.2727055799570712,0.34157160153669813,0.30137712671703804,0.201613772318636,0.30375622378351974,0.2784024369609457,0.28027480868400545],[0.4015756784834786,0.27193907491967306,0.33187744334504704,0.2739796667328808,0.26802924077661827,0.2596456896183844,0.2705016715114908,0.2854805547913883,1.0000000000000004,0.37038469362058085,0.6402971387763259,0.21371312418711955,0.38356806658623926,0.3817512808670788,0.22978025581982026,0.24396548997792605,0.45172526219441045,0.3089035429367291,0.3127363228752026,0.20731553720900997,0.11849161071288643,0.3397496364612467,0.5509818290611745,0.32090511147330264,0.12922902391912133,0.18844776335994473,0.16676358992985219],[0.45572106054478617,0.46204313314509227,0.3069297440726658,0.42409701642367337,0.43044225130796177,0.35015291873901555,0.3101350158154028,0.22510221512098022,0.37038469362058085,1.0000000000000004,0.5421670478483716,0.2272023035152718,0.5001744798018363,0.44906924852859526,0.2998288861145293,0.28903893570252037,0.34641489331416886,0.47156651989301873,0.3609176030549903,0.3851255076211486,0.34022129906998516,0.44660931169125156,0.35476462656907476,0.3108394302233326,0.2108130582579011,0.43721867598716124,0.28356762403882274],[0.3841915910458361,0.3689890987008624,0.3070491724575684,0.5370684181481116,0.5411185858729012,0.404957062092465,0.23107299998159234,0.33479547026998474,0.6402971387763259,0.5421670478483716,1.000000000000001,0.1931227604884518,0.618360416861933,0.40954343842078633,0.3141141532694888,0.406273040833784,0.30266402957804533,0.4055078350844519,0.4095866436498067,0.35979642576775733,0.511506704103122,0.4155601245535212,0.6079406734396952,0.4342422087853737,0.2141287802520152,0.3106550386439588,0.24126788314531294],[0.6495605906482863,0.498658032866144,0.48556328151862743,0.19689090992973257,0.2584897159633657,0.4334453583851514,0.4477776099067985,0.25665805197813385,0.21371312418711955,0.2272023035152718,0.1931227604884518,1.0000000000000016,0.17242439069328325,0.3492481926580014,0.6036165598233076,0.2229702469807621,0.5033975450830325,0.3903289633749123,0.2390824995902092,0.1747892502636865,0.09264981932513223,0.42480918826613856,0.27056257558063035,0.0812624809812624,0.07454907445529428,0.4128479137443243,0.35181324725131846],[0.28659470845733886,0.2673690549472072,0.18582421830601673,0.3981619591449664,0.5031026224640337,0.26946732106915805,0.17730381527067876,0.21813639120405545,0.38356806658623926,0.5001744798018363,0.618360416861933,0.17242439069328325,1.0000000000000007,0.3527133560488338,0.291294242823409,0.18382910630311833,0.17216466524506435,0.4941991990511483,0.37794999959538855,0.4323236021487622,0.49969872908268914,0.24431303845103514,0.381209701434748,0.3424846356892215,0.22095972081582557,0.245684726941323,0.27112435747904245],[0.5001306411742752,0.5720843979365572,0.40187552230109524,0.5413151562101253,0.5309113680177406,0.5106986714222084,0.49917641449584815,0.2713429195319384,0.3817512808670788,0.44906924852859526,0.40954343842078633,0.3492481926580014,0.3527133560488338,1.0000000000000004,0.40403519829197776,0.4147182710821756,0.44060796645730116,0.3714438655364423,0.3628846170437126,0.2657795127114234,0.28851490211552233,0.47741549906726055,0.31477740177254654,0.4296528150898543,0.34034021212157534,0.4094591710209067,0.5496723386008133],[0.5990031022746687,0.4673942440199715,0.5760378683311305,0.3310928938813804,0.4676794945564441,0.5066590645671699,0.49302190877696517,0.40208201896218976,0.22978025581982026,0.2998288861145293,0.3141141532694888,0.6036165598233076,0.291294242823409,0.40403519829197776,1.0000000000000009,0.38054599878596596,0.4553169040720049,0.39751980525518593,0.34001384714938687,0.24558768244547838,0.2799828774645142,0.41040140910450584,0.4275645393968509,0.20055729929069646,0.23763814919483883,0.43500696421596613,0.3900655985072773],[0.3307022856097845,0.4065842982835394,0.6697353956166184,0.6159386974614308,0.41995743593485135,0.5881453472694824,0.3979099326567581,0.2934399614233925,0.24396548997792605,0.28903893570252037,0.406273040833784,0.2229702469807621,0.18382910630311833,0.4147182710821756,0.38054599878596596,0.9999999999999997,0.33565357935245144,0.22474753806552183,0.3808953699089163,0.12174051769827292,0.37747087584718336,0.41809201427885817,0.581548983835472,0.3758810483122073,0.24870496300553002,0.2179624074106646,0.2940941353509954],[0.720510468598131,0.609654277413415,0.6176548008800918,0.33362942706298926,0.3928328643793106,0.4662575380829182,0.6220206332872071,0.4156072617743472,0.45172526219441045,0.34641489331416886,0.30266402957804533,0.5033975450830325,0.17216466524506435,0.44060796645730116,0.4553169040720049,0.33565357935245144,1.0000000000000004,0.4663245015231015,0.4486110005223716,0.2547288620194321,0.13924501013028612,0.7325967434626934,0.42383288196746266,0.2187553448522122,0.16381978520541812,0.45152259612926426,0.302358727343483],[0.533180679233231,0.4127236393943231,0.4220211104677819,0.3198711065145233,0.4469457044071601,0.35609856649227406,0.5113700525805945,0.31882932971636685,0.3089035429367291,0.47156651989301873,0.4055078350844519,0.3903289633749123,0.4941991990511483,0.3714438655364423,0.39751980525518593,0.22474753806552183,0.4663245015231015,0.9999999999999998,0.41305999926451376,0.7046970579797973,0.3144607229377958,0.48293342469046957,0.3457775795583234,0.1789491859071844,0.12817497712921852,0.37476296303949813,0.3384147976045826],[0.4447396063530765,0.6095602907324075,0.4212758756887364,0.4701885348457728,0.4305638936686506,0.38733508810643336,0.45959674762443153,0.601838270114563,0.3127363228752026,0.3609176030549903,0.4095866436498067,0.2390824995902092,0.37794999959538855,0.3628846170437126,0.34001384714938687,0.3808953699089163,0.4486110005223716,0.41305999926451376,1.0000000000000007,0.27457688310423994,0.42693857927331574,0.5123093596372255,0.36069208269452707,0.3552579907964323,0.22948815854659177,0.3751369368690789,0.320860753520628],[0.3318263302371127,0.2549335275002859,0.2256706878158881,0.30920080557238416,0.437202672643444,0.24569402187836512,0.24403367286973587,0.2246925557574052,0.20731553720900997,0.3851255076211486,0.35979642576775733,0.1747892502636865,0.4323236021487622,0.2657795127114234,0.24558768244547838,0.12174051769827292,0.2547288620194321,0.7046970579797973,0.27457688310423994,1.0000000000000002,0.27276948533217743,0.30683921231622263,0.2661601177332155,0.22427893669358262,0.1834027675531348,0.28756556381420956,0.3438501938171199],[0.19334221942916568,0.3251784267858439,0.18046276292808813,0.6394873587163388,0.5686880571904932,0.4131257294402696,0.1844780749529299,0.2727055799570712,0.11849161071288643,0.34022129906998516,0.511506704103122,0.09264981932513223,0.49969872908268914,0.28851490211552233,0.2799828774645142,0.37747087584718336,0.13924501013028612,0.3144607229377958,0.42693857927331574,0.27276948533217743,0.9999999999999999,0.24203033271063396,0.2743831150220366,0.5350712627030173,0.3634258559366913,0.2669371992038,0.2132663274079222],[0.7273499531089849,0.7040514604095987,0.606817788172095,0.4292611243152815,0.4171461873317579,0.5403545067473544,0.5895009679930613,0.34157160153669813,0.3397496364612467,0.44660931169125156,0.4155601245535212,0.42480918826613856,0.24431303845103514,0.47741549906726055,0.41040140910450584,0.41809201427885817,0.7325967434626934,0.48293342469046957,0.5123093596372255,0.30683921231622263,0.24203033271063396,1.0000000000000009,0.3970338552375437,0.273776199201395,0.20451137097967242,0.47924281709246563,0.3181351451278742],[0.4500397292041814,0.2913032856470221,0.696697957705978,0.3789418373907392,0.4811575698452408,0.48059783269393475,0.40879865026158163,0.30137712671703804,0.5509818290611745,0.35476462656907476,0.6079406734396952,0.27056257558063035,0.381209701434748,0.31477740177254654,0.4275645393968509,0.581548983835472,0.42383288196746266,0.3457775795583234,0.36069208269452707,0.2661601177332155,0.2743831150220366,0.3970338552375437,0.9999999999999998,0.32464903072177226,0.19415102366613682,0.3649478030311558,0.18188703680111673],[0.2210619951901469,0.2778566445282591,0.193738980324442,0.722388651208456,0.47369636458242553,0.5389709849964494,0.2212471650728348,0.201613772318636,0.32090511147330264,0.3108394302233326,0.4342422087853737,0.0812624809812624,0.3424846356892215,0.4296528150898543,0.20055729929069646,0.3758810483122073,0.2187553448522122,0.1789491859071844,0.3552579907964323,0.22427893669358262,0.5350712627030173,0.273776199201395,0.32464903072177226,1.000000000000001,0.28420153713783886,0.21896973259959773,0.2955727289751528],[0.12997909118832768,0.29152082183549555,0.18207622123317685,0.3621477416814491,0.4523017899652553,0.23229944101841737,0.20774992062120823,0.30375622378351974,0.12922902391912133,0.2108130582579011,0.2141287802520152,0.07454907445529428,0.22095972081582557,0.34034021212157534,0.23763814919483883,0.24870496300553002,0.16381978520541812,0.12817497712921852,0.22948815854659177,0.1834027675531348,0.3634258559366913,0.20451137097967242,0.19415102366613682,0.28420153713783886,1.0000000000000009,0.12120845559595901,0.29180373548672406],[0.7068333193807671,0.5044655939978814,0.45567651385210456,0.2915605319620917,0.3765824120005014,0.49660617770514137,0.4452012100266014,0.2784024369609457,0.18844776335994473,0.43721867598716124,0.3106550386439588,0.4128479137443243,0.245684726941323,0.4094591710209067,0.43500696421596613,0.2179624074106646,0.45152259612926426,0.37476296303949813,0.3751369368690789,0.28756556381420956,0.2669371992038,0.47924281709246563,0.3649478030311558,0.21896973259959773,0.12120845559595901,1.0,0.3782633512036852],[0.3766560713211578,0.5047803057713236,0.322088592932045,0.3709313168862798,0.5541827111903928,0.36134495436175307,0.4420079096684538,0.28027480868400545,0.16676358992985219,0.28356762403882274,0.24126788314531294,0.35181324725131846,0.27112435747904245,0.5496723386008133,0.3900655985072773,0.2940941353509954,0.302358727343483,0.3384147976045826,0.320860753520628,0.3438501938171199,0.2132663274079222,0.3181351451278742,0.18188703680111673,0.2955727289751528,0.29180373548672406,0.3782633512036852,1.0000000000000009]],\"type\":\"heatmap\",\"xaxis\":\"x\",\"yaxis\":\"y\",\"hovertemplate\":\"x: %{x}\\u003cbr\\u003ey: %{y}\\u003cbr\\u003eSimilarity Score: %{z}\\u003cextra\\u003e\\u003c\\u002fextra\\u003e\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"scaleanchor\":\"y\",\"constrain\":\"domain\"},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"autorange\":\"reversed\",\"constrain\":\"domain\"},\"coloraxis\":{\"colorbar\":{\"title\":{\"text\":\"Similarity Score\"}},\"colorscale\":[[0.0,\"rgb(247,252,240)\"],[0.125,\"rgb(224,243,219)\"],[0.25,\"rgb(204,235,197)\"],[0.375,\"rgb(168,221,181)\"],[0.5,\"rgb(123,204,196)\"],[0.625,\"rgb(78,179,211)\"],[0.75,\"rgb(43,140,190)\"],[0.875,\"rgb(8,104,172)\"],[1.0,\"rgb(8,64,129)\"]]},\"margin\":{\"t\":60},\"title\":{\"font\":{\"size\":22,\"color\":\"Black\"},\"text\":\"\\u003cb\\u003eSimilarity Matrix\\u003c\\u002fb\\u003e\",\"y\":0.95,\"x\":0.55,\"xanchor\":\"center\",\"yanchor\":\"top\"},\"hoverlabel\":{\"font\":{\"size\":16,\"family\":\"Rockwell\"},\"bgcolor\":\"white\"},\"width\":800,\"height\":800,\"showlegend\":true,\"legend\":{\"title\":{\"text\":\"Trend\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('2e7c08ec-245a-47d2-bb19-eb5bd41349e2');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "topic_model.visualize_documents(df['text'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "Am6qJRHMfbLz",
        "outputId": "623fc904-db36-4897-cff4-f0ddaa068256"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"2dfe4186-f831-41cd-b905-50885c188239\" class=\"plotly-graph-div\" style=\"height:750px; width:1200px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"2dfe4186-f831-41cd-b905-50885c188239\")) {                    Plotly.newPlot(                        \"2dfe4186-f831-41cd-b905-50885c188239\",                        [{\"hoverinfo\":\"text\",\"hovertext\":[\"I didn t notice a difference, but I must have moved one of them slightly.\",\"I'm texting my brother to tell him I saw a job ad outside a bookstore.\",\"Keeping everyone's heads together means making compromises that not everyone welcomes.\",\"He calls the shop, and I speak to the sales assistant who served me and told me I could pay in the shop.\",\"At that point, he writes me a piqued message in which he asks me the reason for my refusal and after I give him an explanation he becomes even angrier, calling me a whore.\",\"I talked to the whole group saying remember it's important rhay we don't look, just feel the object .\",\"I started walking by myself on the way to where I was going to have to see them.\",\"I probably responded by insulting him back.\",\"I didn't give it much weight, but that case remained etched in my memory because the patient who insulted me was alert and oriented.\",\"Mario started insulting me because he claimed I was in the wrong because I crossed without looking, in reality it was him who crossed when he wasn't allowed.\",\"She interrupted me several times telling me that I had to be quiet and at that point I hung up.\",\"so I looked at her and started smiling and saying hello.\",\"so I repeat the sentence to him the same.\",\"I didn't answer anything and I was shaking because the woman was also threatening to hit me.\",\"I would like to tell him that I have been working there for 5 years and that if he doesn't want to sit down he can leave because for safety's sake everyone should be seated.\",\"You're a bitch.\",\"For some reason, we start to argue about something (I imagine quite trivial) as we are coming out of the park area.\",\"I said find and hoped he would go away.\",\"In the panic I asked a man walking past if he could watch my suitcase whilst I went after them to ask.\",\"I try to pedal harder, I almost fall.\",\"A receptionist answers the phone in a lazy manner, which immediately makes me feel more frustrated.\",\"I start again arguing and stop the car when I pass two of his friends, at that point he gets out.\",\"so I just roll my eyes and I continue walking.\",\"I looked at him, smiled mockingly and left.\",\"It was very difficult but it made me feel superior to him and so I felt a little better.\",\"The last time someone addressed me in a somewhat rude manner was a few months ago, in May to be exact.\",\"He tells me to keep doing my job and attacks me in the face.\",\"His intention was to abandon an empty bottle on the street, justifying it by the fact that other people had done it before him.\",\"At which point due to the trauma I stop in the middle of the road with her who continues to insult me.\",\"I would demand his head from management, consulting the figures in charge of reports of this kind.\",\"He has been in this sector long before me.\",\"The owner yells at me in front of everyone and puts me in embarrassing situations.\",\"A man pushes into the queue in front of me saying, I only have two items to pay for!\",\"My daughter called me an idiot when I asked her to do something she didn't want to.\",\"He says it a few more times to me and then gestures around the subway cart saying you all are cocksuckers, who here is a cocksucker?\",\"I felt a lot of anger, shame and even fear, because I wanted to answer him, but I had no idea what could have happened and how he would have reacted.\",\"At a certain point a car approaches me, the window goes down and a boy insults me with a very sexist phrase.\",\"i would have preferred him to explain to me what he was feeling at that moment\",\"I answered the door at work for a delivery to come in.\",\"Since the guys didn't listen to us, we moved away into the crowd on the dance floor, and this prompted them to call us sexist names.\",\"During a discussion with some students, one turned their back on me and refused to answer questions, she was swearing at me.\",\"Wasnt me personally but witnessed a savage attack between 2 women.\",\"They were piled at the door as normal in the walkway and I asked the delivery guy to pop the detergents and bleach in the laundry area as normal.\",\"Suddenly the owner of the shop comes out in a rage and rudely and raising his voice intimidates us to get out of there, because we've stood right in front of the window and people can't see it.\",\"so I get up and go to close the window behind my colleague's back.\",\"Absolutely the worst experience of my life.\",\"so I messaged a close friend and told them the situation.\",\"At which point I very calmly explained to him that his point of view could be incorrect because he speaks as a privileged person who can more or less do what he wants.\",\"Bitches are obviously smarter than him.\",\"how rude .\",\"I don't remember what we were arguing about or the situation in general.\",\"and we were talking about the behavior of other colleagues.\",\"An argument begins in which he calls me unpleasant and antisocial, and tells me.\",\"there was a table in front of me and I had my mp3 player, phone and wallet on that table.\",\"Someone commented on a photo of a girl I know, claiming that she's looking for attention just because she's in a bikini.\",\"At a certain point, I thought of something to say to my boyfriend for the next day and my friend got angry, and called me a bitch because for a certain reason for a certain reason\",\"After a few more minutes I said I was ending the call and going to speak to my manager about getting someone else to call him because we were getting nowhere.\",\"One of them stared at me as they walked by.\",\"I feel disoriented, I don't understand what she's saying to me and why.\",\"Marco just saw me at the disco, I'm dancing with my friends, in my way that is certainly a little provocative, but that he has always liked.\",\"So, I took my mother to her, having already warned her about the type, and the teacher, when talking about me, described me as a dead cat just because during recess I went upstairs to talk to my other friends.\",\"We pass two men who already look a bit sketchy.\",\"He told me rudely that my belly wasn't very visible since I was wearing a jacket and he didn't want to get up\",\"A man on the phone was rude to me when discussing a complaint.\",\"The last time was yesterday evening, when she asked me to tell her how my boyfriend's birthday party went (a party I had organized as a surprise).\",\"I was on shift at work and a gentleman started arguing with a colleague of mine, since he was a bit far away I approached to understand the situation because as a manager on duty the gentleman kept saying that the girl (i.e. my colleague) had made a mistake in making him pay with the card because it was a debit card and not a credit card (he had paid with the ATM).\",\"but I think our stock order for combs has not yet arrived, but I reassure her that I will check.\",\"This lead to an argument about his priorities and time management, he told me I was being a bitch and to stop being so rude.\",\"I don't understand why it's necessary to say things in such aggressive tones, but as soon as I can I pass and move on.\",\"The boy in response turned to his friend and sneered and said: you pay the dog a compliment and she gets wet.\",\"One was particularly drunk and started leaning on me and breathing in my face, I tried to push him off me gently at first but he was t taking the hint, I tried harder and he put his arm around my waist.\",\"I use a wheelchair and my husband pushed me towards the drop down check in.\",\"I'm in the room with my brother.\",\"He refers to this staff member to his partner who is confused, she thought he was referring to another staff member who wasn t present.\",\"Then I answered her and she called me a whore: I remember smiling and answering her you can say anything to me, but not that.\",\"I finally manage to get into the roundabout without cutting anyone off and I continue on relieved.\",\"He's telling me something that happened at work and while he's talking he continues to make tea on the kitchen counter, so he has his back to me.\",\"I'm riding on a bus and suddenly a man I don't know starts talking to me.\",\"We had gone for a walk in the park with friends and when we got home he told me this.\",\"I calmly try to explain my (correct) point of view by raising my voice to impose myself because on the other end there is a person who does not believe that I know how to do my job.\",\"I'm in Turin, I'm driving.\",\"We were staying with a family, but the house was not in good condition, so my mood was very low because of that\",\"I am a new citizen here and I try to treat with a lot of people from different cultures.\",\"He comes out with comments like if you weren't a girl I would have already hung you up\",\"It happened during a night at the disco when I didn't pay attention to a boy who kept following me all night.\",\"He stops his car and starts yelling at me, asking me what i am shaking my head for and i tell him that he is speeding and will possibly knock over a child in the village.\",\"I see a man on the sofa in front of mine (even if calling him that seems too pretentious) who is smoking a cigarette, even though it is forbidden indoors.\",\"and if he has a problem then i will take this up with his management.\",\"I was 12 years old and lived in a very degraded area where I attended middle school.\",\"She starts going on about me being a poor role model and that she feels sorry for my daughter, and no body ever cleans up after their dogs and that I am a disgrace.\",\"They roll down the window and a guy insults me.\",\"We're chatting about this and that when a colleague of ours from physical education comes in with whom I had a little disagreement this morning (I simply asked him not to address me and say what the fuck you're saying but to stay calm and moderate his words).\",\"One day I ask some colleagues to help me clean the garden with the children.\",\"I said to them, that yes I am selfish but not an idiot, I am thinking about my own child only, if trips are important then parents have enough prior knowledge to save up and pay for them.\",\"Once a friend of mine's boyfriend called me and another girl whores Because we tried to warn her about his behavior.\",\"In front of everyone, my vice-representative tells me: don't be such a bitch though!\",\"She phoned me and accused me of stealing her area, this was not true.\",\"I had my little newborn baby with me when myself and my husband visited my mother and father in law, she was always very critical of me, whether it be how I looked or spoke, but since having my son she had been ok and quite nice.\",\"the work we do is important and I understand that mistakes can be crucial towards our results.\",\"She went on to tell me that my daughter had cut a bit of her daughters hair and wasn't to happy about it.\",\"However, when he asks me if I would consider going out with him, I, considering the situation and the emotions I feel towards him, politely decline.\",\"When, at a certain point, a boy wanted to dance with me, but I wasn't interested.\",\"I didn't realize it and I feel sorry for this guy because I don't like him\",\"I arrive at a roundabout and unfortunately there's a lot of traffic\",\"We hadn't seen each other for a long time, so from the moment we left and for the next two hours of travel, she was the one who spoke the whole time: about her life, her problems.\",\"He arrives like a rocket, makes his way between my friends and tells me 'you're such a whore', and then he leaves, without even giving me time to respond.\",\"I only imagine that it could happen in a moment\",\"The father starts yelling at me, telling me that I have no right to tell them what to do with the suitcase.\",\"It's break time and while I'm at the window with my other classmates because there are radiators, a classmate of mine comes up behind me and gropes my ass.\",\"im reception for a leisure centre and denied access to a group of gypsy boys who had been causing a lot of hassle throughout the week.\",\"I have been doing this job for 8 years and it has happened to me several times that people with this object went through, no one has ever given me problems under the metal detector, at which point I ask the lady to show me the medical certificate attesting that for her health she cannot go through, but I don't read anything of this, so I invite the girl to go through and carry out the checks normally.\",\"I had to drive around several times as the car park was busy.\",\"I did not want to ask for help, but i was desperate, and she made me feel so small.\",\"However, I try not to give weight to the words of a stranger who almost ran into me\",\"I was talking to my roommate about how the move would be hard because I have so much stuff and so little time.\",\"I, with a slightly annoyed tone because anyone can come into the office because it's two steps away from the door, tell him to let him in.\",\"It keeps going back and forth like this\",\"It weighed on me a lot and I continued to think about it afterwards.\",\"When I posted photos of me and him on social media, my right-hand man, who I hadn't heard from in months, started commenting insulting me, saying I'm a slut and that I have a big ass.\",\"How dare you, I haven't even been working here for 7 years.\",\"He said he would tell the kids that he was leaving.\",\"When I came out of the bathroom, my family member shouted at me for going in.\",\"It was not said to my face because this friend behaved normally in my eyes, but it was thrown behind my back, talking about me with another boy.\",\"I'm walking quickly down the sidewalk one late afternoon when a man approaches me and starts talking to me, asking if I'm from the area, if I know where the nearest metro station is, and if I have any coins to give him to get a ticket.\",\"and I see a man make comments about two teenage girls on their own.\",\"The woman leading the Rhyme Time sessions snatches the books, thrusts them under my nose and says 'are you taking these home?\",\"Why ever excuse me?\",\"Being a woman of Italian-Romanian origin, I was often insulted, such as \\\"Eastern women are all sluts\\\", sometimes with an ironic intent, sometimes in situations of more heated political discussions, which were addressed to me in the heat of the moment.\",\"I remember very well the last time I was spoken to rudely.\",\"One of them has a suitcase that is too heavy and I ask the girl and her family to remove something so that the suitcase fits within the limits.\",\"My first thought would be disbelief and I would try to quickly understand what is happening.\",\"I'm at work, I approach the table where a colleague of mine is arguing heatedly with one of the customers because of an incorrect order that arrived in the kitchen, I try to intervene to defuse the situation but the customer verbally attacks me.\",\"We didn't take it too seriously but certainly did walk faster and quetly in order to get away from him.\",\"He's drunk.\",\"The lady, seeing me, started laughing pretending to console me and this made me even more furious, to then reach the peak when I heard her say to her daughter this is stupid.\",\"I got out of the car and there was a lot of abuse to me, swearing because I had parked there and he hadn't.\",\"A family member and a friend were renovating ur bathroom.\",\"There are two otshe was a person that I didn't take much into consideration honestly but the episode created me great embarrassment as other people were present.\",\"Which is what actually happened.\",\"Perhaps the other person's excessive education leads others to behave like this.\",\"I could hear him talking to the my children in the next room and heard when they started to cry as well.\",\"I leave the room and I hear my boss saying to the secretary...\",\"I started to get fed up that other colleagues were getting promotions around me, yet I was running a department but they wouldn t give me the title needed with that responsibility, or the pay to reflect it.\",\"We did start talking about her\",\"so I went to find my manager just to double check on what she had advised me that morning (I work part time so need a debrief when I arrive)\",\"and she shuts up.\",\"It's Boxing Day\",\"The door is open and the cat enters the room and hides under the bed.\",\"I asked the chef who was a very big chap to help them leave the premises.\",\"I tell him clearly that I don't want to dance with him.\",\"I am shocked by her attitude, also because today is the right day, but even if it were nothing, it authorizes her to address me in this way.\",\"You are a 'Bitch', a 'whore'\",\"t know what gaunt meant so I looked it up\",\"Maybe both.\",\"When I heard that there was an Austrian song in the queue on Spotify but that no one was paying attention, in fact people were starting to leave, I decided to change it.\",\"While he's listening to him I move to the next room to turn on the computer, since it takes a while to turn on, because we were supposed to watch an episode of a TV series afterwards.\",\"This man started to insult me and telling me it wasn't my business, why I was getting involved and calling me racial slur and a slag.\",\"He is often hot headed\",\"However I start to cry, on the one hand I don't understand why any person (paid to do their job, moreover) thinks they have the right to talk like this to someone else and on the other\",\"At which point the gentleman gets angry and starts telling me that since he was already in line I should let him skip ahead and that young people don't know how to respect the elderly.\",\"I'm talking to my best friend, and I'm telling him about a guy I went out with months ago and decided not to continue dating.\",\"The receptionist asked me to come further up to where she was standing but I would have been facing a wall.\",\"I am calmly trying to explain that they weren't there before and he's laughing at me and brushing me off and saying I didn't know that for sure, and I need to sign his form.\",\"Simply for a patient's right just because there were so many people for the same reason she turned to me like that, they who should work with passion towards others who are suffering.\",\"A guy comes in and tells me that someone informed him that he can't participate in the tender because of a clause.\",\"This person is also my colleague at work.\",\"She did this in front of my boss to try to make me look small and put me down but just succeeded in making herself look like the petty and difficult one.\",\"I have suffered from very strong migraines since I was little.\",\"I also told him what it actually meant to understand if maybe he had simply mistranslated or if maybe he had misspoken, but instead he confirmed that that was exactly what he meant.\",\"He went on to say that he was leaving me because he was having an affair with a coworker and had been for three years since my mum died.\",\"My husband asked her to come down to speak to us.\",\"I have never seen him like that before.\",\"He left in a hurry and I felt so angry and I would have gladly thrown something at his head.\",\"One of the most unpleasant episodes that happened to me happened a few years ago.\",\"I'm on my bike, on the streets of Rome.\",\"The episode concerns a phone call with an administrative secretary of a cooperative for which I have done some training days.\",\"Each person is ringing my phone and I am ignoring it feeling sick.\",\"There were 2 training sessions taking place and he asked to be booked on the same train as another colleague I'd just booked them for.\",\"I hear the reply that if his wife had ever tried to complain, he would have thrown food X at her, along with a lot of You're all bitches, you need to be kept in the kennel.\",\"I've had my license for 8 years but on the streets of Turin I feel like a fish out of water since I'm used to moving on the country roads of Veneto.\",\"Another person in the queue loudly asks me to make a few steps forward inside the toilet and wait there.\",\"On my right hand side cars a driving by however the traffic light has turned red.\",\"After crossing, the driver starts again and insults me.\",\"I was very at the beginning of my career at the age of 24.\",\"I think of being in line for some service and involuntarily overtaking someone who, noticing this, insults me by calling me a bitch.\",\"I came into work a few days ago and some colleagues were talking about an event I was aware of however, I thought I wasn't going to be in those days so didn't register myself.\",\"I study at the University of Bologna and Sandra first became my roommate, then my best friend.\",\"After that he laughs, accelerates and walks away.\",\"I am in Thessaloniki for a weekend with three of my friends and I am in the square to see the Christmas tree and all the Christmas decorations that are at the market.\",\"I went back to my bag, thanked the man, my friends picked me up, we followed them and called the police.\",\"As I walk away, I see her making faces and this makes me even more nervous.\",\"I feel very hurt by this person's pointless attacks, also because it's a very stupid fight, skirmishes between friends, but he makes it bigger than it is, with the intent to hurt everyone.\",\"I'm talking to my father, a rather selfish person, I'm arguing because I'm tired of him treating people like dirt\",\"However, if it were a fight between two people with a person close by, well, I would reciprocate with the same tone and I would not be offended\",\"The granddaughter raises her voice and says excuse me .\",\"However he hadn't looked at which training session he'd been booked on and had asked me to book the trains on the wrong dates.\",\"My sister-in-law is there, who is of Russian origin and has been trying for several hours to convince my husband and brother-in-law to go to the gym and makes a silly sexual comment causing giggles from those present.\",\"The last time I know of that someone called me a sexist name was maybe 4 years ago.\",\"The stranger is sitting next to me looks at me in a hateful way.\",\"He was rude and swore, which is very unusual for him.\",\"I half-close the door\",\"For this reason, he and his friends started insulting me by saying \\\"bocchi\\\"?\",\"The event was organized by a German trade fair organization, but in Italy.\",\"he says no what the fuck has it got to do with you, you stupid bitch.\",\"we're leaving the area where the concert was held and we're surrounded by hundreds of people.\",\"I am at my local library for Rhyme Time with my two children aged 3 and 1.\",\"I'm on Facebook.\",\"I feel treated badly for my job role.\",\"I ended up walking ou\",\"I rang my Manager up to report her.\",\"I was sitting at my desk in a enclosed office when a superior colleague asked me a question about an unknown person who sitting in our main reception area.\",\"I felt very bad and offended, also because this person is a friend of ten years.\",\"Nobody is letting him in.\",\"On the phone he starts answering me with an annoyed tone, saying that it is not possible to work in this way...\",\"shouting and name calling over a complete misunderstanding.\",\"I explain to her that I needed him to have confirmation that I had done everything correctly.\",\"All because I done or said something he wouldn't have done.\",\"He was always jealous and very possessive.\",\"I look in the mirror: everyone is stopped like me behind the car.\",\"Without him knowing or yelling again.\",\"so I said to him that he must get it to work, so he grabbed my phone with the voucher and tutted and grumbled whilst trying to get it to work.\",\"It was packed so I had to go upstairs to the upper deck, and was looking for somewhere to sit.\",\"He was also hitting on the girl with the boyfriend.\",\"A small queue forms behind my car due to rush hour.\",\"I try to answer him but he interrupts me, telling me that I'm a whore who shouldn't be there but giving blowjobs around.\",\"I was in my living room watching a daytime show on Sunday morning.\",\"I was sitting in the car which was carrying all the staff including the manager.\",\"my sister had brought a broccoli and my grandmother got angry because we shouldn't have eaten that vegetable.\",\"When I start walking again, after a few moments I hear a man aggressively calling me and he starts accusing me of having taken my dog ​​to do his business in front of the garage, which is absolutely not true.\",\"The courier rings, the secretary answers and tells him to come in because she doesn't know what it's about.\",\"No one can chase it away, because they're scared, so I get closer.\",\"I know that many people don't like me, because I have a\",\"As soon as they saw the graph that wasn't finished yet, a draft, one of them said to me 'well, it definitely needs to be revised, it sucks'.\",\"Heading towards us is a man in his 20s and he walks right into my son who didn t have time to avoid him.\",\"I didn't even think about it.\",\"We were extrememly busy and also short staffed on that day.\",\"As this was out of character i didn't address it any further beyond the verbal prompt that it not how we speak to people.\",\"And words are just the beginning.\",\"I'm talking to my husband about a matter regarding my missing an important phone call.\",\"He says to me\",\"I turned away and they began to walk away.\",\"She is on her phone, and either doesn't notice or doesn't care that she is effectively blocking the car park.\",\"The carpet fitter calls me to pay him.\",\"I'm in line waiting for my turn to enter the room where the theatrical show in which a friend of mine is performing will be held.\",\"At a certain point, a guy more or less my age, I think, approaches me and starts talking to me, it's pretty clear to me what he wants, but I'm not interested, so I look for the right words to push him away without being rude.\",\"I tried to speed up, but he matched my pace.\",\"so I start telling him that he's an asshole, and I get the same words back.\",\"My ex wasn't spending time with our children and wouldn't help pay for them and he kept calling me a bitch when I told him he should make more effort.\",\"However, the offense would certainly remain inside me and in my mind I would continue to think for a while about my reaction, what other reactions I could have had and there would remain a desire to be able to hurt at least as much as I felt hurt\",\"A woman in her 50s and her partner got into the same carriage as me.\",\"I talk to my boss about it, who tells me to let it go because he is a long-standing customer of the company.\",\"I already had a difficult relationship with my male upstairs neighbour who had left his job at the start of the pandemic and seemingly couldn't get another.\",\"I was talking to a friend, who made me read a chat in which a friend of ours called me petonega.\",\"I would say more than rude.\",\"Anger because I didn't deserve insults like that, for not being understood and at the same time a strong sense of shame for him.\",\"I am walking on the street in Enschede, at daytime with a friend of mine.\",\"Once I leave the situation I continue to think about it and feel angry and bitter for the insults received.\",\"He is a patient that has been coming for some time the clinic so is familiar with most of the team.\",\"I have asked him to leave and he won't, insisting I signed his form.\",\"He said I was a boring bitch and he had hoped I would die of COVID and let him move his girlfriend into the house with my kids.\",\"I feel very agitated and offended and I tell him I apologized, there is no need to insult.\",\"After chatting for a while we sorted out the problem calmly and everything was OK.\",\"We are in the classroom taking an exam, with some of my university classmates, the professor asks a question to one of my friends, I impulsively answer, among my friends a girl attributes the adjective bitch to me.\",\"As soon as I tell him that I have done tests for food allergies and I give him the report, he pushes it back telling me that they are useless and they are meaningless tests that cannot have made me understand anything.\",\"I work in retail, where it is a customer facing environment.\",\"Never thank you never please, beyond any level of rudeness from the moment we got to the point of throwing cigarettes into the porcelain bowls when the table was\",\"He stands at the door ready to go,dressed for a night out and calls me a stupid bitch adding that no one else will want me.\",\"Another thing I am thinking is that I would not want something like this to happen to other friends of mine but there is nothing I can do to stop this man from doing the same thing to other girls.\",\"This episode shook me and made me think a lot about prejudice and wickedness.\",\"The deadline for completing it is a Sunday.\",\"He seems unhinged.\",\"My son broke away to look at something and got under the feet of another customer rushing past.\",\"none of us fell and i started walking again thinking that these are things that can be understood every day in a city where everyone goes fast.\",\"I arrive before my friends, so I'm alone, but I'm calm and I don't feel like I shouldn't be.\",\"I told him I just wanted to make sure I didn't leave anything or drop any of my things further down the train.\",\"and she calls me a whore.\",\"so she doesn't come in again, but she comes in anyway.\",\"oh I turn around to see if he had it in for me.\",\"She then proceeded to talk to my husband who told her to talk to\",\"This was a lie, I just wanted him gone.\",\"I feel angry but also compassion for her, and with a smile I reiterate that she has to wait in line.\",\"Scene:\",\"We don't know what to say.\",\"This was for cleaning supplies for work.\",\"Instead I swallow it and go back to my room, thinking that he is a really rude person and when the internship is over I will never want to work again.\",\"I freeze and feel a lump in my throat.\",\"He replied I know that you stupid idiot.\",\"I m on the phone talking to my friend and laughing away whilst I am waiting for my turn.\",\"He's quite pushy and annoying, so I put my arm around my friend's shoulders\",\"The same owner then yelled at me to go and get the bread, from one point to another in the room go and get the bread, run run screaming!\",\"I felt angry too because I didn't expect this reaction, I expected him to be apologetic instead.\",\"the last time someone called me an idiot was my girlfriend during our argument.\",\"I looked him straight in the eye and called him a cock.\",\"My friend told me I am an idiot.\",\"When I confronted them, the heavy insults in Sicilian dialect started.\",\"Once I filled out the acceptance papers I had to wait for them to call me to do the actual test.\",\"After a few minutes the stair lift operator reached us and addressed us with condescension and arrogance, it seemed as if our need at that moment had disturbed him.\",\"He shouts at me again, something along the lines of alright darling and I ignore him again.\",\"I was working as a Barista in a summer establishment and I was wearing a tank top.\",\"I was working for the bank in a customer service roll.\",\"These episodes never bring anything positive, always leaving a bitter taste in the mouth, the thought always goes to the fact that it's so incredible that people don't know how to be kind, friendly and know how to live in a society, especially today's 30 40 year olds, I noticed with regret that they are not completely arrogant\",\"One of them answers me very rudely telling me that those seats can stay empty, so the organizers (the influential people) will look bad.\",\"I know perfectly well that she feels the same as me right now, naked.\",\"I am telling him that I can finish the assignment and submit the output to the appropriate person by Friday afternoon (the Friday immediately before the deadline).\",\"I think of my roommate who never lets me finish talking and often interrupts my conversations, even though she may have been the one asking me about something.\",\"Out of the blue he confesses that he has feelings for me, I indicate that they are not reciprocated and he is fine.\",\"I laughed at first then after they had gone i was annoyed as i though she was rude to tell me, rather than politely ask me.\",\"I felt angry and upset simultaneously how dare he come over and spoil my evening.\",\"Not only was I angry, I was hurt by her words and I retaliated by shouting and tried to get out of her way..\",\"I immediately feel annoyed and angry, I respond to this person by saying that he obviously knows he is wrong if his only way of defending himself is to insult me ​​and belittle me for the criticism I expressed.\",\"A car on my left is waiting to join the queue.\",\"Which are often silly things while I'm at work.\",\"once completing the walk she walked off and didn't even speak to me or say thank you.\",\"I don't remember how the matter was resolved, but even now the memory of middle school makes me feel ashamed, inadequate, uncomfortable, ... it was horrible.\",\"I was expecting to receive a negative review from her as she didnt like that i had stopped her doing what she wanted to.\",\"We all feared her\",\"My sister is at home.\",\"I was talking calmly to a customer at a restaurant and then they were being racist to me about my skin colour and background, i felt so humiliated and attacked\",\"I don't know what to say, I'm taken aback, I even laugh out of embarrassment, but in reality I would like to tell her that she is very rude and that, as a healthcare professional, she should behave ethically without humiliating patients.\",\"He is now confined to a wheelchair.\",\"It's eight thirty-five, my shift at the bakery is about to end, I can't wait to go home.\",\"I was talking on the phone to a client as I was supporting them to stop smoking.\",\"This made her extremely upset and at this point she decided to kick off in the store including swearing at me.\",\"If instead it were a fight on the street, I would make sure I had witnesses and then proceed to collect the clues useful for identifying the person, to proceed with a complaint for insults and related request for damages.\",\"Inside I have a sense of anger and I would like to hang up the phone, but my professionalism stops me.\",\"I try to talk, but one person in particular keeps talking about me and interrupting me.\",\"He shouts right in my face, You stupid bitch and then walks away.\",\"An elderly lady, as she is about to exit, starts questioning my rudeness and that of the boy in the same condition as me, invoking the lack of respect for the elderly, since in her opinion we were an obstacle to getting off (false).\",\"My boss called me back because, in a quiet moment when there was nothing to do (I'm a waitress)\",\"I hear a male voice calling me bitch.\",\"He must have been in his 20s and I was a child.\",\"This went on for several minutes, until my brother got in the way and separated us.\",\"I remember it was about jealousy.\",\"This led to an altercation between my friend and his stepbrother as they were both pursuing the same girl.\",\"My sister is in the conversation too as we are chatting about what needs doing and who can do it.\",\"I feel that many consider me inferior for my job.\",\"He is red faced and extremely angry and I feel nervous being there even though he s in a wheelchair he s very loud and shouting horrible things at me.\",\"I'm at my boyfriend's house, who has a couple of roommates, Eleonora and Mate, who have a cat.\",\"She and I talk to each other while he plays PlayStation.\",\"I push him and tell him not to offend\",\"His disproportionate reaction offended me so much and I promised myself that I would never go out with him and the rest of my friends again, since no one intervened.\",\"I was burning up but didn't feel I could stand up to him as he was drunk.\",\"A neighbor of mine found herself committing obscene acts in a public place in the garage under my house: after telling her to find a more suitable place she left.\",\"He kept leaving the room and didn't want me to approach him, whilst i\",\"I answered her trying to keep a non aggressive tone, but it was difficult because I was very upset.\",\"I'm in a room with other people with whom I'm living for a week in a farmhouse for an education project aimed at teenagers.\",\"He accused me of not trusting him and blamed me for.keep bringing this subject up.\",\"In an argument with a person who doesn't like me I was called a bitch\",\"I'm still thinking about what to do, I don't want to squash it and kill it, I'd like to take a piece of paper and throw it out the window.\",\"The room is full and I don't stop for a moment, between people coming in, dishes to be brought and tables to be cleared.\",\"Before leaving, she asks me to do her\",\"the odest brother decided to be difficult and refued to leave and call me a stupid bitch.\",\"I have to take the train to go home for the Christmas holidays.\",\"I work in a restaurant environment and a customer was very rude the other day.\",\"I am in a group of people who I thought were my friends.\",\"I remember the time when a lady came to the school where I used to work.\",\"I can't believe I've got myself in this situation, I knew as s\",\"I started telling her that her son has to work hard.\",\"In the end I had to call security to escort him off the premises.\",\"I am at the theatre with my mother watching a performance and I am sitting next to a very loud woman who is speaking at a loud volume to her partner.\",\"I think about how I had imagined this holiday all together and now instead everyone is in their own room.\",\"First I didn't understand what he was shouting.\",\"Our foreman arrives at a fast pace and very pissed off and starts shouting every possible insult imaginable at us, with a particular fixation towards goats in full Vittorio Sgarbi style.\",\"I was very grateful towards the friend who made me read the chat.\",\"I am going to the secretary's office of the school where I work to ask for information about a payment.\",\"I am walking my dog with my young daughter.\",\"So one evening i was looking online and noticed my dad was actually online.\",\"I go to the store cupboard and sure enough there are no combs.\",\"Yesterday I was sitting with my husband and he had a lot of scratched scabs on his forehead, I told him he needs to stop picking at them because it looks like he has been doing drugs or something.\",\"I'm talking to my brother.\",\"It was an unpleasant situation.\",\"I was shopping in my local shop and the assistant was on her ear piece the whole time she was putting through my purchases.\",\"He then looked me up and down and said okay gaunt face.\",\"By the time this particular man ca\",\"He called me an idiot in a friendly jestful manner and I am not upset or offended by his words.\",\"I was alone.\",\"I was talking calmly with a friend of mine about a topic.\",\"I am near the end of my 8 minute walk to the train station when a man shouts something unintelligable at me.\",\"I glare at him and leave the room a few minutes later, he comes over to me with a cup of coffee and apologizes.\",\"I'm on the phone with one of our salespeople to report a problem I can't resolve with one of his clients.\",\"I can't even answer or get up and leave because he must be universally excused due to the effects of the cerebral hemorrhage.\",\"My friend and I looked at each other, without saying anything.\",\"It was really busy and there was a huge queue.\",\"Not happy with this, he puts out his cigarette in the pot of a plant.\",\"I'm talking to my ex on the phone after school, a classmate of mine had lent me his sweatshirt because I was cold, my ex had seen me asking me whose sweatshirt it was and telling him that it was a classmate of mine he got very angry.\",\"so I can't get on the roundabout right away.\",\"so I expect conflict from time to time.\",\"I cannot remember when was the last time but the most memorable time when someone called me a bitch on public forum, even though it was a name involved I can tell it was referring to me.\",\"But they started calling the numbers after mine, skipping me.\",\"It was quite a few years ago now.\",\"I'm talking to a friend of mine who calls me a bitch because I'm pointing out some of her behaviors that I think are wrong.\",\"She said she was sorry what happened, but that there was nothing that could be done.\",\"I feel offended and very sorry, because if I allowed myself to make those comments it was because I thought there was a relationship of complete trust between us.\",\"So she turns to me calling me Bitch, because apparently I stood right in front of her without doing it on purpose, as I was talking to my friend Valentina.\",\"It was at my family home several years ago.\",\"I'm talking to a friend of mine, in the meantime another girl comes and starts calling me words like bitch, idiot, moron, without a valid reason.\",\"Everyone goes their own way when I hear someone yelling fat girl.\",\"My sister yelled at me for something I did and I snapped at her.\",\"one of my colleagues mentioned that he couldnt find me in the pub as he was looking for my stockings and suspenders set and i was letting the team down now i had changed as i wasnt a sexy to look at.\",\"Because we were talking about something funny we were obviously laughing, a tall white man who had obviously been drinking and was walking down the same street as us heard us laughing and assumed we were laughing at him, even though we weren't, he started shouting at us calling us whores and telling us we were ugly.\",\"In my last year of university, a professor who saw me having difficulty finishing the exam told me that I could go to the university's disabled desk for help and, given my chronic illness that causes various problems, I was entitled to some concessions such as more time for the exam.\",\"I'm on the road, in Rome, in my city.\",\"I need to stay strong.\",\"Luckily, the damage wasn t too serious and only a crack in the back bumper.\",\"you've been doing it for half an hour'.\",\"At which point he leaves my house telling me to fuck off and from that moment on he stops talking to me.\",\"I have to fill out some documents for the remuneration and I don't understand what data I have to provide.\",\"I'm arguing with my sister because I can't find a piece of clothing that I remember lending her.\",\"There are people around, other commuters mixed with people heading out for the evening.\",\"My male supervisor addressed me as 'her' in front of my other colleagues.\",\"They used the term f***ing idiot .\",\"I walk into the train station, an old guy suddenly comes up and say to me: go back to your own country, you re not welcomed here maybe because I m Chinese and he s racist, but I m so much taller than him\",\"i think the last time was with my brother.\",\"It was about sharing the cleaning and cooking.\",\"and she just expected this favour from me.\",\"neither would back down and situation just escalated.\",\"I asked the patient to explain what he meant by that comment and he stated that neither of the staff were petite and both big girls .\",\"I honk my horn in annoyance at the forcefulness.\",\"One man left his group and came over to me.\",\"I knock on the window and they open it.\",\"Then I move to his room for a moment to turn off the light that he forgot to turn on and while I'm going back to the kitchen I hear him freeze, curse and say that I wasn't listening to him and that I don't care about his problems.\",\"I was aged 12 or 13 on a bus on the way home from school.\",\"The lady, with a scornful and disgusted expression, tells me to mind my own business, that she has no time to waste and that she has better things to do than us.\",\"Relieved that I was finally seeing him for who he was and that I was getting the closure I needed by having my eyes opened to how awful he was.\",\"They cut me off.\",\"He comes one day and orders his food and calls me something I can translate as evil bitch It s because no one turn off the music while he s eating It s a female singer and I m a female waitress We are the sinner devils\",\"I am in charge of the trainer shoe department.\",\"I remember that we were outside and a boy paid Charlie a compliment, so I politely thanked him and smiled.\",\"At a certain point I instinctively perceived that the man felt like I was staring at him and I felt that I had made him feel uncomfortable, perhaps because he was alone or perhaps because of his appearance.\",\"I have just had a new bed delivered and it was assembled by two men.\",\"He thought I had already gone and ran into the back of my car.\",\"I then start to explain my point of view but I am not listened to.\",\"Im walking faster and faster\",\"She screamed and said you are unqualified idiot.\",\"As soon as the check-up is finished, the doctor looks at me and in a particularly paternalistic manner tells me that I am too fat and that it would be right not to stimulate my appetite.\",\"Lots of abusive messages, came through, on Social Media, Email, Text you name it.\",\"She turns to me with real insults, totally disproportionate to the magnitude of the situation, accusing me of having engineered this whole situation just to hurt her.\",\"I felt in danger because they were aggressive and I had to call the landlord to calm the argument.\",\"I then was met with what the fuck are you looking at ginger bitch I was quite scared as this woman and the man she was with seemed quite out of it, but also quite confused as a brunette, with the comment coming from a ginger woman.\",\"Something is wrong with the machine.\",\"I feel like he insults us because he hasn't got anything useful to say, or can defend his position in any rational and reasonable way, so it's a last resort.\",\"I was dressed in a smart professional dress, tights and heels.\",\"I put up some signs there.\",\"I knew something wasn't right either they were having a bad day or something had happened at home, It raised my level of concern for the child.\",\"She then started screwing up a newspaper and throwing it at me.\",\"I was told that I needed to do more when in my mind I was already doing too much for my pay.\",\"I felt really embarrassed as he was shouting very loudly and it was evident he was talking to me.\",\"It happened while I was walking It was a weekend A van with 3 men called me whistling with offensive words I felt very offended and angry I thought for a moment of answering them badly and insulting them but then I thought that I would not stoop to their level and I ignored them I continued walking and pretended that nothing happened Every time it happens now I ignore everyone and the situation in general\",\"In this case we don't talk to the guest directly but to the person who contacted us to make the reservation for the guest.\",\"He is a really difficult person to deal with because he won't admit the his team have any fault in when things go wrong.\",\"I quickly checked my bag and realised I had put my purse down and realised they must have taken it, but was not completely sure.\",\"Only 14 years old and was walking.\",\"The event was carried out to show local residents what would be built.\",\"She was extremely jealous of the situation and called me disgusting and annoying.\",\"While I try to make her see reason, accept her anger and ask her for clarifications, she attacks me very aggressively with the sole intent of hurting me and no intention of truly resolving the issue.\",\"So I exaggerated my 'searching' look in the hope of making him understand that I was looking for something else and I also commented out loud that I hadn't been able to find any hand sanitizer when my friend joined me at the table.\",\"Then I leave and continue with my activity.\",\"They understood that I didn't know the term pompinara.\",\"i was at a conference where i was one of the very few women.\",\"I'm talking to a girl.\",\"Even inviting him around to see the new house and his grand children.\",\"I was working at a company I d spent ten years with, with no recognition or promotion in the last 5.\",\"When I try to apologize if I did something I didn't realize, she calls me an idiot.\",\"Another group of girls started walking by.\",\"I am getting upset as I am trying to do it, but she is making me feel really shaky and like I can't get my words out.\",\"I show him some messages we exchanged and he jokingly calls me an idiot because he says that he thinks this guy likes me.\",\"I'm tempted to get out of the car and yell at him\",\"I was working at a consultation event for a new housing development that was being consutructed for the local authority I work for.\",\"I feel very hurt and understand that the conversation is totally useless.\",\"My sister asks me if I can do something for her, but it's something I can't do.\",\"I then took her to the principal.\",\"I'm frustrated because I have to take time from my studies for the family while no one asks her to do it.\",\"He gets back in the car and drives away.\",\"I feel like I'm at fault, like I said the wrong thing even though I know I did what is required of me as a sales assistant.\",\"I felt helpless & felt that whatever was going on in his work personal life he was venting a frustration directly at me.\",\"Bad bitch, the right of way is mine...\",\"My friend said she thought she would go and spend time in this man's house and I said something along the lines of 'Aww, we'll miss you, come to the pub with us.\",\"I'm walking to a place where I'm having an aperitif with some friends, it's evening, but it's not late.\",\"I react by getting angry and insulting them in turn, trying not to seem humiliated and dejected.\",\"Her boyfriend, who is also a roommate, is also there.\",\"I don't think I've ever witnessed such rude and careless behavior in a similar situation.\",\"The atmosphere is tense immediately and I freeze up an don't make eye contact.\",\"It got very heated.\",\"(by the way i was a size 12 so wasn't even fat!).\",\"Part of my job is to make sure people stay on the route and do not wonder off into a different part of the gardens as it is pitch black.\",\"To be honest I was quite scared but also shocked at his awful language.\",\"The man is very over weight and he is diabetic and 80 years old.\",\"When I went to this office, the lady in charge humiliated me, telling me that with my health problems it was useless to make an effort and try to graduate (which I later did) and that I should find a husband who would support me so I could be a housewife for life, because I wouldn't be able to hold a job in the future anyway.\",\"A year ago.\",\"This isn't something new that I've encountered because I'm Asian and I don't typically look like the people who apparently own this country.\",\"I don't remember exactly the last time I was called a bitch, maybe it wasn't said to me recently so I won't talk about the last experience.\",\"I can still see the stranger looking at me which makes me feel awkward.\",\"I'm on an internship and my supervisor has given me very vague instructions on what I should do.\",\"I replied that he was being rude and confrontational and he said I was being stupid because as a customer he had a right to question me.\",\"He called me aside and told me in a very stern and angry tone that when I'm working he expects me to work and not to chat and in front of my apologies he told me he didn't want them.\",\"i followed them and asked what they were doing but the woman was day staff and just screamed at me that she was day staff and knew where she was going.\",\"I was on one of those Christmas trains, luckily in the company of friends, and there was a group of quite annoying guys, they started making jokes and at a certain point I responded in kind to stop.\",\"she is saying unpleasant things to me aloud.\",\"He then started shouting over to me asking if the next stop was partick and I ignored him and then he said she probably doesn t speak English to which I lost it and said no I do speak English but why would I acknowledge a drunk rude person like yourself.\",\"After a few minutes, a boy who is usually on the bus with me gets off and waves at me.\",\"She asks me if we have any combs, she does not ask politely it must be added.\",\"This summer I was working in a pharmacy and I had taken over from two colleagues with decades of experience in the preparation of galenic drugs and I, without experience, found myself alone to manage everything.\",\"and I can only assume a boy which was her boyfriend.\",\"He has done this to hurt me.\",\"I confirm to the guy that that rule is true and that for this reason he can't benefit from the tender's contribution.\",\"i am at disneyland paris and a lady just pushed in front of me in the queue for a ride, i told them they were being rude and to join the queue like everyone else and she tutted and called me an idiot.\",\"A customer has been in the hotel for a week, but I always see her angry or annoyed.\",\"The train was very busy and most seats were taken.\",\"He didn't know what to do and was taken aback in front of his friends.\",\"Here's the situation: I'm talking to a guest who has a reservation for 6 nights and his reservation was managed by a fashion house.\",\"He tells me that he wanted a man in the position that I will be filling and that if I m unhappy with the job offer to let him know and he will offer to the other candidate who will gladly start on a lower wage than I m asking for.\",\"In all this I have never smoked..\",\"I continue walking without looking at him and without saying a word.\",\"I am worried that his behaviour is going to get worse towards me.\",\"She uses unrepeatable epithets\",\"However, one of his friends took offence to me leaving as his friend had 'invested' so much time in trying to hook up with me it seems, and got really angry.\",\"and we're at my mother's house to celebrate with all the family.\",\"It wasn't even good feedback or constructive criticism, just a judgment without specifying the 'what'.\",\"But she was also my friend and she's a girl like me, we were little and she certainly didn't understand the gravity of her words yet.\",\"Even reading them doesn't make me feel discouraged or anything else.\",\"We spend quite some time going on the rides and generally having quite a good time.\",\"They leave me some money for the repair, and the husband slams the car door on me.\",\"The man turned on me and walked towards me with a sneer on his face and shouted that I should control my kids and keep them away from other people.\",\"Luckily the man becomes intimated by my friend and leaves with no more trouble caused.\",\"I went to our embassy to renew my passport.\",\"But I'm scared of her verbal fury and I lock myself inside.\",\"He seemed friendly enough and said he was in the military and that he was there with some of his army friends.\",\"She criticized some of my work and questioned my ability to run an event despite my many years of experience.\",\"I'm starting to do it to make it easier for two girls who are more skilled in the graphics part.\",\"We went inside and did not engage with him.\",\"and I decided to gather my stuff from the table and just keep them in my hands or around my body.\",\"and he's raising his voice to me in my own home.\",\"I was parking my car and someone aggressively overtook me to park in the space I was going to.\",\"I'm talking to my boss, I'm reporting on a goal that was assigned to me.\",\"when we all met in the pub after the conference i changed into jeans and flats.\",\"I'm wearing a skirt and a tight sweater, he looks me up and down and asks me why I'm dressed like that?\",\"I can't explain why they would treat another person like that\",\"I forgot to call the bank and for this reason we both have to go to the branch now.\",\"I'm talking to an unknown person on Facebook, at a certain point he sends me a voice message with very heavy words.\",\"After a few minutes, two other friends from the same group join me and I start talking to them.\",\"He had openly been pursuing other girls in the run up to the birthday and on this evening he was trying hard to hit on another girl who had a boyfriend.\",\"I open the window in turn and apologize telling him to moderate his words.\",\"Out of nowhere someone behind me in the queue has told me to be quiet because she has a headache and I am making too much noise.\",\"From behind the door I hear Eleonora say: Look how retarded she is!\",\"She accused me of playing the victim because she should have done the same things I had to do but I felt like I was being made fun of because she had her father with the car and two years of stuff to move, while I was alone, and I had to move six years of stuff by bus\",\"He looked angry, red face and menacing.\",\"He then snapped at me to say its not his job to do that.\",\"A man, who I knew had been drinking as there were several empty beer cans in a pile by his deckchair, came over and started yelling at my young son.\",\"It is summertime, the weather is fairly decent and our parents have let us go into our local village to go on the fair ground rides as I have a paper round so have a little bit of money to spend on rides and to get some candy floss.\",\"She was supposed to leave today, she checked out.\",\"His stepbrother was also out for drinks and had drunk too much.\",\"and we argue.\",\"I remember being so upset and angry but I held back from saying anything because I was alone (and a female) and I cared for my safety more than defending myself to a racist.\",\"She doesn't know where it is.\",\"What I didn t realise was that he had just be talking to another girl\",\"There had become quite a queue of people waiting to see a member of staff.\",\"and she decides to come back\",\"They continue to do so.\",\"I am exhausted and I let myself be carried away by frustration.\",\"I was at the GP.\",\"I gave it a couple of minutes at still had no response, so I advised the visitor that I would go and check the room to see if the person they needed were up their and didn't see their message.\",\"I'm little and my father drove me to my grandparents' house.\",\"To which I reminded him of all the invitations I had sent to him, but he refused to see reason.\",\"I have many colleagues there.\",\"When we are close he hits me, not too hard, but on purpose.\",\"My child was with me and clearly worried.\",\"I'm not talking or looking at any man, I'm simply dancing.\",\"For example, if I were at work and someone dared to address me with an epithet like that (a colleague?)\",\"I had an accident at work and had to call INAIL to book the visit.\",\"I tell him to leave now and he calls me a fat bitch.\",\"The shop assitant kept me waiting for ages whilst she carried on a conversation with her colleague, fully aware I was waiting.\",\"So I ask him if he is going and he replies that he doesn't pick up anyone.\",\"I didn't think about staying quiet at all, in fact, I urged him verbally, without ever insulting him or yelling.\",\"and I reply, Look Paolo, I just wanted to let you know that the customer has arrived, that's all.\",\"It was also really frustrating to be spoken to like that as he was the one in the wrong.\",\"I call my colleague, who is a little older than me, the area manager (but not my superior) and the husband of the boss's daughter.\",\"I can feel adrenaline kicking in because I m angry this student is talking to me in such a horrible way, but because I am at work, I stay calm and ask her politely not to speak to me in this way.\",\"I won't lend her anything anymore.\",\"He told me to piss off out of his house.\",\"Whilst sitting with my husband and sister in law, my sister in law started to explain that she is starting to feed her 5 month old with purées.\",\"There is usually an employee who helps those who have difficulty.\",\"We couldn't believe how awful he was.\",\"We accepted, thanking her.\",\"The stepbrother called me an ugly bitch.\",\"I don't like this situation, so I don't answer and ignore them.\",\"I replied that I didn t have a problem with being questioned but I did have a problem with the tone and aggression that he used to complete the questioning.\",\"I tell him that his behavior is senseless since he was the first to exclude himself, and we were just finishing our already concluded conversations, and we didn't exclude him...\",\"My former employer yelled at me, in front of dozens of other people, insulting me in every way he could think of.\",\"We were not talking about anything in particular.\",\"We are in the main square of the city surrounded by other people who will attend the show, when unexpectedly a boy, probably a teenager, certainly younger than me, looks at me, whistles and calls me a whore.\",\"pose.\",\"He encourages me to carry on later, when my mother is there, so he can pretend that he cares in front of her.\",\"I'm clearing the table and I'm about to shake the tablecloth out into the garden, inside there are crumbs and also the twigs where the cherry tomatoes are attached, I decide to throw those into the garden too because they are just green twigs, my clean-obsessed mother sees it and gets really angry because she considers it a disrespectful gesture, for me it's just throwing a twig in the grass\",\"I just finished dinner with my family and it's time to clear the table.\",\"She tutted and rolled her eyes upwards.\",\"Our single, male neighbour who lives in the flat below us suddenly appeared in our garden.\",\"I had just started telling her story when she immediately interrupted me to tell me something of her own (unsolicited and completely irrelevant to the moment).\",\"I'm at work, when suddenly a customer comes to me screaming and complaining about things that are absolutely not related to me or my job.\",\"I tried to intervene as no one was protecting them or taking their defense.\",\"Since they were living a long distance relationship he was supposed to come for the Easter holidays to be with her but shortly before his arrival he started having strange behaviors which was a symptom that there was something wrong between them and in fact it was later discovered that he had another\",\"After a few seconds he gets out of the car and starts yelling insults at me, banging his fist on my window.\",\"I'm talking to a friend and we hear a nearby table insulting us.\",\"She had argued with the previous patient and when I went she was yelling at me and answering me badly as if she had done something, at a certain point I told her that if she had argued it was not my problem and that please she should answer politely because I had not done anything.\",\"At this point I start explaining again why it's a bad idea to go out at night when it's pouring with rain, he turns and says to me go to hell, bitch.\",\"We can't have a direct confrontation, but the argument happens via chat.\",\"I don t like being called stupid and I feel attacked and undermined.\",\"I know I should start work tomorrow morning at 8am, but instead the boss gives me a quick tour of the place, gives me my uniform and takes me to my room, giving me 10 minutes to wash up and get ready\",\"I was told this in a room full of staff.\",\"One of my colleagues then stood up and asked if I was going and I said no, nobody asked me or approached me about it which was the truth.\",\"I felt very offended because I don't deserve this treatment after what I've gone through for him and how I've forgiven him.\",\"Luckily, my father is with me and he has en\",\"He looked really angry and bitter.\",\"They asked me to check I was happy, I noticed they had scraped the wall in the bedroom.\",\"The person i am talking to is getting recognizably frustrated.\",\"I try to explain to him that I was listening to him, even though I was in the next room, but he's angry.\",\"I think that I can't stand her and that she always has to play the victim.\",\"Since that day, he does nothing but treat me badly.\",\"He seemed out of his mind.\",\"I promised myself to drive better to avoid unpleasant situations of this type.\",\"I was wearing a new top that I'd bought recently and my sister said I shouldn't wear it because I was too fat.\",\"Then my brother intervenes\",\"Secondly he was furious about bumping into a child and th\",\"Chinese kickboxing training.\",\"They didn't understand and thought I was a doctor and accused me in front of my children of murdering people by giving them a COVID vaccine and being part of a conspiracy where all I care about is pharmaceutical companies getting money and that I should be ashamed of myself.\",\"Eleonora, who is in the kitchen, says to me: did she come in again?\",\"I don't suck.\",\"We would sometimes go out socially with this man, and as time went on he became less engaged with the group and increasingly rude.\",\"I am at work and a visitor has arrived for a meeting.\",\"Luckily for me, the people in the neighborhood know him and paid him little attention, but he destroyed me with his words, almost traumatized me.\",\"I was in the living room with my younger sister, we were arguing because there was a misunderstanding between us regarding her schoolwork, for which she had asked me for help.\",\"I told him that the speed limit was 30 mph and repeated that he was in danger of knocking down a child in the village.\",\"We parted ways then.\",\"I tried to build some rapport but he was clearly not interested and so I gave up and decided to match his tone.\",\"My friend and I are petrified in front of the scene and at that moment we don't know what to say.\",\"The guy in question decides to insult me ​​too, because in my profile photo I'm in a bikini too (even though it's barely clear).\",\"I felt deeply offended and violated by completely gratuitous and unreasonable innuendos since I was willing to finish the assignment well within the deadline and any delay was due only to his unavailability to work on it before Sunday.\",\"Suddenly, I bump shoulders with a stranger walking in the other direction.\",\"She is sitting on a little chair quietly 'reading' while I am with my 1 year old trying to stop them pulling all the audiobooks off the shelf.\",\"At first I felt frozen, then I realized that I was also in the wrong since I wasn't looking where I was going.\",\"I felt offended, I immediately fell silent, after which I told him that it wasn't the way to address him.\",\"I'm talking to my sister, she's about six years younger than me.\",\"I re-evaluated this person, also because by continuing to read the chat it wasn't the only criticism he addressed to me.\",\"I was so amazed how rude he was to me it upset me for days\",\"while parking at a doctors office, i pulled into a free bay not realising that someone was already waiting for that space.\",\"I'm working as a waitress in a restaurant, busy evening and service so far with a tight schedule, a customer calls me by snapping his fingers above his head.\",\"Months before I had had a one-night stand with an ex-boyfriend of hers, I didn't tell her anything.\",\"As a retired person i have plenty of time to browse on facebook and other social media sites to keep in touch with family and friends.\",\"I was talking to some of my colleagues who had finished work.\",\"I felt bad, because I hadn't done anything, and the insult was only to make the boy and his friends feel grown up, while they wanted to make me feel useless, wrong and in the wrong.\",\"at a certain point the line stops and i bump into the back of a guy.\",\"And angry that a grown man thought I was fair game.\",\"I enquired to the stock room if we had that particular shown in the size she requested.\",\"It was in an open plan office.\",\"I'm in the office and I feel cold\",\"I get angry and feel helpless and inferior, even though his behavior is objectively incorrect and ignorant from many points of view.\",\"i was waiting for the bus when this guy started talking to me about his past as a drug addict or ex-convict or something like that, he was one of those who try to sell pens or stuff trying to make people feel sorry.\",\"but she wanted to do her own things thinking she knew best.\",\"and I'm dressed in sportswear, specifically tight leggings that show off my butt.\",\"He reacted like this because\",\"I'm about to leave and he calls me a bitch in a low voice.\",\"so I was wearing shorts and a top.\",\"I got an indignant expression, surely witnessing the scene, he sees me and starts threatening me, telling me you don't know who I am, I'm the head of security for this shopping center, you have to shut up and look away, you're just a little girl, don't you have a male who can keep you under control?\",\"I ended up crying at my manager because I was so upset with how I d been treated.\",\"I am talking to my sister on the phone, unfortunately her tone is not kind and I suffer a lot.\",\"I moved to another carriage on the train after this to not be in the presence of this man.\",\"Maybe that was a mistake because he seemed to get angry.\",\"a relative tells me that he called the town hall to complain and that he called the person he was talking to an idiot and asks me for an opinion.\",\"I started crying and asked why they weren't waiting for me and one of them called me a pain in the ass.\",\"I was working as a hostess at an event inside a pavilion.\",\"That same girl said 'what are you staring at, bitch?'\",\"We wonder if having worn different clothes tonight would have spared us this surprise, as if it were our fault and\",\"A few weeks ago I was driving to work like every day.\",\"However, she intervenes so much that she calls me a whore.\",\"My manager doesn't know how to help me with this because he usually deals with something else, so I call the consultant I refer to for help.\",\"I'm not sure why a stranger would judge me in such a manner.\",\"One day he called me (probably under the influence of drugs) telling me that he would beat me if I continued to stress him with the idea of ​​​​quitting and going to a recovery center.\",\"The tone is what offended me the most because it was aggressive and put himself a step above me.\",\"I do the best I can and when I go down I find him furious like a beast who tells me how dare I leave the car.\",\"I couldn t believe he d said those words, I m not a bitch.\",\"Since this boy works in the same building, we often had lunch together.\",\"We're at dinner, a discussion arises from a difference of viewpoint: as often happens, my positions are different from hers, and as soon as I try to explain them to her she gets angry.\",\"I also speed up my pace to get away from the offending place and I look around to make sure that no one is following me and that the two guys have really gone away.\",\"After a while I get tired and tell him to go away.\",\"I did this whilst sat on a wall.\",\"so i got off the sidewalk moving away a bit to pass on their left, and lengthening my stride even further.\",\"I feel angry and helpless, it's an injustice and there's no justification, I also know that I don't want to and it won't do any good to calmly talk to this person to make him understand that we're not doing anything wrong and that that space belongs to everyone.\",\"I would have tidied the books myself once I noticed them.\",\"Together with my friends we are deciding what to choose but we are not sure, we make some jokes and from behind a group of friends, who are listening to our conversations, talking to each other make obvious gestures addressing us.\",\"I try to explain that it was a moment\",\"It wasn't my intention but I don't like it when his personality changes completely from one moment to the next.\",\"Everyone dislikes me for this behavior.\",\"I am shocked by this and feel angry that she just spoke to me like that\",\"I got a phone call from a lady who was starting as a representative.\",\"She also rudely points out to me that the data I have already entered is incomplete or incorrect and that I have to pay more attention to how I fill out the documents.\",\"The driver stops, rolls down his window and with a rare arrogance tells me that when he puts on his indicator to pass, I have to stop and let him pass.\",\"We all start to leave and as my Nephew and girlfriend she says to me almost as an instruction 'keep next saturday free we need you to decorate'.\",\"We go out to smoke a cigarette and while we are on the sidewalk right in front of the club a car with some guys in it slows down and passes by us and shouts 'whores' at us, out of nowhere.\",\"Like most of the time, I react to the com\",\"Every time the doors open or close, I have to move slightly to avoid being hit.\",\"I was told that there was not even a seat and the family behind me was calmly given a table.\",\"while i was walking briskly on the sidewalk, i saw a couple in front of me and i thought i would pass these two gentlemen causing them as little trouble as possible.\",\"She tells me fuck you then.\",\"The queue to get in was quite long, but the waiting time was specified and participants could therefore decide not to queue.\",\"He says I had no right to undertake the repair as it is not my business and it makes the gate harder to open.\",\"However I had rang him and left a voicemail and sent a text.\",\"So I turned around and looked at the lady and asked her why she cared what I was doing with my suitcase and to think about how stupid she was.\",\"I did as I was told and the 20 year old washing machine does not start.\",\"She necks a glass of wine whilst telling me angrily that I m not welcome at their house in till I have a job.\",\"anyway so I moved forward.\",\"I decided not to tell anyone, like a teacher, what had happened.\",\"Eventually he has given up and I held my ground by not signing the form and as he leaves I tell him I will raise a formal complaint.\",\"I pretend nothing is happening and keep walking despite the feeling of\",\"I explained it was my area, I told her to I found out she was stealing my books that customers were leaving outside.\",\"but she shouldn t be calling me stupid.\",\"By now we were on the second day and it was after 4pm, The deadline was approaching.\",\"The waiters who initially pretended not to see me did not even wait for me to leave to seat those who were there after me and they shrugged their shoulders at me also pretending not to speak English.\",\"I fall silent, the discomfort has turned into fear, I would like to react The guy leaves, shouting This whore, before disappearing.\",\"A 10 minutes job became a 2 days job.\",\"He puts his hands on my cheeks and pulls the skin to smooth out my wrinkles.\",\"honestly i think my next instinct was to tell her go fuck yourself, you are an idiot explaining why.\",\"I have always been self conscious about my weight\",\"We actually saw them attacking someone else and then by the time the police had got there they had gone but other witnesses and heard them saying how thye had stolen someones\",\"What relationship do you have with my husband and here she screams at me you ruined everything you're a bitch...\",\"I eventually found a space he leaned out of his window and called me a 'muppet'.\",\"raising his voice more and more, until he was screaming.\",\"At which it was like a switch triggered something and he called be a bloody arse hole because it wasn't his fault he didnt see children.\",\"All of a sudden my neighbours husband came hurtling round, swearing and shouting saying he he'd had enough and after a nasty exchange he called me a dick head.\",\"My dad just stands there and says nothing .I get my things and walk 2 miles home to my mum and step dads house where I live .\",\"I ask myself why a person would behave in such a vulgar and absurd way.\",\"The situation was quite hostile and we were in each others faces.\",\"It hurts my feelings and I start to cry which makes the insults worse as he calls me a cry baby and an idiot.\",\"and I try to fight back.\",\"At the end of the concert a very kind steward offered us to use a secondary exit with a stair lift to make it easier for my cousin to leave the theatre.\",\"There are lots of people here and the woman looks stressed.\",\"It's definitely his problem.\",\"After she called me a bitch I told her to get out of my room and leave me alone because she really gets on my nerves.\",\"We come regularly but today a different woman is leading Rhyme Time.\",\"I didn t realise how long floor tiles needed to sit before you could walk on them again.\",\"this does not work, they just get more frustrated.\",\"When I explain to her what job I do (public administration) she makes a disgusted face, as if my job was easy and I was a slacker.\",\"So there was a big group of girls.\",\"I pushed him away, he was surprised by the strength I had used, because he backed away a lot.\",\"I'm arguing with a friend of mine because I've noticed that she's been avoiding me for a while now and so I decide to clarify the situation but we quickly lose control and she tells me that I'm a selfish bitch and that I was also jealous of the fact that she had a boyfriend.\",\"I imagine she had the preparation done somewhere else.\",\"She adds, looking me up and down, and says that I need advice on how to dress: I dress too badly for a job like that.\",\"I'm at work, behind the balcony, and I'm helping some people with some documents.\",\"I feel wary when he comes home as we have had problems before.\",\"I am waiting in a queue to visit the toilet in a concert hall.\",\"He attempted to blame me and said he'd assumed I knew which training session he was in, which I didn't and told me to change the trains.\",\"I am having a heated argument with my sister about housekeeping.\",\"We're sitting near the subway and we're arguing.\",\"We did not appreciate the intrusion into our conversation.\",\"This was the last time I let him, as from then on I never told him about my day.\",\"I hate confrontation.\",\"but I heard them continue to comment.\",\"One night I saw a woman and her children disappear into the bushes.\",\"I do not tell her that I have been given their details by a care worker who works for them.\",\"Every morning I meet many guests of the hotel, most of them very polite.\",\"At which point the lady jumped a little and then they continued on.\",\"I am not the only person within our office & had previously not seen the unknown person enter the building or who he engaged with.\",\"I immediately begin to respond angrily too, especially in response to very strong and, in my opinion, disproportionate words that she uses.\",\"From the beginning of the call he was cold and short with me.\",\"I feel blocked, as if I wanted to answer\",\"At this point the guy calls me an idiot saying that he doesn't want to have anything to do with me, and all this just because he's offended by the fact that I didn't return the feelings.\",\"I argued with my father, to defend my mother.\",\"at which point I had en\",\"It was late afternoon and I was coming back from work.\",\"She calms down in two seconds, pays me and leaves.\",\"We managed to walk her away from them and then I mumble under my breath why do you always have to do this.\",\"And don't call me an idiot, everyone is entitlte to their own opnion.\",\"I'm scared because the scooter appeared out of nowhere at a very high speed.\",\"I was dancing on the dance floor with some friends and some guys came up to us and rubbed up against us in a completely unsolicited way.\",\"The fact is that the guy must have read lips, because he chases us and after we park he stops behind our car preventing us from getting out.\",\"My 3 year old comes over to us, leaving her books on the floor.\",\"A local resident was very angry about the proposals due to the social housing being built near to his property.\",\"It was unprovoked.\",\"I find it very rude not to respect speaking turns, to interrupt people, but above all\",\"She is calling me stupid because she thinks we will be worse off if we had any other healthcare system.\",\"It would depend on the situation to outline my reaction.\",\"He is a somewhat old man, 50 years old, drunk.\",\"She says some people could be in here for months and it's not good enough that you don't have combs for afro hair .\",\"I'm talking to a friend.\",\"I was walking down the street, normally and during the day, so I wasn't alone, there were other people too.\",\"I walk straight away and leave without saying a word.\",\"I continued to put my notes on the policy but as it was an l extremely busy day with lots of complications and issues it made me feel totally inadequent.\",\"I respond to him and try to remain calm.\",\"In the previous weeks I had heard several colleagues talk about it but not once was I asked by anyone if I wanted to go\",\"I am talking to my husband.\",\"When talking about work she is haughty and speaks with a superior tone, as if she were better than the others.\",\"I was talking to my colleague.\",\"I have raised my voice against military supply for Ukraine because by weapons they will escalate the war that will be resulting in more death, suffering and it is not a good idea to play with the fire as Russia can use nuclear bomb.\",\"He tries to rest an elbow on the edge of the table whist trying to engage myself and the friend sat opposite me into conversation.\",\"I was very upset and this was not normally the sort of thing I would do but I asked them if they had picked it up, they got very angry said look in my bag opened it and I could see my purse there.\",\"I had just finally found the proof that he was having an affair which he had been denying for months.\",\"If he had asked nicely instead of just pushing in front of me I would be quite happy to have let him go ahead of me.\",\"The wall was freshly painted so I was unhappy, and I am refusing to sign the form they wanted me to sign to say they had assembled it fine.\",\"She tells me that I am a slut because I go to sleep at my boyfriend's house.\",\"He called me an idiot and quite abruptly ended the call.\",\"There was a man who shoved right in front of my in the queue and I was drunk and annoyed!\",\"Other colleagues always say that I log off too early at the end without letting the useless hellos and thank yous pass.\",\"I don't know what to do.\",\"I do remember being called names like tramp or whore if I turned boys down in a bar it was there way of getting back at you for now wanting to kissing the\",\"Once i had parked i reied to say sorry as i could see the person was angry,and even though there were other parking spaces available they still called me a dickhead which i thought wasnt very nice.\",\"I was waiting at a roundabout to pull out and I hesitated to pull out because I didn t feel there was enough of a gap between the cars.\",\"I'm at work.\",\"He was being so intimidating and I was tempted to end the call.\",\"I'm talking to my sister and I'm complaining about the fact that I always do everything at home to help our mother, while she does little because she always has to study, but I should study too.\",\"She calls me an idiot because I'm not tidy and I can't blame her because I can't find my clothes, I call her a bitch because when I lend her things she doesn't respect other people's property and loses them.\",\"She turned around and began to call me every name under the sun 'You f*cki**' slag, shut the f up....' etc.\",\"He tells me that I'm a bitch and I only think about myself, that I'm deciding as always For both of us, but he's angry because he knows I'm right and in any case we love each other, we've been together for years\",\"The mistake was completely his and he took no responsibility and tried to blame me.\",\"I was coming back from work, I was very tired and cold.\",\"The man explodes and starts swearing at me telling me that I should have control over my kid and so on.\",\"I am explaining to the parents that their son will have to do a detention after school as a punishment, when his father stands up and starts to verbally abuse me.\",\"I got out of the car in order to check on the damage and the man got out of his car and approached me.\",\"At the same time, I am mumbling a quick sorry, not expecting such an extreme reaction.\",\"I have repaired a gate that gives access to a field next to my house.\",\"He yels that hat he wasn't speeding and was only doing 40mph.\",\"It was clearly addressed to me.\",\"Luckily I met a lady who was getting into her car and I practically threw myself\",\"As I went for a walk in a forest, a stranger on a street shouted at me while walking briskly towards me.\",\"I continue my walk but keep my head down, worried that someone else will make a comment.\",\"I get out to check the damage, and the lady driving the other car insists that nothing happened.\",\"In the dining room there was a very tall and overweight man who was eating alone and looking at his cell phone: I looked around for a hand sanitizer dispenser and I met his gaze several times.\",\"One night at a disco a boy flirted with me and from there we started seeing each other.\",\"I thought he was rude, because he didn't apologise, he made it seem like it was my fault and made me resolve the issue.\",\"I don't care as I am not there to catch a man.\",\"Honestly I felt very debased and insulted even though it wasn't my fault but his as he knew the cancellation policy.\",\"Seeing my father, he completely changed his attitude, his haughty and judgmental manner changed.\",\"Other staff who were there just laughed but were embarrassed for me.\",\"Instead of moving, he got out of his car and came over to me yelling at me for sounding my horn at him.\",\"He sudden l\",\"He gets out and starts banging on the car and coming at me, calling me a damned whore, he tells me that I'm an asshole and I have to tell that to that bitch of a mother of mine, he wants me to get out of the car to beat me, he says verbatim.\",\"The group of people she was with started laughing.\",\"I am trying to encourage him to stop smoking as this only makes his legs worse.\",\"I felt annoyed with the husbands over reaction but just keep my feelings to myself.\",\"She's telling me that I shouldn't go on a semester abroad because I wouldn't be able to survive there and recover.\",\"I took responsibility for the garden and made this request.\",\"A guy comes up and starts hitting on one of my friends.\",\"She accused me of being biased and for not being fair.\",\"The guy driving gets out and comes under me telling me to be careful what I say, I tell him I only said he was going fast, he doesn't believe me and says yes sure, be careful you idiot, I'm good, but sooner or later some crazy guy will beat you up.\",\"We each have our own areas.\",\"I came onto the train and he made a racist remark but I ignored it and sat down, I didn t take much notice as I was excited I was going on holiday the next day so was not letting anything annoy me.\",\"Rather I can describe the moment in which it was said to me that hit me so hard.\",\"My 3 year old has pulled a couple of books out the boxes and is looking at them.\",\"he was way overdressed for the heat had a very thick coat on him, long hair long beard, looked very dirty and frankly quite scary.\",\"I am a fairly good amateur cook, so I commit myself to preparing a dinner that took about 3 hours to prepare, I set the table in a dedicated manner.\",\"he insisted a bit and then he called me handicapped and walked away.\",\"then, it depends on who addressed them to me.\",\"At first the questions are innocent, like How are you?,\",\"and I think she thought she was in with a chance with him\",\"I was trying to juggle my things so organise my handbag with stuff I would need for dinner including my purse.\",\"At that time I had a very very particular English teacher, she wasn't very educational, a bit weird and easy to insult gratuitously.\",\"Well President Zelensky is still very popular in the west and i ve received a very ugly comment calling me stupid idiot bitch, named me as i was a russian spy and this person was totally against peace but war and destruction\",\"I don't react.\",\"There is a man sitting across from me, probably under the influence, looking quite unkempt who starts saying hey cocksuckers in my direction and the stranger sitting next to me.\",\"I'm not responding as I don't want any confrontation.\",\"He came up to the front to take part in a 'mystery object' activity where he needed to describe an item by feel not sight.\",\"I was at work and an appointment had been booked in to my diary to call a colleague and complete a mortgage application with them.\",\"We were living a long distance relationship, he was in Rome and I was in Siena.\",\"It happened about two years ago, and it was said to me by my mother, at the time in which during an argument (very frequent in that period)\",\"she's really an idiot.\",\"Whilst there may be some language barriers and cultural differences, as this student is not from the UK, the student is belittling me for not knowing the answers to all of her questions and not being any use at all .\",\"I almost told her that I was not happy with the way she had dealt with me but didn't as I shop in this establishment every week and thought twice about confronting her.\",\"I use gestures to let them know that I have the right of way.\",\"Im not sure who is he and why is he addressing me with sexist slur.\",\"I decided to use the bathroom when I got home.\",\"We thought he was a controlling oddball and we did not understand why she was in a relationship with this man.\",\"It made me feel very uncomfortable Everyone stared and looked.\",\"After a couple of months, when he approached me and I rejected him, he started insulting me, swearing at me, and talking badly about me to the customers.\",\"I tried to talk about diffusion of responsibility to get him to understand my subject a little and he replied, speak Italian, no one cares about this stuff.\",\"My son was riding his scooter and I was pushing my daughter in her stroller.\",\"She always speaks rudely to me and my colleagues.\",\"At one point one of these children ends up on my bag and dirties it.\",\"I started to feel very scared and nervous but stood my ground and explained the company policy of the situation to him over and over again.\",\"His demeanour changed and he quickly became aggravated.\",\"Since then we've cut ties and I'm glad we did, she's never really apologized to me for what she said and I've never looked for her\",\"As they get closer I want to make myself small.\",\"I could not believe that this woman basiclly\",\"His language was a bit slurred but he kept being aggressive and eventually one of his friends escorted him back down to a table.\",\"I had actually moved house and he hadn't even been to visit.\",\"The guy turned to leave and said in a lower voice than usual: This is really an idiot.\",\"I think she's not even trying to think where she put what I lent her because she pretends not to remember taking it.\",\"Anyway they started to push and shove my friend and create an argument.\",\"while i was doing this the lady moved and came at me.\",\"I was talking to my partner about my day and was explaining to him that i had embarrssed myself in front of someone at the school by slipping up about someone else bein pregnant.\",\"It was when I had not long had my car and I was still getting used to driving it.\",\"I was the one in the right and had just found out how appalling he was treating me and yet he reacted like he had been wronged because I d found the evidence to prove my suspicions.\",\"The cat often runs away from home and enters my boyfriend's room and hides under the bed, which the owner Eleonora doesn't like.\",\"Whilst he was shouting at me I also felt relieved.\",\"I say yes, is everything ok? .\",\"I am walking my dog in the village we live in when a motorist speeds past and i shake my head because he is going so fast.\",\"I was in the butcher's shop when a woman next to me is talking to my husband on the phone, I understand because she specifies names and work, then as I leave I approach her and ask, who are you?\",\"It would also make me feel embarrassed that I had made the mistake In the first place, and if I was called it in front of others.\",\"I then had no other option but to call a manager to handle the situation.\",\"She also had the chance to speak\",\"She told me not to confront her, she would deal with it.\",\"I'm disturbed because I really hadn't insulted him.\",\"I must have widened my eyes and he approached in a very dangerous way shouting 'have you finished looking at me??\",\"I'm on a call with a couple of colleagues to organize a video conference where we will be the main speakers, I don't really feel like organizing it, nor participating in it because I was forced and I wasn't asked if I wanted to.\",\"I am standing with my mother and my brother with Down syndrome in line at the checkout.\",\"It happened several times while I was studying at the Conservatory, specifically there is this teacher with whom I am doing an exercise, I play together with the singer, who starts out of time after my introduction on the piano.\",\"You're such an idiot!\",\"I got out of my car to indicate to them that I had been waiting patiently\",\"They looked at the tiles and called me an idiot for going in there and walking on them.\",\"The stranger is male and he yells at me, telling me to look where I am going and calling me a f*cker.\",\"I didn't want the situation to get worse but at the same time I didn't want to let her get away with it.\",\"At that moment\",\"The man s car showed no sign of damage, as it was a large 4x4.\",\"I pick her up and take her out of the room.\",\"Stop, I point out that today is Tuesday.\",\"I turn to him and justify myself by saying that I hadn't restocked that cabinet and he answers me rudely, yelling.\",\"At first I don't give it much thought.\",\"I learnt to ignore her in the end and carry on about my business, this seemed to make her more angry.\",\"I told him I was grateful but that was not enough, I will not stay for the little good things he had done.\",\"He didn't apologize and so I still hold a grudge because there were other friends of ours there, so I felt humiliated in front of them.\",\"luckily there was a partition separating us and eventually they were escorted from the premises.\",\"He has always been a very jealous guy who was always ready to attack me if I wanted to go out with my friends at night or dance with them.\",\"From the first few days I understood that we were absolutely incompatible in terms of character, arguments were the order of the day.\",\"Saying hello how are you.\",\"but I do it anyway with a smile.\",\"but I held back and smiled at him.\",\"As the conversation progresses, I try to regulate my tone of voice, asking her to lower it in turn.\",\"At first I feel confused, then sad for the insults received, then I get angry.\",\"I was crossing the street with my bike (I had the right of way) and a car was about to hit me.\",\"She hesitates, asks the class's opinion and the reason why they insist on postponing it.\",\"blah blah\",\"I shake my head and say it doesn't matter.\",\"But how did you call us and treat us this way\",\"I'm talking to my father and telling him about my day.\",\"Furthermore, she addressed me informally instead of formally, which as a teacher I expected to hear.\",\"I was once referred to as\",\"We were in the office together\",\"The other person could continue to complain and in this case I don't know if I would be able to remain calm and therefore an argument could start.\",\"I wasn't able to respond in kind or in any other way so, still without him seeing me, I left.\",\"but I also understood that that he was doing it because he was hurt and angry.\",\"i was at work and one of the customers was not happy about his winnings so he felt that he could take his anger at me.\",\"In a scenario like that I wouldn't really care cause I know that is the way men are.\",\"and I am 150 cm and weigh 60 kg.\",\"I then carried on talking to the wife who appoligised for how her husband spoke and she looked really embarrassed.\",\"It is not usual that we argue, especially in a rude way.\",\"I think after a while she does notice but carries on anyway.\",\"This is done through our software so recorded and the number was definately correct.\",\"Very aggressive,\",\"I looked back and then looked away.\",\"I've studied hard for that test, struggling to fit it in between a period full of tests.\",\"another male commented i was tall enough without flats and didnt need to wear heels just to impress others as if thats why i wear them.\",\"When I was younger I was getting ready to go out and my sister came into my room.\",\"I get my debit card out and the fitter complains because he is expecting cash.\",\"and I shouldn t ever go back to his house because he wants to die anyway.\",\"I'm talking to my brother while we cook lunch together, our way of joking is to insult each other (in an affectionate way obviously), I realize that I have salted the food too much and I am called an idiot while we laugh, I feel amused and not insulted at all, I know he doesn't mean it maliciously.\",\"At that point the Austrian boy, who knew Italian, shouted at me but what are you doing, whore.\",\"There are other people we know present.\",\"He slammed on his brakes, got out of his car and said what did you just say?\",\"I woke up and my mother asked me to put the sheets back in the washing machine and start it, the washing machine is already programmed.\",\"I was addressed by my manager as incompetent at my work.\",\"We were in a dispute about what items belong to him and to me and he said i was a slag for going out and a bitch for wanting him to leave.\",\"You have the face of a \\\"bocchinara\\\", you are a \\\"bocchinara\\\", you are a \\\"bocchinara\\\"!\",\"The tone was both aggressive and derisive, as some of the guys were laughing.\",\"I found the situation strange in fact I didn't feel very guilty as I usually would because I knew that there was nothing to do and that he was just taking a stand and asking for respect, however I felt very humiliated and uncomfortable, and since my contract would expire soon, the thing made me very nervous.\",\"The surprise, however, came when my father arrived on the spot and with great surprise revealed to me that the woman was my mother's cousin.\",\"The reason for this is that I accidentally dropped a cup and it broke on the floor.\",\"I politely and calmly tell her that she has to wait in line like everyone else.\",\"I think about how rude and insensitive my husband was to say these things.\",\"He has been drinking again.\",\"so I break into a run and cross the road in between the traffic, almost being clipped by a bus.\",\"One night after yet another argument of this type in which he attacked me because I had decided to go out with my friends without his consent (usually I didn't do it because I respected his jealousy)\",\"While I am organising getting dog on the lead, making sure daughter is safe and trying to find a poo bag, the lady immediately starts yelling that she hopes I am going to pick that up (the dog poo).\",\"The people I was with started asking me if I was ok.\",\"I take my phone out of my bag and the stranger looks away.\",\"Are we crazy?\",\"I'd gone back to my hometown to spend the week there so had a suitcase.\",\"She just stood there and did not want to give way, wanted to force my car onto the pavement and gave me the middle finger.\",\"i was talking to my roommate about some chores that need to be done around the house since she hasn't done them for a week.\",\"When they saw us walking by they started yelling at us, \\\"lesbian shit,\\\" \\\"whores,\\\" \\\"you're wasted.\\\"\",\"that said, if they are strangers, perhaps I would have an attack of anger or panic that I would try to contain by walking away as quickly as possible.\",\"unluckily she was bigger than me\",\"A group of 3 men are approaching from the other side of the road.\",\"He suggested I clearly suspected he d stolen it which was not the case and I explained calmly it was a\",\"He grunted and i asked if everything was ok.\",\"Then it starts with, are you stupid enough to do this, how did you finish college.\",\"my son hit the ball unintentionally into another group of people who were sitting behind a windbreak nearby.\",\"And on top of that he started criticizing the way\",\"I work at the airport at security, a lady asks me if it was possible not to let her daughter go through the metal detector because she is wearing a microinfusor.\",\"and I go calmly, always checking everywhere.\",\"she made me feel bad for doing my job and like i was incoviening her.\",\"The woman on the phone was extremely rude and made me feel worthless.\",\"I continue to drive on not letting him in.\",\"I am in my workplace.\",\"I was quite upset by this so I asked to speak to her Manager to deal with my complaint.\",\"I suddenly felt very angry, I would have slapped him\",\"I did not hire you thinking that you were so worldly, and by worldly I do not mean easy-going, eh... .\",\"Since I know he's drunk I'm ignoring him because I understand that in his condition everything I say won't have any effect.\",\"in elementary school, while doing some math exercises, the teacher gave my male classmate who had just finished (before the others) a more difficult exercise, but she didn't give it to me who had finished shortly after him because I was less intelligent in general than him and therefore I didn't deserve it.\",\"He insults me and I get really angry and I think that these things make me lose the desire to go dancing.\",\"I feel helpless, I talk to my colleagues about it and they also think like me and I don't understand how one can give in to the blackmail of a madman.\",\"He starts gesticulating, but continues, until he stops a few meters ahead at a red light.\",\"I am walking back from the park carnival with my brother, I am not very old perhaps 12 13 and my brother is 10 11.\",\"There was a couple of men who were very drunk and being rude to staff and customers.\",\"They went down an alley and I called after them and they stopped.\",\"one time a mid age man approached me and tried to flirt with me.\",\"Don't you think that's a form of abuse?\",\"I had agreed to meet my friends who would pick me up from a road near the station before we went to dinner and keep my luggage in their car.\",\"He calls me and my manager in for a meeting to discuss and talks at me in a very intimidating manner, it s clear that me asking for more money has made him unhappy with me.\",\"However, the man was very rude and uncourteous.\",\"He slams the door and leaves.\",\"Calling me an idiot hurts me because everyone thinks I am a very naive person who lets others walk all over me, when in reality many times i don't really care about what others say or what they think and, in reality, i know how to defend myself very well with words.\",\"He repeats this phrase several times in response to my angry statement of the facts in which I emphasized that we'd all been in the line for a long time.\",\"I was out with my friends and we were walking downtown when a guy I didn't know accidentally bumped into me.\",\"I explain my situation and she responds by yelling: didn't you see what day it is today?\",\"The guest tells me that in reality his stay is for 3 nights and not 6 and that the fashion house made a mistake.\",\"She tells me you suck.\",\"A lot of people are out of their minds.\",\"Even accused me of using my mum which was completely untrue and since he hadn't seen her in years I knew to be untrue.\",\"I am managing some teenagers and their families who are weighing their suitcases before a trip that the boys and girls will be taking without their families.\",\"She tells me that she was still near the hotel and that she would come to resolve the situation in person.\",\"She starts off really apologetic saying oh gosh I'm sorry and proceeds to ask if I could hear what she is saying.\",\"He parked to let me out, and in doing so he took a parking space where another car was going to park.\",\"I stared back at him.\",\"I have just been offered a promotion at work and I approach the owner of the company in regards to a wage rise to go along with the promotion as nothing has previously been said.\",\"there were 5 students and myself.\",\"Her tone of voice offends me.\",\"we started arguing jokingly and jokingly raising our hands over a little spat (i had eaten his yogurt) and he took it too seriously.\",\"A man started to be very aggressive towards her because her baby was crying.\",\"All she manages to say is OK Boomer .\",\"All this in front of an entire room, with me moving my arm like two contenders were telling me to do.\",\"So I walked on the tiles.\",\"One of them has just left, and the other one is speaking to me rudely and insisting I sign the form and that the marks on the wall were not made by them.\",\"I am talking to my friend and she calls me stupid because I do not like our healthcare system in the U.K.\",\"When the lights of the tree stop I go to take the picture and I don't realize that there was another person behind me intent on taking a picture of the tree too.\",\"I continued to walk telling the situation on the phone to my friend who told me to ignore them and to go away as quickly as possible.\",\"I am a bit apprehensive about meeting his parents as they have a reputation for being aggressive and rude.\",\"I remember feeling quite shaken up as he sped round the corner as it looked like he was going to hit us.\",\"I'm wearing a jacket dress almost to the knee, without a neckline, and pointed shoes with a 4-centimeter heel.\",\"The last time I was addressed with a sexist slur was when I was in the playground at secondary school.\",\"I'm 5 months pregnant.\",\"It did eventually work, but he was so rude it really upset me and maybe to him 25p isn t much but to me every penny counts.\",\"What if he was armed?\",\"I was cutting up cheese and had to go get some more because I needed it and my dad started cutting it up for me and I told him I didn t want it because he hadn t cleaned his hands.\",\"Or can they be put away'.\",\"The secretary responded to me in a very rude way, accusing me of not having respect just because I asked if it was possible to make an appointment (I didn't know it couldn't be done), I felt at fault and uncomfortable\",\"I used to comment news and recently i have commented an Ukrainian Russian war related post.\",\"There is noise from a machine that is running in the background.\",\"I and the rest of our friendship group did not like this man.\",\"I have done all I need and have messaged the person who I needed to contact via teams to advise their visitor was here.\",\"He saw me talking to y work college and when I come home started having crazy thought that I am cheating on him.\",\"Something like your asses look so good girls .\",\"I was mortified that he had said this i answered with the reply don't be goddam cheeky if you had asked me to move slightly i would of done, he then said you don't look like you could of done, he was so rude about my size, i asked for his badge number which he wouldn't give but i then took\",\"Following this she asked me if I was agency staff or if i worked for the gardens during the day and the rolled her eyes when i said i was from an agency.\",\"He left soon after and my kids came to hug me and we all cried more.\",\"After a lot of insistence on his part I decide to listen to him but after a few seconds I realize that I can't take it anymore and I continue walking to the car.\",\"I didn't feel safe in responding to this bully, because I thought he could hurt me, so both rude and dangerous.\",\"I had my headphones on, so I decided to ignore whatever he said and continue listening to music, even though I could hear him over my music.\",\"A few years ago, in the summer, while I was at the disco with some of my friends, everything was going well and the evening was going like any other.\",\"I was upset at the names he called me\",\"In the end they acknowledge the damage but refuse to fill out the friendly report.\",\"Don't you know we need to get off first before you get on.\",\"and when it was my turn, the one who is assisting me was rude.\",\"They then went down and waited for me at the door of the house.\",\"at first, I was talking to him but when his conversation went too far I excused myself.\",\"I feel that I ve been treated unfairly and the whole situation was off hand .\",\"I have a disinterested and cold relationship with my father.\",\"I was advised to go to the council to talk about what happened, I spoke to the principal outside and unfortunately her reaction was to do nothing.\",\"I am imagining a situation in which someone says me idiot and laughs on me in front of other people when we are sitting in a couple of people and discussing on a random topic.\",\"I saw them staring at me and they started whistling at me like I was a dog, I was scared because I was 1 against 4 so I quickened my pace\",\"Unfortunately we did not have the trainer in the size.\",\"I'm talking to my Nephew and his girlfriend and hearing all about their new house and their plans for decorating etc.\",\"Normally they are lovely staff but this person I think was new, and he kept telling me to just scan it, which is what I was doing but it did not work.\",\"I pick up the cat and take her out of the room again.\",\"I'm approached by a guy in a bar who is clearly slightly drunk.\",\"I was sitting and waiting to car move but at the last minute the deputy manager got on the vehicle and forced me to sit somewhere else as this place was always him.\",\"He left and went back to his friends.\",\"I refuse as the toilet space isn't very clean and I'll be in the way of the people leaving the toilet.\",\"I feel like I can't be a good person for this and just a piece of meat for him.\",\"My father was in a bad mood and called me a bitch when making my dinner as did not want to cook.\",\"It was a weekday night (not a weekend) and around 4 in the morning from my bedroom window I could hear chants and shouts coming from outside, probably drunk kids who continued like that for an hour, to the point that I who had to wake up the next morning to go to work went out onto the balcony and prayed not to make any more noise because they were waking everyone up.\",\"My child isn't the only one who has looked at books, but we are the on\",\"I was in line to get into a nightclub and some drunk guys walked past my group of friends and called us whores.\",\"The man looks like he's on drugs or drunk.\",\"The others have come out of their rooms and ask me what is happening.\",\"We only receive on Tuesdays.\",\"A man (if I can call him that) 6' 3\\\" who was making such an effort to yell and gesticulate that he was so purple he had to be egged on by\",\"We have always been friendly but have never indicated that we are attracted to each other, and I know I am not attracted to him.\",\"He blamed me entirely and said it was my fault because I was a bloody woman driver and I should have gone.\",\"This despite there being cars in front of me.\",\"like idiots , assholes etc.\",\"I walked away and did inform the security people in the shopping centre.\",\"I decide to do something and leave the room, I turn on the speaker in the kitchen and turn the volume to maximum.\",\"At one point my supervisor even got up and left the room and then came back after a minute, sitting down again as if nothing had happened.\",\"I found the situation mildly amusing as I can't understand why someone would get so wound up about something so trivial\",\"but since he insists with this request I refuse, then in response he calls me a whore, the guy behind the wheel accelerates and the car drives away.\",\"Usually in the car, always the same dynamic, I'm driving and a fantastic genius of the road tries to commit an infraction.\",\"I don't know whether to confront them and confront them or ignore them and pretend nothing happened.\",\"I hadn't seen my dad for many years.\",\"I have already clarified with the carpet shop that I can pay via card for fitting, after paying for the carpet itself in the shop.\",\"It was rude and the people employed in the shop did not come to my defence and it made it feel like this was acceptable way to address a stranger.\",\"I was feeling both scared and annoyed,At the end another person had to interfere because he was started to get aggressive.\",\"Just full on laying into me for no reason at all.\",\"I was ashamed, but then I went to look up what it meant once I got home (at the time there were no smartphones).\",\"Instead i tell him clamly that no matter how many items he has he could just go right to the back of the queue and wait like the rest of us have to do.\",\"I wasn t blocking any ones drive but a lady was not happy in the slightest that I had parked near her house.\",\"I felt that this was an unacceptable way of addressing me, he should have at least used my name.\",\"Because you never want to go out and you don't show up he says.\",\"We walk on and I feel very relieved that they do not follow us and it was just one comment.\",\"They had just set the floor tiles down, but I wasn t aware how long the tiles had been down for as I was out most of the day.\",\"At break time, in the hallways.\",\"A German boy addressed me indirectly, speaking loudly to his friends as I walked past him, saying that as a German he found such a queue unacceptable and that we hostesses and stewards were responsible for the mismanagement.\",\"I get off my bike to carry it by hand and I make a gesture of thanks to the driver.\",\"We're talking about music.\",\"I get angry, his anger is unfounded, he is the one who is in default by not having paid us for a service yet.\",\"This goes on for 30 seconds, during which I remain petrified by his reaction, then he gets back in his car and drives off.\",\"She lose that and start insulting me saying that I'm stupid and that nobody wants to be my friend that's why I'm friends with her that if I wasn't such a bitch other people might want to get along with me.\",\"I repeated what I had said.\",\"In saying we have nothing to ask... , without letting us finish speaking he said well then we can go\",\"I was making lunch in the kitchen and my dad was also there.\",\"Me and my other friend hang out on the bench for another 20 minutes before we decide let's just go make sure she's okay\",\"I m talking to my friend and they have called me an idiot I feel hurt and upset that they could have his opinion about me this makes me wonder why they think I am an idio\",\"She is entitled to her opinion as I am to mine\",\"Yes.... with all these exclamation points.\",\"This is not a football pitch!'\",\"He didn't use explicit swear words but phrases like \\\"shame on you, go and graze the sheep\\\", etc.\",\"The division of tasks between me and my siblings is ambiguous and a small argument breaks out between me and my younger brother.\",\"I have to lie down because I usually faint during blood tests, and the doctor tells me to be careful because, if I were to fall, no one would be able to lift me, given my weight.\",\"He is probably in his 50s and seems drunk, perhaps also homeless.\",\"He drove off and I took note of his number plate.\",\"I was the youngest one in the workplace and I had to deal with a deputy manager who has Obsessive Compulsive Disorder.\",\"I am wearing a skirt and walking through town.\",\"I am desperate and angry because I live in a violent situation and I don't know how to get out without jeopardizing my studies which is the only thing that will allow me to gain independence.\",\"When he did not move for a while, I sounded my horn to let him know I was there and wanting to move on.\",\"I ask them if they can walk me home because I no longer feel safe walking these 10 minutes.\",\"I've done everything I can to resolve the issue but according to the salesperson I wasn't determined enough so he tells me I'm just a spineless scribbler who's pissing him off and that when he gets back he'll tell the owner and he'll give me a hard time.\",\"I pity him, his actions are pathetic.\",\"She was very angry, came out of her house with her dog and started yelling at me!\",\"I can remember vividly the spit and the smell of his breath and my ears just ringing with discomfort.\",\"I immediately got out and so did the lady, looking me up and down in a haughty manner, emphasizing that my father's car was already all dented and that it was definitely not her who had done the damage.\",\"At that moment I was shocked, because I wasn't even doing something that would have made him think of that word.\",\"This was not true.\",\"i was shocked how annoyed the man was getting\",\"At first I didn't give it any weight, but then I responded by honking back.\",\"Actually my first reaction was anger, I responded with sarcasm, but she only felt more bold and continued with the insults.\",\"I have my young children with me so feel bad that they had to witness that and listen to the rude language but I explained to them that I would have let him go ahead if he had asked nicelyc\",\"I'm at a disco with my friends and a guy approaches me to dance.\",\"I ran over as my son was distressed and asked him to stop yelling at him.\",\"I approach him and the supervisor looks at me in a very hostile way.\",\"He tells me that he cannot verify the adequacy of the output until Sunday morning, so I should have waited until Sunday morning to submit it to the appropriate person.\",\"I expressed that I didn t feel these comments were appropriate and he should not be commenting on such things about his nurses, or any women person.\",\"A stranger is calling me a bitch all of a sudden.\",\"Finally the one being shouted at walked away visibly shaking and upset.\",\"I'm trying to park in a supermarket car park but a woman was dawdling along in the middle of the aisle between 2 rows of cars and I can't move round her.\",\"He insults me, bitch is the most delicate word I receive.\",\"I've just had a carpet fitted on my stairs and landing.\",\"I felt very offended at first, then I thought that on the other end there was certainly a frustrated, ignorant, bad person, so I reassured myself by the fact that he was certainly worse off than me, so much so that I didn't continue the conversation.\",\"and he asked me to move.\",\"He calls me hysterical, woman driver, constant danger.\",\"I can't remember the actual outcome, and can only imagine that he got into trouble with our parents once we had both returned home.\",\"I'm one of the few girls while the boys are an entire soccer team who enjoy making fun of me by calling me a cocksucker.\",\"Aside from the humiliation, I feel angry because I'm in front of a doctor who shouldn't be allowed to say certain things.\",\"I then stepped backward to let her pass, and as I did another woman started shouting at me.\",\"I realised that this man is drunk and I quickly turned back and run towards occupied houses.\",\"Police got involved and the guy was sent to jail as he was already out on bail.\",\"I was in a store and I wanted tto ask the shop assistant if they had an item I was interested in buying available in another size.\",\"so I can start my shift right away.\",\"He stepped back and said 'I can't decide if you have an attitude or not'.\",\"The most he did was pay for dinners, but then he went\",\"After I left, he tried any means to get in contact with me to make me feel bad, to put me down one last time, to try and finish me off, win.\",\"Another walker coming towards me and has seen that my dog has pooped.\",\"It's raining and I tell him not to go out with the car because the weather is bad.\",\"Mistakenly and unknowingly I had put my purse down on the wall and stood up to look for my friends car, assuming I had put everything back in my bag.\",\"I am with my partner, he has been out with friends and has been drinking.\",\"I don't make any eye contact, my heart is beating and I try to not draw any attention to myself.\",\"I refused a guy in a disco who offered me a drink that I wasn't interested in at all\",\"I'm walking to my car while a guy who likes me wants to talk to me at all costs but I don't want to because a few minutes before he sent me to the other country because I didn't return the same feelings.\",\"I'm afraid that one of them will come closer or start addressing me directly, h\",\"My job is also to seat the guests and, in today's case, to seat the most influential people in the front seats and the others in the back seats.\",\"The last time it shocked me because there was no connection between the insult whore and what was happening.\",\"I'm in a club with my friends, at a certain point a boy approaches me with the intention of going to bed with me.\",\"We have a regular costumer who I know for almost 3 months whenever he comes he ask us to turn off the music because for his religious beliefs and we do what s asked.\",\"She asks me for help that I cannot give and verbally attacks me calling me a selfish whore.\",\"The recipient of the email replies threatening to report the company I work for and sue us for damages (who knows what).\",\"I find a man near a desk.\",\"He was angry and cross.\",\"Afterwards, I reported his attitude to the insurance company and they noted it down in the files.\",\"I want to point out that I had never seen this guy and he's there\",\"My friend walked off, and i tried to calm the situation with the two women in which the old woman said F**k off you fat b*tch, go eat a burger blah blah.\",\"We were walking around town to our next activity.\",\"There was no need for it\",\"I politely tap her arm and ask her to keep it down as I cannot hear the play.\",\"It means that he chose it because he knows it would have made me feel diminished.\",\"The guest gets angry and tells me that it seems like bullshit and insults my facility and me.\",\"He gets annoyed at this, calls me a bitch and walks off.\",\"A dog walker who uses the field has deliberately broken the repair.\",\"he could have easily joined in the conversation.\",\"I felt unfairly implicated and attacked on a personal level.\",\"I already feel a little overwhelmed because I do not like very busy spaces and I am having to focus on remaining with my group.\",\"When we arrive, my friends leave, while he doesn't want to get out of the car.\",\"I felt like a naive idiot for not having understood what was being yelled at me all through school.\",\"Recently at work I'd booked some travel for a colleague to come from London to Manchester for 2 days of Senior Staff Training.\",\"He called me a fucking cunt and said he would kill me and my dogs.\",\"I'm 13 or 14 years old and I'm at the oratory after catechism.\",\"I was confronted by a man who came in and started to shout at me asking me to go back to (my) country .\",\"He mutters something I don't understand while he searches for some medications in the cabinet, he takes out a box and literally throws it on my cart screaming that it was my fault that the medication wasn't where it was supposed to be.\",\"I think about what could have happened\",\"From his point of view we had made a mistake in a part of the work that would have cost him a good dressing down from the owner, since he was responsible for our work, but we were executing\",\"He then started to say that I sm\",\"We were talking about minorities and, according to one of those present, these minorities should not behave in certain ways.\",\"I never asked for anything!\",\"They make a comment about how our asses look.\",\"I began to give my thoughts on baby led weening rather than purées and perhaps she should wait till her baby was 6 months.\",\"When I was pregnant I was on the tram and no one wanted to let me sit down so I asked a boy if he would give me his seat.\",\"rude and misogynistic.\",\"The worst moment was when her mother arrived and they had occupied the whole house including my room.\",\"Third year of university, my new roommate arrives.\",\"There was a bus stopped at the crosswalk, I saw a man who was starting to cross and I thought I would definitely go through, so I passed the bus on the left and I noticed that there was an elderly lady in a wheelchair and the carer behind who was carrying her, I immediately braked.\",\"I felt humiliated by his words and behaviours in front of my collegues.\",\"I hesitate and continue walking, but I keep thinking about it, asking myself if I should have said something.\",\"We're playing with each other when at a certain point I hurt him as a joke.\",\"I am arguing with a friend who, after several misunderstandings, turns to me shouting and with very accusatory and at times contemptuous tones.\",\"During my shifts which were usually in the evening the changing rooms were never open due to the lack of staff\",\"I feel by them calling me insecure and useless they did not consider how insulting and hurtful that is.\",\"I then understood that he was holding my bike.\",\"He calls me a fucking idiot.\",\"so my instinct kicked in\",\"At that moment I felt angry because I received an insult knowing I was right at that moment\",\"My son still wasn t fully in control of his scooter as it s one of those that are gravity turning.\",\"t mean it in a rude way\",\"but he shouldn t be scratching his face like that.\",\"I go through the first three products, but I have trouble with the fourth.\",\"Dressed for a night out, I didn't have anything too revealing on, but had a nice leather skirt and a sparkly top.\",\"She made me feel very belittled\",\"We stopped dancing and asked them in an annoyed way to stop that unsolicited behavior.\",\"All in all a terrible and unwanted attempt that wouldn't have worked even if I was single and attracted to him.\",\"Instead I give a polite smile and leave.\",\"While we were engrossed in the conversation, a classmate of ours comes and interrupts.\",\"I had a knock at the door and went and answered it to see my next door neighbour looking annoyed.\",\"The opportunity to attend (despite the deadline passing) came up again and these colleagues were chatting about who's going, how many were going, what they were going to wear, all the logistics as you normally do.\",\"A random stranger stood up for me and said don t talk to her like that and the drunk guy ended up hitting the guy that stood up for me with the beer bottle that was in his hand.\",\"This time I had to deal with a guest who did not have the decency to say hello, gave orders in a rude way and was disrespectful to me.\",\"I'm quite annoyed by her typical victim mentality and self-centeredness that makes it difficult for her to understand the difficulties of others, because everyone has to focus all their energy and attention on her.\",\"The traffic in Rome in the morning is obscene, most people don't know how to drive, and I still have a bit of anxiety while driving.\",\"He then got his phone out and started to film me, I think he wanted to put it on social media that he was being denied his refund.\",null],\"marker\":{\"color\":\"#CFD8DC\",\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"other\",\"showlegend\":false,\"x\":[6.714263,9.702755,10.704732,9.289799,10.33384,13.753531,7.3984375,10.952973,11.348454,6.786849,11.338998,11.561381,10.011271,12.132497,9.651549,10.799257,10.736012,9.484067,7.6168,6.5808067,8.685008,8.338886,8.528432,9.450402,13.637659,9.612936,10.810698,9.196042,12.154919,9.832028,9.722143,8.679308,8.338575,11.861887,10.359342,11.790197,7.51492,12.252842,8.012061,10.144246,11.622726,12.156473,7.9587164,8.697529,9.062634,12.9003105,10.023027,11.773775,10.950857,9.800982,10.524221,10.138052,11.067603,7.633442,10.804438,10.81705,10.586621,9.302068,11.6851015,8.849726,10.767644,10.23552,10.8342495,11.641715,11.387578,9.961291,10.457512,11.067468,11.949476,10.466119,8.42226,7.465042,9.428815,10.091024,12.147221,6.433966,10.4618845,8.487719,9.293326,11.6897545,6.1764627,13.146689,10.212431,10.066608,8.502256,7.7029147,9.480653,9.988266,9.204409,11.728004,7.472328,10.240789,8.113048,7.9613385,10.507455,9.229075,11.286957,11.130654,10.107032,11.567795,10.441727,8.89837,11.320968,6.3234367,11.096607,10.321411,13.287241,8.008876,10.702067,8.64984,10.099245,6.7671986,11.753092,11.325922,9.252812,9.083324,8.835261,11.377096,11.00601,8.73782,9.776572,8.380863,10.353386,8.385226,10.399741,11.101486,11.61565,11.324403,9.531231,7.9429035,13.497376,9.866606,6.3889046,9.021002,11.940996,7.3923564,7.584291,12.9498415,9.00274,10.340269,11.66374,9.259778,9.026873,10.200616,9.776778,11.883313,7.4832425,10.965963,7.6886835,10.0126705,11.402994,10.77951,9.861887,13.333782,10.515639,10.242888,10.878078,9.258321,13.052892,8.990037,10.265506,11.803727,7.7315316,11.556128,9.42909,9.883427,10.745785,11.107364,9.910922,10.080633,11.22302,9.20427,11.303626,12.862631,6.184716,9.366986,10.245017,7.7967687,11.5403185,6.1682034,8.162867,6.218313,6.58844,8.450507,10.592782,8.4436865,9.660178,8.207258,6.4927406,7.6670194,11.723253,11.785988,8.941262,12.030265,11.275499,7.82062,11.170587,11.292405,9.688893,11.603885,8.040275,11.272631,8.383542,11.150256,8.12211,11.034502,9.003579,13.166623,7.058976,10.13985,9.631218,12.6430235,9.05542,10.439693,11.436147,11.151797,11.713696,10.904122,7.009702,11.496955,9.323213,7.2411075,9.856681,8.066599,10.265871,7.270305,8.825492,8.3040695,7.446389,9.399917,8.3302965,10.970337,10.065271,8.902027,13.361682,7.8381195,11.787226,10.865943,9.9162035,10.573959,8.400512,6.9671125,9.34324,8.281964,9.3096285,8.233967,10.710145,10.710578,12.655553,6.9384394,9.086589,9.6740675,11.892603,9.701231,12.409105,6.95929,12.475528,9.713533,7.7912674,9.711615,11.564273,11.2914295,10.850841,10.677159,8.614603,9.222577,10.36627,10.3766775,12.801502,7.686218,10.456745,8.138905,7.264248,13.160542,7.853817,12.077092,11.079788,8.3488035,11.187687,9.471633,11.076495,6.8953595,13.064398,8.205784,10.939704,13.856425,11.263038,8.986675,10.0314455,8.688585,12.06152,12.162495,10.39934,11.380203,11.23912,9.3026495,8.908632,10.858746,7.9345937,8.98875,12.790995,7.3490815,13.406039,9.509252,10.506435,10.473426,11.290397,11.995646,11.779463,12.07639,8.005359,9.529434,11.373272,9.238485,11.440203,12.10646,10.478211,7.7985854,10.561472,9.014299,8.134719,9.73298,11.296403,11.944336,10.272696,10.469,10.759666,9.023837,9.184247,10.662574,8.344782,9.250298,11.677963,9.862615,9.84568,13.115901,11.389065,10.870151,9.853746,10.584424,11.400689,8.404914,9.403141,9.338587,12.079173,7.99735,11.770181,10.843457,8.129175,8.000778,11.130342,11.142286,6.5117364,8.731466,9.851197,9.739979,13.138883,11.262503,8.944809,11.239499,7.6726665,11.667465,11.216923,11.690489,9.250698,7.603673,8.040369,10.462293,10.697639,9.673907,13.123571,10.250252,9.926009,9.546831,11.314694,6.998885,9.991474,8.067442,11.050238,9.334148,11.852757,10.257899,7.8798313,9.441771,11.268268,6.3635683,12.337394,10.735638,10.7044935,8.0046215,10.81907,12.000474,12.670848,12.279975,7.9588313,10.934862,11.363714,10.802036,7.735521,11.085431,9.515137,6.2109556,12.949775,7.1143384,8.721346,10.067522,9.2133,10.312978,6.26744,10.553345,11.479692,7.848906,7.9282613,7.8139987,11.510344,12.490385,10.00969,7.5434957,9.541772,8.102639,10.236102,7.0250926,10.985243,12.066616,10.779034,10.635843,8.911386,9.54041,9.397136,7.6952615,8.009913,11.554938,6.4156637,12.031376,11.2176,11.057118,12.011978,12.736606,12.114662,8.813312,10.888948,7.7646437,7.4838243,8.129569,11.513809,13.12979,11.934285,7.7409663,8.6223,10.008132,7.6859546,7.228639,8.403022,11.812966,11.778574,9.414933,8.797655,11.891066,11.26512,9.895604,9.294242,8.721627,12.089512,7.9624043,11.522176,10.858426,8.034976,8.895955,12.739326,10.746376,9.929415,10.795398,8.099658,13.252478,11.668963,12.146412,11.045341,7.1720963,12.374803,10.750141,9.266602,13.797164,7.605606,11.350841,8.059351,14.186774,9.07086,9.876315,7.991352,10.196565,10.716437,9.495257,9.565809,11.418616,11.129516,10.484818,7.8097286,11.780096,11.408174,8.555787,10.506299,6.914366,9.821688,10.956326,9.419965,8.564642,9.70603,6.993029,11.5668745,8.517226,10.272221,9.473505,8.861679,11.278713,11.930914,11.190408,7.6605186,12.051307,11.700321,10.950269,6.5146585,7.3489556,9.197447,9.490276,9.100759,11.577628,9.76842,11.314315,10.226262,9.212762,7.6288567,11.213561,6.8346515,9.726997,7.7269363,7.777475,11.388932,9.874357,10.499438,9.823975,9.835877,11.02182,11.143763,11.186856,11.421432,12.081243,10.168575,9.09442,6.496277,10.827346,9.161734,10.739476,7.7397585,11.373653,9.863383,7.9380593,11.074125,10.64632,13.27528,7.405078,8.627729,8.0568,10.395098,9.457415,9.702314,8.172305,8.89864,11.521107,9.019057,10.790597,10.301171,10.007397,11.521877,8.77661,12.136085,9.699094,13.011609,10.643175,9.693071,11.0321865,9.5877695,12.168872,11.423105,10.838334,11.819727,12.149945,10.308937,11.286851,10.515582,10.087793,6.971249,8.935104,8.157876,7.647443,11.714429,9.495447,11.436668,9.0283575,12.951521,9.807585,7.7864623,9.222334,11.715822,9.45982,11.894671,11.924927,8.337599,9.224297,8.442344,11.583833,8.092075,12.143411,7.9529777,10.473603,11.071732,11.697882,10.847437,9.455183,6.8854747,11.307855,9.504505,12.131319,7.53794,11.557959,11.082532,11.921799,11.376503,8.59426,11.534021,10.61094,6.7133565,9.833319,10.564645,13.330173,11.09045,9.562057,8.581825,10.970991,13.888284,11.95623,10.517403,11.964394,11.785215,9.076508,8.670561,11.431058,8.955113,9.746525,12.642708,8.619865,12.742577,10.16302,9.310339,7.621031,11.737075,10.34146,10.67399,7.772288,12.280451,10.773495,7.7307315,9.629737,14.235386,11.418875,7.6510324,12.1333275,11.388455,13.572436,8.486178,10.547838,7.7245083,6.620514,12.060176,9.58437,9.878176,10.118163,11.990839,8.097174,10.923923,7.9482245,11.684694,8.3600025,10.044135,7.3441806,7.343548,11.734065,10.948996,9.602858,13.312987,12.077246,11.057201,11.591178,9.272243,10.341149,6.529049,7.743821,10.0923395,12.486696,6.925474,7.371886,7.319804,11.88397,7.924614,9.37875,9.4759,7.6004353,8.749999,11.7927885,13.153088,9.928511,7.7852507,8.514702,10.575045,12.081189,7.687305,8.646435,13.197748,8.418967,10.69587,11.944596,11.347011,9.328318,11.647629,7.274458,11.478905,12.162088,9.577023,8.0328045,11.445485,12.356895,11.200401,12.809292,8.3382225,11.074004,10.093984,12.055845,11.0955,7.74544,10.510037,10.802887,8.001005,10.759988,12.352484,10.658793,10.63601,8.716495,11.334267,8.066908,7.828346,10.504145,10.736094,11.98156,9.964112,12.11228,10.798276,8.43491,10.577794,8.642569,11.875467,9.535741,12.064574,10.915654,13.921317,11.0137615,11.277916,7.9937305,7.502287,11.155087,11.873585,11.535969,6.7501884,8.8185005,7.2266297,10.958087,12.637005,8.726708,9.524887,12.060356,12.646933,9.026501,10.481785,9.911503,7.159293,8.531832,9.66577,11.337924,8.427298,9.83014,11.432198,9.947817,11.90051,9.841222,7.6960206,11.862185,10.1038475,7.749974,11.859675,11.01667,8.251037,8.668577,13.233706,10.387743,7.341946,6.476992,8.838794,11.090169,10.739812,11.964974,12.34666,10.947618,11.888023,7.5021477,9.181412,9.358305,7.251576,13.080647,8.467581,6.608897,11.680511,7.274985,8.389677,8.54206,7.1359057,9.325477,8.823736,11.683266,9.002247,11.937716,8.377243,11.939781,7.6954756,12.891655,7.7526903,11.933717,9.386882,11.992896,10.998593,8.095989,9.7805,11.439688,7.494606,10.71529,7.807904,13.409297,10.945943,9.28849,7.592815,10.792062,11.555123,12.190495,9.820237,7.697161,10.111236,11.850795,12.554838,9.691534,12.115852,9.385819,9.054827,7.625339,8.834252,11.381972,9.885679,11.022682,9.477071,10.991374,7.387776,9.814074,14.222468,11.286591,11.04886,7.661969,11.510436,8.22618,11.834533,12.056,12.076731,11.430207,12.089277,11.791871,9.302563,11.0694895,10.6216955,10.892171,11.83703,8.794306,6.7097898,11.9597,10.977387,12.067052,9.651207,6.572596,9.467181,12.808343,10.006835,10.89574,11.462073,12.242208,9.403719,8.413375,8.4051485,9.179652,11.341178,7.5001807,7.786438,9.969945,11.469798,13.227545,7.12291,11.202205,7.580217,10.971938,13.392569,10.99864,10.85295,12.158564,9.258106,10.462655,10.751408,11.453451,8.943599,9.436861,11.438092,12.864793,6.9601493,10.641641,12.101043,13.365799,11.21759,8.073793,11.553651,11.3011875,9.495207,11.89316,9.40885,12.19356,11.653854,10.274378,11.366025,11.099561,10.82446,11.276114,9.370224,12.022599,9.408919,9.282156,7.764262,8.3037405,9.813133,9.527663,11.356107,11.0990925,10.20798,7.3568425,8.7556,9.933951,10.809944,11.256306,11.987296,11.800626,8.365222,8.611642,10.760797,11.886348,9.032701,6.6123743,10.527294,7.823614,9.600027,9.490737,10.745354,7.576124,11.870934,10.513627,10.191916,8.463881,11.810657,6.4985085,9.672182,9.638301,9.54936,8.117718,12.1556635,10.121459,6.458252,11.081893,11.702003,8.832563,9.459078,10.046148,11.751037,13.091831,9.0047245,10.07848,10.52835,13.616486,8.08682,9.381249,8.256567,10.788145,9.079152,11.094177,7.581796,11.136611,11.594833,8.234909,11.5409,10.03947,8.493963,11.224392,8.442558,11.908217,10.682987,11.311357,7.9350896,11.002698,12.09554,7.320854,9.449564,9.038165,9.543553,11.593025,11.279139,12.085743,11.49678,7.336978,7.765463,7.736405,12.030025,7.021301,10.27766,8.959866,6.3975396,7.77455,11.048715,10.98103,9.299398,12.481465,7.9858155,10.739444,8.993433,11.876032,8.92062,11.333765,8.639869,10.09229,10.417824,11.331668,10.6150465,11.829395,8.359137,11.621863,10.503085,8.368589,11.281215,9.74903,6.524474,9.344589,8.005625,11.693299,13.269828,8.842579,9.907771,11.001452,10.985031,10.134719,7.804914,9.402174,11.045429,7.1762853,7.2888927,9.710577,8.074211,11.001641,8.254403,7.603395,10.953562,10.151153,9.060842,8.915203,7.588456,9.205487,10.45642,11.765397,6.900897,11.603819,7.7635093,9.250067,9.171519,13.367456,7.5280833,6.361878,11.812042,8.165303,9.298481,9.040074,12.071256,11.558202,13.773668,8.34962,7.0164375,11.448238,10.085713,8.510074,7.7697244,6.90373,8.765175,6.9347324,10.52292,11.736068,8.180236,12.270453,10.01849,9.80935,7.9755077,9.659013,11.459846,11.48158,10.804814,8.125232,11.664681,9.790558,7.3649564,9.058543,7.530597,10.121034,6.6510544,10.904799,9.298991,8.446773,9.283796,10.478687,11.603534,11.467136,7.1172466,14.155645,13.082183,12.112398,11.366648,12.097427,9.240272,8.842798,9.107341,11.27262,9.413487,11.85506,10.430138,12.058013,6.9664946,10.974188,9.261882,12.576271,9.271673,7.4888983,9.406547,10.448064,9.37678,11.843003,8.192799,9.30252,10.11953,6.4391656,10.528423,9.162708,10.115903,7.75313,9.370208,7.632173,8.940359,9.137431,10.679571,8.721867,11.524973,8.5362835,10.513202,8.699921,10.499507,11.934445,9.661002,9.478972,12.148984,9.574655,9.153231,11.788336,7.062101,13.272208,11.240279,10.021508,9.010755,10.754422,7.8400106,9.649854,13.4438,8.057925,8.90601,11.215157,7.769236,10.830902,8.886194,7.543323,10.76616,13.270077,9.626392,10.302997,10.364012,9.22688,10.494742,11.033666,7.4747396,9.821647,8.431345,9.646196,6.9962473,11.712321,8.512342,11.228572,11.394308,9.137126,11.9537325,7.0712028,11.267836,8.015971,12.718129,6.7494106,9.775625,10.604386,8.410184,7.7239776,11.945243,8.829738,10.5238,8.872356,10.405806,8.128068,8.409604,8.396563,8.918693,11.562378,6.191032,9.34804,9.989371],\"y\":[5.119916,2.9616206,4.2958784,1.3545039,6.3608556,4.5516553,4.8187766,6.3736215,3.1792634,6.4416804,2.3028536,2.7644522,7.000964,2.6807482,7.0488806,5.690367,4.35325,6.6763678,4.707196,5.712166,2.1957433,6.739417,5.160735,6.121939,4.740088,3.6262589,6.931265,5.4900084,2.0988152,7.102108,6.985515,4.567063,1.8241862,2.2826946,5.696315,6.4965506,6.646141,6.3640375,5.017192,5.4618793,2.5884387,2.6340663,4.9340067,4.619896,3.2811148,4.952891,3.9517183,4.128393,5.912567,3.6723502,3.7693398,2.9799109,5.9826145,4.3644576,5.107235,5.578088,3.7601132,5.8621817,2.0251698,5.739207,2.6605368,4.7122154,6.1777096,6.142791,2.1609216,1.342765,0.9425812,6.3467207,3.1876953,5.9742393,5.804584,4.472446,3.57012,2.2738712,1.810898,5.6033216,6.8447943,5.9478574,6.676422,3.9030085,4.7859135,3.9803846,4.1202416,6.268264,4.1558704,6.6669884,5.555571,7.2298403,3.2940533,1.857408,6.3009453,3.3192925,3.3384945,4.2835417,5.4151974,2.541504,2.1607573,2.485344,2.6237125,2.2735543,6.7953553,5.7470975,6.0536666,5.483601,1.7927941,6.4325795,5.5364804,4.293748,3.6670547,2.6701543,1.8920168,5.554252,2.38397,3.2228084,6.5019217,6.600841,3.9211915,3.1481435,5.765435,2.2714038,6.639052,4.023537,5.1740046,6.1560783,4.8980947,1.0127624,5.641931,4.704852,3.6504521,4.319505,5.4894505,2.4186833,6.13042,5.3379483,2.4037392,6.1246967,3.9699404,4.817152,4.261642,3.2350292,6.850845,2.6115472,1.9252707,3.759278,2.0209088,1.5039014,2.5720563,1.395638,3.6601958,6.8629622,1.7741905,5.6892605,6.0495315,6.12232,3.9491427,7.1685166,5.825194,6.2208986,4.317755,4.576061,5.879347,2.4840662,5.3528514,1.6269583,4.9070206,2.7847252,2.0763988,1.7734237,6.644996,6.6710587,1.9844961,6.1990256,6.6406627,4.8285494,4.8017483,2.3757272,3.634398,5.470828,2.341416,4.851923,2.0466077,6.08254,6.1445084,2.8672953,5.200603,2.8357985,3.3526824,6.498683,4.194704,4.563153,2.4120412,4.983224,4.358841,4.871776,2.5027072,5.513819,4.661154,5.155182,5.599563,6.255359,5.3402786,5.547852,3.3705144,5.85554,2.9238608,0.94829965,2.8327916,4.491683,4.32982,2.0126705,2.7992563,5.2494946,6.698331,7.0566354,4.254848,1.7270832,6.4680953,5.992557,6.234153,6.893231,1.5209727,4.3218226,5.9209986,2.033372,6.3891172,4.0473995,2.6517816,3.5657809,6.2409062,2.354311,5.574056,4.281633,2.134887,6.29805,5.521226,2.5527709,4.121606,4.2965975,3.7162538,6.5939627,5.121226,5.524551,1.2758943,2.338199,6.0781426,6.190485,6.822681,6.1117806,4.598452,5.054961,1.7778132,5.1879697,5.230451,3.6624737,5.091867,3.7691598,4.4454837,7.103739,5.3759303,6.8747215,6.4167295,4.245551,5.441379,7.291714,2.2076054,3.7437825,6.337081,5.813601,4.878003,2.512005,7.438361,4.180612,5.080535,3.5157802,5.556406,1.5479857,1.4120811,6.289714,2.0174637,6.769003,1.7239695,3.427743,5.2169,2.7491274,7.1378613,3.9033778,5.869795,3.2821681,6.316313,4.554574,6.419556,2.116525,5.973285,5.634347,4.5471663,2.8818521,2.6013565,6.8472786,2.7115386,1.9830832,4.876793,4.5593977,3.8207934,1.8584387,3.1572895,6.684417,2.6100886,6.463021,2.5357773,4.641685,2.0642064,2.7631004,2.0556142,3.2763507,1.851015,2.407091,2.7135286,5.9798675,1.9880811,5.3727703,2.3523088,2.7446845,1.9887011,4.6486654,3.5400572,3.2400258,6.339984,4.527631,2.6156802,5.7588677,4.1572886,3.8900406,5.307584,5.547805,3.1029627,4.4434743,7.0764966,1.4316136,6.417492,7.08512,6.314898,5.8441944,5.123744,6.47305,2.613244,3.2455578,6.0099454,5.5611186,5.1721687,3.3112817,1.4231745,5.835825,4.35246,2.3247764,4.061172,3.0707943,5.005607,1.8004749,6.332194,2.7573423,3.3597682,6.645357,6.1636205,4.50633,1.6728733,4.2727494,3.8925023,0.9372766,7.362807,3.606895,4.6892157,1.6937754,6.0690374,6.903636,6.208142,4.030647,3.2569544,6.026375,7.1082253,1.8315399,5.6729736,5.212098,2.273404,5.616987,6.344316,5.461868,4.2619033,5.39132,3.8385286,3.561869,5.2891507,1.9803557,5.3866296,2.12893,3.7742906,5.2378383,3.1424866,2.6971188,2.8052564,5.831506,2.1246204,4.722444,4.482087,5.9132514,2.5598032,7.1113153,1.7992183,1.1229644,4.8919435,2.6663225,5.4851604,5.938618,3.74542,3.440976,1.8727887,4.6667075,2.2094254,6.535733,6.515732,5.1898146,7.1747565,4.4361267,1.8220667,6.6149716,4.0535154,6.789809,2.0183108,6.3011928,5.9483914,4.8985286,6.2919474,3.853281,4.6954656,2.2232215,3.0772622,6.5680904,1.9332511,3.7010431,2.3504572,3.6515753,6.5983424,2.7585876,5.368493,4.0671654,2.1420772,5.2234435,6.425808,6.017771,2.7165816,7.273668,4.5049176,4.2654757,3.2963731,2.2087228,1.6964606,6.3480434,4.9567547,5.2558637,4.4945946,3.920051,6.6383243,2.202415,2.0374863,4.1647787,1.8713372,6.450413,6.6472106,2.3462396,4.8639293,2.5653312,2.9360843,2.2791462,6.563406,4.663655,6.715654,1.9299003,1.7073325,3.2611425,4.474699,1.4764385,3.6302676,3.899976,3.0385554,3.0854642,3.330816,5.2470284,5.396822,5.150394,3.5440547,4.1041884,5.3537793,5.641685,2.5095952,6.4132743,6.5953174,1.8267541,5.888977,1.9299474,6.3149204,5.8861876,0.94128346,4.06227,5.8973603,6.935898,4.9133525,2.3066247,1.573832,4.6284842,6.425428,2.8150778,6.7716336,5.575988,5.852809,7.0640745,2.000741,6.253989,3.3651364,4.5608983,2.312711,0.8319873,4.2846956,5.7351227,4.6815376,5.377549,2.240117,1.6542788,6.14031,2.1071746,4.716903,6.5562453,4.2787104,6.8934846,5.858538,2.5610626,2.7934518,2.7980225,4.8417373,1.4841565,3.195166,4.024788,5.903643,7.065799,2.9090052,1.4873966,2.098979,6.3445687,7.050627,4.6218805,4.2189975,1.5341899,5.3967957,4.3352165,6.0196333,1.3525953,6.138013,2.2032137,1.3640089,3.7063396,4.168005,3.648906,2.6944706,3.9133966,6.8779964,2.7758963,6.2265425,3.9830284,5.7602463,4.6448593,2.2195156,6.3849735,1.766617,6.658629,6.86343,1.767464,6.410155,2.907568,3.306792,1.3174238,6.89136,2.10443,2.325357,6.5425386,1.8997853,5.754407,4.3097863,3.8925984,7.051708,4.5087247,3.7487438,5.451105,3.4661713,6.56699,3.4780211,3.6365373,2.7989624,5.2675076,2.1908348,1.9941659,3.7284994,5.8648844,6.7006454,4.3379464,2.046175,6.9665713,4.1484723,4.7495747,2.4478064,2.6121998,2.8232846,6.3328323,3.7639554,6.3878417,5.012179,3.188739,7.175094,1.7361475,6.913053,6.0156765,6.3153396,3.1065536,3.6129565,6.409394,2.477845,3.8191261,1.4488868,1.5057905,6.2828684,2.6978312,6.6113586,2.7648053,6.203185,4.7335505,6.7166643,4.5550976,5.420341,1.8942331,6.056335,0.86631995,4.0008626,5.592266,2.7619283,4.5900784,6.358495,2.326999,2.194621,2.1600494,2.8170412,2.8521104,5.1483464,6.091283,4.9815645,1.0497985,2.4803145,2.8707757,6.962736,5.8469734,1.7145216,2.7554338,6.4021816,6.3386264,2.7696056,5.826416,4.224065,2.0791397,5.420154,6.4058814,4.3828526,4.062476,2.7341516,5.1484447,2.7813187,5.387889,1.5801783,1.9703499,5.4805403,6.517522,3.1918824,6.7124205,5.837058,3.776205,1.6917704,5.7133694,7.2142854,4.410925,5.0382924,6.9441743,0.8368805,3.9494696,5.2201633,6.4772377,4.2734323,2.1795833,2.391908,1.7169046,6.0741925,3.3405316,5.480011,4.425553,4.940933,4.3281507,5.075934,1.4473497,2.206904,2.0574706,6.5211844,4.686499,3.4878116,1.7857711,5.9790983,2.9906015,5.3741674,5.209127,1.6813266,1.5766363,2.5863578,2.3430493,3.986415,2.3694417,6.8895407,1.5864187,3.121209,5.068658,1.9272503,5.8106213,6.8952007,6.372846,5.3434505,3.985909,4.7779036,4.3152943,6.270364,4.5685825,2.8517544,1.7622453,7.2931166,1.9303123,1.0195713,4.9693646,3.1943786,2.0421386,4.070015,7.2188683,2.0321896,1.7259239,2.0814495,2.4299433,7.1122994,2.0645328,5.5144176,2.3010104,4.331612,4.223175,6.8720255,4.152722,3.989933,3.7291045,1.8676318,2.7360854,2.5591936,2.7646785,2.640819,6.074535,4.6983943,6.3202105,2.7791193,3.6455894,2.919029,1.3872108,2.576566,5.3565063,6.426157,5.703027,6.564726,0.8546178,3.6991112,4.073293,3.6127982,1.4914626,4.550826,5.3573217,0.9472645,3.8986046,4.0853763,5.187,1.9753317,7.018705,2.8193567,3.8554966,1.8391336,2.8274944,4.4103937,6.20079,4.5253377,5.929059,6.5852413,5.2697024,1.4517106,6.0583563,2.0838065,3.0650668,5.396023,5.4754276,6.1664233,5.7011156,2.5735152,6.1089883,2.3216367,1.762728,2.175752,7.058149,5.9654775,2.8940213,4.697712,3.2945147,5.9887323,5.0053635,3.203022,6.150084,4.2126822,5.776768,5.9502063,5.1798015,5.924556,5.877129,5.713913,6.183707,5.8726177,6.2705007,3.7775137,3.0660465,6.4784174,6.495021,6.697396,3.0122876,5.6346784,6.2199817,1.5424083,3.3192725,6.1558433,2.1014645,6.5378156,4.3235807,5.9177275,5.026729,0.84119165,6.185852,3.6494634,6.128435,4.230895,3.9190962,5.882242,4.348248,3.1185534,4.639813,4.294052,5.625384,4.158295,6.01213,2.1901329,3.7522633,4.079897,5.674988,2.9971511,1.7916367,3.9648926,5.235987,4.142396,5.898108,4.222498,6.477021,4.6156106,4.305222,1.8513243,3.5747788,6.719451,6.3723073,2.02635,3.2320445,2.370645,6.338849,6.6335235,6.1342487,1.3173493,4.1758537,2.453464,4.1567225,5.590747,5.9252286,1.4111843,6.530244,4.3819447,6.0093584,3.6957433,4.578892,2.0814037,1.8787788,1.6264046,5.914605,6.0811763,2.9014976,1.9863201,3.1793664,5.685762,5.3872633,4.973261,5.519098,2.1767528,5.6306767,5.960795,1.3730268,2.5384524,7.049391,5.5490904,1.7855519,7.0356526,5.708901,3.9774244,6.1956935,4.370571,2.8412397,4.97767,6.1954837,1.9261546,4.591465,5.9624796,1.9711202,1.7562124,5.5369687,5.149058,3.8512392,2.3252487,5.386545,2.7225633,4.2258844,6.5275326,6.3723836,6.7371507,4.8618345,3.1166108,2.2169995,4.3507915,1.6676054,1.5978758,3.0374014,6.027082,2.893277,2.7519987,3.7803175,1.3418329,6.860829,6.0153365,4.6196985,4.105918,6.139431,3.4893644,2.099134,6.29738,5.4758444,3.172231,6.645888,3.7751791,4.0096717,1.804418,6.0346117,5.3629813,5.6430807,6.031495,4.2502913,4.285226,5.640482,4.3532324,4.492589,2.111766,2.221563,5.4922395,5.2696285,2.6867766,5.8395896,2.0138671,4.342204,3.2760117,4.232978,6.38669,1.9109555,4.513569,2.0950992,2.477663,6.7084904,2.7710516,2.0355973,6.5463147,4.4855313,5.3133297,2.9525979,6.486268,4.244625,6.53452,3.562704,2.1180756,3.9290144,6.0801706,6.68626,4.4943647,6.570398,6.203737,6.477719,5.298311,7.005196,5.658682,1.6999543,2.8846464,1.452707,4.326275,2.2374756,4.313323,1.6101358,2.033415,6.0454698,6.073139,1.8257611,3.2963638,1.8825784,6.736946,6.4310193,1.7636951,4.600923,4.970176,5.298441,1.450096,5.2190175,3.8098662,6.4760137,6.1351404,2.754647,5.19602,2.0578957,1.4889234,4.6973634,3.7124093,3.6784568,2.7562103,4.496311,3.5696657,6.1896167,2.7081108,6.710108,4.7527213,6.2691817,1.8508056,6.802328,6.7234735,6.442669,7.2483587,4.1240444,5.508978,2.236157,5.1009526,3.4604154,5.0145636,5.807968,4.6531963,4.4492416,2.917589,4.0502324,3.7923372,1.0605118,3.342178,1.5315886,1.4038563,3.6037896,5.4530168,6.5903916,2.0938377,7.036197,3.6501744,6.44029,0.84101444,5.4697766,5.390844,2.9072523,2.5480683,6.1490526,6.6976447,5.975668,5.9507647,5.1602907,4.4587564,2.7750838,2.7465189,5.0989795,6.6877685,5.871445,4.328538,3.9801216,1.3107828,2.7536168,6.4922485,5.672244,4.6479235,1.7867388,6.0340056,5.341066,6.5686035,5.2091713,4.957218,3.4936452,2.6549487,6.287424,3.842949,6.9512863,6.709603,1.8722394,6.9846516,6.516013,3.7897928,4.5001917,5.3965497,1.816306,4.352737,4.29158,5.0697236,3.3677921,4.4675765,5.380351,6.1996207,2.2876787,4.2560287,2.375763,6.554097,5.217906,1.8112323,7.4726644,2.3823442,6.938665,5.923519,5.260752,5.4741726,6.494472,3.193163,2.643172,4.619678,5.7265277,4.612372,7.0138803,1.7204429,5.9055023,5.3843946,6.5208397,5.3680906,5.9713855,1.3105553,5.318528,6.537309,6.717687,5.1162963,5.6479006,2.3864527,2.5144372,6.2174397,5.094105,1.0634645,5.1418076,6.773099,5.4123216,6.639834,4.2825665,6.980119,4.515637,5.1951137,5.746249,6.5754566,6.503663,4.1681914,2.717206,5.657285,5.78004,7.128262,1.5332646,2.0234797,2.8490267,6.394476,1.9717323,6.188251,2.475238,4.1703935,5.4304094,1.3848561,6.6021113,2.8132854,6.293822,4.228743,6.259311,4.587001,3.218857,6.6524034,4.1928005,5.4294906,6.347319,3.0282397,6.364159,7.2657228,5.5266595,2.066207,6.292737,3.5235007,3.7800832,4.6446166,2.0944622,4.411366,3.6896396,3.7080042,3.3611996,5.0435805,6.5257993,5.2017117,6.854636,4.35107,2.727843,4.518298,6.169195,5.849375,5.018949,4.8825564,6.436574,3.6783857,7.4699063,1.7680925,2.7765892,2.3209863,5.6924715,6.544497,4.9905186,3.2723656,5.0582304,2.8200667,5.7766523,2.7972763,1.624501,4.8787875,1.5469741,4.3509994],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"My flatmate was furious about being challenged to pull her weight and screamed at me.\",\"I am blinded by anger and I make an effort even though she is 190 cm and weighs 100 kg\",\"I criticize a band that she listens to, but I don't comment on the fan base, I don't judge her tastes.\",\"I met a student for the first time and was warned he will swear at me and call me names.\",\"A colleague of mine looks at me and tells me that I wrote my work email badly, that I'm not as good as I think because I can't afford to be even vaguely informal.\",\"I tried to use logic and science to refute their nonsense arguments about vaccines but they wouldn't listen and chose not to try and understand.\",\"When she squeezed past, I opened the car window to remonstrate with her, but instead I got a whole barrage of swear words which m\",\"but I knew that if I didn't take my mother to talk to her, she would be very upset.\",\"She never apologized for having insulted me.\",\"I feel like whatever I say will be useless, I feel like the anger she's venting on me is too big to be just a reaction to my driving.\",\"Today, after a few days I met her again at the supermarket with her mother: she looked at me badly the whole time.\",\"** because I keep on defending my staff, because it's practically not down to us.\",\"I couldn't find them there\",\"Furthermore, it's like the ox calling the donkey horned since this person insulted me behind my back and when we see each other instead she's all smiles.\",\"I ask her the reason for these insults.\",\"I am angry and I'm telling her I can't risk the danger again\",\"From far away I hear her muttering and calling me a bitch.\",\"She continues, then I start to insult her too, with insults maybe worse, because my intent is to hurt her like she did to me.\",\"and it means haggard.\",\"I told her she was a cow and she said I was bitch and that she was only joking and not to take things too seriously.\",\"The last time someone called me a generic insult was a few months ago during a fight with my then-boyfriend.\",\"I m at my father and step mothers house , she is angry as I m 16\",\"I raise my voice to explain the problem because they seem not to understand.\",\"she asks me.\",\"In particular, the woman was very aggressive, she started to insult me ​​because I had a muzzle, covid no longer exists, etc.\",\"Irritated by my movement, they started to swear at me.\",\"When I remonstrated with her attitude she called me a stupid bitch, a clean freak and tried and succedeto hit me.\",\"Being a girl and a young one at that, I have been treated rudely several times but in particular a lady called me dozens of times claiming that I didn't understand anything because I had asked her for the recipe for the preparation in a certain way (as per the pharmacopoeia) while she didn't want to listen in any way to what I had to say.\",\"I feel very uncomfortable because the colleague does not seem to be cooperative and in fact tells me that she has never had any problems of the kind at work and goes to call her superior, with whom she is friendly, who appears in front of me defending the colleague without knowing anything about what happened and calls me incompetent.\",\"And so they started yelling it at me continuously.\",\"I can tell they are not happy with the information I am given them, even if its is out of my control.\",\"I was startled and felt challenged and I explained that I wasn't paying attention to her words, more the noise.\",\"I again explain the information and try to get them to understand.\",\"I see that the girl is arguing with this person in the comments and I decide to support her.\",\"She was eventually removed from the store by security.\",\"She came to me and started screaming terribly saying that I didn t put the right mark for her son.\",\"After years of seemingly appreciated work, I have been subjected to professional and private attacks for reasons far beyond the limits of an employee.\",\"My colleague embarrassed said nothing but clearly hearing the comment after she gave a knowing look.\",\"Manager then asked me to check what she was doing, then I told her she did it wrong, Colleague then was angry with me and called me Evil Bitch and accused me of not showing her what to do properly, she then got up and walked off and I had to do her job.\",\"She tells me about a problem of hers, but right now I don't have the strength to handle it.\",\"My dad has no opinion or back bone so just allowed her to speak to me in a curt and rude way.\",\"I can normally let her behaviour go over my head\",\"She doesn't speak to me all day.\",\"As they continue to shout and swear, i terminate the call.\",\"My colleague then asked why I didn't know & exploded into a rage about unknown people and security within the premises.\",\"I'm talking to my college colleague and roommate, she's complaining about the poster for the exhibition we're organizing.\",\"During the argument she exclaimed you are a real bitch\",\"I learned as I grew up to manage my emotions and not fall into their patterns and to handle the insults I received with maturity.\",\"My indecision makes my mother impatient and she screams at me what the fuck are you doing bitch kill it.\",\"I didn't even think about it since they were teenagers, even though the insult hurt me a lot.\",\"she doesn't really have much to work with and eventually storms off.\",\"It seems that the phrase 'don't let her in' is too difficult to understand!'.\",\"They continued to follow me but seeing that I didn't pay attention to them they started to call me a bitch.\",\"I ask them calmly to not shout so that i can hear them more clearly.\",\"I'm at work and it is very busy, I am running around with several different tasks to do, I ask a colleague to help me with something and he responds rudely, I pull him up in the attitude and he just goes mental.\",\"I feel extremely offended, sad, alone and angry and I'm so disappointed that for such a stupid thing she isolated me.\",\"Her tone is snippy, abrupt and rude.\",\"Particularly annoyed by her lack of understanding, especially because I have serious personal problems, I tell her that I don't sit on the couch waiting for her stupid messages and she yells at me that I'm an insensitive bitch.\",\"She doesn't listen to me and keeps saying that I'm unbearable and to let her do what she has to do.\",\"I explained to her the situation and asked her to remind me of what she said and instead of answering my question she talked over me aggressively, like I am a child and answered with a rude response which was uncalled for.\",\"I don't remember the exact words he used, but I do remember feeling hurt by the use of the insult, but no more than I was already hurt and unsettled by the argument and the general tense and conflictual situation.\",\"As far as I know she contacted the lady, and removed from working for the company.\",\"She, instead of reiterating the time and making us start again from the beginning, answers me rudely, telling me that the mistake was mine, when the situation was more than obvious.\",\"One day she was assigned a task, I did my best to explain to her what to do\",\"I was talking with my mum and arguing with her about something, we started shouting at each other and it was getting more and more heated.\",\"Before the hemorrhage he would have thought that insult anyway, but he wouldn't have said it.\",\"I was speaking in a debate about renewable energy and a girl immediately attacked me without knowing how to argue, just saying that it wasn't true.\",\"I pretended nothing had happened until she started insulting me, without directing the offense at me.\",\"We were only in middle school and the reason for her insult was because the boy she was interested in liked me.\",\"To which I then insulted her back (not an ideal situation to be honest!)\",\"In response, she stood up and began shouting violently at me and my mother in the middle of the performance\",\"She starts to accuse me of not being available, that she can never contact me, that I never answer her messages.\",\"She told me I was an idiot for lending her them in the first place since she is known to not look after her own things let alone other peoples.\",\"She was very loud and was saying things like, Why are you being so rude, move out of the way.\",\"I insist, telling her that since she had two rooms, she had paid for one in full, while the other was missing the extras.\",\"As I m washing my hands, a girl I ve never seen before comes up to me and accuses me of making fun of her on the dance floor.\",\"Then I start to raise my voice and get impatient and I walk away.\",\"I was stood at the front of the class and they were rather aggressive and confrontational in their tone.\",\"It's one of those insults that are said lightly but that weigh a lot on the person to whom they are addressed.\",\"In the following days, anxiety and depression attacks (not for her, but I feel bad when I get angry, I prefer to hold back)\",\"Trying to help her, I suggested she call the press officer and see if it can still be changed, since the one I presented to her is a proof (given to me by a third party, since another person took care of it), I try to help her and cheer her up, she blurts out and tells me to leave her alone with her own business, idiot.\",\"She complains rudely that she will need to go to the cashpoint to get money out to pay the fitter.\",\"If, on the other hand, the person who addressed an insult of this type to me was someone I loved or knew, then I would not let it go unnoticed but would certainly get upset and make people understand the seriousness of the insult.\",\"I have ignored all insults since and not let them hurt me.\",\"They addressed me initially by shouting out oi, and then just started shouting at me.\",\"It features a work that she won't be exhibiting at the show anymore, and she's sulking.\",\"I look around to see if anyone else has heard because whilst this doesnt bother me and my colleague it may be shocking for someone else to over hear.\",\"My colleague addressed me, emphasizing the late hours she usually clocks in, making me feel both sorry for her and very angry because our positions are not even remotely comparable, starting from the salaries and the role covered.\",\"etc quite loudly.\",\"They had been calling me derogatory names for my weight i.e. hotdog, fatty etc.\",\"My friends suddenly jump in to defend me and shouting ensues.\",\"The last person to insult me ​​during an argument was my brother.\",\"It made me feel upset that she chose to speak to me in that way.\",\"She says I am mistaken, and that she told me I must pay cash.\",\"I tell her that she can also provide us with a bank transfer, after we have sent her the receipt with the amount spent.\",\"I turned to my boss to help me try and resolve this situation but she herself didn't want to have to deal with the rude colleague.\",\"However, when we left the meeting, Mom and I had a laugh to lighten the mood and above all because I knew, as she knew, that the insult came from a very frustrated and particular person.\",\"Usually I never respond to these insults like this, because it doesn't make much sense in my opinion, people are ignorant, always regardless of whether you can respond to them or not.\",\"She shoved one of my friends, and I said 'can you try and be a bit more careful please', obviously the wrong thing to say to someone.\",\"The greatest disappointment is given by the fact that I expressed thoughts in a polite way, trying not to hurt her, while she simply reacted by insulting me, something I don't think I deserve.\",\"As I grew up, I developed a sort of apathy towards these insults.\",\"she seems like she does not want to help me.\",\"It was the first time she insulted me, it had never happened before, so I was shocked.\",\"and she tells me forget it, i'll do it you've done enough.\",\"I tell her that I feel my friend and her partner are not receiving the care they should through their service.\",\"A girl thinks I'm keeping the solutions to a test from her.\",\"They started insulting me heavily, I lived with my girlfriend and when she also went out we got insults for sexual orientation, called despicable names, they said I'll beat you up, come down and I'll show you.\",\"I asked them not to raise their voice at me for which they apologised.\",\"She obviously continues saying that I ruined her fun blah\",\"She said things that are unpolite and hurtful\",\"Because my argument was compelling she lost her temper and refered to me as a bitch\",\"A voicemail popped up on my phone, I rang it and listened to it, where they addressed me straight away as stupid, fat and they hated me.\",\"They are shouting at me, instead of addressing me politely and with an appropriate tone of voice.\",\"I speak with the rude colleague about her behaviour.\",\"and it would be easier if she would just be nice and not say these mean things.\",\"I leave the office furious and, when I return, I get another barrage of insults completely gratuitous.\",\"I am talking to a saleswoman in a store and she answers me rudely.\",\"I don't remember the last time I was insulted with terms like that, but I will always remember this episode.\",\"I tried to explain that was not possible as we are always full but they would not let me speak, just kept talking and shouting over me and were always very aggressive and trying to get in my face.\",\"One of them started insulting me, saying that I was a bitch, selfish and that he didn't want to have anything to do with me anymore.\",\"When I ask for information, the lady responds in a very rude way, telling me that I have to be able to do this procedure alone and that she can't keep up with me because she has a lot of other things to do.\",\"She often insulted me with these type of words and then would say that she was only teasing but I don't think there was any need for it\",\"This insult doesn't particularly affect me because I have a clear conscience and I have no reason to feel attacked, as I know how things went but she doesn't want to believe me\",\"Now my friend is quite loud and in your face, very marmite!\",\"I was taken aback by the comment as it was an open meeting for everyone to say openly and not refer to typing something later on that she was noy happy about.\",\"I print her a copy of the bill, showing her what she had left to pay.\",\"He corrected her but commented that neither of the staff members were slight.\",\"She sneers at me and tuts.\",\"At that point they get annoyed and start calling me frigid.\",\"and I tell her that she is crazy\",\"but she keeps calling me stupid.\",\"but I didn't take this as an insult, at that moment I was so angry that hearing that sentence hurt me even more and I immediately responded with a similar word too.\",\"I would be very surprised because they are usually insults that are not directed at people who are no longer very young.\",\"She wanted to buy a pair of trainers that we had on the shelf.\",\"Her boyfriend cheated on her with me and now she's insulting me.\",\"As they start to swear i ask them kindly to not do this.\",\"Even though I had never done anything and had always been reserved, she freely insulted me behind my back, calling me a whore.\",\"We kept argueing until i walked away and i could her mutter the word bitch under her breath as i walked away.\",\"Her words hit me like a dagger and make me feel even worse.\",\"I say we can speak another time once they have had chance to process the information and calm down.\",\"Not knowing how to accept and handle rejection, it is extremely shameful to insult the other party in order to feel superior.\",\"I was introduced to a new colleague when introducing I was polite and I was greeted rudly and looked up and down\",\"She was talking to a colleague about another colleague and I could hear every word.\",\"The student does not swear at me, but uses a very condescending and nasty tone and tells me that I am bad at my job.\",\"With dead cat she meant that I liked talking to the boys and therefore alluded to the fact that I was some sort of bad guy, putting me in a bad light in front of my mother.\",\"For the rest of the night my colleague is rude towards me and refuses to apologise for what he has done.\",\"She comes in angry and starts yelling at me, telling me I don't know how to do my job, that I should leave, that I don't know how to work.\",\"I am arguing with a colleague about some communication problems with her, or rather, I am complaining about the lack of communication and consideration towards me.\",\"I tell her this isn't my problem.\",\"I am accused of being messy and disrespectful.\",\"While them exact words weren't used, I am in a situation where similar words are close to being used.\",\"I was very taken a back as I was as polite as possible to her, considering she barged into my friends.\",\"The next day I go back to class and they find out, they start insulting me.\",\"My boss intervenes, saying, in front of everyone, that I'm an idiot.\",\"They are laughing altogether now, carrying on that they want nothing to do with me, I was never their friend, they hate me\",\"I told them they were upsetting my daughter as she started crying when they started shouting at me that I'm a disgusting murderer and i said I wouldn't get engaging in conversation with them any longer and walked off at which point they called me something along the lines of a fucking arsehole.\",\"This goes on for around 5 minutes or so, loudly saying these words and mumbling lots.\",\"One of them approaches me and shouted: you are foolish I look at him strangely and ask him to speak in a polite way but he doesn t respond.\",\"It was a work colleague who I didn t agree with one of her ideas and challenged this in a professional manner.\",\"In response, the lady starts screaming and verbally abusing me.\",\"I would certainly get very angry, just as surely I would take action especially if it were insults addressed in the presence of witnesses (e.g. a complaint).\",\"I started hearing for fuck's sake , what the fuck is wrong with her so I looked around briefly to see what was going on.\",\"I find her in the bathroom and I start crying, but she tells me to go away because she's feeling bad too.\",\"and I notice a few men looking at me with a very dirty appearance insinuating they couldn't imagine how I would make them feel if I was sucking their cock .\",\"She was very snippy with me and raised her voice telling me that she was not aggressive.\",\"I say that yes, I am and that it isn't her business as I am feeling harassed already!\",\"Not only are they wrong, they don't recognize it.\",\"Depending on the context, I might also consider the person who made the comment so insignificant that he does not deserve any attention or response and I could simply decide to turn on my heels and walk away.\",\"She was swearing, using the F word, saying how fed up she was that people were parking near her house etc.\",\"When I leave school, the classmate from before and one of his classmates grope my ass again this time together, and turning around pissed off they look at me and say With those bitchy pants what did you expect.\",\"After having repeatedly pointed out these difficulties to my colleagues, they still don't believe me, thinking that I am exaggerating the situation\",\"Some of them try to ignore me.\",\"She then becomes unbearable because she's a psychologist and when she starts using her knowledge to prove herself right it drives me crazy.\",\"Every insult just makes me pissed off and want to catch any other idiot I meet in my path.\",\"but I think I am reaching my limit with her and its made me quite angry.\",\"I remind her that I explicitly asked her, in front of my wife, and she said card was fine.\",\"She starts getting very sloppy and starts falling over things and we have to start walking holding her arms a group of strange men walk up to us and ask us if we want to party with cocaine me and my other friend who are mostly sober both say no\",\"Initially, my reaction was to respond to the offense with another insult, only to realize later that I would only make things worse.\",\"and so I limit myself to calling the police, with a great sense of bitterness.\",\"Luckily the insult didn't happen live, in the sense that I usually do live on social media and it happened that the stranger on duty offended me because I didn't accept explicit requests that he made of me.\",\"I who before that had decided to ignore her, I answer her by telling her that it is a huge lack of respect\",\"I have classmates in high school who are disrespectful.\",\"I feel dirty, really dirty: I haven't done anything and yet they're insulting me as if I'd wronged them.\",\"I didn't say anything in response, but probably pulled a face that showed displeasure.\",\"I was annoyed and also felt a bit stupid as originally I thought she was talking to me.\",\"she is not approachable.\",\"The manager then came to ask her what she was doing, Manager and the colleague were frustrated.\",\"I felt bad, there was absolutely no reason to insult me ​​with that word, I hadn't done anything.\",\"She spoke to me brutally, it broke my heart.\",\"I'm in high school, I'm in my first year, some new kids have joined our class, the relationship with them has been conflictual from the beginning, I don't trust them and they provoke me, during recess one of them, with an arrogant manner, approaches me and says that today they say big braid?\",\"I was having a heated argument with someone, and after raising my voice, I ended up using verbal insults.\",\"They refused to give it back, called me a snotty b***h and threatened me.\",\"I feel defeated and humiliated, I understand the stressful situation but not the reason for the insults.\",\"I felt really bad about myself because she always knocks my confidence and there was no need for her to call me a bitch.\",\"i had to tell her that i still had to go with her incase anything happened but she scoffed and made me feel uncomfortable when being there.\",\"I lent my flat mate some expensive shoes even though she is known to be extremely reckless.\",\"A colleague verbally assaults me.\",\"If the situation got worse to the point of receiving an insult, I think the emotions would be different.\",\"She was also very slow and complicating a simple task.\",\"The colleague also has mental problems but he had never been violent.\",\"Now, I've lost my temper and when I (eventually) manage to park, because she's got to her car, I march over to her to ask her who she thinks she is blocking the car park with her selfishness and arrogance.\",\"while i'm working on it i see that she has also logged in to the shared file, but she doesn't change anything, she just sits there looking at what i write for about twenty minutes and then leaves.\",\"This lady clearly has an issue and it is not my fault so I walk away shaking my head.\",\"this realy annoyed me as they were being prats and knew it and didnt expect me to ban them\",\"She doesn't let go and I am the one who takes it out of her mouth tearing my skin.\",\"The whole conversation i will remain calm and professional and never raise my voice.\",\"I was at my graduation presentation and I was in the middle of the speech when some members of the committee started talking among themselves, without even whispering too much.\",\"This summer I had an experience where from a situation of reason I found myself being insulted.\",\".However, this day was another where she insulted me, my son had been crying so was changed and fed, he was still quite grumpy and agitated, my mother in law\",\"She looks at us as if to say who wants what to do.\",\"I was at work, I had my doubts about transferring one of my tasks to another person because it was something I knew he wouldn't be able to do or would continue to cause damage or ask for every single thing, so I explained my reasons to the boss who, instead of telling me his reasons and addressing the issue normally, started yelling and insulting me.\",\"I am walking to my work colleague whilst working and another member of staff came over and shouted at me and asked me to stop talking and said he had listened to me for 15 minutes and that I was an idiot for talking so much.\",\"Then they started to get even more agitated and consequently I did too, they started the usual insults you're a whore etc.\",\"and she grabs me, spits in my face and bites my thumb on my right hand.\",\"I was talking to my mother who was very and excessively angry with me.\",\"she wrote part of the report and now i'm correcting and reviewing it.\",\"That one of the worst things you can say to a young girl who is riddled with insecurities.\",\"and she apologises But the damage is already been done and this is exactly what I was bothered by initially that she gets drunk as she throws a tantrum like a child after being very very rude to me.\",\"I answer her that I'm not available and she explodes with anger, telling me that I am\",\"I start to think that maybe these insults are deserved, I start to ask myself what I did to deserve them etc.\",\"She then started screaming at me and speaking in slang, where she was insulting me.\",\"My first reaction would be anger and frustration, I would probably respond with an insult and then with a comment aimed at highlighting my value and the fact that his insult emphasizes his smallness even more.\",\"I feel irritated and angry but I stay quiet until my mother goes upstairs where I have locked myself in the room, and she starts screaming at me.\",\"I work hard to be inclusive to students and it was quite shocking that was he looking at me with such anger while saying those things in front of the whole group.\",\"A nightmare neighbour of mine used to repeatedly throw insults my way, it is just the kind of person she was.\",\"It feels like someone is trying to insult me in front of others and making me get angry.\",\"She believes that everything I do should be done with her.\",\"She was making me furious because she asked me a question to do something for her and didn't even wait for my response before sarcastically saying thank you.\",\"Then he says that the shoes I'm wearing now were definitely bought with money\",\"I speak gently with the freelancer, apologising and making small talk in an attempt to make her feel comfortable.\",\"but I can't justify this insult.\",\"When I asked for them back she told me she lost them\",\"I had asked my daughter to tidy her room when she said no I told her she was loosing her phone so she called me an idiot it made me feel angry and sad that she'd talk to me like that\",\"but the lady started screaming, addressing me calling me an idiot, as if i were her on purpose\",\"I don't even remember exactly what the reason for the argument was, but I remember very well the feeling of humiliation and offense that I felt.\",\"potentially someone at work could call me an idiot if I made a mistake, this could happen if they were under a lot of pressure, stressed or simply didn't favour me as much as the other colleagues.\",\"On the edge of the door there were other girls who thought I was being silly and was saying hello to them and then laughing because I was saying hello to them, so they started insulting me and looking at me badly.\",\"I don't mind his insult actually.\",\"The mother then tells her to go through the metal detector because otherwise they would have missed the flight, and she leaves yelling in my ear Fuck you, bitch!\",\"I don't care, I'll eat it in front of her even if it hurts her.\",\"They insult me ​​and say that I have to be patient because they are small.\",\"It was a colleague, recently, who didn't like a working status that was being dicussed then put it in a disucsion board rudley not naming names but clearly not happy.\",\"I agreed with what she told me what to do.\",\"I was teaching a class and a student i ususally get on well with raised their voice in a manner they wouldn't ususally use with me.\",\"I reiterated that I had only purchased the item the day before but she proceeded to be extremely rude to me.\",\"She asks me how she can help me.\",\"She remains cold, listens to my question but does not apologize for her rude attitude.\",\"However she soon turned around and said I wasn t asking for your opinion She completely shut me down without letting me explain the research I had already done prior to this.\",\"I calmly explain the situation, but the woman started insulting me until I felt forced to ask her to move away.\",\"No insult was said but was very much intended toward me.\",\"I am a class representative and I have to name the names of those who bullied one of my classmates to the class council.\",\"But being mature, I only felt sorry for these people, who insult women to feel macho but then aren't even capable of starting a meaningful conversation.\",\"and she responds, so repeat the last thing I said then in a really blunt and rude manner.\",\"Shortly after they were again rude and raised their voice which led to me becoming concerned and at this point i pulled them aside to address the underlying issue.\",\"One of the men shouts at me making comments about my physical appearance and the others all sneer and laugh.\",\"I'm in a place in Dublin waiting to pick up some pizzas to take away and some guys start talking about me insulting me as if I didn't hear them, among the many things they say there are many bitches.\",\"i try to explain to her the reasoning i made and she dismisses me by telling me that i don't know what i'm talking about and that now it's my fault she has to do it all over again.\",\"I had a colleague who was working with me, she was always reluctant to do any task.\",\"There's a misunderstanding and a colleague of mine responds to me in a rude way.\",\"When the situation seems a little too intrusive I turn around and politely ask them to stop, they yes with an arrogant manner say they didn't say n\",\"I imagine that the insult comes from a man who feels abused, belittled by a woman who has at least as much power, intelligence and courage as he does.\",\"She started swearing at me, in foul language.\",\"I'm fed up because every time we go drinking together she gets messy and I end up scooping her up off the floor.\",\"I tell her that she can't always play the victim, that right now I'm not able to help her and she tells me you're just a selfish bitch.\",\"She told me everything but we didn't understand the reason for this exaggeration.\",\"and I think, is this girl really complaining and judging me negatively because I asked her to renew an expired membership?\",\"My colleague, who has been here for a short time and is still learning, made her pay the room bill yesterday, forgetting to charge her for extras (such as drinks, snacks, bike rental, etc.).\",\"I am talking to a colleague of mine who attacks me because he thinks I have not done my job correctly when in reality it is this person who does not know how it should be done and demands that it should be done as he wants.\",\"This was followed by if this fucking ginger bitch looks at me one more time I'm going to fucking punch her .\",\"I'm talking to my employer, I find out that, in addition to the back pay, she wanted me to do an extra job (support a new colleague) and I realize that there would be no new colleague and this is what happens.\",\"So I call her on the phone to tell her that she had forgotten to pay part of the bill.\",\"I am trying to reassure the person and keep the calm but they continue to raise their voice and swear.\",\"My colleagues laugh and shake their heads, telling me that it makes no sense and that they will not do it.\",\"I do my best to help her, but she has no empathy towards me.\",\"I tell her I would never do that to anyone and usher my friends away from her and out of the toilets.\",\"We were involved in a quarrel but prior to this point there had been no personal insults.\",\"Yesterday, at work, I had an unpleasant exchange with a person I had never met in person, who deliberately insulted me via email.\",\"so she fought me and said it was none of my business and i shouldn't tell her what to do even though we share everything and i always do my part\",\"I do not use personal insults during conflict.\",\"She wants me to react to her rudeness but i am not going to.\",\"I get angry, and she and her husband get loud, insisting that it wasn't them, that the damage was already there.\",\"The insult takes me by surprise and I feel invaded by a sense of shame and discomfort.\",\"Mom let it go pretending to listen to her\",\"I her that the way she behaved was not how we do things here, and that she came across as aggressive.\",\"They shouted at me and threatened me because I was a women they were highly insulting in language and tone.\",\"She replies that she hasn't used an entry and it seems absurd to her to have to lose it, she says that after all the membership expired only one day ago and concludes with the words: how strict you are, my goodness!!!!\",\"This does not bother me as it is said in an affectionate manner and there is no malice or bad intent behind the phrase.\",\"it would upset me, especially if it was a colleague I got on with, it would change my feelings towards them.\",\"when that happened, i got furious and answered her in kind, both of us continuing like that, then the argument moved a bit away from what we were saying at the beginning.\",\"When she did finally address me, she just said 'No' without even going to look so I asked her if she could find out if it was available at another store then sent to my local store and she told me she had no idea and walked off\",\"I tell her not to do that because it's not true and I feel angry and also heartbroken because I know that what she said about me is not true.\",\"i try to tell her\",\"She verbally abuses me as I stand there looking stunned as I d not done anything of the kind and never would!\",\"Another of my colleagues asked who had put the folders on the table and my boss said 'her' aggressively and rudely and pointed over to me.\",\"I am arguing with a colleague about a problem related to a deadline.\",\"However, these were insults brought on by anger and stress.\",\"She takes card payment but is rude throughout.\",\"I was speaking with my colleague and she was rude and disrespectful.\",\"At the end of the conversation she calls me a bitch because I didn't tell her the truth when I explained the situation to her several times and what she thinks didn't happen.\",\"the job was straight forward, all she had to do was to input data on a form but she made it complicated by emailing people what she had done which is not needed.\",\"I let things like that wash off me like a duck's back.\",\"The insult is the icing on the cake in a frustrating context.\",\"She starts yelling at me on the phone (in German) that we are thieves and that she had already paid for everything.\",\"I tried to tell her we could order them from another store but this wasn t good enough.\",\"I felt slightly annoyed and the insult was unjust but I was not overly upset by it as I have worked in acute mental health for 20 years and have been regularly insulted !\",\"The worst thing about all this was that the insult came from a dear friend of mine.\",\"I exclude that I would react with equally insults so as not to be put on the wrong side.\",\"One of them, moving, bumps into me and starts insulting me with sexist insults.\",\"So I hold back from starting an argument and continue, thinking however that it's not right to be insulted for nothing.\",\"I think she wants attention and conflict.\",\"I reacted by telling her that is not appropriate language to use when talking to people.\",\"the next morning she comes to tell me that i made a mistake and that everything i wrote is wrong.\",\"They huffed loudly as they tried to avoid them and then again in my direction as i pulled my son back.\",\"I send a WhatsApp message to a girl in gymnastics class to remind her that her membership card has expired and needs to be renewed.\",\"As they approach me I feel nervous as they are laughing and joking.\",\"I couldn't stand it anymore and yelled at her to stop, with swearing following.\",\"I am at work and witness a colleague being rude to a freelancer.\",\"In any case, after a while the discussion reaches a point where it's clear that there's no possibility of meeting, and she says to me: of course you're a real pain in the ass, you must always be right!\",\"I asked if they could wait their turn, when they started to shout abuse at me.\",\"There was a complete lack of common sense and education, I hadn't insulted anyone and yet I received gratuitous insults, in addition to the disturbance of my sleep for the whole night.\",\"I then ask them again and say i will terminate the call as I should not have to be sworn at, this is not part of my job.\",\"I don't think so, they're not doing anything physical.\",\"so I'm telling her I need time away from her, and I am removing her from my social medias to avoid further conflict, in which she is sending me extremely angry messages now saying awful things to me.\",\"After the insults stop, I think back to what was said to me.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"0_she_her_me\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"0_she_her_me\"],\"textfont\":{\"size\":12},\"x\":[11.752052,11.497959,11.533924,11.347809,10.346749,11.512027,11.907736,11.338849,12.056392,7.0656147,11.317843,10.134481,13.696137,12.035348,12.025422,11.6853485,12.180967,12.1500225,11.9724655,12.198011,11.879319,11.3707075,11.296857,11.554317,12.03776,11.069882,12.050493,11.659336,10.332802,11.028588,11.104249,11.616708,11.293334,11.704656,10.687198,11.415207,10.124063,10.507568,10.144899,11.543064,11.321817,11.615637,11.424296,10.852018,10.078404,10.165084,12.207235,12.599513,11.394285,12.312058,11.367543,11.46967,11.042112,11.16058,10.223799,11.772187,11.6192045,11.665218,11.629446,11.76979,12.282776,10.613156,11.7412,10.743139,11.287962,12.133025,12.082406,11.934696,12.01018,11.993799,11.454146,11.604154,10.525901,11.783582,10.266249,11.935136,11.136257,11.340067,12.118608,11.478702,10.751359,9.991775,12.117217,12.250584,11.191519,10.826257,10.477172,10.338018,11.038583,11.260916,11.009389,11.917518,11.518934,10.261247,10.185815,10.405281,12.123521,12.22048,11.894277,12.032875,12.319472,11.574718,11.9834385,11.37961,11.108393,11.498456,11.241008,11.228962,12.071464,11.883816,12.165853,11.251935,11.182976,10.459529,11.828614,12.385303,10.462973,11.95083,11.184767,11.177874,10.615736,11.997845,12.214334,11.149836,11.624936,10.1726465,10.082623,11.7288,11.184165,11.606736,12.051866,12.33644,12.253051,10.343249,12.213833,11.243703,12.082836,12.249361,12.005856,11.70401,12.279108,10.447326,10.577607,11.412472,11.226134,10.320015,11.6152315,10.407233,11.528965,11.66787,12.279756,11.902355,11.316392,10.119158,11.056859,11.345884,11.065577,11.16651,10.367007,11.977177,12.205186,11.506462,11.577345,11.442922,11.909386,10.846955,11.269044,11.801019,11.897467,11.203979,10.497407,11.003586,11.63737,12.088839,11.632246,10.233381,11.508335,12.310968,10.858768,12.1375475,11.6957445,11.275532,11.669002,12.176108,11.607041,11.475375,10.224306,12.379736,11.604682,11.281711,12.187724,11.214958,12.44708,12.114398,11.400668,10.376852,10.187216,12.284534,10.667532,10.2165785,7.001333,10.512655,11.742025,11.163168,11.555086,11.577613,11.12994,12.289932,11.340087,11.643849,10.225801,10.286693,11.188315,11.942614,11.291518,10.312748,11.875296,11.926122,11.625558,12.230813,11.998855,12.152998,11.366752,11.283399,12.101349,12.269576,11.564071,11.937622,10.307086,10.659829,12.247771,10.46612,11.701831,12.04536,12.473675,10.328579,11.195411,12.2379875,11.327634,11.472922,11.340909,10.246504,11.477486,11.241922,10.324851,11.571999,11.823169,11.6632185,11.860052,12.143061,11.369232,12.27541,11.788263,11.124264,11.006905,11.174709,11.634472,10.312539,10.267283,11.0648775,11.950807,11.948019,11.462414,11.658317,11.671972,10.3256855,10.16055,10.128838,12.083535,10.283738,10.144285,11.532026,10.452799,11.590517,11.495617,12.152348,12.015688,11.510365,12.1614,11.743509,11.725049,12.204361,11.394652,11.856132,11.224574,10.312481,11.983974,10.539641,11.977172,10.385618,11.591614,11.571987,11.981793,10.432313,10.32799,12.282799,10.052048,10.4594345,12.205614,10.443593,11.707583,12.124517,10.304814,10.394696,12.255368,12.157002,12.225959,11.26112,12.189587,11.66329,11.60467,11.665516,10.985355,10.278345,11.041931,11.882416,10.258994,11.606443,11.096666,12.349543,10.790572,10.620405,11.706166,12.222633,11.3734865],\"y\":[2.3858843,2.781669,1.8265629,3.6529846,2.5533125,3.8156092,2.1789622,2.564641,2.0385392,6.276803,2.5525477,2.6404366,5.690102,4.997118,1.9576318,1.6479474,2.0676625,1.9827342,4.975755,2.1012676,5.0976048,2.6519248,3.729901,1.3759989,2.315151,3.8342583,1.9443035,2.123121,2.4390228,3.9849057,3.568222,2.3504124,3.7251267,1.6253967,1.6518553,2.4546006,2.628202,2.4776933,2.0965183,1.5010078,2.4247122,1.6917411,1.6229141,3.733083,2.6808693,2.133845,2.1240566,4.5928135,2.570767,5.020442,1.6371441,1.4646134,3.99636,3.6588926,2.5323725,2.30499,2.012762,1.6952481,1.515772,2.046541,5.097082,1.732939,1.8724287,1.7699364,2.7697885,5.2549124,2.018723,2.1049702,2.2180645,2.0239737,2.5295405,1.5930535,1.2885077,2.151733,1.3776901,1.8750097,3.490789,3.8168035,5.003484,1.5339717,1.8798968,1.3266283,4.9131284,4.7502136,3.9155946,1.6899878,2.9461813,2.3374488,3.6147223,4.156755,3.8794808,5.009526,2.20722,1.3586278,1.37796,2.3325932,4.897447,4.809037,2.1780453,2.0870388,4.7461233,1.4465774,2.1841643,1.4633352,1.5096922,1.3636645,4.054431,3.8353264,1.7827392,1.9821076,2.159607,3.9661467,3.9375439,2.330767,2.04609,4.385816,2.1601253,5.1224837,3.8179429,4.06794,1.9485015,2.148086,2.1197834,3.704166,2.3286557,1.3815321,2.1610043,2.0268161,3.8718567,1.4219607,1.5570668,5.0869274,4.9662876,1.1495636,2.0246239,3.631711,1.7337357,2.1139846,2.150496,3.8364682,4.809195,2.5961258,2.2961917,3.526322,2.5336359,2.440607,1.6854169,2.534066,1.3849928,3.8591795,5.134194,2.069361,3.8583827,2.7992275,4.0004425,3.8409798,3.6585307,4.0549645,2.3920467,2.2060769,4.7019835,2.2374525,1.5597485,4.296492,2.2336512,1.837914,3.9949074,4.756266,2.2000387,3.7996204,2.961414,4.16787,1.5393136,4.862252,1.6970901,1.3182902,1.3542674,4.75794,3.8331578,4.954314,1.9954548,3.7657478,4.03062,2.8170488,2.350242,1.4863942,2.0874033,5.1394534,2.2282193,3.792494,4.6142097,3.938716,4.584024,1.9765339,2.2012322,1.1825789,2.562717,4.7843113,1.7473061,2.7098694,5.55135,1.6607782,1.8825725,3.7312324,1.4888486,3.6647537,3.7130108,4.726602,2.52901,1.8022898,2.8460212,2.84083,4.018318,2.1910043,2.690014,1.9735463,1.9469805,2.0759058,1.6591896,4.698679,2.237403,4.7965446,2.6956925,4.068137,2.3752267,4.619019,1.5708416,2.2815175,1.1828185,2.1262293,5.051237,1.1911681,2.4438117,2.2269135,4.579053,2.7821405,3.839625,5.0484376,2.5373957,1.3028357,3.8360226,2.390903,1.7604083,3.6729035,1.3876538,1.3628995,1.952199,1.8820206,2.0261095,5.0030756,3.8533874,4.8193555,2.090072,3.7559726,4.181959,4.1564827,1.6909708,2.319846,2.6294048,3.6734376,5.0566936,2.199819,1.3006928,1.5365384,1.9826121,1.3554674,1.3510059,2.540143,2.3505259,2.368665,1.3668146,3.688452,3.0136087,1.4054099,1.3096957,4.6053762,4.588102,1.7003744,4.5903907,1.974564,2.4338188,4.96523,2.4914012,2.0062642,4.0048494,1.3324564,4.966955,2.613403,2.1927578,1.2841035,1.4753757,1.3464528,2.229698,2.3483222,2.4387782,4.732407,1.3407435,2.3499997,2.0156775,1.7422763,4.0227942,5.033584,1.3778499,1.0929276,4.9137053,4.9879036,4.7498755,4.2236547,4.618635,1.7458936,2.2669225,1.7478404,3.7273562,1.3151622,3.9906774,2.2516193,2.418841,1.736698,3.745162,4.7540107,3.7049365,3.677606,1.6648188,4.6991825,2.8627603],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I felt really bad, offended and treated as if I were an object.\",\"I felt mocked and disrespected\",\"I feel very upset and embarrassed.\",\"I can't believe what I just heard.\",\"I felt stupid, ignorant and excluded for the umpteenth time.\",\"I do not deal well with conflict and became upset and on the verge of tears.\",\"so I maintained the moral high ground.\",\"I feel misunderstood, sad, not\",\"I felt hurt, and sad!\",\"I feel really sad because I care\",\"A client, targeted me for something I did not do wrong, I feel emotionally demolished, embarrassed and angry.\",\"I feel safer knowing there are others around.\",\"I'm there, waiting for my friends, holding back the tears\",\"I feel anxious even though I know it's not a situation I can control.\",\"My reaction to any kind of insult from a person I care about is to cry, so with tears in my eyes I remained speechless and left crying.\",\"I get very nervous because of the stress of the situation.\",\"I get even more angry and say that I am\",\"I go home and I feel very sad, at fault, and also very disheartened.\",\"and I did the same, even though at that moment I was very ashamed and almost felt guilty because I thought but how can she think this about me?\",\"I felt so hurt that I started to cry and, even more so, I didn't want to continue the argument.\",\"I felt attacked, scared, and I felt very angry.\",\"I feel humiliated.\",\"but I'm a little scared of these situations and of who I might find on the other side.\",\"I leave the bathroom crying.\",\"and I was annoyed by every little thing.\",\"I felt terrible for months, to this day I haven't gotten over it since we haven't spoken since.\",\"I'm angry and I would like to answer them, but I hold back because we are in a public place.\",\"I feel uneasy for some time after this.\",\"I feel nervous and\",\"I can see the two girls look shaken up too\",\"It made me feel really intimated and small.\",\"I was so shocked that I didn't have the strength to respond.\",\"I am happy to be with my friends with whom I feel protected.\",\"I was very upset, because first of all I don't consider myself a person who talks bad about people behind their backs (meaning of petonega) and secondly because from his behavior towards me, I thought that this person appreciated me.\",\"That made me feel like cr\",\"i felt humiliated and offended\",\"It feels very uncalled for and it really makes me feel negatively about myself.\",\"I feel like throwing up and I feel immense anger.\",\"I was absolutely stunned.\",\"I felt truly despised and\",\"My hands were shaking and I could hear my voice going.\",\"I feel upset and the encounter affects me for the rest of the day.\",\"I felt offended and insulted for no reason since I had done nothing\",\"The more ashamed I was, the more they yelled it at me.\",\"It was upsetting to be unappreciated by people I had started to think of as family.\",\"The process was quite lengthy and loud, which meant I struggled to do my job as my dogs were distressed.\",\"I felt very hurt, betrayed by this person's behavior\",\"I am frightened of what they were going to say and so I panicked and avoided it.\",\"I was sad and disappointed\",\"I feel frustrated, as if it were my fault for the lack of knowledge on the subject.\",\"I feel terrible, I can't breathe, it's all too unreal.\",\"First of all, I feel very sad following a verbal attack to which I know I cannot react in a composed manner because they tend to paralyze me.\",\"How dare you?\",\"It s left me quite shaken and emotional to be set up on in that way, knowing I d never dream of making fun of anyone.\",\"I almost felt mocked, as if my work didn't count for anything, as if I was just a number.\",\"I feel so hurt, angry and upset, I did the right thing.\",\"That was a very disgusting feeling, I did not know what to say o how to react but I did stop eating the banana.\",\"I feel angry, intolerant, and I think I'm right.\",\"The cold, petrified.\",\"Those feelings of relief were a weird mixture combined with anger and disbelief.\",\"I'm sad, I feel very alone and I need support.\",\"I felt very intimated and scared.\",\"I felt bad and also scared.\",\"the embarrasment and humiliation could be seen.\",\"And I was traumatized and this is one of my thoughts to this day, about how bad I felt that day, and I still feel guilty as if I was the one who had a negative attitude in blaming that boy.\",\"As soon as this happened I feel humiliated and very sad and decide not to go to doctors anymore unless for very serious reasons.\",\"I was offended and upset but made sure I didn't rise to it\",\"For a while I remain in a bad mood.\",\"I feel like shit.\",\"Maybe because I consider what happened an injustice, I didn't deserve it.\",\"I feel very angry.\",\"I felt humiliated and inattentive\",\"I started to cry, I was hurt, I hadn t done anything wrong.\",\"The effects may be on inhibition, but not on the production of thought...\",\"Even with all our clothes on, we both feel naked and empty, worthless.\",\"At this point, I was shaking and tried to get my things as quickly as possible.\",\"I felt really shaken and upset.\",\"I feel very guilty because I realize that I made a mistake even unknowingly but at the same time it seems like a very exaggerated reaction to something like that.\",\"I felt angry and despondent, I no didn t ever want to see them again .\",\"but I still feel like I'm at fault, like I haven't been kind enough.\",\"I was in disbelief and in shock.\",\"At first I hope that no one heard, because I feel mortified.\",\"I am quite shook up by this as I am with my 12 year old son.\",\"I'm quite upset and dismayed and reply, That's not the right thing to do.\",\"I feel confused and very uncomfortable\",\"I felt bad and guilty, even though I shouldn't have because I hadn't done anything wrong.\",\"I got really upset because it's something I feel I'm lacking in.\",\"I was just very shocked and couldn't believe his reaction, and I just left in shock.\",\"i felt hurt and ridiculous, a single word made me feel really bad and left me speechless.\",\"I feel wrong, for a moment as if the problem were the pants and then the worst comes I feel tired\",\"I feel humiliated.\",\"I don't expect it\",\"And I just feel tired\",\"I want to say something and defend myself, but I am also scared that I might be in danger if I do so.\",\"I am crying but I feel some relief that I can move on because I know how he truly feels about me.\",\"I have never encountered a situation like this and, although I know more or less how I could behave, I do not exclude that the anger would paralyze me and prevent me from thinking clearly at the moment.\",\"I was sad for a while\",\"I came home very sad.\",\"I feel panicky and scared.\",\"I felt small and helpless.\",\"I felt embarrassed and angry.\",\"I felt very intimidated and embarrassed.\",\"And I was helpless, I didn't know how to defend myself.\",\"making me feel scared, humiliated, frustrated.\",\"It made me quite upset and I couldn't wait to get started again so people behind me could overtake me and leave me alone.\",\"I go all red and anger overwhelms me.\",\"My mood was always a bit low for the rest of the day because I would have liked to be able to respond in kind or at least emphasize my extraneousness to the situation, but it seems that many times things are the same, that there is no boundary line between what people can say without caring about how the words can touch the interlocutor.\",\"I felt intimidated, disrespected and angry.\",\"Over I am happy someone was there to help me in\",\"I am sorry, I feel attacked for no reason.\",\"I felt angry and very hurt.\",\"I was getting scared.\",\"It wasn't right for my justified concern to react that way.\",\"Despite the negative encounter this helped me handle myself better even if I felt negatively about myself in the moment.\",\"I'm furious, my friends are shocked, their looks, some furious like me, but some with that mixture of commiser\",\"It made me feel really bad.\",\"I tried to pretend nothing had happened, but at that moment I wanted to sink, or run away.\",\"I feel hurt and helpless.\",\"I felt shaken after it.\",\"I can handle that, but I do not feel safe or comfortable.\",\"I am very angry and hurt because they cannot see the problem, all my proposals for the evenings are always rejected.\",\"I was scared and asked my friend to move away because I feared for\",\"Having never found myself in a situation like that and having a hard time even imagining it, well, I don't know what else to add.\",\"And there I felt like I was dying of shame.\",\"I justified it.\",\"At that moment I was scared because I thought they would come near me to seek a confrontation or to insult me ​​even more.\",\"I feel mostly angry, so I go to my room.\",\"I felt angry, disappointed and sad\",\"I'm more than a little startled because it's with no warning and so little space: and throw my hands up in the air in a 'whatever?!'\",\"I always try to have a positive attitude and to respect others also and above all through words and the way in which one expresses one's thoughts and opinions.\",\"I always experience these moments very badly, because I try to be understanding and to compare myself, and instead I pass for a person I'm not.\",\"I felt very bad and hurt, because not only was I in a difficult personal situation, but because it was a very deep offense.\",\"That was very disturbing.\",\"I feel petrified, but at the same time furious.\",\"Immediately afterwards I feel a state of nervousness rising because I find an aggressive reaction of this type inexplicable\",\"I feel scared for my wellbeing and I look to the other members of my group in order to provide back up for me.\",\"I feel hurt, angry and ashamed even though I have done nothing wrong.\",\"I just feel silly.\",\"Sandra and I are terrified, we see that around us there are a lot of people\",\"I started to cry.\",\"I knew rationally that she was wrong, but inside I felt deeply ashamed.\",\"I feel very humiliated and I do not talk about it.\",\"The anger doesn't completely go away yet\",\"I was shocked and\",\"I remain silent, feeling like the most wrong person in the world.\",\"It makes me even more furious, I would like to physically vent my anger, but I try to contain myself, venting it only verbally between myself and myself\",\"I didn't feel particularly offended given the not too serious context, but I certainly didn't like it.\",\"I am speechless for a moment and cann\",\"for the rest of the journey I feel on edge and like people are judging me\",\"I feel a little humiliated: the photo was taken by my partner and it shows a body that I'm very happy with because it comes from a year of dieting, I chose it because I feel beautiful and because it makes me feel loved.\",\"I feel frustrated and disgusted.\",\"I feel a little disturbed, it's not like me to receive these opinions, I usually get attacked about other things.\",\"Two days ago my sister in law came and said ver hurtful words to me and made me cry and she was fooled by someone who wanted us to split and after hearing those allegation I am heart broken and I am feeling very sad but because I am innocent and I am not feeling guilty and time will uncover truth but at the moment nothing can erase her anger because she is the person who does not forgive and thi\",\"I feel sad, but numb, as it's not the first time he's done this.\",\"I felt disgusted and humiliated, however, I knew it wasn't true.\",\"I was upset, as I hadn t been told not to.\",\"I was visibly shaken for the rest of the day because of this ordeal.\",\"I felt really embarrassed as there were so many people around, but I also felt angry because I wasn't even in the way!\",\"It was depressing and I shut down immediately and was sad.\",\"but it is overcome by sadness.\",\"It was a terrible feeling that stayed with me for a long time and even today, after 5 years, I struggle to talk about it and it hurts me to remember it, almost no one knows.\",\"I'm shocked and scared but above all full of anger.\",\"I'm always crying, and generally with the subject in question we never get anywhere, so it just seems like a chore to me, which results in a colossal waste of time.\",\"I felt tense, angry and upset but was proud afterwards because of the way I conducted myself.\",\"But I did feel sorry for myself at the time.\",\"I found it disrespectful and deeply upsetting.\",\"I felt really sad because I have a new born and am so self conscious of my looks because I can t sleep most nights.\",\"It made me feel like I was a rag thrown on the ground and nothing more than a being aimed at sex.\",\"I feel threatened and scared that they are going to say more or that they are coming after us.\",\"I was angry rather than scared and we got them out.\",\"I feel like I'm being watched.\",\"I felt irritated and a little tired because I couldn't understand.\",\"I feel unsettled for the whole 15 minute tai\",\"I normally am very calm but I was not feeling very well\",\"I feel uncomfortable immediately.\",\"I carry this sadness with me throughout and the more he does it the more I sink into the belief that no one truly cares what I say.\",\"I was scared by what was happening, I didn't stop pedaling and I went away.\",\"I was a bit taken a back and frightened.\",\"I feel helpless, because I am afraid that by reacting I could cause a more serious reaction.\",\"When I learned it I felt terribly guilty even though I had no guilt, and even if I had, a woman should NEVER be defined in that way.\",\"The feeling was extremely comforting, I asked myself if I was in the wrong and I felt a bit guilty, but for what?\",\"and I feel very bad about it.\",\"I have nothing more to add because I feel that anything could be perceived as heavy and moralistic by the others present.\",\"I feel disrespected and discredited.\",\"I was kinda proud of myself.\",\"I feel offended and am initially speechless, I don't understand why they would address us in that tone.\",\"Our first reaction was definitely fear, we instinctively let go of each other's hands and walked as fast as possible to get away from the bar and continue walking.\",\"I felt humiliated, I was shocked and even today I feel bad just thinking about it.\",\"At that moment I felt at fault because I was not able to respond in tone and it left me with a feeling of discomfort.\",\"It bothered me quite a bit.\",\"I feel mocked, offended for no reason.\",\"I felt quite shook up, it was so in my face and direct that it did spoil my night.\",\"this thing makes me feel extremely angry, principal\",\"I feel disturbed and disappointed\",\"This made me feel angry and embarrassed as this was certainly not the case.\",\"I sit back, feeling dejected, and stop speaking.\",\"I feel anger, resignation and sadness.\",\"I felt humiliated and was about to cry, I started to shake, but I had to force myself to laugh and pretend nothing had happened.\",\"This made me feel angry and upset as up until this point I was having a good day and they were the one in the wrong however clearly putting blame onto me.\",\"It made me think a lot about how a fun environment can turn into frustration\",\"At first, I felt deeply offended.\",\"Shortly after, however, as I calm down, I feel guilty and a little sad, because I always feel bad when I argue with her.\",\"It wasn't very nice at all and very intimidating as I was on my own and it was quiet.\",\"And it totally ruined my night.\",\"I got very agitated and scared, because I understood that the person was upset and not completely in his senses, I closed the windows and doors and I p\",\"I feel ashamed and immediately after I feel guilty, thinking that the responsibility is mine, because I'm too absorbed in my thoughts and not paying attention to others.\",\"I felt trampled on, hurt and HUMILIATED.\",\"I am worried what people around me might think.\",\"As soon as I got home I felt resentment and an enormous sense of humiliation that didn't allow me to work, the next day, with the same positive emotions as usual.\",\"It was upsetting\",\"I am feel very emotional and even quite scared.\",\"so I don't cry.\",\"I felt more than anything humiliated because I felt attacked by the things he was saying and\",\"I'm angry and I go to talk to their parents.\",\"I get scared and call my friends.\",\"I feel very uncomfortable.\",\"I felt shocked and hurt.\",\"Not understanding the reaction and not having voluntarily created discomfort I feel vulnerable but at the same time at fault and guilty.\",\"I was not happy as i had not fully had time to think about it\",\"I felt uncomfortable but on the other hand I'm happy to know that men consider me beautiful.\",\"Which made me angry!\",\"I felt really upset\",\"I feel mortified and humiliated, I want to cry but I hold back and say nothing.\",\"I arrive at college still feeling uncomfortable.\",\"Secondly, I feel angry, in a way that I could only vent in tears.\",\"I was very pissed off\",\"I didn't feel too shocked because, I repeat, it was one of the classic keyboard warriors and because it didn't happen to me in person.\",\"I felt offended, because in our society being seen as antisocial is a negative thing, and the way he expressed it, who is a very extroverted person and who makes friends with everyone, I perceived it as a personal attack and consequently I felt wrong.\",\"I try to avoid conflicts because I often feel helpless, I can't control my emotions, and I can never convey messages the way I would like because I tend to explode.\",\"I am feeling disgusted and uncomfortable.\",\"I was shocked, but I let it go.\",\"I really feel like I've sunk into an unreal situation....\",\"I was also embarrassed because they called me an idiot in front of our family friend.\",\"I feel bad and I don't know how to respond in tone and I stammer, as if trying to justify myself, which is not true, I am very selective in choosing who I go with.\",\"I wanted to disappear from that place, I felt very uncomfortable and sad to\",\"I was scared thinking that he had remained outside waiting for me (as he had consumed the meal when we arrived at the place).\",\"I am tired and disappointed by the behavior of the others.\",\"I try to remain calm even though I am a little scared and feel myself getting warm and flustered.\",\"I'm speechless.\",\"I remain shocked.\",\"I feel shocked and a little embarrassed at being spoken to like this about a non issue.\",\"I'm shocked.\",\"I feel attacked, offended.\",\"I expressed how I felt, how some people hurt me.\",\"I got very nervous, I felt treated like an idiot, and because of the nervousness I started crying on the phone with my mother.\",\"I'm pissed off and SHOCKED.\",\"Knowing the type of person, I do not react but for the whole evening I cannot hide the discomfort after those words.\",\"I get angry, I feel bad but at the same time I think that it was simply a\",\"I felt deeply emotional and my feeling hurt.\",\"I felt humiliated and then later angry that the passers-by hadn't even stopped to say something.\",\"I felt incensed as they were the one behaving badly and not me.\",\"I know I am now safe but my heart rate doesn't calm down.\",\"so it was a hurtful comment.\",\"I felt guilty\",\"I felt numb and could hardly talk because I was so stunned by what he had said.\",\"I feel a little worthless though.\",\"honestly i didn't even feel offended because i found it a really ridiculous situation.\",\"I just wanted the floor to swallow me up I did not know what to do i just froze Later on, my own l confronted the manager I told her how she had made me feel.\",\"Now I get pissed off\",\"I feel humiliated and I feel indignation mixed with t\",\"I'm so angry, I don't deserve this.\",\"Its making me visibly uncomfortable.\",\"I immediately ran to the staff changing room and starting crying as my feelings were hurt badly along with public humiliation.\",\"I'm incredulous and also a little hurt.\",\"I started feeling very upset and embarrassed that this happened to me and wondered why I was their target and not anybody else.\",\"I felt disappointed and slightly upset.\",\"I felt undervalued and upset.\",\"I feel humiliated, also because the other colleagues did not intervene, but above all a lot of anger.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"1_feel_felt_and\",\"text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feel_felt_and\"],\"textfont\":{\"size\":12},\"x\":[13.764909,13.752149,14.102405,14.29919,14.038577,12.704447,13.314173,13.979058,13.87859,13.774441,13.757052,13.885264,13.5939455,13.555934,13.745636,13.506541,13.100937,13.692954,13.332649,13.400168,13.90114,14.268638,13.886757,13.281175,14.191482,13.602859,12.971835,14.232147,13.906697,14.378878,14.182822,14.264293,13.882731,12.670377,14.114121,14.218432,14.114308,13.4447975,14.277691,14.003317,14.402641,12.886578,13.363883,13.7184,13.825053,13.916491,13.335427,13.906519,14.040828,13.838415,13.597261,13.136845,14.288909,14.202709,13.597665,13.429137,14.235446,13.228297,13.924105,14.077841,13.703056,14.022142,13.97655,14.187345,13.294759,14.245519,13.644189,13.188695,14.051885,13.284808,13.515387,14.252564,13.573182,13.132654,13.531016,14.419221,14.145392,13.321858,13.989255,13.486928,14.244759,13.830289,14.441132,13.785633,14.314193,13.411559,13.949672,14.247219,13.800298,14.205259,14.288884,14.250765,13.927742,13.890136,13.659712,13.04295,13.907069,13.700404,13.947629,13.6848345,14.090508,14.108604,13.598215,14.210707,13.996834,13.147624,13.18149,13.952945,13.762055,13.53767,13.855694,13.993955,13.558398,13.429165,13.9711685,14.266517,14.099006,13.574995,14.374405,14.327193,12.875426,13.993869,13.412108,13.819267,13.365572,13.872205,13.198943,14.004448,13.883345,12.802945,13.44542,13.712413,14.070483,13.933902,13.506138,13.907967,13.434815,14.158709,13.856465,13.535729,13.38347,14.306211,13.091617,14.306724,13.230174,13.050713,13.608571,14.125417,13.073526,14.254662,14.063093,13.525385,13.187388,14.031428,14.271757,13.8895235,14.385326,13.958874,13.967971,13.45723,13.577044,13.9585705,13.3068905,13.770848,13.496439,13.762566,13.807721,14.238772,13.882221,13.9343815,14.302929,14.00657,14.342471,13.161889,14.348515,13.595916,13.996891,14.000441,13.497385,13.310719,13.380091,14.185002,13.258862,13.745699,13.686322,13.591383,14.078432,14.281401,13.526042,14.255225,13.625558,14.386508,13.416257,14.094058,14.050475,13.466772,13.397552,14.191542,13.335632,14.033563,13.742843,12.899406,13.973272,14.3304205,13.872471,13.321198,14.221838,13.889981,13.690974,13.876535,13.951486,13.342375,14.292388,12.984284,13.910001,14.335183,14.194789,13.461068,13.932002,14.284237,14.096605,14.099843,13.701665,14.341842,13.22042,14.172397,14.309204,12.789225,12.808176,14.315124,14.293157,13.568946,13.80222,13.05517,13.977404,14.024178,14.075171,13.21083,14.205047,14.298885,13.852427,14.280505,13.600133,13.67137,13.899918,14.297757,13.172301,13.20393,13.793591,14.280369,13.958418,13.194709,13.646249,13.606828,14.1359825,13.620094,13.599485,14.202662,14.219988,14.301623,13.340344,14.328134,14.137315,13.763868,13.720252,14.098297,14.105041,14.204441,13.797809],\"y\":[4.7856994,5.0469713,4.3846645,5.1806393,4.6254706,4.1941795,4.793389,4.6676598,4.6510463,4.270695,4.494109,3.5512862,4.1257687,3.6428616,4.8115315,3.620526,4.1974454,4.3172073,4.5708323,4.203711,4.1285095,4.3103848,3.5551152,3.9571257,4.5293283,4.4342384,4.0787826,3.9676218,3.778922,4.709168,4.22253,5.1922183,3.5988524,5.226908,4.564373,4.455733,4.319252,4.1475673,5.1708703,4.7352476,4.7064614,4.081599,5.0410295,4.620548,4.53887,4.417094,4.6121917,3.690646,4.7856264,4.759272,4.3796496,4.271129,4.5309777,4.5351424,5.0793543,4.578723,4.4134235,4.3194246,4.237022,4.6708264,4.2299376,3.8346057,3.8302286,4.3493056,4.7013345,4.3245277,5.07657,3.996983,4.285481,4.6945148,4.221336,4.3630466,4.1659355,4.31271,3.9716268,4.71017,4.682952,4.6622615,4.599583,4.6358385,5.146839,4.2402744,4.7473025,4.9156895,4.0673065,4.663286,4.7623525,5.2076054,4.7632957,3.9168408,4.33213,5.121952,3.9346266,3.603424,4.3970027,4.170886,4.576071,4.3488064,3.7386854,4.0254855,4.507287,4.2639794,3.9632308,4.3411293,4.4029574,4.103284,3.9856908,4.3800306,4.178921,4.9682355,4.6448197,3.772754,5.0744696,4.5459585,4.3242636,4.4715147,4.1929517,4.144082,4.699039,4.030375,4.0836473,3.746897,4.429172,4.692494,4.901152,3.6548285,4.0595865,4.696809,3.6745963,4.3751535,4.5086117,4.679866,3.9647515,4.2969475,3.806397,3.5737417,4.4603395,4.3125443,3.5108337,4.1975904,4.6244826,4.3109426,4.0905943,5.1604342,3.9866817,4.1857295,5.147305,5.095736,4.398407,4.2077904,4.71943,4.9074655,4.4857717,4.91614,4.395052,4.9483852,4.690212,4.328866,4.63383,4.2775793,4.529656,3.9797537,4.115194,4.472134,4.6514034,5.0213733,4.2496066,4.28708,3.6469755,3.8883102,4.0969405,4.650022,4.135007,3.5259411,4.0667253,4.551881,3.7764385,3.8014967,4.100857,4.6300154,4.5904207,4.3202934,4.842627,5.0103755,4.6964526,5.170903,3.8023834,4.3435435,4.6671295,4.470934,5.087151,4.6554985,4.2393513,4.712602,4.533963,4.049857,4.1366873,4.273771,4.695111,4.545332,5.019202,3.8594942,4.4082856,4.532154,3.926834,4.549666,4.3318253,3.5589204,4.3312407,4.9886184,3.8685088,4.0565143,4.503452,4.0075884,3.5673933,4.066056,4.8512397,4.468291,4.6147766,4.18413,4.8203354,4.781787,4.2077217,4.0473967,4.1424522,4.925879,5.1400704,5.2686133,4.2420197,4.1485825,5.1796536,4.411937,4.4970613,4.4688835,4.49919,3.7722602,4.744411,3.51408,5.130476,5.1565423,4.7977605,5.157433,5.0627704,4.691334,3.9245217,5.108256,3.9994495,4.3499703,4.6046667,4.3958144,4.699414,3.5183184,4.9584703,4.7262983,5.210559,4.0589323,5.137802,4.221881,4.9492474,4.326184,4.312885,4.1449456,4.2483635,4.911658,4.076895,4.799259,4.7642064,4.2016134,4.414633],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"he started bombarding me with phone calls until I answered him and he started insulting me in the worst ways.\",\"His friends had to hold him back as he shook his finger in my face and called me a bitch and a slut.\",\"and I didn't answer right away, he said you took too long to give me an answer, and when I hesitated he told me that's what all women want because we are all whores.\",\"I tried to ignore him.\",\"The guy called us rude bitches and rolled his eyes before walking away.\",\"It s obvious he does not believe me and he says\",\"He felt interrogated and cornered and he burst out after a while and used the F word on me and became really angry.\",\"When I confronted him in the en suite bathroom, and asked why he was still getting ready, he snapped that he was doing housework.\",\"I'm talking to my friend Cosimo, he got angry because I punched him on the shoulder.\",\"so he s not dare to make physical contact with me\",\"He is making us uncomfortable so my friend asks him to leave, he refuses and calls her an insulting name saying she looks like someone with downs syndrome.\",\"i listened to him a bit and answered, then when he started asking me for money i went silent, i didn't answer him anymore and i looked away.\",\"After his arguing that the comments were innaccurate or offensive he told me that I should not stick my hooter in (addition for the sake of the\",\"Also after he told me to go out with him because having a nice ass, his friends would give him more weed to smoke for bringing a beautiful girl.\",\"He suddenly gets up and starts yelling and pushing me.\",\"When I refused to do that he started insulting me.\",\"He was increasingly unhappy when I tried to explain this to him and called me a dickhead and waste of space and hung up.\",\"A boy older than us comes over and starts insulting us because he doesn't want us to stay there, he kicks up dust and stones towards us with his feet.\",\"I was trying to calm him down but he would not listen.\",\"The guy takes it badly, he starts telling me Who do you think you are You should thank me that I was trying it on with someone like you.\",\"I feel very angry because I know I'm right, but in reality he will win because he is a man and I am a girl.\",\"He does not like to take any advice and always thinks he knows best.\",\"At the end of the night he calls me a bitch accusing me of having made him look ridiculous in front of all his friends and of having behaved in a mean, selfish and calculating way.\",\"I told him this was a total over reaction and managed to keep calm although I was alone and scared of how angry he was over something so trivial.\",\"We are both yelling at each other.\",\"he stank of booze, was aggressive and was literally spitting his words out so that when he got really close he actually spat onto my face.\",\"Talking to a person through a voice chat in a video game, the same person started calling me a whore for an error in the game, the feeling was anger and humiliation.\",\"He continued shouting abuse at us and said he would be charging us to pay for the repair to his fence.\",\"While I'm trying to talk to calm the situation, in a kind way without attacking or raising my voice, he starts yelling at me saying that I'm a dog and that I'm stupid and worthless because I don't have thoughts of my own, when I was just trying to point out the stupidity of the things they were arguing about and I was simply trying to smooth things over.\",\"He is shouting and swearing and threatening me.\",\"I got angry and without thinking twice I told him that his mother and sister were the real whores.\",\"I grabbed his coat to get his attention, and he shouted get off me you bitch.\",\"He keeps insisting, so I start to get nervous.\",\"I was about to apologize until this guy started yelling at me telling me I was an idiot, how could I not have seen him, that I did it on purpose to hit on him and that only a whore like me could do that.\",\"He started to talk to me.\",\"the cause of his anger was because I had ruined his rest with my voice..\",\"So now he thinks that the other person will do the job when in fact he isn't capable and I have to do it by force.\",\"and I had talked to him.\",\"His messages turn nasty, he starts to call me derogatory and insulting names, sexist slurs.\",\"Because he was unemployed, his routine became different to mine.\",\"I had to speak to him about it and ask him to keep his noise down late at night because I had to get up early everyday for work.\",\"He says to me Eh?\",\"I want to tell him to go fuck himself, because I'm there working for free without even having an explanation about what I have to do.\",\"I tell him that I am out of town on the weekend and cannot work.\",\"He wasn t willing to compromise so he lashed out at me verbally.\",\"He finishes playing and gets angry because he feels left out since we're talking about our own business.\",\"However, he is insistent and when I tell him clearly that I'm not interested, he addresses me with a nasty sexist insult.\",\"He got mad and so disappointed in me.\",\"He told me he wanted to get to know me better.\",\"He then proceeded to call me a cunt, screaming it at me.\",\"He replies very rudely that he doesn't understand anything about how I want it and to explain it better, I feel extremely guilty because I'm not able to describe it better.\",\"I was calm, he started to insult me ​​and yell at me to shut up.\",\"He is angry and I am afraid.\",\"I point out to him that we're all in line and that he can't skip ahead of everyone and he starts yelling.\",\"Most of us just ignore the boy.\",\"I was talking to a guy I was dating, he called me a whore because I had put on makeup and dressed up.\",\"It left me wondering what I had done wrong exactly and if I had contributed to his outburst.\",\"He then offered to get me and drink so he started headed to the bar (my friend went with him to check that he wasn t going to spike the drink or anything untoward like that) the girl who he was previously talking to then comes over to me and starts shouting at me and calling me a whore and a slut and a bitch.\",\"He continues to hound me online and via text message with progressively more and more intimate messages.\",\"I feel mortified, what he says is not true and I try to explain the situation to him and make him reason, pointing out that we usually greet each other like this\",\"As I am leaving the club a man turns around and insults me.\",\"Once my then husband realised that he would not be able to get his way this time he resorted to insults and trying to restrict me financially and called me various sexist names such as bitch and cow.\",\"I answer him, excited that he's actually been listening to whatever I've been talking about, probably my day in school and what I've done and learned that day.\",\"In any case, I also thought afterwards that he could have avoided insulting me like that, because it would have been enough to honk if he really wanted to show his anger\",\"After a bit of discussion he calls me a bitch and a slacker.\",\"He didnt like my offer and started to call me a fucking bitch.\",\"In the meantime I listen to him and ask him a question about what he's telling me.\",\"He insults me or at least tries to\",\"We exchanged a series of other answers, always in calm tones, but at a certain point he got angry and started raising his voice, so much so that another friend present had to intervene to calm him down.\",\"In the days after, however, I reworked the situation and a feeling of anger rose up in me: this boy, in the past, had even tried it on with me\",\"He thought that meant I was interested.\",\"He doesn t know that I m Turkish from my appearance which people mostly thinks that I m\",\"He starts to get aggressive shouting at me that I'm a slag and a stuck up bitch for ignoring him.\",\"We start calling each other names and I feel very hot and angry, and can feel my body vibrating with anger when he calls me a bitch which I find incredibly insulting perhaps even more so as it is my younger brother saying it to me.\",\"but he continues to get angry and I feel like I'm talking to a wall.\",\"and he replied go, go, go!\",\"Eventually it became clear I had been stood up so I decided to leave after talking to this man for a long time.\",\"He calls me stupid and incompetent.\",\"He is swearing and screaming at me in front of roughly 100 people, he storms off\",\"the guy saw that and took offence on that, so he decided to start shouting at me that it is not fair to treat him like that because he is a man of the streets, he will not steal my stuff.\",\"So I sent him a message.\",\"He gets angry and we start arguing, or rather he argues, I don't care.\",\"I only remember that I was arguing with a person and while we were arguing he insulted me by calling me a whore.\",\"At first I tried to calm him down without success, until I felt tired of his insults and was overcome by anger.\",\"He was very angry as he insisted I had not rang him before at a time he said I should have done.\",\"I reply that he is a troglodyte and that he has to go away because it's not my day, I was already going through a difficult family situation but I couldn't say it, at that point he gets angry and tells me to shut my cocksucking mouth, I felt humiliated, only years later I realized that it was an episode of bullying.\",\"He doesn't see me right away so he starts talking to another colleague saying that I've been a real bitch.\",\"As he was the first I had ever slept with at the time, he said to me you just want to shag around more\",\"He shouted and used hand gestures and told me that he was fed up with my behaviour and said I ll stop your contract if you don t shut up.\",\"In any case, I don't want to get caught up in prejudice and I continue to contact him.\",\"I tell him I've had enough of this situation.\",\"Michele just called me a bitch just because I caught him out, he doesn't know how to do his job.\",\"He repeatedly calls me 'thick' and 'stupid'.\",\"I've been talking to Gino my friend for years and after a series of times in which I refused to go out on the weekend, he starts insulting me.\",\"In reality, he's pushing me to have a relationship that I don't want, to even have a child, and to do things in bed that I don't like...\",\"I think about leaving him.\",\"I pretended not to hear him to avoid consequences\",\"He repeatedly asks me to go away with him, I continue to refuse, he insists and in the end he insults me.\",\"He shouts more abuse at me.\",\"I know what he says about me is untrue, I'm confident in who I am and don't need to dwell on his words or his opinion of me.\",\"I was also quite angry because he speaks badly of me to people who don't even know me, but again, without really knowing me and without trying to understand how I might feel, he treats me badly and cuts off all contact with me.\",\"He approached me threateningly and said you're an ungrateful bitch, if you continue I'll slap you.\",\"He replies very annoyed that I'm wasting his time with my questions and in this way he doesn't work and I don't work.\",\"i apologize immediately but he turns around and looks at me angrily and says 'watch where you're going you moron' and his friends start laughing.\",\"I am upset but trying to be calm as his hands are flying around and I feel that if I pushed the situation further he could potentially become violent.\",\"I explain to him that I prefer to stay home and rest, to have more energy to go to the gym and run daily errands.\",\"I'm angry and I feel insulted, I turn around and kick him, I hit him pseudo well on the leg at which he and his other classmates laugh.\",\"A man comes over and started talking to me.\",\"He asks me a question, something stupid that catches me off guard because I never really expect an answer.\",\"He says that I am a stubborn *\",\"After 6 hours from the start of the party he invites me to join him and his friends but I don't feel sincere so I answer him brusquely and a little coldly, several times.\",\"He automatically thought it was because i was seeing someone else\",\"and I started asking questions in the hopes that I could catch him out with something.\",\"When I tried to reason with him he told me I m a bloody fool\",\"I ignore him and continue on my way.\",\"His behaviour really made me angry, because you don't approach people in this way, especially\",\"He was talking to someone and I'm waiting my turn.\",\"I'm chatting online with a man and while he says he gets along really well with me, I on the other hand feel vaguely uncomfortable with him.\",\"At one point he decided to ask me if I had a problem with him.\",\"In fact, he adds that if I want him to respect the line I should do a little hand job for him.\",\"This makes him upset, and he begins to insult me ​​with unspeakable words.\",\"I came back after months of being away from home for family problems and because of the lock down, my husband is angry with me, he insults me, he says that I cheated on him, but it's not true.\",\"An elderly customer, as soon as he saw my cleavage, started calling me a stud mare and telling me explicitly what he wanted to do with me in very vulgar terms\",\"He tells me that I don't know how to do my job and that I don't know how to handle the situation.\",\"At first I try to go ahead with my friend, but the guy in question follows us and continues with the insults and it really upsets me, I struggle to keep calm, but I keep trying to move away from him\",\"To which he did reply and we continued with a exchange of pleasant messages.\",\"I tell him about the new guy I met who works in the same company as me.\",\"My ex has just messaged me a paragraph and called me awful names, he's calling me a bitch and a whore for telling his girlfriend that he's a cheat.\",\"but I laugh at every comment he makes about me and at every attempt he makes to attack me and make me feel bad.\",\"I felt really belittled, crushed and even the others around me didn't say anything, in fact they laughed because it's definitely funny to call a girl a whore.\",\"After telling him I didn't want to continue seeing him because I wasn't interested in starting any kind of relationship, the guy in question started insulting me by calling me a whore, saying that I wanted to end things with him only to jump on other dicks.\",\"I explain to him that it's a painful decision but that I have to make it because neither of us are going anywhere, we're stuck.\",\"I ignore him.\",\"He then called me a slut because I spoke to other men and not him and would not sleep with him!\",\"He was doing everything he could to keep me and insult me and I wasn't having any of it.\",\"That I didn't understand anything and he tells me to go to hell.\",\"but he had decided to stop the conversation with her and start talking to me.\",\"He tells me I'm beautiful and that he wants to go out with me.\",\"I try to stay out of his way.\",\"They were all throwing paper balls back and forth, when a paper ball hit my head and I told a boy to stop playing with the paper balls, and he responded with a series of insults telling me that it wasn't him he said I was a whore and prostitute myself on the street, I was basically helpless because I couldn't imagine his reaction.\",\"I told him I was meeting someone soon.\",\"He will not listen to my reasoning.\",\"He starts raising his voice saying that we were wrong.\",\"He starts trying to make small talk with me, clearly trying to hit on me.\",\"He approached pleasantly and was a little over familiar, he called me darling and love .\",\"Other people around are ignoring him too, there is no one there to help me so I pick up the pace.\",\"When guys are verbally abusive with their words it is very intimidating for wo\",\"I insist not to, but he turns to me and says: You big idiot, you don't have to tell me what to do and what not to do.\",\"He then lost the plot and stood up over me and said watch who your talking to or I will punch your packi nose.\",\"I try to explain civilly that he was wrong but the man continues to verbally attack me.\",\"He gave me a very angry look and started trying to manipulate me and shouting in my face after everything I have done for you!\",\"I am shaking with rage and can only just refrain from physically attacking him.\",\"He tells me that this is better and that I should do something, like plastic surgery.\",\"He got angry at me and called me useless and a waste of space.\",\"My colleague said that I look like a bitch for leaving in a hurry and haste\",\"As if a 'whore' said like that in the middle of the street was the most natural thing in the world.\",\"I can't put my finger on why this makes me so angry, he is fully aware of the impact this has had and continues to use it against me even as he is running away back home.\",\"At the start of the next year, I had another interaction with him during which he was extremely, verbally abusive.\",\"He stands to confront him and even though I feel angry too, I am also afraid that things may escalate to violence which I want to avoid at all costs.\",\"I asked him to remove it and he started calling me a bitch and that I had been trying to lead him on!!\",\"and he says I look like a whore\",\"He came at the counter and started abusing me and was screaming so loudly at me.\",\"He never gets ready while I'm organising the kids and then he's the last ready, despite first up.\",\"I tell him that the guy in question texted me this morning, and my best friend, in what he thinks is a joke, tells me that I've been a whore with this guy.\",\"He starts shouting and overpowering me with his voice.\",\"He told me that I was a whore, that since he was away at the academy now I was going out and doing it with everyone, that I didn't deserve any kind of respect and that I should be ashamed for being a bitch with no dignity.\",\"i thought he was pretending to be angry and that's why i kept laughing and teasing him until he called me an idiot (he usually never swears).\",\"He told me I shouldn't be out alone\",\"And then I forwarded the notice to him.\",\"I tell him I have a boyfriend and that I'm walking home from work.\",\"My friend was late and so I politely remained chatting to him.\",\"During the course of the argument he angrily called me a bitch and many other names and swear words.\",\"I go upstairs to avoid him.\",\"He got mad at me and called me a whore so quietly as if I did not hear.\",\"He starts to get impatient and basically doesn't help me decide.\",\"I am furious and am confronting him.\",\"I politely told him that I wasn't interested and he answered us in English saying that we were prostitutes.\",\"He responds aggressively telling me that it took him a long time to make a decision about taking a computer science course to find a new path and my text only confuses him instead of helping him.\",\"He continues following me and talking to me until he gets angry and insults me because I'm not answering him.\",\"He insulted me by calling me a whore, a slut.\",\"He started to say he had something to tell me and I tried to stop him.\",\"He starts following me, asking me insistently why I don't answer him, in a very annoyed tone.\",\"He then responds, I am not paying you to indulge in your lewd pastimes on the weekend.\",\"He is quite aggressive in character and I hesitantly tell him that he could have avoided offending him, so he offended me too\",\"I push him away and go to the bouncers to report him\",\"He became very agressive with me as I explained the plans to him and began shouting and swearing at me.\",\"I was talking to some guys in a disco and the moment I rejected a guy, he started insulting me saying the worst insults without even knowing me\",\"He's saying that I'm definitely a whore who goes out with kids just to use their money to buy new things.\",\"He becomes quite aggressive and rude towards me , with a lot of unpleasant name calling\",\"I started hanging out with him (the owner) in a friendly manner, but you could tell he had gradually taken a fancy to me.\",\"He took offence again because I was ignoring me and got verbally aggressive.\",\"I tried to understand the situation and defuse the situation by telling him that the debit card was the ATM and he started yelling at me that I was stupid, that he was a lawyer that I didn't understand anything I got angry because I don't care about being treated like that, I went away yelling at him that I would call the police and he left as soon as he saw me with the phone in my hand calling me a whore and a cow, I ran after him telling him that I was filming him with my personal phone and that in any case there were cameras and that I would take action.\",\"I just ignored it.\",\"I was taking a couple of minutes getting all my things together which made him angry and he started to raise his voice and called me a 'fucking idiot'.\",\"He called me a c**nt and my husband a w*nker.\",\"He changes his attitude completely and from being kind he becomes irritable and starts insulting me, calling me an idiot.\",\"Well aware of my and his being overweight, I preferred not to give him any rope and blocked him on all social media without answering him, feeling superior to his insults.\",\"He didn't like my work and he clearly shows it with his facial expression.\",\"He started hurling abusive language at both my husband and I accusing us of damaging his fence.\",\"I block him in every way that I can.\",\"We were arguing about the children, morning routine and that his only focus is to get up and ready for work.\",\"but I'm amused by my ex because he's making jokes about it\",\"I feel a little uncomfortable, but I still ask him for explanations about what I have to do.\",\"He started screaming at me, telling me I was incompetent and poorly paid.\",\"I'm not going to respond as I don't want him to have the satisfaction of knowing how I feel.\",\"Here the insults begin: he starts calling me a whore, he says that I took advantage of him...\",\"He's insulting me because a lot of time has passed and I keep repeating the same things, even though I haven't behaved very correctly towards him lately.\",\"He starts saying that I'm a horrible and violent person, that I attacked and beat him.\",\"He became very angry, agitated and started to verbally attack me.\",\"He just wanted to take advantage of me, and when he said: do you want to do something?\",\"I stopped a little bit back from him.\",\"And the man looked at me and said You're a fucking bitch .\",\"He told me that I'm not serious.\",\"He, on the other hand, noticing that I'm ignoring him, starts insulting me.\",\"And he called me a dickhead\",\"He initially doesn't answer me, he stays silent.\",\"He looked me up and down and then called me a bitch.\",\"Suddenly, some guys came closer to us with the intention of talking to us.\",\"Today he has really lost his temper with me.\",\"He called me a bitch and came all the way to the bus stop.\",\"Not having a good relationship, I decide to ignore him.\",\"I stop responding and try to ignore him, i block his number.\",\"I hear myself being called a moron whore by a well-dressed man in his 50s.\",\"However, then I realised that he was shouting on me calling me you 'bitch' and then he started 'What do you think that you are wearing?\",\"That hit could also have been an insult like whore.\",\"he called me a slut and he told me what if I stick my d. into you?\",\"I turn around and start the conversation I was having again as if nothing had happened.\",\"He got upset and I said I m\",\"I'm perplexed and wait for him to finish talking to everyone before I approach him and ask questions.\",\"Very rude, he started to raise his voice, I had a hard time remaining calm.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"2_he_him_me\",\"text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he_him_me\"],\"textfont\":{\"size\":12},\"x\":[11.011127,10.582172,10.258897,10.230679,10.710017,10.805203,11.393459,10.054135,11.670592,10.071381,10.872115,10.389712,11.354757,10.186653,11.08216,10.9990635,11.004026,9.863708,11.481565,10.455249,11.281546,10.585083,10.716641,11.567918,11.273418,11.430471,10.5704365,11.272395,11.260577,11.112769,10.895723,10.7331915,10.386271,10.676646,9.752382,11.4045725,10.131642,9.619906,10.924752,10.181935,10.359987,10.587725,9.758072,9.702072,11.275023,11.34237,10.477623,11.283326,9.993085,10.832658,10.531746,11.611442,11.355601,10.167268,10.217848,10.589632,11.586312,10.572442,10.348556,10.716756,10.825608,10.905181,10.350808,11.399193,10.879899,10.723787,10.298672,10.892615,11.535402,11.635759,9.943629,10.871198,10.924899,10.992983,11.216401,9.654066,9.64301,11.005785,11.063388,10.543051,9.550701,10.865396,10.622419,11.475655,11.295376,11.169295,10.695058,10.204491,11.330525,10.097657,9.818962,10.807173,10.881427,10.818856,10.252542,9.525006,10.571846,10.804798,11.079304,10.720408,11.484268,11.117544,10.509868,11.102015,11.475289,10.18883,11.6579275,9.645949,10.278772,10.814805,10.273779,9.827418,10.140763,10.863657,10.187983,11.368095,9.698348,10.322774,10.362786,10.365295,11.280111,11.048342,10.780025,10.263592,11.1072445,9.589249,9.7636175,10.626531,11.033855,10.431187,10.5581255,10.446372,10.211146,10.639714,11.147624,9.606064,9.810857,10.183986,10.137874,10.629526,9.742976,10.688344,11.37179,9.741333,9.877999,10.197457,11.187623,10.441972,10.66167,11.362586,11.093815,11.445665,10.430455,11.191928,10.731036,10.267922,11.456968,11.260816,11.417092,10.840246,10.552204,11.154081,10.217628,10.355097,11.256615,10.678068,11.398014,9.539389,9.468855,9.75897,9.736845,11.076882,10.1674,10.642746,10.326746,11.419282,10.195394,10.453792,10.703131,10.616282,10.27807,10.490151,10.231006,11.535956,10.205227,11.309587,10.975623,10.577377,10.99955,10.080984,11.336821,11.390782,10.219054,11.226292,10.926263,10.941903,11.3410845,11.36893,11.189097,10.168407,10.183648,11.14769,10.328359,11.208146,10.678767,10.623197,10.804169,11.029211,11.381792,10.041509,10.26164,10.730263,10.93046,10.751231,10.9188385,10.428044,10.68117,9.68026,11.3925705,10.455545,10.219295,10.208243,10.4613285,10.719127,10.508502,10.644746,9.76143,11.151635,10.287705,11.555053,10.667526],\"y\":[6.5003843,5.9532866,6.3394475,7.544318,5.8916597,6.9289675,6.493026,7.0889487,6.480687,6.5271387,6.5640297,7.1895323,6.305331,6.2674217,6.8072004,6.4932427,6.218292,6.165027,6.911724,6.5636797,7.0676904,7.1086793,6.080551,6.798596,6.9012976,6.559009,5.7722297,6.5326867,6.559671,6.7964306,5.9885645,6.2119575,6.9683824,5.871448,6.3615704,6.482023,7.086155,6.5511827,6.4913325,7.2196584,7.268516,6.554984,7.000433,7.0164557,6.4735093,7.019853,6.7315063,6.566474,6.4962606,6.3129954,7.0035405,6.6892977,7.084481,7.04351,7.5590878,5.8776407,6.443027,5.931041,6.8761916,6.9856334,6.6688685,6.163328,7.2059836,6.246009,6.040515,6.099717,7.1834836,6.603686,6.8525863,6.607011,6.5290647,6.8647814,6.3795724,6.549496,7.0908575,6.4385304,6.4660625,6.48439,6.832585,6.131365,6.4687734,4.670912,5.812051,6.909005,6.3846097,6.691353,6.038244,6.2993994,6.555621,7.505119,6.983145,6.186033,6.621892,6.67516,7.235435,6.9069815,7.2740088,6.7587657,6.8281126,6.952557,6.589844,6.4972425,7.072896,7.0475497,7.063122,7.2310705,6.529484,6.2748704,6.995667,6.919071,6.5008554,6.404519,6.965535,6.9113193,7.543436,6.7537575,6.343768,6.8499837,6.8300056,6.7633786,6.1079273,6.5391827,5.910609,7.0206614,6.950599,6.434752,6.977598,5.88015,6.6845937,5.6423655,5.9510736,7.052968,7.5672364,5.7889423,6.3927603,6.919246,6.3422947,6.4694524,7.526293,5.876482,6.67777,7.0840693,6.784664,6.2817063,6.504306,7.555108,6.527081,7.037827,6.305198,6.556968,6.6955094,7.062917,7.050089,6.40513,5.9820375,5.5765653,7.0608897,6.504123,7.092578,6.2104278,5.9301414,6.6550055,7.1983347,6.1130004,6.821464,6.000408,6.245004,6.827942,6.515372,6.977552,6.3387675,6.0268903,7.59214,5.9733987,7.151353,7.032381,6.4100933,7.0301423,6.9095755,5.885157,6.768452,7.0156083,6.503145,6.3731284,7.570043,6.4687786,6.521153,5.8870597,6.685002,6.670636,6.4174285,6.375121,7.5642943,6.378191,6.1749043,6.6478395,6.8502073,6.8660254,6.5011835,7.574472,7.203557,6.7728558,7.022143,6.555382,7.0056057,5.8654833,6.7214937,6.649382,6.5785804,6.556249,7.5033226,5.8242674,6.8578305,6.775435,5.967902,7.151517,5.994111,6.2365227,6.882741,5.946054,7.529563,7.568087,5.7796097,6.125828,5.739514,5.8276825,6.369291,6.8730264,7.154162,6.6434784,6.6216393],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I crossed the road and a car coming down that road hadn't indicated so I had to rush a bit to get over safely.\",\"The driver wanted to reverse at all costs but there were already several cars in line waiting.\",\"I'm in my perfectly unassuming VW Golf nothing flashy, nothing fast: just four wheels that get me from A to B.\",\"A woman has got on the bus, and before ive even been given a chance to offer up my seat to the older later she has said to me are you not going to give up your seat?\",\"I thought I saw one and I slowed down, probably too much, without putting on my indicator.\",\"I know very well what the bus that comes to pick us up to take us home looks like, it's white with the company's red writing and a gray stripe down the middle.\",\"and I was walking near a shopping center in Milan.\",\"I'm riding my bike and I'm about to cross the pedestrian crossing.\",\"I'm driving at an intersection.\",\"I was driving to work in my car and just as I was approaching the workplace there were a number of parked cars on the other side of the road to me I proceeded to drive as it was my right of way however a car coming from the opposite direction decided not to stop and kept driving this car then stopped next to mine and the drive proceeded to call me an idiot for not stopping etc, I remained calm and told him it was my right of way but some people think the rules of the road do not apply to them and in this instance the driver was not backing down so I just let it go over my head and got on with my journey.\",\"After I entered, the car overtook me and even went sideways on the road blocking the traffic.\",\"I was on my scooter and I found the usual road closed, I had already been through a lot of traffic.\",\"During this I made eye contact with a woman at the back of the bus.\",\"Whilst looking 3 youngish people maybe 18 years old sat on the wall I had previously been sat on and then got up and quickly walked off which seemed strange.\",\"A big queue of traffic built up behind me and when the lights changed I unfortunatly stalled the car as i was not familiar with it at that stage and could not start it again until the lights had changed back to red.\",\"Thankfully the bus was on time, so I got on it and went home.\",\"There's a car that stops to let me cross.\",\"I was on the train home for Christmas and did not manage to reserve a seat on the very busy train.\",\"Suddenly I notice that a car that is going in the same direction as me slows down and pulls up beside me.\",\"I was on a bus with some sommeliers, because we were going to a fair.\",\"I thought I didn't fancy getting hit or stabbed by a potentially on something woman on the bus so got up and went downstairs, getting off the bus shortly after.\",\"I insist, and I start taking pictures of the cars and their license plates.\",\"I'm riding my bike on the cycle path, I stop to adjust my backpack.\",\"I was driving a few steps from my house and I was crossing a small stretch of road in the wrong direction because there was no car coming from the opposite direction.\",\"There were cars in front of me so I couldn't reasonably drive any faster.\",\"After a minute, it seemed like no one else was getting off the bus so I stepped on.\",\"I'm driving in the morning traffic to go to work.\",\"We're almost at the station, at the roundabout to enter the parking lot a car doesn't give us right of way, we almost crash.\",\"I finish crossing the crossing and the car starts up again at full speed, while the driver yells at me: moron, go even slower.\",\"I am on a crowded bus, forced to stand next to the entrance exit door.\",\"I'm driving and a car cuts me off.\",\"I was woken up by a man who had the seat I was in reserved\",\"I am stopped on the street to cross at the pedestrian crossing.\",\"I had pressed the bell and went and stood near the doors, waiting for the bus to stop.\",\"I'm driving, I arrive at an intersection where I have the right of way\",\"I stop at a stop sign.\",\"There's traffic, the road is blocked and it's hard to walk, the situation is stressful because it's morning and everyone seems to be in a hurry.\",\"I was on a narrow country land and along a long section there were roadworks.\",\"The crossing lights are red\",\"I'm driving on a road with two lanes in each direction (4 lanes in total) and along this road there is a traffic light that turns red.\",\"I take a step forward and a car that's coming really fast slams on the brakes, it was coming so fast I didn't see it.\",\"I was on the bus coming home from work.\",\"I was to the side of the door, as i was one of the first people at the bus stop so I would be first on.\",\"I took the backup road, longer and with two more traffic lights, I slowly passed on the left of the cars and finally arrived at the end of the street.\",\"I immediately feel embarassed as everyone on the bus has observed the interaction, and people may be thinking that I am rude.\",\"He came to a stop in the middle of the road in the middle of a junction.\",\"I approach two guys standing at the back of the room to tell them that there are some seats left in the front, if they want to sit there.\",\"I drive often and well but two weeks ago a car at the telepass in front of me got stuck.\",\"I'm engrossed in a conversation with my classmate so I don't give it much thought, I don't immediately realize that that's the bus I have to take today.\",\"I sat in a seat that was unreserved for the first part of my journey and fell asleep for a bit.\",\"I said I just wanted to get my bus and go home.\",\"I left work and was walking alone down a busy street to the train station to travel home.\",\"There's traffic and the car I'm supposed to give way to is stuck because the driver is using his cell phone and hasn't noticed that the cars in front of him have continued on.\",\"Visibility is compromised by a curve so I take some time to look.\",\"People on the bus started getting off the bus.\",\"There was a young woman with her child on the bus.\",\"I don't stop running until I am inside the station.\",\"So I replied then it's better for me to go out into the street and get run over by cars?\",\"I couldn't bear it and sat somewhere else but he started wiping down everywhere in the seat.\",\"I m getting on the bus to go home from town to my house.\",\"Al I would really like to know why you are standing here and getting in the way, automatically from my mouth came out\",\"It's raining, I'm wearing a hood that covers my view a bit.\",\"After a while I got off the train.\",\"The road that separates me from the place is only a five minute drive, so as usual I stopped at the stop sign at the intersection that precedes my place of work.\",\"I'm on my scooter, stopped at the traffic light.\",\"I was driving home and the driver of the car in front of me appeared to be lost.\",\"I'm driving past town and someone decides to get in my lane by cutting me up and not I indicating.\",\"I was in my car approaching a. section of the road which narrowed under a bridge.\",\"I was waiting at a bus stop with my daughter.\",\"and I was walking to get a bus home.\",\"I started to reverse to go into the space when a car behind me decided that they were going to take it.\",\"A woman in an oncoming car did, however, proceed in spite of the fact that the bit of road was too narrow for two cars to pass, so we met.\",\"i was leaving the university and heading towards the subway.\",\"A car comes at high speed and seeing me stopped to cross, it brakes.\",\"i'm driving in the car in heavy traffic.\",\"As I come up to UCLH on my left a big Audi BMW type car cuts into my lane without any warning and certainly no 'thank you' wave.\",\"I'm going to school, like every other day I choose the clothes that make me feel most confident and I take the bus.\",\"As soon as I got on the train I was trying to put my suitcase under the seats when a lady told me I doubt it would fit there, and I was convinced that it would fit so I continued to put it under the seat and I heard the lady say how stupid I am.\",\"I could cross the street on a red light, but I'd put myself in danger.\",\"I get up and move to the end of the bus stop standing next to another person.\",\"The guys in the car accelerated again and drove away.\",\"As I did so, I saw that an old woman with a walker was actually walking down the aisle of the bus, and she was quite slow.\",\"As usual, the traffic is backed up as far as the eye can see down the Euston Road.\",\"I'm crossing the pedestrian crossing in front of my house, a neighborhood street where you have to go slowly because of the proximity to the houses.\",\"I'm in the left lane when the traffic light turns and the cars start moving, a car from the right lane tries to get between the cars and grazes me.\",\"However, the car behind me wasn t paying attention properly.\",\"Quickly, we ran the rest of the way across the road to get away from the car.\",\"I've been in the line for about ten minutes and a man with his SUV has the smart idea of ​​overtaking everyone on the right and forcefully swerving into my lane, right in front of my car while I'm driving along.\",\"He drove really slowly and was occasionally moving across the lane.\",\"There was a car that was reversing to be able to turn around and park, and in a second the driver accelerated and hit the front of my car.\",\"I was on the train and I was wearing the ffp2 mask.\",\"I'm stuck in a traffic jam in my car.\",\"I was sitting in an open space waiting area of the bus station.\",\"I can see the train station now but there is a very busy main road to cross first.\",\"I have taken a seat on the bus near the front, as there are no other seats.\",\"After the incident, I didn't retaliate and carried on walking to get away from the crossing.\",\"But why does the bike feel like it's braked?\",\"However, I see a much smaller, darker bus arriving, with the same name as the company on the side.\",\"I'm out with my dog ​​and I stop, by chance, in front of a garage entrance, to let a car pass.\",\"As i was waiting the driver said to me is the bus near the kerb, i looked down through the doors and said to him\",\"This red car is slowing stopping in response to the traffic light, as the car is stopping I can see the window coming down.\",\"I'm in the car on my way to college.\",\"They look like they are at work as they have bright overalls on and perhaps are on lunch break.\",\"I was on the cycle path....\",\"I put on my left turn signal to overtake the car in front of me that has stopped for no reason.\",\"I just want to go home and cancel all my plans for the day.\",\"Generally people know to let a few cars pass in one direction, and then stop to let the other direction go.\",\"the light turns green, I honk because the woman in front of me, who was coming from the other street at the intersection, was blocking my passage and could have moved a bit to make room for me.\",\"I'm driving my car.\",\"I was driving, I was about to enter a rather narrow road\",\"As I sat down about midway up the bus\",\"there's traffic.\",\"The driver of the car I'm supposed to give way to is always on his phone.\",\"The bus stop was really busy as it was during a period when there were a lot of tourists in my city.\",\"We had just crossed the road and had to take a right turn.\",\"The bus then pulled up to the bus stop.\",\"I'm in the car with my minor son and I'm about to reach a very dangerous intersection where I have the right of way, but I slow down and stop to make sure I can pass.\",\"I'm driving on a road I don't know well, I come to a stop sign and I stop.\",\"The traffic lights at the road works changed to red on my side so i stopped and waited.\",\"I'm in my car in a very long line of traffic.\",\"They sat in the seats in front of mine and I moved because the carriage was almost empty besides us and I had noticed that they were not wearing any protection against covid.\",\"As we were crossing the road (when the lights were red, and the lights to cross for pedestrians was green), a car ran through the red light and came towards where we were crossing.\",\"There's a lot of traffic, it's raining.\",\"I stopped to let cars from the oncoming direction pass, then there was a short gap in that direction it would have been my turn\",\"I'm waiting for the bus at the bus stop in my fourth year of high school.\",\"I'm in the car with my best friend, she's driving me to the station.\",\"I'm driving my car.\",\"I'm on the road in my car, at an intersection, even though I have to give way, I try to pass because I think I can.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"3_bus_the_car\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"3_bus_the_car\"],\"textfont\":{\"size\":12},\"x\":[6.5122995,6.586053,6.4401813,7.359795,6.6243477,6.779463,7.1288137,6.236881,6.1886673,6.7634234,6.696465,6.596269,6.8938527,7.335125,6.5364947,6.950527,6.3736653,7.131462,6.5287127,7.0741763,6.915654,6.179953,6.6686044,6.5048246,6.6774087,6.902436,6.2231755,6.4190016,6.482216,6.9388285,6.1427135,7.315484,6.239403,6.9311037,6.221754,6.293126,6.2283077,6.552286,6.20826,6.2086554,6.6799793,6.9573193,6.938871,6.463605,6.8957796,6.372047,7.312942,6.234617,6.775309,7.2670856,6.8769917,6.9556537,6.2559834,6.555031,6.903651,6.918128,6.455914,6.5129795,7.306061,6.758742,6.455803,6.3132844,6.9388614,6.2563467,6.6384625,7.075358,6.3116407,6.6142077,7.0479083,6.9862328,6.7170324,6.5099998,6.9469476,6.517338,6.149635,6.355766,6.7423325,7.4335585,6.217978,6.831484,7.0327973,6.9521255,6.3594065,6.2026234,6.2746563,6.871332,6.378544,6.3754206,6.4288707,6.9683433,6.9946036,6.1514654,7.170144,6.3873615,7.1834807,6.542784,6.590716,6.78971,6.310124,6.9560223,6.2544293,6.160797,6.725637,6.6263003,6.462057,6.7976527,6.4087286,6.2177553,6.156266,6.527028,6.9703436,6.208044,6.2829676,6.830109,6.4141335,6.8954988,6.2525945,6.2308345,6.2158017,6.1446643,7.209059,6.2549086,6.23091,6.4635496,6.7881694,6.174523,6.15091,6.266827,6.6147485],\"y\":[5.8775244,5.8500447,5.850063,4.6984453,5.686369,4.701951,4.2445254,5.81582,5.5155134,6.0217776,5.9317293,5.953758,4.829127,4.4340215,5.9314556,4.5415215,5.893212,4.608308,5.9706182,4.137642,4.800455,5.3642426,5.9656415,5.939492,5.8337564,4.6734343,5.147523,5.580846,6.0651817,4.737239,5.3914003,4.4886656,5.7828636,4.7195725,5.74802,5.6426015,4.9321904,5.932493,6.0964828,6.0838094,5.9996777,4.494001,4.694734,5.9050565,4.7733192,6.0232425,4.605652,5.7269874,4.5802402,4.470774,4.467966,4.30721,5.7275734,5.5654855,4.6274824,4.620636,5.3660445,5.8421283,4.4027424,4.5630746,5.6826186,5.0900617,4.3929305,5.630496,6.2657094,5.9465556,5.908497,5.946128,4.4705043,4.471047,5.8690095,5.891094,4.384712,5.9812818,5.3721867,5.9417114,4.5715804,4.6743593,6.1027503,4.7921286,5.962343,5.0009255,5.658229,5.7649355,6.020224,5.9110413,6.062095,5.9021316,6.0838056,5.9847717,4.322481,5.4891753,4.524694,5.629255,4.6260777,5.887814,5.9767394,4.844981,5.8491874,4.9779663,6.085245,5.220364,4.81937,5.956871,5.9011817,4.399641,5.8978224,6.1469045,5.3716187,5.891713,4.573647,5.3324785,5.797301,4.643806,5.9950466,4.655456,5.7760367,5.605077,6.0950994,5.3758206,4.6242747,6.0972986,5.184949,5.8655996,4.564784,5.330986,5.3574214,5.8057837,5.3626504],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I'm talking to the boy I like and who after two years of back and forth invited me to his birthday party.\",\"I was sitting in my garden with a glass of wine last summer chatting with my husband.\",\"I'm talking to some friends in front of the entrance to a shop, eating an ice cream that we bought next door.\",\"I was at the bar with some friends and I saw that another of our friends was coming out of the door\",\"Whilst ordering food, a group of boys also in the establishment were trying to jump the que.\",\"I'm in a garden sitting on the benches with a small group of friends, about 10 people, it's evening and we're chatting.\",\"It's evening and I'm in my boyfriend's room.\",\"I was with a group of people.\",\"I was chatting happily to my daughter and a few other people about the event that were were on our way too, and I was feeling happy and excited.\",\"I'm at a restaurant and there are children running around the tables.\",\"I just went into a craft beer shop because I really like special beers and I want to give some to my boyfriend for Christmas.\",\"It was last year, I went to pick my child up from school.\",\"It was on a day out with my friends.\",\"I am at the pub with a few members of my family and we have all been having a nice time.\",\"I was having dinner with some friends.\",\"European\",\"A few months ago I was in the tube sitting down ready to go and meet my friends and out of nowhere\",\"Late one night I give a ride to two of my friends and a guy who was a friend of a friend.\",\"A motorbike arrives with two boys c\",\"Im out with friends in a bar, we ve been dancing and made our way to the toilets.\",\"I imagine I'm walking down the street with a friend and we pass a bar, where there are people outside drinking.\",\"I try to leave the birthday party as quickly as possible, I don't feel comfortable in this situation.\",\"We were at our local miners club, he was with his mates I with mine.\",\"We've all come from different parts of Europe and due to studying there and we've gone out for a meal and had a bottle of wine between the three of us.\",\"I'm at work, and I'm talking to my colleagues, a colleague who recently arrived and is much younger than me tells me that I'm antisocial because I never want to go out drinking with my colleagues.\",\"I believe children should have many opportunites to go out on trips and residentials.\",\"On the way back to a place we're staying one of my friends decides that they want to go out clubbing we landed at 8:00 p.m.\",\"I'm at a nightclub.\",\"He asks me what type of beer I want, and I start to describe it in very simple terms because I don't know the right terminology.\",\"I'm walking through the streets of my neighborhood, I was going to visit a friend who lives nearby.\",\"A bar.\",\"It was the school holidays so the car park was full with other families with the same idea.\",\"and i just went to a concert with a friend of mine.\",\"I was out with friends in a night club.\",\"I could see them coming through the crowd a mile off as she was barging people out of the way, she eventually got to me and my group of friends.\",\"I'm at the bar with my friends and I tell everyone that I won't go dancing with them on New Year's Eve because I'm not interested.\",\"One evening, we were all on the pavement outside his house, discussing what we were to do with the rest of our evening.\",\"I am sitting on the settee, my husband of only a few months is going out drinking\",\"I'm having lunch at a friend's house, it's me, my boyfriend, my brother, her, her parents and her aunt.\",\"I was in Bratislava and in a pub I was not given a table just because I was the only diner.\",\"I was at a fast food restaurant, waiting for my friend to join me at the table.\",\"I was with a friend at McDonald's for a snack, I was 14 years old and for a few months Charlie, our dog, had become part of our lives, so I took him for a walk with me.\",\"I am outside the pub, wearing a nice outfit that really attracts men.\",\"I don't know the people I'm with well, I mostly met them at the beginning of that week (so about 3 days before).\",\"I am sitting with friends at a bar, a very drunk man joins us uninvited.\",\"I was alone and there were alot of groups of men in the bar.\",\"I was out at a bar.\",\"I was at a shopping center, in a relaxation area with sofas.\",\"I was out with some friends and we were at a bar.\",\"I'm at a college friend's house who invited me out for a drink after dinner.\",\"It's summer, I'm at a birthday party of a friend from the seaside that I haven't seen for a long time.\",\"I just stood there and after a while sat on a bench what she carried on we only had one room key and my other friend still didn't want to go out clubbing either so we said well we're going back to the room you can do what you want of course\",\"We are having drinks and food and all chatting to each other and moving between conversations with different people.\",\"I am at my new apartment with my partner, and we decide to have a housewarming dinner with two couples of my partner's friends.\",\"and I'm not invited.\",\"Next to me was my boyfriend and in the seat in front of me was my best friend with her boyfriend.\",\"We were having fun, dancing and laughing.\",\"I was stood in a bar and my husband had gone to the toilet.\",\"I was on holiday with my children when they were fairly young.\",\"I am in a club with a friend of mine.\",\"One day we had to go out to eat and I wasn't ready yet, but my friends were, so they went out of the bedroom door and started going down the stairs without me.\",\"I'm out with my friends We're on our first holiday abroad together\",\"I am in the room with my boyfriend thinking about this umpteenth evening spent at home because no one wants to go out.\",\"One of the parents does not think this, especially during the living crisis and calls me a selfish idiot for not thinking about those who can't afford such trips.\",\"it's my grandmother's birthday and my sister and I are at her house to eat.\",\"I think we were in Leeds for my friends birthday, she went to uni in Leeds.\",\"I am in a bar waiting for a friend to show up and a man at the bar started talking to me.\",\"Im in a nightclub with my friends and we are just having fun and dancing.\",\"I don't know anyone at the party and I feel a little lost, as if I were there by mistake.\",\"I was walking on the sidewalk with my friends and my boyfriend.\",\"I was with my daughter and husband at the play park and there were some anti vaxxers there.\",\"I start to look at the myriad of beers but I don't know how to choose, so I decide to ask the owner who up until that moment hadn't considered me.\",\"I was out at the town centre for a night out, when we went for food afterwards.\",\"we had gone to the beach and the children were playing a game of tennis on the sand.\",\"What are you doing tonight?, but then we also start complimenting each other.\",\"I was heading to the shops with my then 3 year old son and baby daughter.\",\"I once was on a train going home from work & and drunk guy ( drinking as he had a beer in his hand ) was on the train with 2 of his friends.\",\"We had all had a lot to drink, I remember thinking I needed to go starDy after this next cocktail.\",\"One of the parents disagrees with me on how many, if any trips the children should go on during the school year.\",\"I'm getting dressed to go out with my ex-boyfriend for dinner.\",\"I had just come in from going for drinks with some girls friends on a saturday nught, it wasn't late it was around 10.30pm.\",\"I had just moved to another neighborhood and met the owner of a bar, which quickly became my favorite bar.\",\"I am saying goodbye to some friends at the end of a nice night.\",\"I am in the apartment rented with my usual friends for the holidays.\",\"I'm walking through Padua with my girlfriend and I come across a bar where 4 or 5 guys between 30 and 40 years old were sitting outside at a table.\",\"My friends and I didn't want to be bothered by them, also because the guys had probably had too much to drink.\",\"I'm on Erasmus, we were in the party room and I was playing music, there were people from various parts of the world.\",\"The guests arrive, and during the dinner I receive only criticism, particularly from the partner of a friend of my partner: It's too salty.., can we put out these candles that stink, Ludovica get me a napkin, there's more wine.\",\"Minding my own business whilst waiting to order a drink, some guys who were having quite a merry time started chatting.\",\"My children were in bed and my husband had been drinking their were cans on the sofa and he was tispy.\",\"I was walking down the street in my hometown with a close friend It was a saturday evening and we were chatting about something funny on our way to dinner at a mexican restaurant.\",\"I called my kids over and we packed up and went to a different part of the beach, miles away\",\"I am out for drinks for friends birthday.\",\"I'm at my boyfriend's house and he's making tea (puts cups in the microwave, slices lemon, etc.).\",\"My partner entered the room and sat on the sofa opposite me.\",\"I was in a festival with a group of my friends, we were all in the dance tent, next to one another when a girl\",\"There were other people sitting around, but we were all kinda not in the mood for anything because of the heat, thankfully we were sitting in the shades.\",\"I was walking in a busy street in Caracas (Venezuela) when I decided to eat a banana\",\"so one night many years ago, i was out with one of my friends in a bar in our local town.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"4_friends_with_bar\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"4_friends_with_bar\"],\"textfont\":{\"size\":12},\"x\":[7.0327544,7.395084,7.304482,7.246938,7.7230954,7.4471154,7.331145,7.5264506,7.3150296,7.7762537,7.075299,7.853426,7.270101,7.2817683,7.377212,7.5485435,7.214537,7.235231,7.8879995,7.0547457,7.039837,7.0488677,7.6334476,7.47327,7.1204567,7.9552965,7.064252,7.0195317,7.0747447,7.069723,7.104094,7.8999915,7.261008,7.1991954,7.408961,7.0685906,7.373931,7.3341317,7.485689,7.3049874,7.4009047,7.392154,7.3360615,7.329156,7.1245027,7.1486974,7.138149,7.3229356,7.180487,7.1675844,7.035996,7.0659924,7.379173,7.4796543,7.140243,7.2687316,7.224111,7.381835,8.040016,7.014592,7.499313,7.405632,7.324698,7.9504633,7.520988,7.2688437,7.169718,7.0402665,7.179887,7.2554536,7.8709083,7.0654974,7.217432,7.8062787,7.3583913,7.8884687,7.2061095,7.1261287,7.9482336,7.318648,7.0938196,7.051269,7.483192,7.4476395,7.0545554,7.0996003,7.3865843,7.5701923,7.083285,7.31627,7.237219,7.7524366,7.0803666,7.4242907,7.4682994,7.3458586,7.3652644,7.227773,7.1584735,7.3381405],\"y\":[3.441548,3.7603097,3.7476516,3.7925255,3.9232843,3.4172182,3.2594154,3.7036602,3.857243,3.8479373,3.4266636,4.0080113,3.7767503,3.388408,3.7388043,3.5977936,3.745256,3.8281536,4.080406,3.5397477,3.6422575,3.495594,3.7446003,3.62547,3.523897,4.275608,3.547052,3.4633942,3.4300668,3.748239,3.6812577,4.272021,3.7451425,3.7687857,3.8177166,3.5142608,3.8029344,3.5525265,3.3741858,3.9199085,3.8720272,4.071644,3.1909976,3.7573407,3.497918,3.7895205,3.7486258,4.0210557,3.738738,3.486141,3.4761307,3.568524,3.407926,3.4159544,3.4887044,4.0006576,3.7359602,4.0462437,4.030457,3.46116,3.9804866,3.4754877,3.2652774,4.2798524,3.3701794,3.755058,3.656973,3.4910297,3.5958555,4.0773244,4.209024,3.4313157,3.9869416,3.9933224,3.2692325,4.0758142,3.935918,3.6027272,4.2787657,3.2456312,3.5304608,3.672617,3.3880534,3.4277096,3.7423153,3.5201786,3.7631116,3.4169297,3.444513,3.9741716,3.858541,4.0106487,3.4700198,3.3901114,4.148679,3.7970898,3.7745972,4.062219,3.8069348,3.7051167],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"At a certain point, while I was walking, a man who was driving a truck slowed down and shouted \\\"bitch\\\" at me from the window.\",\"A man in his 50s or 60s starts honking and yelling this whore you don't even know how to drive, this bitch because he wanted to pass even though I had the right of way.\",\"I don't know why the driver was nervous, he didn't want to wait for them to open the door for him and in the end he took it out on me, insulting me.\",\"I was on the street and I was looking at my phone while crossing, a car stopped suddenly because it didn't see me and the driver shouted an insult at me.\",\"While I'm on the side of the road a bee, the car, slows down to look at me and make comments like 'look at that ass'.\",\"I shake my head at the driver who then proceeds to put their arm out of the window with a hand gesture and call me a wanker.\",\"I feel angry, the cliché of the woman who doesn't know how to drive makes me nervous, and my anxiety about driving increases because even when you're right you risk being attacked or worse, having an accident\",\"As i approached the car and the driver rolled down his window and started shouting and pointing at me to let him join.\",\"From one of the cars behind me I hear a horn honking and I start to feel anxious and upset.\",\"Behind me another car passed me and the driver shouted various insults at me in random articulated terms and then continued on.\",\"I move the scooter a little further forward, they come closer and start insulting me: we're not asking you for much, slut, but answer us come on..., they all do that and then they're whores in bed.\",\"The driver brakes sharply, opens the window and, angrily shouts.\",\"I was reversing to start a drive with the instructor, and the driver of the vehicle behind started honking because he absolutely wanted to get out first and he also told me to go to hell.\",\"A man leans out of the window and shouts insults and calls me a whore, telling me that I don't know how to drive.\",\"The light turns green for me and I start to continue on my way when a car speeds past me and a guy shouts out of the window, quite upset, whore.\",\"I'm coming home after a long day at work and, as I'm about to cross the road, very busy at 7pm, a man in a car honks his horn violently yelling: \\\"Bitch, can't you see I'm passing by?\\\".\",\"I was in the car, when I was about to enter a main road I hesitated because there was a lot of traffic, the car behind me started honking, making offensive gestures and shouting insults.\",\"I turn around and see a man, well dressed in a jacket and tie but clearly frustrated by life, who starts muttering lots of things including insults and a \\\"bikes shouldn't go there\\\".\",\"Wanting to understand the stress and frustration you feel when you're in traffic in a car, that violent gesture and gratuitous offense shook me and made me think about the aggressive tendency of the human race, in using offensive language towards a stranger\",\"So I get angry and yell at the driver to be careful, when he insults me by calling me a bitch.\",\"I met Marco and told him that I hadn't remembered to give him the keys to the scooter he had lent me and he said to me: you're always the same stupid bitch.\",\"He said why can t women drive.\",\"This caused many toots of horns from people behind me and some shouting when we finally got moving.\",\"He shouted you asshole and honked his horn.\",\"I'm standing in the road waiting for a taxi when a car passed by and some guy shouted from the window Bitch, do you want to fuck ? .\",\"A car that hadn't noticed me because it was going fast immediately brakes and the lady inside starts to insult me ​​heavily.\",\"I got very annoyed because he was the typical elderly driver who often vents his anger by yelling at others, but I didn't respond to his insults, and after a few minutes I forgot about it.\",\"I feel frustrated because this is dangerous driving and I have an infant in the car.\",\"Before starting the engine again after several minutes he yells at me, \\\"This big bitch!\\\"\",\"When the driver's words reach me, I feel very angry because he is now far away and I can't answer him.\",\"While I go up the owner of the car comes down and exhausted by illegal parking attendants starts honking the horn.\",\"I look at the car and whisper something to myself like look how fast this guy is going.\",\"I honk to warn the driver and because I'm scared, I roll down the window and tell him to be careful.\",\"I get on the bus and another boy, who always sits in front to chat with the driver, says to me, looking shocked, you're as stupid as a horse.\",\"and I had the right of way when suddenly a car cuts me off and is forced to stop because another car was passing in front of me, then this person driving starts shouting and insulting everyone in the cars in a bad way, the moment he turns around and looks at me in the face addressing me in that way it really made me very angry\",\"They shouted out of their window watch out idiot .\",\"I mouthed to the man driving that he could've indicated.\",\"The driver of the other car, after having parked in another parking space, got out insulting us and in particular said to me: this whore who will grow up like a slut.\",\"I don't remember exactly, but I think I yelled something like where the fuck are you going asshole or something similar.\",\"There are two guys inside, the one sitting on the passenger side rolls down the window and asks me if I need a ride, I initially ignore him\",\"The driver of the car in front gets into his souped up\",\"While braking I apologize repeatedly with my hands.\",\"I often sense a certain hatred towards scooters, and the gentleman's reaction made me feel bad, having not broken any rules of the road and above all having stopped as soon as I saw the lady\",\"So it's my right of way, I try to prevail over the rude person, I go a little ahead with the nose of my car then he starts to honk at me really loudly, he lowers the window and says but you're such a bitch, didn't you see that I'm there.\",\"At a certain point, when I've practically merged, the driver of that car looks up and suddenly accelerates, almost hitting me, and has the nerve to yell at me for being a bitch.\",\"I get scared and honk at the other driver.\",\"The driver behind me was getting annoyed and whe.\",\"A man on a motorbike pulls over and yells at me as an idiot because I wasn't moving.\",\"I felt awful and embarrassed to be in that situation and felt that everyone must be thinking I was a useless woman driver who should not be on the road.\",\"We were in the middle of crossing the road and that's when the driver of the car shouted all sorts of abuse at us.\",\"Suddenly, the driver's door in front is thrown open and a gigantic, ripped bloke gets out and starts screaming abuse: you blind bitch, my car is big enough to see he screams, typical, it's a fat whore behind the wheel you can suck my cock right here for that I'm petrified and so glad in the moment I'm locked in my own little bubble.\",\"With the window open a car passes me, probably the one that honked earlier, who gestures rudely and insults me.\",\"I'm talking to Mario, the man who cut me off with his scooter while I was crossing.\",\"A couple who were walking their dog blocked my path, standing in front of my car and insulting me.\",\"I'm walking down the street, a guy honks his horn and then pulls up next to me in his car and tells me I'm really beautiful and if he can hit me twice.\",\"I drive off calmly and find a car behind me that comes alongside me and the woman behind the wheel starts insulting me.\",\"A car stops next to me with some guys inside, who roll down the window and start looking at me and asking questions.\",\"I rightly stop and am heavily insulted by a man with a van who\",\"I'm walking along the crosswalk and a car passes me quickly, the driver opens the door and looks at me and shouts obscene words at me.\",\"I'm usually very careful on my bike and aware of the risks you run when driving in a busy and chaotic city.\",\"As soon as I try to move to the left, a scooter overtakes me and the driver shouts at me, \\\"You idiot!\\\".\",\"He is very rude and starts saying that women don't know how to drive, I reply in kind\",\"The traffic lights change and the MAN (please note that) in the car behind ME hoots his horn angrily.\",\"A person I honked at because he didn't give me the right of way insulted me and called me an idiot.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"5_driver_car_the\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"5_driver_car_the\"],\"textfont\":{\"size\":12},\"x\":[7.499945,7.475198,7.1059303,7.392646,7.108704,7.168197,6.9266577,7.197229,7.4837327,7.391551,6.8244677,7.326059,7.291441,7.4937396,7.459792,7.5604515,7.3957086,7.4678974,7.4227304,7.192206,6.8170004,7.280053,7.608837,7.6237936,7.3300605,7.0990047,7.200612,6.8601704,7.4296136,7.1874504,7.5196133,7.1744075,7.1511993,7.0634656,7.4226146,7.493691,7.1151266,7.3228426,7.547367,7.3129387,7.333365,6.6583695,6.8365636,7.3803616,7.240145,7.052347,7.0590487,7.5126495,6.911796,7.436201,7.331518,7.3510714,6.76581,7.402982,7.6221495,7.124806,7.2763386,7.2607884,7.372211,6.9101896,6.8206644,7.4089723,7.599133,7.613359,7.266016],\"y\":[6.411362,6.5454774,6.4355807,6.303318,6.347073,6.4263535,6.332081,6.41452,6.503146,6.361179,6.472366,6.4682136,6.3995523,6.665264,6.5079775,6.5367074,6.3878894,6.6372757,6.315878,6.475667,6.4640603,6.597124,6.490548,6.5212464,6.4539485,6.2491026,6.5646358,6.3033853,6.5801754,6.5204053,6.550151,6.2724776,6.3949127,6.4393067,6.3327017,6.211215,6.482064,6.471558,6.410923,6.513461,6.534867,5.986892,6.464671,6.4773803,6.461575,6.4205875,6.421112,6.6374135,6.3927536,6.3508787,6.4907413,6.4495363,6.464676,6.3081756,6.528257,6.341846,6.458751,6.511813,6.437891,6.317511,6.4582067,6.670513,6.5977807,6.449234,6.4438024],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I'm dating a man who's a little older than me, who makes me feel safe and who I consider mature, responsible, etc... Or at least that was my first impression.\",\"It happened about a year and a half ago, I had a childish argument with my best friend, I had known her for 20 years...\",\"For some reason these 2 women (one was an older women and the other younger women was actually her daughter) took a disliking to my friend.\",\"A few months after I broke up with my ex, I got engaged to another guy.\",\"The friend whose birthday it was had blown hot and cold with me since before I split with my boyfriend, encouraging me to break up with him but then disappearing once it had happened.\",\"I'm talking to a male friend who I have known for years.\",\"I recently broke up with my boyfriend of a year, who was also part of this wider friendship group although he wasn t out for this night.\",\"The partner of a girl that had fallen out with me came over and started being verbally abusive saying I had no friends everyone hated me and I would live a sad and lonely life.\",\"I was having an argument with my ex husband about divorce settlement.\",\"My friend was in a relationship with an older man.\",\"I was breaking up with my ex boyfriend and asked him to move out of my home.\",\"I'm talking to a girl in a disco, she thinks I'm interested in her boyfriend\",\"My friend then asked why he said that but he changed the subject and didn't answer her.\",\"It happen a couple of years back, one of my very good friends who was having a infatuation on me.\",\"We have known each other for a long time but there has never been much empathy between us.\",\"so we're very tired and meeting my other friend decide that we don't want to.\",\"I'm talking to my ex-boyfriend who I'm still friends with.\",\"but my other friend is saying yes.\",\"We had tried counselling but I had made my mind up and wanted a divorce.\",\"I imagine that it could be a male person, maybe during an exchange or a heated argument.\",\"I feel frozen, I've never been told anything like that and I certainly didn't expect it from a person like her, who I consider a close friend of mine.\",\"I'm talking to my ex-boyfriend and we're discussing for the umpteenth time what he did when he cheated on me.\",\"My male friend knows this and becomes angry.\",\"It could be a person I know more or less well.\",\"This was a conversation with a previous partner.\",\"I am in the company of friends in the center of my city, and together we meet a very jealous ex-boyfriend.\",\"A few years ago I ended a relationship with a guy I had only dated twice.\",\"I'm thinking about the end of the relationship with my boyfriend that ended exactly a month ago today.\",\"I met someone I thought was a friend because she wanted to tell me some things.\",\"I am talking to a person with whom I had a friendship in the past that, although not close, was based on mutual trust.\",\"I was ending a relationship, finally ending a relationship with my ex boyfriend who suffered from narcissism and engaged in toxic abusive behaviours consistently.\",\"after two years of psychological abuse, I asked for a divorce\",\"It was about 2 years ago, Shen my partner and I had an argument.\",\"There was this woman who my partner used to like and I she was still a friend of his at the time, which I didn't like.\",\"I was having a fun night but also feeling a bit deflated due to the break up and the friend not really being interested in me.\",\"I was with a guy who had drug and alcohol abuse problems, it was a very particular and stressful situation.\",\"Living in a flat with 4 other girls in my 20's I had an argument with one of the girls.\",\"I was in a relationship with my ex-boyfriend and we were very distant at the time because he had been attending the military academy for about a few months.\",\"I am talking with my ex boyfriend.\",\"The argument happened on an evening when we were both at home, playing some games.\",\"We are not friends to go out together in the evening and have the same group of friends, but we are still close.\",\"Let's point out that my friend is very self-centered.\",\"One of my best friends is extremely jealous of me.\",\"It was during an argument with my now ex boyfriend.\",\"This conversation did not go well and our relationship continued to get worse over the course of 2020.\",\"The argument turned physical and myself and a number of other friends tried to diffuse the situation.\",\"I say to the man do you know these girls?\",\"I'm talking to Piero, after we argued because we're breaking up, because of me.\",\"Rather than, can I ask how you are related to this person.\",\"I was having an argument with my partner.\",\"The environment is predominantly male, so guy X talks about his wife's allergy, which is common to many people.\",\"I just finished arguing with the person I thought was my best friend.\",\"I was very depressed because of the family situation I live in, and I went out with this guy.\",\"The relationship has weakened over the years, and especially in the last period.\",\"One of those toxic people that you don't would not to have around you.\",\"I'm having an argument with Nick.\",\"Among them, however, there is a person with whom I have been sharing an association path for years, who I have known for a long time.\",\"My then husband wanted to reconcile and I did not.\",\"I was breaking up with an ex boyfriend, we were sitting in the car and I told him that after several events he had mistreated me, I have decided to part ways.\",\"In our group, she's the person with whom I have the closest relationship, and that's mutual.\",\"I am in college and I have had a big falling out with my best friend due to her putting myself and my family in danger.\",\"I thought about it for a long time until the relationship became completely cordial again.\",\"I say to the man I just wanted to make sure the two girls were ok as they didn't seem to know you and they are only young.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"6_friend_with_relationship\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"6_friend_with_relationship\"],\"textfont\":{\"size\":12},\"x\":[9.999196,10.18407,10.20629,9.830854,9.840183,9.986662,9.777745,10.246428,9.893207,10.010996,9.770563,9.088398,9.9280815,10.045826,10.0608225,9.745731,9.861044,9.839643,9.85477,10.30532,9.99849,9.851691,10.218376,10.235763,10.150529,9.867286,9.875877,9.855432,9.961021,10.02717,9.827466,9.853084,10.243489,10.086642,9.614107,9.638432,10.255178,9.8296,9.8633375,10.488269,9.695667,9.93976,10.205461,10.176913,10.152927,10.60592,10.323649,9.899696,10.14874,10.313991,10.194312,10.066105,13.080071,10.143087,10.355361,10.318386,10.021568,9.85179,9.829197,9.962415,10.2265215,9.907256,10.213516,10.0611],\"y\":[4.7329173,4.4029465,4.742035,4.9093122,4.5249834,4.429054,4.707617,4.3654118,4.926993,4.602269,5.0745144,5.669913,4.398329,4.4505982,4.6514606,4.616467,4.720522,4.32738,4.95915,4.219248,4.3534536,4.905201,4.3688965,4.1226377,4.5212755,4.777214,4.9083543,4.8476443,4.374075,4.4890475,4.979956,4.98459,4.4358115,4.4855084,4.5822186,5.403952,4.6426764,4.805705,4.6365647,4.3784876,4.6763196,4.4130044,5.0757766,4.406538,4.604824,4.4653316,4.805257,4.7069755,4.09452,4.413953,4.1562157,4.249121,4.146308,4.5973577,4.1872497,4.419716,4.2905903,4.9740973,4.9616256,4.431392,4.3001523,4.798481,4.710359,4.608247],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I\",\"so\",\"Suddenly\",\"I reply, yes\",\"Still to\",\"Obviously I did as he said and the result was as we had expected.\",\"I am surprjs\",\"I said no thanks.\",\"I'd didn't three\",\"sorry\",\"Then it takes a\",\"But nothing,\",\"But he\",\"that\",\"M\",\"Honest\",\"I say.\",\"but I can't.\",\"anyway\",\"this\",\"okay\",\"I\",\"I\",\"who\",\"Their\",\"It\",\"i can possibly\",\"I\",\"If it ha\",\"P\",\"Facts: I do the package\",\"Do\",\"I didn\",\"I didn\",\"I therefore replied I didn't know.\",\"And perhaps that is the thing\",\"and I know nothing\",\"I say because I like it\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"7_didn_nothing_result\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"7_didn_nothing_result\"],\"textfont\":{\"size\":12},\"x\":[13.538418,13.537063,13.386881,13.415591,13.4986105,13.42172,13.51146,13.296209,13.400488,13.393817,13.528102,13.367625,13.497681,13.53131,13.531737,13.451815,13.515582,13.376688,13.440637,13.54237,13.506629,13.534333,13.55229,13.548878,13.542987,13.568474,13.46072,13.53578,13.543545,13.547464,13.55549,13.535169,13.46081,13.446917,13.305867,13.358442,13.353063,13.554246,13.476182],\"y\":[6.487265,6.4876037,6.4235363,6.418031,6.4297833,6.5485682,6.484631,6.2633405,6.551806,6.339607,6.4729204,6.0821843,6.4610534,6.468102,6.4948907,6.2515182,6.457438,5.9987803,6.369168,6.4963117,6.3748503,6.492769,6.5066514,6.5094466,6.5050793,6.476683,6.2194576,6.492786,6.499589,6.5128837,6.509292,6.490996,6.5695887,6.549167,6.3236375,6.1364117,6.091599,6.4511547,6.4131207],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"So I explained to the customer that I cannot accept this return without a receipt due to our policy.\",\"He then came over and basically said it s only 25p, what s the problem if it does not scan , which was upsetting as well as rude.\",\"Our store policy strictly says that we cannot accept returns without a physical receipt.\",\"We rent some iPads for an event that need to be returned and they ask me to do the package.\",\"I anm approached by a male who wanted to return an expensive jumper that he had no receipt for.\",\"I see that the customer's attitude changes immediately and he throws 20 euros on the counter of the cash register without even looking me in the eye.\",\"I explained he would need to pay an extra 35.00 and that he had inputted the details himself on our website so the error lay with him.\",\"The shop assistant was then very rude and accused me of using the item and bringing it back to her a refund.\",\"I explained that actually the delivery note even specifys\",\"I actually dropped the item as I picked too many things up at once and it had overbalanced, I was trying to do the job quicker and ended up making more jobs for myself.\",\"The item belonged to a sister company of ours and we are unable to process refunds for them, it states so in the company policy and is stated on the backs of receipts etc.\",\"I am at work and my supervisor spots that I have made an error in recording a customer s details on a form.\",\"The customer asks me for the free bag but I can't give it to him due to company directives.\",\"The customer expressed that it wasn t good enough and blamed me for the time not being available.\",\"I explain the shop told me I can pay by card.\",\"This led me to be frustrated as I was trying my best to explain that it was not my fault and the items will come back into stock.\",\"I'm working on the computer, I just finished sending an email asking for payment for a service provided.\",\"I bought some bits and tried to scan the voucher at the self service till, it did not work so one of the shop staff came to help.\",\"I was working in my shop and a customer came in for a refund.\",\"but I wanted confirmation from the courier that everything was ok because honestly 4 iPads at my expense that I earn two cents no way!\",\"The shop assistant questioned whether I had used the item and I replied no because there were parts missing.\",\"We had seen the customer leave a little while ago.\",\"Yesterday I was shopping in Co Op and I had a voucher to scan for 25p off my purchase, which was sent to me in an email.\",\"I don't like you while grabbing the item out of the box.\",\"We were discussing a complaint about a sofa I had recently bought, we were lied to by the salesman and the man on the phone was very rude in telling us we were lying about the salesman for a partial refund.\",\"During my jobs in a clothes store a customer behaved negatively towards me following an item not being in stock.\",\"One evening when I was leaving work and ending a phone call with a client, he wasn't happy with the premium or my reasonings in why the company offered could no longer stand over the price.\",\"He says he can t believe that I made a simple error of omission and I try to explain that the customer would not give me the required information.\",\"The customer started to get furious telling me that the tag is still on and our store brand label can be clearly seen as proof of purchase etc.\",\"This particular customer became so angry over this, really raised his voice at me and was swearing and shouting at me about how I should do this refund for him.\",\"I was sitting on a bench with a friend and a Nigerian boy approached me and wanted to sell us some junk.\",\"So this morning, when I was working at the tills, a customer approached me and wanted to return an item, but she hasn't got the receipt.\",\"I explained that it was policy to have a receipt when returning and without one I was unable to help him.\",\"I was taking a ceiling light back to the shops that I had purchased the day before as it was faulty due to a part missing.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"8_customer_item_the\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"8_customer_item_the\"],\"textfont\":{\"size\":12},\"x\":[9.151238,9.300521,9.15641,9.122267,9.182843,9.561206,9.393098,9.212074,9.048349,9.124718,9.148343,9.4384985,9.1391115,9.154559,9.244771,9.122003,9.252779,9.3008585,9.093762,9.124046,9.218335,8.819748,9.270961,9.198435,9.185378,9.077463,9.095605,9.405649,9.000517,9.239035,9.224525,9.179959,9.146885,9.135185,9.190269],\"y\":[1.2287675,1.4827138,1.2246691,1.2117016,1.2535487,1.4118996,1.5383805,1.3022654,1.369449,1.2977464,1.2150301,1.6206772,1.1808891,1.3174007,1.3635285,1.3136781,1.5292625,1.4592711,1.3694375,1.2766988,1.3153691,1.6541053,1.4477122,1.244269,1.3603457,1.4405786,1.4129568,1.5170135,1.4384288,1.4032699,1.3222511,1.2018335,1.207449,1.3199967,1.3603703],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I calmly and calmly pointed out this to the nurse and she, annoyed, went to check, she realized she had made a mistake, but she was rude and arrogant, making me feel wrong.\",\"I need to go to their house every day to treat large weeping ulcers on their legs.\",\"I enter a patient bay of 4 individuals.\",\"My husband accidentally let slip to them that I worked at public health Scotland so they came and spoke to me.\",\"One patient has her granddaughter visiting her which is very common as she has a large, supportive family.\",\"I'm at work, I'm preparing and restocking the therapy cart, out of nowhere my nursing coordinator comes in, slamming the door, furious.\",\"I was in line for the blood test, I was waiting my turn.\",\"I'm in a doctor's office to have some blood tests done.\",\"A few months ago I happened to be treated very rudely by a patient who immediately addressed me with the informal \\\"tu\\\" from the beginning of the visit, demanding that he be prescribed tests and medications in a short time, which he said were due since the visit started ten minutes late and that I, I imagine as a young woman, was not the type of doctor he expected to find.\",\"The day before yesterday a nurse from the Usl answered me badly just because I asked why they were late for the delivery of medical supplies for my mother and I had already gone last week to ask.\",\"I am at work in the hospital as a support worker.\",\"and I were called to the hospital because the doctor who takes care of my son's health problems wanted to talk to us.\",\"during an internship in a hospital in the province of Padua (I don't want to specify where)\",\"Based on a true event I m ( a health care professional) talking to a patient after completing his leg wound dressing.\",\"I'm in the hospital.\",\"I phone a number for a care service.\",\"I was at a hospital for an appointment.\",\"I continue the visit showing him the allergic reaction that I have all over my body, the doctor refuses to look at me except from a distance telling me that he does not need to examine me because he knows very well what I have.\",\"This situation made me exclude that place from that day for the blood tests I felt helpless and treated badly without any sense\",\"I am at a dermatologist for a visit to understand an allergic reaction problem that I have had for over two years.\",\"I go back into the patient bay to explain this to the lady.\",\"I am nervous because I am going to report that I think an elderly friend is not getting the care she needs.\",\"I was at a concert with my cousin who had recently undergone foot surgery and was therefore forced to use crutches to attend the event.\",\"next to me was the nurse on duty to whom I had been assigned to supervise my work.\",\"I am talking to a Dr about my son and she is treating me in a manner that is not correct to address to a patient.\",\"I'm trying to reschedule an ultrasound appointment.\",\"I approached the patient's bed to explain what was happening and what nursing procedure I was about to implement.\",\"The doctor begins the visit with a series of questions regarding potential symptoms that I may have encountered.\",\"I was working at the reception desk booking in blood test appointments when somebody entered and very rudely demanded to be seen straight away.\",\"After completing the treatment and closing down clinic another staff member joins me in cleaning.\",\"When we got there, after driving for an hour and waiting for an hour for the doctor, when the doctor arrived he addressed us rudely (and also received us in a sort of storage room) asking in an arrogant way and tell me what did you want to know?\",\"while I was speaking I was abruptly interrupted by the patient in the next bed who insulted me numerous times.\",\"I am working as a community nurse with some very difficult patients.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"9_patient_doctor_hospital\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"9_patient_doctor_hospital\"],\"textfont\":{\"size\":12},\"x\":[9.263547,8.917175,9.098831,9.120965,9.248908,8.91776,8.895875,8.930905,9.213933,8.987137,8.852881,9.066708,8.919131,8.993402,8.910321,8.945815,8.982885,9.295705,8.937903,9.338981,9.19017,9.383386,8.860447,8.923629,9.252681,8.9041815,9.141114,9.207946,9.073441,8.427161,9.144608,9.249419,9.078171,9.050761],\"y\":[2.2185347,2.2861319,2.2382405,2.3489938,2.1942997,2.2880116,2.2205489,2.247503,2.262197,2.3593314,2.3198063,2.319955,2.3748088,2.2949388,2.3820384,2.26257,2.3264527,2.2958024,2.2261646,2.3262308,2.2750757,2.1101477,2.239409,2.4499726,2.221712,2.3073037,2.2550623,2.275388,2.2932038,2.49392,2.3130043,2.2659311,2.2599862,2.2894752],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I was at work I deal with home insurance customers, I was speaking to a customer who was very annoyed that we had his home down as a 3 bedroomed property when it was a 4 bedroomed.\",\"A customer who arrived before him calls me to ask me why I served the other one first.\",\"A customer came in to the store who was either on drugs or drunk.\",\"This is usually one of my customers, which is why the secretary notified me.\",\"I am standing in line at the post office, and a middle-aged lady, older than me but not too much, pretending nothing is happening, tries to skip the line.\",\"we are having a flight on some very small issue.\",\"runing about places they shouldnt be stealing disrupting other customers etc.\",\"I m in the queue at the post office.\",\"I serve a customer who had booked his order and therefore it was already ready.\",\"I'm with some friends and we're waiting in line at a bar to order, there are a lot of people, some a little tipsy and people are getting nervous because the line is moving slowly.\",\"I waited a very long time in line.\",\"In front of me I have a customer.\",\"We're happy, we joke, we comment on the exorbitant prices of the shops there.\",\"The customer leaves afterwards\",\"In the supermarket with a buggy and my 5 year old, the aisles are narrow and it's hard to move as a group.\",\"I'm at the supermarket, in line at the checkout.\",\"I'm standing in the supermarket in a long queue.\",\"There are many customers and I feel stressed.\",\"The secretary immediately asks, annoyed, what I want.\",\"I'm in line waiting for the self-service checkout at a supermarket I go to often.\",\"I'm counting the products.\",\"so I tell them to go inside the shop.\",\"The bell has just rung indicating that a dish is ready to be served.\",\"I am walking out if a supermarket\",\"I call to let him know that a customer has arrived that he is supposed to take care of.\",\"My turn arrives at the checkout, I only have 5 things to pay for, so everything should be quick.\",\"The supermarket is very busy today, so there are a lot of people in line with me.\",\"I point out to him that the line goes in numerical order, based on the number taken at the entrance to the pharmacy.\",\"I'm in line at the pharmacy, waiting for my turn, when an older gentleman tries to skip ahead of me because he was already in line.\",\"I'm in the car and I'm driving, I have to go to the supermarket.\",\"I start to walk away and at this point more people leave the shop.\",\"A customer comes in, I feel a little tired at the thought of serving another person\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"10_line_supermarket_customer\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"10_line_supermarket_customer\"],\"textfont\":{\"size\":12},\"x\":[8.757532,8.786335,8.777078,9.000881,8.320466,8.41439,8.617446,8.1662855,8.635444,8.281837,8.427588,8.714098,8.316649,8.710339,8.243903,8.303869,8.202111,8.655393,9.278928,8.333305,8.357325,8.3189945,8.641039,8.230423,8.798838,8.407915,8.236853,8.354199,8.291762,8.224293,8.316963,8.688009,8.494078],\"y\":[2.2402256,1.9836496,1.6685387,1.9592745,1.999045,1.8358178,2.000997,1.9281263,1.8655922,1.937618,1.9541254,1.852322,1.7985651,1.721873,1.7639799,1.8065045,1.8216679,1.8967276,2.4135506,1.7987512,1.7465644,1.8194715,1.9294415,1.7633017,1.8303037,1.8082824,1.7700388,1.9139228,1.9203283,1.7739836,1.8043364,1.8464366,1.8804176],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"Her partner added colorful sexist insults, such as\",\"I know i am lucky that have not had to deal with sexism in my workplace and if i did i feel comfortable that t would be dealt with appropriately\",\"I am talking to a person I don't know, I reprimanded him because he was behaving badly in public, and he responds with a sexist insult.\",\"I attempt to laugh it off but I am offended, I am also shocked that a man would be comfortable using such language against a woman.\",\"In the middle of the conversation we are having, at a certain point, I make a joke in the relational context (I stand out for being light-hearted and often mischievous, I believe that the topic of sex should not be a taboo, so I easily joke about it even self-deprecatingly) and in response, this boy, responds by saying But you do them with everyone (maybe not the exact words, but that's exactly the meaning) in front of all the other people who, I remember, don't know me that well.\",\"If I heard a sexist insult from a stranger, maybe while passing by on the street, I would feel very humiliated but I would probably pretend nothing had happened and try to walk away as quickly as possible because I would feel a sense of fear towards that person and what they might do.\",\"If I imagine being addressed a sexist insult like those mentioned above I don't think I would have any particular reaction.\",\"It's an uncomfortable topic to discuss... but the first time I received a sexist insult was from a girl (of the same sex as me), when I was too young.\",\"This is why I think it's important to defend women, always, and explain to children that certain things have meanings and that they can lead to unpleasant situations.\",\"I would personally ignore such people who feel the need to make sexist comments as they are not worth me dwelling on it.\",\"If I think about it now (understanding that this story seems made up) I both laugh at the absurdity and cry because often we women are the first to use derogatory adjectives against other women.\",\"It's moments like these that make me hate the fact that I am a woman.\",\"I was talking to a group of girls and boys and we were discussing our sexual experiences, when it was my turn to respond, based on my experiences I was insulted.\",\"I would feel sad by the thought there are people who are sexist as opposed to the words actually hurting me.\",\"It has happened more than a few times to receive sexist insults of this type, that is, not veiled and direct.\",\"Sexist or non-sexist swear words were, for my generation, almost a refrain and they were not paid as much attention as today.\",\"It is clearly intended to make me feel bad and insult me ​​as a woman, and unfortunately it succeeds.\",\"I don't remember exactly the last time I was hurled a sexist insult at me.\",\"They make matters worse by insulting me in a sexist way.\",\"I was the only female in the office also so it felt like sexism to me.\",\"I personally haven't experienced anyone calling me a sexist slur.\",\"There are misogynistic people who want to hurt Women, and One Woman is as good as another for Them.\",\"It could happen for example if I kissed or went with several people, evidently too many for the person who insults me, maybe someone I've been engaged to or not even engaged to, or even more likely if someone on the street stopped me to ask for my number and try it on and I told them no, and as I've seen happen not to me directly but on video or heard from stories of people I know, often the other person's response is a sexist insult like \\\"It doesn't matter, you're just a whore\\\", which they certainly wouldn't say to a man and which in this case isn't even appropriate, it's just to say something sexist and inconsistent, which I still find absurd on\",\"The last time I recall being addressed with sexist language was during my divorce.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"11_sexist_insult_as\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"11_sexist_insult_as\"],\"textfont\":{\"size\":12},\"x\":[11.516952,11.456676,11.562235,11.534335,11.316021,11.50136,11.47981,11.4645815,11.566867,11.48182,11.509618,11.593339,11.4729,11.430415,11.4731455,11.519583,11.556222,11.460865,11.497686,11.360399,11.125465,11.392295,11.491608,11.46885,11.468044],\"y\":[4.8479915,4.827858,4.810087,4.856048,5.0228515,4.84558,4.8745546,4.877469,4.9166546,4.849111,4.849572,4.742041,4.905941,4.883978,4.87433,4.966715,4.8253155,4.9222503,4.821722,4.773535,5.1409535,4.8148265,4.837583,4.9166737,4.875152],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I am a beauty Consultant for Avon Cosmetics.\",\"I was working an outside stewarding role for a lights trail event.\",\"I am working in a bar as a waitress.\",\"I was working in the clothing department of a local supermarket.\",\"I m working in a Turkish restaurant as a waitress.\",\"Situation (happened 2 days ago): I am an intern at an events agency.\",\"I was working in my parents business .\",\"I am doing a seasonal job in the tourism industry.\",\"First day as a waitress in a restaurant.\",\"I am working in a sports shop when I was around 18 years old.\",\"I'm at work and I'm behind the cash register.\",\"I'm working like every Thursday during the midday shift, I'm a waitress in a restaurant that also has a bar counter.\",\"The receptionist replies, I m not being funny but what business is it of your.\",\"I am working in the theater as a hall assistant.\",\"I just arrived at my internship workplace after traveling more than 12 hours to get there and it's 7pm.\",\"I am working as a receptionist in a hotel.\",\"My job is to clean the rooms of a hotel.\",\"I remember going to a job interview for a clothing and accessories store in my city and the interviewer looked me up and down and told me very clearly that they wouldn't hire me because I was overweight and the store wouldn't look good having me in it.\",\"and don t have a part time job.\",\"I work in a clothing store, targeted at young adults.\",\"I am having trouble at work, a new job for me.\",\"I work in the hotel industry and I often get greeted by guests.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"12_working_waitress_job\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"12_working_waitress_job\"],\"textfont\":{\"size\":12},\"x\":[8.517158,8.575437,8.441985,8.260793,8.4429865,8.66734,8.375974,8.482092,8.42873,8.319899,8.572128,8.447782,8.632566,8.433744,8.64545,8.536463,8.445115,8.379048,8.4523945,8.305533,8.65964,8.536431,8.479939],\"y\":[2.2779005,2.6616776,2.3969257,2.6058621,2.4232264,2.5640557,2.6769865,2.4004586,2.4067822,2.5723894,2.1796408,2.4096742,2.139795,2.4049697,2.5360532,2.40046,2.4846697,2.5052052,2.4032772,2.5603726,2.3816826,2.693291,2.4584253],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"When things like this happen, people around you don't help you, they think it's normal.\",\"This experience happened about a year ago.\",\"It happened to me in the car while I was driving.\",\"It happened to me in a club a few years ago.\",\"This happened 20 years ago but I can still remember the moment vividly.\",\"This event happened 20 years ago.\",\"I have never faced a situation like that before.\",\"It happened to me on the street, a few years ago.\",\"I was in the car, it happens to me often since I am a sales technician.\",\"It happened when I was at a disco with some of my friends.\",\"It happened at work.\",\"But more often it happened to me to receive unwanted attention while I was walking on the street.\",\"First of all, this have never happened to me before.\",\"This horrible experience of mine happened in school when I was 16.\",\"I happened in the building I live in at my front door.\",\"This happens every week as normal.\",\"Maybe in that situation it would have been different but I'm lucky because it never happened to me.\",\"I don't remember the situation well, it happened a long time ago.\",\"And in fact, it never happened again.\",\"It has never happened to me directly, but indirectly, that's why I selected no, in any case it was very unpleasant anyway.\",\"It all started from a joke about the fact that since I have braces, they say that getting a blowjob from me should be an unpleasant experience.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"13_happened_ago_it\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"13_happened_ago_it\"],\"textfont\":{\"size\":12},\"x\":[8.967113,8.73982,8.690303,8.689576,8.745282,8.48824,8.9010105,8.687103,8.700033,8.549657,8.72616,8.725506,8.783824,8.677022,8.6181135,8.779833,8.827221,8.787303,8.8091755,8.7638035,8.8467245,8.738231],\"y\":[4.0793586,4.0085006,4.042145,4.0344934,3.9735458,3.7151978,4.00313,4.062333,4.056115,4.105958,4.052329,4.1798844,4.0224595,4.004784,4.0585713,3.9832652,4.014053,4.020374,4.0635676,4.0509806,4.115335,4.03078],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I will not let someone else to call me such things.\",\"I walked in and he said to me ' What has this slag been up to tonight?'\",\"I remember very well when I learned that I had been called a Slut.\",\"This included insults including bitch, slut.\",\"If I were to be addressed as a slut it is possibly because I may be out in the club having a good time with my girls and a guy could approach me and I could reject them and then out of anger, they could call me a bitch or something.\",\"I feel awkward and upset for being called that.\",\"I am walking in the street and I come by one guy who says slut .\",\"I was called it.\",\"Another colleague comes to join us and greets us saying alright sluts .\",\"According to his theory, I'm looking for attention, just like all women, because otherwise I wouldn't have posted it.\",\"But this guy continues to support his thesis: we're all a little bit slutty and always looking for attention.\",\"After a while, my friends and I were trying to get away from the guys in question, one of them started calling us names using harsh terms because we didn't want their attention.\",\"I feel growing up slut, bitch are thrown about so flippently a lot of the time I was called these names was in a playful way with friends and not with aggressive way.\",\"I name the names.\",\"don't you, you slut .\",\"Idiotic nickname that I had earned thanks to the way I wore my hair.\",\"I'm 36 now so it has been many years since I was called any of these names.\",\"I was called a slag, when I agreed to a jack the lad to walk me home.\",\"I was once called a slag because I would not give my number to a man.\",\"A random stranger walks past me and shouts 'slut' to me.\",\"We walked home, as I wouldn't have sex I was called a slag, slut you name it\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"14_slut_called_slag\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"14_slut_called_slag\"],\"textfont\":{\"size\":12},\"x\":[11.224133,10.773657,10.945175,10.806537,10.886379,11.302165,10.842921,11.2483,10.818536,10.935632,10.950995,11.225028,10.979525,13.378776,10.848565,11.333361,11.290603,10.776413,10.814517,10.544618,10.798908,11.08213],\"y\":[5.288086,5.4556913,5.2846403,5.4640365,5.31714,5.42755,5.2954974,5.3900814,5.141712,5.2132235,5.221306,5.260088,5.224857,6.386726,5.286613,5.4351406,5.355432,5.4101644,5.399726,5.332874,5.375665,5.379345],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"A few more minutes pass and the same boy approaches me telling me that we have to go, I immediately realize what's happening and rush to grab my things.\",\"When I get close he looks at me oan\",\"He started walking beside me.\",\"He got closer to me and I crossed the road.\",\"Outside the place, after a long time, I was talking to my friend and absentmindedly my gaze crossed that of the man.\",\"He followed saying he liked a chase.\",\"He ran off and I continued the activity with the othe\",\"A man was walking behind me.\",\"Suddenly a man wants to try to approach me, but I'm not interested and I ignore him, continuing to walk.\",\"The man started to run after me, however, I was much faster than he was and I lost him between houses.\",\"I thought he saw someone behind me who he is rushing to.\",\"A man suddenly decides to skip the line.\",\"While I'm walking, a man approaches me and starts giving me compliments, obviously not appreciated.\",\"yes not to far away with which he then answered well if you wasn't that big i could see for myself, i can't look through you.\",\"Then I rush through the ticket barrier and up to the platform where I know he can't follow me and I am safe.\",\"Suddenly a man appears in front of me, coming towards me because he is going in the opposite direction.\",\"At some point a man of the streets approached.\",\"In the meantime, the gentleman who had started to cross had approached me, he stopped, looked at me and said where the fuck are you going, where the fuck are you going.\",\"The man keeps looking at me as I walk away.\",\"i was too surprised to respond and at that point the line started moving again and that guy disappeared.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"15_man_he_me\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"15_man_he_me\"],\"textfont\":{\"size\":12},\"x\":[8.569911,9.147213,8.913152,8.818286,9.003224,8.938635,8.295093,8.921196,9.015492,8.2046175,8.953046,8.670336,8.995216,9.380315,8.608561,8.756619,8.390097,8.616461,8.982524,8.666575,8.792329],\"y\":[5.879985,6.1147094,6.168076,6.184914,6.050617,6.203261,6.2987022,6.1421423,6.1049657,6.2520156,6.212501,6.125408,6.0680814,6.2559323,6.101146,6.1216383,6.1803885,6.1177115,6.0804305,6.1335793,6.139811],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I apologised but said I had t done anything wrong, which made matters worse.\",\"I don't know, maybe it's just me who can't express my point of view in a less assertive way, and yet I seem to be diplomatic enough.\",\"I, who had already apologized countless times, wrote to him after a couple of days.\",\"In fact, we immediately apologized to each other.\",\"We hadn't spoken for a week when it happened, I tried to clarify, but I knew it wasn't my fault.\",\"What I imagine however is that the other person will not get too heated and, realizing that they were initially wrong, will apologize to me in turn.\",\"I explain that I am really sorry\",\"I calmly responded saying I understand your frustration, and I'm sorry but I cannot accept this return .\",\"I addressed it, and got a very blunt and unappreciative response.\",\"I was wrong, I apologized several times, the mistake was all mine, but the way\",\"We politely but firmly say sorry we're not interested and return to our conversation.\",\"what's it got to do with you bitch I apologise and say I don't want any trouble.\",\"I explain the misunderstanding that I wasn't to blame.\",\"I don t know what to say, so I apologise and offer my seat, to which I am given the side eye.\",\"okay, if you really want it to be done this way, even if i don't think it's right, i'll go back and put everything back the way it was\",\"I'm talking to some friends of mine about a fight that I'm not involved in, but my friend is.\",\"It was after all a genuine mistake on my park and i had said sorry\",\"When I understand what happened then in that case I would apologize but I would still invite the other person to use more appropriate and less offensive language.\",\"I confront my friend and we decide to confront them to understand why they insulted us, we don't want to remain silent in the face of this injustice.\",\"I apologise again and say that we suggest relatives bring in as many things as they can.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"16_sorry_apologise_apologized\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"16_sorry_apologise_apologized\"],\"textfont\":{\"size\":12},\"x\":[12.328235,11.842554,12.15816,12.244143,12.120107,12.32673,12.452883,12.083816,11.790316,12.369244,12.090248,12.128366,12.107213,12.352349,12.602598,11.772938,12.323828,12.299383,11.791173,12.290685,12.173747],\"y\":[5.5898676,4.09934,5.722414,5.5307584,5.795861,5.439814,5.7982917,4.1577044,4.2222486,5.634196,4.236391,5.659109,5.8808403,5.5720854,5.4844394,4.576798,5.666245,5.463154,4.4171495,5.5496387,5.2248173],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"The issue was regarding one of our common friend, we are having a good and healthy conversation about the lecture and our academic syllabus.\",\"I am at work and am talking to a colleague.\",\"When talking to my high school classmates, we often discussed various topics.\",\"I am talking to my boss about an assignment he gave me.\",\"I was talking about how I can't stand online meetings.\",\"I'm talking on the phone to someone as part of my everyday job role.\",\"I'm talking to my former Greek teacher.\",\"It's during high school exams and I don't want to waste time chasing a stupid argument but that really made me understand what kind of person I'm dealing with.\",\"I am with my thesis advisor for my master thesis.\",\"We were discussing a topic for the exam we were studying for together.\",\"I m working on a reception desk at a University Study Abroad department, when a mature student comes to the desk to ask some questions.\",\"I continued the discussion with the other students.\",\"I was talking to a friend of mine at university and at a certain point he told me to shut up because I didn't understand the subject.\",\"I'm talking to my old classmates.\",\"I am working in silence with my 4 colleagues in the factory.\",\", I hate these situations because I am in a workplace\",\"I am talking to a manager at work, Bob.\",\"I was talking to a friend who studies a different subject than me and who often doesn't know how to talk about anything else.\",\"Being the only engineer I should be in charge of describing the technical aspects of the project, but, since it's still early days and we are in a theoretical and primordial phase, many things have not yet been developed and many decisions have not yet been made, so there is not much to talk about.\",\"I would like to discuss this in a level hesded way\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"17_talking_am_thesis\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"17_talking_am_thesis\"],\"textfont\":{\"size\":12},\"x\":[9.978555,9.713869,9.899719,9.662355,9.792093,9.710677,10.021551,9.990105,9.632592,9.935881,9.606783,9.940911,9.995483,9.88454,9.598903,9.589194,9.7390585,9.914198,9.76216,9.909745,9.813919],\"y\":[3.2556658,2.8346574,3.2851398,2.6686683,3.016879,2.9733374,3.206159,3.2921853,2.7408638,3.2546587,2.8778594,3.2567956,3.2844326,3.3486197,2.8194695,2.737625,2.7778852,3.2900534,3.2317677,3.2580345,3.070538],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"In the end I managed to get\",\"So I decide to take control of my life by saying: no, that's enough.\",\"Since there is no room for understanding, I leave\",\"I left and gave up.\",\"I'm fine, now I'm going again.\",\"I also get punched in the arm.\",\"so I lost out.\",\"I had enough, I was done, I could not take this anymore, I did not believe I would survive if I did.\",\"At first I try to know what I do but there is no answer\",\"Is it worth it?\",\"This was something that couldn't be taken back.\",\"I questioned my job and consoder3d leaving\",\"I want to leave.\",\"So I move forward a little and, little by little, try to merge.\",\"At a certain point I can't take it anymore\",\"i finish working on it.\",\"I know that I am capable of doing things, so I try to solve the problem myself.\",\"and I try to hold myself together\",\"I feel like leaving and not buying anything.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"18_try_take_little\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"18_try_take_little\"],\"textfont\":{\"size\":12},\"x\":[13.091265,13.121049,8.893276,13.005421,8.812145,11.816914,13.103444,13.142973,13.322005,9.5672245,13.174524,8.971473,8.947765,13.075919,13.150138,9.088313,13.137151,12.868484,9.243793,11.554382],\"y\":[5.8906746,5.3289247,4.9674654,5.8067145,2.5524724,6.004401,5.867694,5.5476046,5.5558367,4.406931,5.480838,4.9620686,5.003594,5.8715816,5.555081,4.633548,5.267247,4.599176,4.507413,5.147856],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"So the teacher decides to do the test (because after my opposition, others were also convinced to do it that day, because otherwise the teacher would have explained and added\",\"I'm in class, sitting at the second desk in the middle row and it's the day of the math test.\",\"There was a mess in the classroom because the teacher was not there.\",\"I'm leading a student assembly, as a class representative.\",\"I'm in the teachers' lounge and I'm talking to a colleague of mine, who is also a good friend of mine.\",\"During high school, I was in my second year so I was about 15 years old, one day there was a meeting of the teachers with the parents to talk about the school progress.\",\"I'm in the classroom.\",\"I'm against it: the following week I would have a test a day, and doing a test and a written test on the same day would be too stressful, and I don't see the reason to postpone it since their reasons were that they went out to have fun in the previous days instead of studying.\",\"I am a teacher who works with lots of students i don't know.\",\"We're in a classroom.\",\"I work in a kindergarten.\",\"I get to class and the first few hours pass without any problems.\",\"The class's cool kids ask if it's possible to postpone it as soon as the teacher comes in.\",\"me and a classmate of mine are working on a university project that we have to do together.\",\"I try to explain that the teacher has set the detention, but he won't listen.\",\"I'm doing a group project where I have to make a graph.\",\"I am talking to one of the parents on the playground discussing some of the teachers and how the children are getting on.\",\"I am in a meeting at work with the parents of a teenage boy who had been accused of poor behaviour during a lesson, and another member of staff is present.\",\"The meeting is to discuss the boy's behaviour and ways of improving this.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"19_teacher_test_teachers\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"19_teacher_test_teachers\"],\"textfont\":{\"size\":12},\"x\":[9.298058,9.279549,9.335827,9.347122,9.55817,9.183477,9.314296,9.307853,9.375607,9.314821,9.292929,9.253469,9.306004,9.4316435,9.30045,9.4125,9.372702,9.4512205,9.460058,9.347144],\"y\":[3.0859342,3.064301,3.106189,3.0609264,3.0218353,3.2561398,3.080618,3.036305,3.0632193,3.0789082,3.1059499,3.0405607,3.057778,3.1257887,3.1607647,3.1653018,3.1542387,3.1830797,3.2205722,3.1088638],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I'm minding my own business with headphones on when a middle aged man approaches me.\",\"I'm walking home from work in central London.\",\"I am just walking on road side minding my own business.\",\"I'm listening to music with my headphones and saying hello to people I meet on the street.\",\"I am on the subway in a busy city, having recently moved there.\",\"I am doing my own thing whilst sitting at a bus stop.\",\"Its a Saturday morning about 1pm, the surroundings are chaotic and the subway car is quite busy and i am on my own.\",\"Everywhere, as soon as I passed by hellooo pompinaraaa.\",\"I am walking down a street, alone.\",\"I'm walking to the park like I do almost every day\",\"I am walking down the street in Copenhagen, alone.\",\"I'm walking on the sidewalk of a street in my city, not too crowded.\",\"It is not a quiet street per se, but it is also not busy.\",\"I'm on the street, walking about my business, enjoying a quiet stroll through the streets of the center.\",\"We are in Capri, it's a sultry day in August and we've walked a lot, we're tired and we're about to head to the ferry.\",\"I am walking down a street on my own, just going for a walk to get some fresh air.\",\"It's a cold day in November and I'm driving in Central London.\",\"I am walking on Oxford Street with my family and it is extremely busy, as it is coming up to Christmas.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"20_street_walking_own\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"20_street_walking_own\"],\"textfont\":{\"size\":12},\"x\":[6.4575124,6.385788,6.401695,6.3828297,6.4180613,6.499679,6.2805142,6.4940424,6.469684,6.4182286,6.4668922,6.398774,6.4106007,6.3778825,6.3931775,6.3876376,6.359476,6.453308,6.41421],\"y\":[4.435503,4.458249,4.482643,4.4454117,4.5120177,4.7455816,4.7402053,4.319331,4.414751,4.520886,4.4019804,4.4782343,4.442679,4.471766,4.4033155,4.454113,4.4196157,4.273231,4.467751],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I had to stay calm and not argue with the customer.\",\"I stayed calm and did not react to this behaviour.\",\"It was very tricky to move past the situation in my mind for a good few hours.\",\"but this person was in such a foul mood i could not calm them down.\",\"I would feel very threatened but at the same time confrontational.\",\"I continued to be calm, but my words were not very kind.\",\"I was rather dissapointed as we have a good relationship but i tried to remain calm and more than anything i was concerned and wanted to help this person as something else was clearly bothering them,\",\"but I had to calm down so as not to make the situation worse.\",\"I step in to try and mediate the situation.\",\"However, I understand that there is something I do not know and I try to remain calm and find a confrontation to bring the\",\"but because I'm not reacting I'm not screaming back all I said is\",\"I'm insulted with the invitation to stay calm (even though that calm was me and not her), because where do you want to go anyway.\",\"This was not said in jest.\",\"I try to get out of the conflict situation as soon as possible, I walk away, even if the person continues to insult me.\",\"I was very calm because I knew it was not my fault but after a while that she was answering me badly I started to feel insulted so I said what I thought was right without having to argue too\",\"I know how quickly a situation like this can escalate and lead to a different end.\",\"I would try to say it while remaining calm so as not to make the situation worse.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"21_calm_not_situation\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"21_calm_not_situation\"],\"textfont\":{\"size\":12},\"x\":[12.669756,12.747297,12.778647,12.687688,12.498352,12.781971,12.686027,12.706103,12.635961,12.622802,12.774538,12.692662,12.320267,12.454135,12.715662,12.587412,12.630997,12.646486],\"y\":[3.6873448,3.7162015,4.3669167,3.8069444,4.619739,3.7569299,3.782238,3.7792625,4.281614,4.14562,3.7292218,3.6883824,4.8629255,4.3022313,3.70288,4.3399916,3.8475409,4.0244694],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"The aforementioned gentleman, who had just finished eating what was on his plate, rudely tells me: can you make me a coffee, without even a favor or a smile.\",\"He insists on telling me that he wants cookies, so I take a tray and start putting them in little by little, but the customer continues to raise his voice.\",\"The customer asks for a very specific type of bread which I give him.\",\"So I ask him if he wants me to go and pick up the customer and bring him to him, he doesn't answer me.\",\"I explain to him that he doesn't have to talk to us but to the fashion house and that in any case his reservation is in penalty and he has to pay the 3 extra nights.\",\"He asks me to go and clear a table, I go and as I'm about to take an empty tray he tells me to put the tray down because the gentleman to my right was still eating.\",\"He says he's in a hurry, that the cashier is slow and that I have to mind my own business.\",\"At first I tell him the way to the metro station and then, when he asks me for money again, I tell him that unfortunately I don't have any coins with me.\",\"I head towards the kitchen and a gentleman at a table calls me a bad name\",\"After a few minutes he comes into my office, asks me So?\",\"Then he asks me to give him some cookies, to which I reply that he has to ask me for a quantity because the price changes based on the price.\",\"He said he would take as long as he wanted and it was none of my business.\",\"I take the empty plate away from him, go to the kitchen to get the plate to bring to the table and as I pass by the table with the nice gentleman, this one says to me remember my coffee.\",\"(The gentleman was actually chewing his last bite, but his plate and especially the tray next to him were empty) then the gentleman tells me he can take the tray, the owner tells me to put it down.\",\"The gentleman repeats that he's finished and the owner tells me to put it down again.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"22_gentleman_tray_plate\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"22_gentleman_tray_plate\"],\"textfont\":{\"size\":12},\"x\":[8.807674,8.733973,8.6663685,10.013306,8.476494,8.83799,9.903371,8.464881,9.065467,9.980398,8.723072,9.969958,8.820191,8.816568,8.835553,9.07435],\"y\":[4.7924976,4.789264,4.7040915,6.6624384,2.8862393,4.821348,6.644605,6.125311,4.5092225,6.627554,4.878514,6.594855,4.806543,4.803838,4.82358,5.2313266],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I was trying to find a parking space in a busy local park so I could take my child out for the day.\",\"I'm in the car and I'm leaving the parking lot where I had gone to do some shopping, the view was blocked by some garbage bins.\",\"I had been waiting for a parking space and the other car pulled out, I pulled in and parked.\",\"I'm arriving at my house where there are private parking spaces and I don't own one and having a lot of stuff to unload\",\"I leave the car in front of the first parking space with the 4 flashers and unload quickly to head to my apartment for which I have to take two elevators.\",\"So first time ever i decided to contact local council to see if they can help us as we have a child and can not just live on street.\",\"I saw my chance as someone leaving their space, I pulled up just beyond the space and indicated that I was going to make a manoeuvre once they had left.\",\"A while ago I was driving my car and I was looking for a parking spot.\",\"Last year our family could not find to rent a property as it is very high shortage of properties at the moment.\",\"I legally parked in a residential area.\",\"I was out in my car and was looking for a space to park in.\",\"At that time there was another car who must have been waiting too.\",\"I want to take a picture of the tree when the lights stop and I position myself nearby to be able to do it.\",\"I'm looking for parking at the hospital, and a car behind me hits me.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"23_parking_space_car\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"23_parking_space_car\"],\"textfont\":{\"size\":12},\"x\":[6.924199,6.8644185,6.905549,6.860841,6.7595506,6.809001,7.0870566,6.923466,6.8630605,6.8880525,6.9386363,6.865769,6.9158707,6.876356,6.891559],\"y\":[5.4358068,5.4403906,5.656458,5.4964075,5.612533,5.4462156,5.6787806,5.438819,5.444722,5.485981,5.46689,5.6387353,5.3150964,5.470103,5.5019236],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"It's a Saturday night in early September.\",\"I don't know why he did it, it was also autumn, so I wasn't wearing skimpy clothes or anything (not that that's an excuse).\",\"It was extremely hot outside\",\"It was a cold, grey day and it was pretty foggy.\",\"It was evening, around 7 pm last winter, so it was dark\",\"It was nighttime\",\"It is dark out because it is winter, but it is only 7pm and the street is well lit.\",\"He was staying up very late at night and sleeping all day.\",\"it's night\",\"It was an evening in January 2 years ago.\",\"As soon as we got home\",\"A few days ago my husband\",\"But if you're not back by midnight we might be asleep.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"24_it_winter_dark\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"24_it_winter_dark\"],\"textfont\":{\"size\":12},\"x\":[7.3493233,7.648866,7.468245,7.384904,7.3039527,7.28457,7.251883,7.2901163,7.269564,7.3280215,7.6776648,7.687993,7.2134905,7.3968153],\"y\":[2.7545247,2.8637557,2.9410033,2.8760703,2.8452337,2.8470924,2.8957942,2.8583612,2.8568978,2.8692138,3.019605,3.6088674,2.943067,2.9368834],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"At this point my mother and I respond and the lady offends my brother with very unpleasant words, not understanding the suffering that there is in any case in a family for a certain situation, not understanding the indelicacy and the pain that such an attitude can cause,\",\"I'm talking to my sister and I'm putting the dishes in the kitchen cabinets, my father sitting on the couch tells me I suck because I can't do things.\",\"I cry my eyes out while she continues to scream at my sister.\",\"I'm in my living room and suddenly my mother starts screaming because there's a cockroach.\",\"from there my grandmother starts yelling at us, using heavy insults, I let my sister talk and I listen.\",\"at a certain point my grandmother starts to target me telling me that I'm good for nothing.\",\"My sister calls me a selfish bitch and I start to cry.\",\"A lady with a small child in a stroller explains to this child that my brother is a problem boy and not to stare at him.\",\"I'm talking to my sister She treats me badly, she answers me worse.\",\"In a short time the situation degenerates, I go to try to calm things down with my daughter and I am attacked by my sister-in-law who screams in my face that we are a rude family and tries to put her hands on my daughters who are responding to the insults making the youngest cry.\",\"I gave birth a day ago and my roommate, in front of lunch, starts making strange faces and saying that it sucks.\",\"My mother starts screaming and crying saying that I broke the washing machine.\",\"Her father (who is not in full possession of his faculties because he had a cerebral hemorrhage five years ago, but he has always been a chauvinist and fascist, I've known him since I was born and it has always been difficult for me to be in his presence), when my brother can't easily cut a piece of cheese, asks me why don't I cut it for him, and I reply that he can do it himself, he has the ability, he exclaims What a fucking whore! .\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"25_my_sister_starts\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"25_my_sister_starts\"],\"textfont\":{\"size\":12},\"x\":[10.95965,10.893377,10.982249,11.122353,11.078632,11.003817,10.970152,10.904023,10.962631,11.096089,10.873399,8.776352,10.994657,10.816723],\"y\":[2.6564558,2.515837,2.6546001,2.725321,2.6329181,2.4889116,2.6321926,2.7164629,2.600353,2.6472936,2.5524778,3.4998505,2.605086,2.686751],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"As a young adult this was pretty daunting at the time.\",\"The boys were all already streetwise, they behaved like adults and knew terms and things that I, still a child, didn't know.\",\"Even at that age I was aware I had to be careful around men.\",\"I was a teenager.\",\"Suddenly we pass a group of teenage boys.\",\"This happened when I was younger, around 14.\",\"I felt bad seeing a group of kids a few years younger than me behave in this way.\",\"I was 16 and my only fault was that I had gotten engaged for the first time in my life to my first boyfriend with whom I had my first kiss.\",\"I clearly looked my age.\",\"I was afraid that everyone had this idea of ​​me, probably dictated by the fact that I was 16 and therefore not mature enough to think clearly.\",\"I was on vacation with some friends and we were 16 at the time.\",\"While I was walking I was talking on the phone with a friend of mine who I know because she went to high school with me and I saw a group of at least 4 boys approaching who were probably 15 or 16 years old (I was 17 at the time).\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"26_16_boys_was\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"26_16_boys_was\"],\"textfont\":{\"size\":12},\"x\":[8.323579,8.201324,8.343376,8.275936,8.1551485,8.4142685,8.261718,8.319235,8.34219,8.297256,8.224642,8.193668,8.279362],\"y\":[4.0838666,4.105641,4.0915046,4.0309625,4.116621,4.079414,4.090147,4.059647,4.0486917,4.0551105,4.0686874,4.1205506,4.079237],\"type\":\"scattergl\"}],                        {\"template\":{\"data\":{\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"bar\":[{\"error_x\":{\"color\":\"rgb(36,36,36)\"},\"error_y\":{\"color\":\"rgb(36,36,36)\"},\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"rgb(36,36,36)\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"rgb(36,36,36)\"},\"baxis\":{\"endlinecolor\":\"rgb(36,36,36)\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"rgb(36,36,36)\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"type\":\"choropleth\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"type\":\"contourcarpet\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"contour\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"heatmapgl\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"heatmap\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"histogram2dcontour\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"histogram2d\"}],\"histogram\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.6}},\"type\":\"histogram\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattermapbox\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatterpolargl\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatterpolar\"}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"rgb(237,237,237)\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"rgb(217,217,217)\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"colorscale\":{\"diverging\":[[0.0,\"rgb(103,0,31)\"],[0.1,\"rgb(178,24,43)\"],[0.2,\"rgb(214,96,77)\"],[0.3,\"rgb(244,165,130)\"],[0.4,\"rgb(253,219,199)\"],[0.5,\"rgb(247,247,247)\"],[0.6,\"rgb(209,229,240)\"],[0.7,\"rgb(146,197,222)\"],[0.8,\"rgb(67,147,195)\"],[0.9,\"rgb(33,102,172)\"],[1.0,\"rgb(5,48,97)\"]],\"sequential\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"sequentialminus\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]]},\"colorway\":[\"#1F77B4\",\"#FF7F0E\",\"#2CA02C\",\"#D62728\",\"#9467BD\",\"#8C564B\",\"#E377C2\",\"#7F7F7F\",\"#BCBD22\",\"#17BECF\"],\"font\":{\"color\":\"rgb(36,36,36)\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"white\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"white\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"},\"bgcolor\":\"white\",\"radialaxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"rgb(232,232,232)\",\"gridwidth\":2,\"linecolor\":\"rgb(36,36,36)\",\"showbackground\":true,\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"},\"yaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"rgb(232,232,232)\",\"gridwidth\":2,\"linecolor\":\"rgb(36,36,36)\",\"showbackground\":true,\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"},\"zaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"rgb(232,232,232)\",\"gridwidth\":2,\"linecolor\":\"rgb(36,36,36)\",\"showbackground\":true,\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"}},\"shapedefaults\":{\"fillcolor\":\"black\",\"line\":{\"width\":0},\"opacity\":0.3},\"ternary\":{\"aaxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"},\"baxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"},\"bgcolor\":\"white\",\"caxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"title\":{\"standoff\":15},\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"title\":{\"standoff\":15},\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"}}},\"shapes\":[{\"line\":{\"color\":\"#CFD8DC\",\"width\":2},\"type\":\"line\",\"x0\":10.914303922653199,\"x1\":10.914303922653199,\"y0\":0.7071892231702804,\"y1\":8.730961227416993},{\"line\":{\"color\":\"#9E9E9E\",\"width\":2},\"type\":\"line\",\"x0\":5.22130651473999,\"x1\":16.607301330566408,\"y0\":4.719075225293636,\"y1\":4.719075225293636}],\"annotations\":[{\"showarrow\":false,\"text\":\"D1\",\"x\":5.22130651473999,\"y\":4.719075225293636,\"yshift\":10},{\"showarrow\":false,\"text\":\"D2\",\"x\":10.914303922653199,\"xshift\":10,\"y\":8.730961227416993}],\"title\":{\"font\":{\"size\":22,\"color\":\"Black\"},\"text\":\"\\u003cb\\u003eDocuments and Topics\\u003c\\u002fb\\u003e\",\"x\":0.5,\"xanchor\":\"center\",\"yanchor\":\"top\"},\"width\":1200,\"height\":750,\"xaxis\":{\"visible\":false},\"yaxis\":{\"visible\":false}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('2dfe4186-f831-41cd-b905-50885c188239');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "topic_model.visualize_barchart(top_n_topics=100, n_words=15)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "1aPhNrsBfqKs",
        "outputId": "4556b0cb-3861-48dc-d715-434c28801c0b"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"47ae9e8f-8a03-4dfc-a27d-8164d7572ca4\" class=\"plotly-graph-div\" style=\"height:1750px; width:1000px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"47ae9e8f-8a03-4dfc-a27d-8164d7572ca4\")) {                    Plotly.newPlot(                        \"47ae9e8f-8a03-4dfc-a27d-8164d7572ca4\",                        [{\"marker\":{\"color\":\"#D55E00\"},\"orientation\":\"h\",\"x\":[0.01813063096761579,0.018620964730953884,0.02105348211053521,0.0228002455738079,0.023101706965403312,0.02641737039556792,0.026712200135876135,0.029075493564408535,0.041306540867807315,0.04798111407110194],\"y\":[\"colleague  \",\"my  \",\"the  \",\"they  \",\"that  \",\"to  \",\"and  \",\"me  \",\"her  \",\"she  \"],\"type\":\"bar\",\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"marker\":{\"color\":\"#0072B2\"},\"orientation\":\"h\",\"x\":[0.02221806014456283,0.02269800649877574,0.02291505680053931,0.024881678194800975,0.027466332289386934,0.028206517267328767,0.030848646789783114,0.0355320107632522,0.055112819271896124,0.0664925351591024],\"y\":[\"was  \",\"angry  \",\"sad  \",\"scared  \",\"it  \",\"because  \",\"very  \",\"and  \",\"felt  \",\"feel  \"],\"type\":\"bar\",\"xaxis\":\"x2\",\"yaxis\":\"y2\"},{\"marker\":{\"color\":\"#CC79A7\"},\"orientation\":\"h\",\"x\":[0.017689130282909107,0.018181066076641928,0.019034408316414165,0.02469859425457327,0.02777907173378361,0.030107427707433073,0.03200943168243751,0.038212743186147397,0.05044282354426839,0.06616445471790479],\"y\":[\"whore  \",\"started  \",\"with  \",\"his  \",\"that  \",\"to  \",\"and  \",\"me  \",\"him  \",\"he  \"],\"type\":\"bar\",\"xaxis\":\"x3\",\"yaxis\":\"y3\"},{\"marker\":{\"color\":\"#E69F00\"},\"orientation\":\"h\",\"x\":[0.026651305871929175,0.027260135613609338,0.029033801772889067,0.02966878971096917,0.03379943189150308,0.03678129602554987,0.040443703300540826,0.050045141170780724,0.05121200899323309,0.05520038617405059],\"y\":[\"to  \",\"in  \",\"driving  \",\"stop  \",\"traffic  \",\"on  \",\"road  \",\"car  \",\"the  \",\"bus  \"],\"type\":\"bar\",\"xaxis\":\"x4\",\"yaxis\":\"y4\"},{\"marker\":{\"color\":\"#56B4E9\"},\"orientation\":\"h\",\"x\":[0.0276070854279079,0.027968416056985503,0.03328613329359221,0.03471303878225532,0.034963078424192655,0.03565975598803588,0.039450836940717014,0.041268954630871116,0.04289703805422528,0.053159518854324427],\"y\":[\"was  \",\"the  \",\"of  \",\"we  \",\"out  \",\"my  \",\"were  \",\"bar  \",\"with  \",\"friends  \"],\"type\":\"bar\",\"xaxis\":\"x5\",\"yaxis\":\"y5\"},{\"marker\":{\"color\":\"#009E73\"},\"orientation\":\"h\",\"x\":[0.022224646641397436,0.023154401869183276,0.02573721415708908,0.02676147218082389,0.03404584124090115,0.03613134450121335,0.037530186077057326,0.040618582408341555,0.05086253612121749,0.05296493504432737],\"y\":[\"you  \",\"in  \",\"behind  \",\"at  \",\"and  \",\"window  \",\"me  \",\"the  \",\"car  \",\"driver  \"],\"type\":\"bar\",\"xaxis\":\"x6\",\"yaxis\":\"y6\"},{\"marker\":{\"color\":\"#F0E442\"},\"orientation\":\"h\",\"x\":[0.02775707634572307,0.027780866975599318,0.030648858985195506,0.03489722240278376,0.037787454761988686,0.03832855576496449,0.03985611362085635,0.04384863516009081,0.045122321903288215,0.04724206453018376],\"y\":[\"years  \",\"an  \",\"had  \",\"ex  \",\"my  \",\"boyfriend  \",\"argument  \",\"relationship  \",\"with  \",\"friend  \"],\"type\":\"bar\",\"xaxis\":\"x7\",\"yaxis\":\"y7\"},{\"marker\":{\"color\":\"#D55E00\"},\"orientation\":\"h\",\"x\":[0.08488627263641917,0.08488627263641917,0.08535671933845337,0.09028483538768776,0.09028483538768776,0.09951915472625233,0.09951915472625233,0.09951915472625233,0.1047439027889183,0.128861486895249],\"y\":[\"honest  \",\"thanks  \",\"say  \",\"package  \",\"facts  \",\"ha  \",\"surprjs  \",\"result  \",\"nothing  \",\"didn  \"],\"type\":\"bar\",\"xaxis\":\"x8\",\"yaxis\":\"y8\"},{\"marker\":{\"color\":\"#0072B2\"},\"orientation\":\"h\",\"x\":[0.02668841387755133,0.02769970295740137,0.02804042669785237,0.030932554161693257,0.03102812884344057,0.03281114646376124,0.03974117651113829,0.0410964480837338,0.050651948940462634,0.060088466724519576],\"y\":[\"company  \",\"that  \",\"for  \",\"policy  \",\"shop  \",\"refund  \",\"receipt  \",\"the  \",\"item  \",\"customer  \"],\"type\":\"bar\",\"xaxis\":\"x9\",\"yaxis\":\"y9\"},{\"marker\":{\"color\":\"#CC79A7\"},\"orientation\":\"h\",\"x\":[0.02885606804047858,0.029120405634800124,0.03364125516288351,0.03576757726573575,0.03683515499233573,0.03823497452210167,0.04144094885346004,0.044615094385145805,0.04874055464082253,0.054869846545257485],\"y\":[\"for  \",\"an  \",\"the  \",\"to  \",\"blood  \",\"nurse  \",\"visit  \",\"hospital  \",\"doctor  \",\"patient  \"],\"type\":\"bar\",\"xaxis\":\"x10\",\"yaxis\":\"y10\"},{\"marker\":{\"color\":\"#E69F00\"},\"orientation\":\"h\",\"x\":[0.03462026032022199,0.03495921890864627,0.04143623007421805,0.042217784368153925,0.044235765518447885,0.045282197425595576,0.04783795177710359,0.0722275509112912,0.08371641560993129,0.10471817433556498],\"y\":[\"order  \",\"are  \",\"at  \",\"checkout  \",\"in  \",\"the  \",\"customers  \",\"customer  \",\"supermarket  \",\"line  \"],\"type\":\"bar\",\"xaxis\":\"x11\",\"yaxis\":\"y11\"},{\"marker\":{\"color\":\"#56B4E9\"},\"orientation\":\"h\",\"x\":[0.023621605995329416,0.024438999657815274,0.026094362422903562,0.027279819906818,0.027335383505813132,0.028511759568273974,0.032755059176731306,0.03443876296165776,0.03704516116153735,0.10028735556699263],\"y\":[\"woman  \",\"if  \",\"make  \",\"people  \",\"it  \",\"women  \",\"would  \",\"as  \",\"insult  \",\"sexist  \"],\"type\":\"bar\",\"xaxis\":\"x12\",\"yaxis\":\"y12\"},{\"marker\":{\"color\":\"#009E73\"},\"orientation\":\"h\",\"x\":[0.05690220717711413,0.060048931224490495,0.06612405087878714,0.06644481547260651,0.07153411772004892,0.07524568944274934,0.07663060019765755,0.07926557240411022,0.09279766248507976,0.1496087887892706],\"y\":[\"industry  \",\"store  \",\"in  \",\"restaurant  \",\"hotel  \",\"am  \",\"clothing  \",\"job  \",\"waitress  \",\"working  \"],\"type\":\"bar\",\"xaxis\":\"x13\",\"yaxis\":\"y13\"},{\"marker\":{\"color\":\"#F0E442\"},\"orientation\":\"h\",\"x\":[0.046594606901791104,0.04789063296025777,0.05130262404231363,0.05855923279688411,0.058775093958522415,0.06539871888515428,0.07678952103638696,0.0865236013781047,0.09944041404011231,0.2330795393113725],\"y\":[\"20  \",\"happens  \",\"normal  \",\"years  \",\"this  \",\"experience  \",\"never  \",\"it  \",\"ago  \",\"happened  \"],\"type\":\"bar\",\"xaxis\":\"x14\",\"yaxis\":\"y14\"},{\"marker\":{\"color\":\"#D55E00\"},\"orientation\":\"h\",\"x\":[0.030360429839012118,0.030829606272265657,0.03229843608272857,0.0325969728686613,0.0344102060735851,0.04514716771424934,0.060907180738870983,0.07160798392831914,0.0827731034142681,0.12331842508906263],\"y\":[\"been  \",\"wouldnt  \",\"could  \",\"name  \",\"guy  \",\"attention  \",\"names  \",\"slag  \",\"called  \",\"slut  \"],\"type\":\"bar\",\"xaxis\":\"x15\",\"yaxis\":\"y15\"},{\"marker\":{\"color\":\"#0072B2\"},\"orientation\":\"h\",\"x\":[0.035878463832827695,0.03770133740784188,0.03776900036159543,0.03820685407784627,0.039410000040212126,0.042217784368153925,0.04615434165461785,0.050516088530172115,0.054858942078789115,0.09418436179716999],\"y\":[\"approaches  \",\"where  \",\"started  \",\"the  \",\"crossed  \",\"rush  \",\"suddenly  \",\"me  \",\"he  \",\"man  \"],\"type\":\"bar\",\"xaxis\":\"x16\",\"yaxis\":\"y16\"},{\"marker\":{\"color\":\"#CC79A7\"},\"orientation\":\"h\",\"x\":[0.034212810159061906,0.03535850470897537,0.03551541537209301,0.036200474118148654,0.03900002955309459,0.03988631744787541,0.040581682318691775,0.05303775706346305,0.05473635181104093,0.05781751705889073],\"y\":[\"understand  \",\"confront  \",\"way  \",\"wrong  \",\"we  \",\"say  \",\"but  \",\"apologized  \",\"apologise  \",\"sorry  \"],\"type\":\"bar\",\"xaxis\":\"x17\",\"yaxis\":\"y17\"},{\"marker\":{\"color\":\"#E69F00\"},\"orientation\":\"h\",\"x\":[0.0353713183922378,0.03548472076684627,0.03665646796330623,0.03665646796330623,0.03756095862491324,0.03756095862491324,0.039054629828009606,0.04330932277368325,0.05329903002194745,0.09025721142238573],\"y\":[\"to  \",\"we  \",\"classmates  \",\"university  \",\"desk  \",\"subject  \",\"about  \",\"thesis  \",\"am  \",\"talking  \"],\"type\":\"bar\",\"xaxis\":\"x18\",\"yaxis\":\"y18\"},{\"marker\":{\"color\":\"#56B4E9\"},\"orientation\":\"h\",\"x\":[0.051832893086589754,0.052403350644939534,0.05917377772329161,0.06153912220615713,0.06291341426846783,0.06439671777829824,0.07321234297444607,0.07378159546543649,0.0786050259674093,0.09543484262859823],\"y\":[\"merge  \",\"leave  \",\"so  \",\"enough  \",\"leaving  \",\"no  \",\"anymore  \",\"little  \",\"take  \",\"try  \"],\"type\":\"bar\",\"xaxis\":\"x19\",\"yaxis\":\"y19\"},{\"marker\":{\"color\":\"#009E73\"},\"orientation\":\"h\",\"x\":[0.045992291406876794,0.047547739688753976,0.048422028612400525,0.04843592617431739,0.05219594073800869,0.0569940088970078,0.057310281116769404,0.05968566044748222,0.08072654362386232,0.09198458281375359],\"y\":[\"parents  \",\"meeting  \",\"of  \",\"class  \",\"day  \",\"classroom  \",\"the  \",\"teachers  \",\"test  \",\"teacher  \"],\"type\":\"bar\",\"xaxis\":\"x20\",\"yaxis\":\"y20\"},{\"marker\":{\"color\":\"#F0E442\"},\"orientation\":\"h\",\"x\":[0.05441427733103793,0.05504907251409407,0.05787489447928703,0.05948533005097412,0.06684293220027815,0.07574045809988571,0.0765319405443348,0.0893781615291356,0.12516319110405738,0.133343170913153],\"y\":[\"headphones  \",\"im  \",\"central  \",\"business  \",\"on  \",\"busy  \",\"am  \",\"own  \",\"walking  \",\"street  \"],\"type\":\"bar\",\"xaxis\":\"x21\",\"yaxis\":\"y21\"},{\"marker\":{\"color\":\"#D55E00\"},\"orientation\":\"h\",\"x\":[0.03685105097399421,0.040899710502683304,0.04100763811915914,0.04206501831496782,0.04814429447832367,0.04824711120111134,0.05089858273525239,0.06947138088899514,0.08056083660670067,0.15780725198911472],\"y\":[\"this  \",\"argue  \",\"as  \",\"was  \",\"to  \",\"but  \",\"try  \",\"situation  \",\"not  \",\"calm  \"],\"type\":\"bar\",\"xaxis\":\"x22\",\"yaxis\":\"y22\"},{\"marker\":{\"color\":\"#0072B2\"},\"orientation\":\"h\",\"x\":[0.045220167018163254,0.048556896425680146,0.04957984097469617,0.05077013818875174,0.051685496526515703,0.05660471663177061,0.056809522295994924,0.0641839960962343,0.08022999512029287,0.09560882850077744],\"y\":[\"the  \",\"table  \",\"tells  \",\"him  \",\"take  \",\"he  \",\"asks  \",\"plate  \",\"tray  \",\"gentleman  \"],\"type\":\"bar\",\"xaxis\":\"x23\",\"yaxis\":\"y23\"},{\"marker\":{\"color\":\"#CC79A7\"},\"orientation\":\"h\",\"x\":[0.03820166656024495,0.03835414686257968,0.04129119379774725,0.04336829018891548,0.04547495751193666,0.051887836429705604,0.06058952522023123,0.07079360787911564,0.10536242185287452,0.1277669468965532],\"y\":[\"local  \",\"for  \",\"parked  \",\"take  \",\"looking  \",\"unload  \",\"pulled  \",\"car  \",\"space  \",\"parking  \"],\"type\":\"bar\",\"xaxis\":\"x24\",\"yaxis\":\"y24\"},{\"marker\":{\"color\":\"#E69F00\"},\"orientation\":\"h\",\"x\":[0.06219947170390771,0.06219947170390771,0.06329157748484189,0.06546493924307394,0.07384694664738856,0.07743787462528166,0.10550182890345759,0.1128560442346097,0.1128560442346097,0.14647209661864868],\"y\":[\"autumn  \",\"nighttime  \",\"is  \",\"ago  \",\"evening  \",\"was  \",\"night  \",\"dark  \",\"winter  \",\"it  \"],\"type\":\"bar\",\"xaxis\":\"x25\",\"yaxis\":\"y25\"},{\"marker\":{\"color\":\"#56B4E9\"},\"orientation\":\"h\",\"x\":[0.03257499066585396,0.033159553538034854,0.03348106198106517,0.03701679610233226,0.03756029762673414,0.0405598703592924,0.04159214179201572,0.048201769646101254,0.06340685312642699,0.06884752299165038],\"y\":[\"understanding  \",\"in  \",\"cut  \",\"mother  \",\"grandmother  \",\"brother  \",\"cry  \",\"starts  \",\"sister  \",\"my  \"],\"type\":\"bar\",\"xaxis\":\"x26\",\"yaxis\":\"y26\"},{\"marker\":{\"color\":\"#009E73\"},\"orientation\":\"h\",\"x\":[0.04714907006461378,0.05053668841395459,0.05555375045082999,0.056822989279193915,0.0586450599428959,0.06297623272883206,0.06428405422718765,0.06661322548411326,0.080408346550193,0.12204387109226983],\"y\":[\"clearly  \",\"probably  \",\"younger  \",\"first  \",\"time  \",\"age  \",\"group  \",\"was  \",\"boys  \",\"16  \"],\"type\":\"bar\",\"xaxis\":\"x27\",\"yaxis\":\"y27\"}],                        {\"template\":{\"data\":{\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"#C8D4E3\",\"linecolor\":\"#C8D4E3\",\"minorgridcolor\":\"#C8D4E3\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"#C8D4E3\",\"linecolor\":\"#C8D4E3\",\"minorgridcolor\":\"#C8D4E3\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"white\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"#C8D4E3\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"white\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\"},\"bgcolor\":\"white\",\"radialaxis\":{\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"gridwidth\":2,\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\"},\"yaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"gridwidth\":2,\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\"},\"zaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"gridwidth\":2,\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"},\"bgcolor\":\"white\",\"caxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#EBF0F8\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#EBF0F8\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.9061224489795918,1.0],\"showgrid\":true},\"xaxis2\":{\"anchor\":\"y2\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis2\":{\"anchor\":\"x2\",\"domain\":[0.9061224489795918,1.0],\"showgrid\":true},\"xaxis3\":{\"anchor\":\"y3\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis3\":{\"anchor\":\"x3\",\"domain\":[0.9061224489795918,1.0],\"showgrid\":true},\"xaxis4\":{\"anchor\":\"y4\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis4\":{\"anchor\":\"x4\",\"domain\":[0.9061224489795918,1.0],\"showgrid\":true},\"xaxis5\":{\"anchor\":\"y5\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis5\":{\"anchor\":\"x5\",\"domain\":[0.7551020408163266,0.8489795918367348],\"showgrid\":true},\"xaxis6\":{\"anchor\":\"y6\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis6\":{\"anchor\":\"x6\",\"domain\":[0.7551020408163266,0.8489795918367348],\"showgrid\":true},\"xaxis7\":{\"anchor\":\"y7\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis7\":{\"anchor\":\"x7\",\"domain\":[0.7551020408163266,0.8489795918367348],\"showgrid\":true},\"xaxis8\":{\"anchor\":\"y8\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis8\":{\"anchor\":\"x8\",\"domain\":[0.7551020408163266,0.8489795918367348],\"showgrid\":true},\"xaxis9\":{\"anchor\":\"y9\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis9\":{\"anchor\":\"x9\",\"domain\":[0.6040816326530613,0.6979591836734694],\"showgrid\":true},\"xaxis10\":{\"anchor\":\"y10\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis10\":{\"anchor\":\"x10\",\"domain\":[0.6040816326530613,0.6979591836734694],\"showgrid\":true},\"xaxis11\":{\"anchor\":\"y11\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis11\":{\"anchor\":\"x11\",\"domain\":[0.6040816326530613,0.6979591836734694],\"showgrid\":true},\"xaxis12\":{\"anchor\":\"y12\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis12\":{\"anchor\":\"x12\",\"domain\":[0.6040816326530613,0.6979591836734694],\"showgrid\":true},\"xaxis13\":{\"anchor\":\"y13\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis13\":{\"anchor\":\"x13\",\"domain\":[0.4530612244897959,0.5469387755102041],\"showgrid\":true},\"xaxis14\":{\"anchor\":\"y14\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis14\":{\"anchor\":\"x14\",\"domain\":[0.4530612244897959,0.5469387755102041],\"showgrid\":true},\"xaxis15\":{\"anchor\":\"y15\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis15\":{\"anchor\":\"x15\",\"domain\":[0.4530612244897959,0.5469387755102041],\"showgrid\":true},\"xaxis16\":{\"anchor\":\"y16\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis16\":{\"anchor\":\"x16\",\"domain\":[0.4530612244897959,0.5469387755102041],\"showgrid\":true},\"xaxis17\":{\"anchor\":\"y17\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis17\":{\"anchor\":\"x17\",\"domain\":[0.3020408163265306,0.3959183673469388],\"showgrid\":true},\"xaxis18\":{\"anchor\":\"y18\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis18\":{\"anchor\":\"x18\",\"domain\":[0.3020408163265306,0.3959183673469388],\"showgrid\":true},\"xaxis19\":{\"anchor\":\"y19\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis19\":{\"anchor\":\"x19\",\"domain\":[0.3020408163265306,0.3959183673469388],\"showgrid\":true},\"xaxis20\":{\"anchor\":\"y20\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis20\":{\"anchor\":\"x20\",\"domain\":[0.3020408163265306,0.3959183673469388],\"showgrid\":true},\"xaxis21\":{\"anchor\":\"y21\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis21\":{\"anchor\":\"x21\",\"domain\":[0.1510204081632653,0.24489795918367346],\"showgrid\":true},\"xaxis22\":{\"anchor\":\"y22\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis22\":{\"anchor\":\"x22\",\"domain\":[0.1510204081632653,0.24489795918367346],\"showgrid\":true},\"xaxis23\":{\"anchor\":\"y23\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis23\":{\"anchor\":\"x23\",\"domain\":[0.1510204081632653,0.24489795918367346],\"showgrid\":true},\"xaxis24\":{\"anchor\":\"y24\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis24\":{\"anchor\":\"x24\",\"domain\":[0.1510204081632653,0.24489795918367346],\"showgrid\":true},\"xaxis25\":{\"anchor\":\"y25\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis25\":{\"anchor\":\"x25\",\"domain\":[0.0,0.09387755102040816],\"showgrid\":true},\"xaxis26\":{\"anchor\":\"y26\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis26\":{\"anchor\":\"x26\",\"domain\":[0.0,0.09387755102040816],\"showgrid\":true},\"xaxis27\":{\"anchor\":\"y27\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis27\":{\"anchor\":\"x27\",\"domain\":[0.0,0.09387755102040816],\"showgrid\":true},\"xaxis28\":{\"anchor\":\"y28\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis28\":{\"anchor\":\"x28\",\"domain\":[0.0,0.09387755102040816],\"showgrid\":true},\"annotations\":[{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 0\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.0,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 1\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.0,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 2\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.0,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 3\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.0,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 4\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.8489795918367348,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 5\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.8489795918367348,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 6\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.8489795918367348,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 7\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.8489795918367348,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 8\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.6979591836734694,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 9\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.6979591836734694,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 10\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.6979591836734694,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 11\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.6979591836734694,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 12\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.5469387755102041,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 13\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.5469387755102041,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 14\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.5469387755102041,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 15\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.5469387755102041,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 16\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.3959183673469388,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 17\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.3959183673469388,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 18\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.3959183673469388,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 19\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.3959183673469388,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 20\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.24489795918367346,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 21\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.24489795918367346,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 22\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.24489795918367346,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 23\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.24489795918367346,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 24\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.09387755102040816,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 25\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.09387755102040816,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 26\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.09387755102040816,\"yanchor\":\"bottom\",\"yref\":\"paper\"}],\"title\":{\"font\":{\"size\":22,\"color\":\"Black\"},\"text\":\"Topic Word Scores\",\"x\":0.5,\"xanchor\":\"center\",\"yanchor\":\"top\"},\"hoverlabel\":{\"font\":{\"size\":16,\"family\":\"Rockwell\"},\"bgcolor\":\"white\"},\"showlegend\":false,\"width\":1000,\"height\":1750},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('47ae9e8f-8a03-4dfc-a27d-8164d7572ca4');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Reducing outliers"
      ],
      "metadata": {
        "id": "O9Y3W-gxhn2t"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "new_topics = topic_model.reduce_outliers(docs, topics)\n",
        "topic_model.update_topics(docs, topics=new_topics)\n",
        "topic_model.get_topic_info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "dEGS3nBZiEh-",
        "outputId": "c7ac536d-8a40-46a3-a07b-97588ba116d3"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "2024-12-05 21:25:43,965 - BERTopic - WARNING: Using a custom list of topic assignments may lead to errors if topic reduction techniques are used afterwards. Make sure that manually assigning topics is the last step in the pipeline.Note that topic embeddings will also be created through weightedc-TF-IDF embeddings instead of centroid embeddings.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Topic  Count                              Name  \\\n",
              "0      -1      3  -1_pose_kickboxing_chinese_scene   \n",
              "1       0    610                   0_she_her_to_me   \n",
              "2       1    349              1_feel_felt_very_and   \n",
              "3       2    501                   2_he_him_me_and   \n",
              "4       3    187                  3_the_car_bus_on   \n",
              "5       4    193              4_friends_my_we_with   \n",
              "6       5    120           5_car_the_driver_window   \n",
              "7       6    112     6_friend_with_relationship_my   \n",
              "8       7     57         7_didnt_but_expected_know   \n",
              "9       8     48          8_customer_item_shop_the   \n",
              "10      9     45         9_patient_visit_doctor_to   \n",
              "11     10     41   10_line_customer_supermarket_in   \n",
              "12     11     49       11_sexist_would_such_people   \n",
              "13     12     35     12_working_job_waitress_hotel   \n",
              "14     13     43     13_happened_ago_it_experience   \n",
              "15     14     35         14_called_slut_names_slag   \n",
              "16     15     41             15_man_me_where_going   \n",
              "17     16     37        16_dont_sorry_confront_say   \n",
              "18     17     48            17_talking_about_am_my   \n",
              "19     18     39        18_try_take_myself_anymore   \n",
              "20     19     30       19_teacher_test_parents_the   \n",
              "21     20     34        20_walking_street_busy_own   \n",
              "22     21     44         21_calm_situation_not_but   \n",
              "23     22     23      22_gentleman_tray_asks_tells   \n",
              "24     23     24       23_parking_space_pulled_car   \n",
              "25     24     21             24_it_was_dark_winter   \n",
              "26     25     45           25_my_sister_brother_is   \n",
              "27     26     27             26_boys_time_group_16   \n",
              "\n",
              "                                       Representation  \\\n",
              "0   [pose, kickboxing, chinese, scene, training, ,...   \n",
              "1   [she, her, to, me, and, that, the, my, they, was]   \n",
              "2   [feel, felt, very, and, because, it, was, angr...   \n",
              "3   [he, him, me, and, to, that, his, was, the, be...   \n",
              "4   [the, car, bus, on, road, in, traffic, driving...   \n",
              "5   [friends, my, we, with, were, of, out, the, in...   \n",
              "6   [car, the, driver, window, me, and, at, of, be...   \n",
              "7   [friend, with, relationship, my, argument, boy...   \n",
              "8   [didnt, but, expected, know, nothing, it, say,...   \n",
              "9   [customer, item, shop, the, company, receipt, ...   \n",
              "10  [patient, visit, doctor, to, blood, hospital, ...   \n",
              "11  [line, customer, supermarket, in, the, custome...   \n",
              "12  [sexist, would, such, people, women, as, are, ...   \n",
              "13  [working, job, waitress, hotel, am, restaurant...   \n",
              "14  [happened, ago, it, experience, never, years, ...   \n",
              "15  [called, slut, names, slag, name, bitch, us, c...   \n",
              "16  [man, me, where, going, walking, he, to, sudde...   \n",
              "17  [dont, sorry, confront, say, understand, to, w...   \n",
              "18  [talking, about, am, my, to, desk, university,...   \n",
              "19  [try, take, myself, anymore, no, leave, to, so...   \n",
              "20  [teacher, test, parents, the, meeting, of, day...   \n",
              "21  [walking, street, busy, own, am, on, day, alon...   \n",
              "22  [calm, situation, not, but, to, stay, this, ar...   \n",
              "23  [gentleman, tray, asks, tells, plate, he, the,...   \n",
              "24  [parking, space, pulled, car, parked, looking,...   \n",
              "25  [it, was, dark, winter, evening, excuse, night...   \n",
              "26  [my, sister, brother, is, mother, in, cry, mac...   \n",
              "27  [boys, time, group, 16, was, 14, age, clearly,...   \n",
              "\n",
              "                                  Representative_Docs  \n",
              "0   [I was very upset and this was not normally th...  \n",
              "1   [When she did finally address me, she just sai...  \n",
              "2   [and I feel very bad about it., I felt attacke...  \n",
              "3   [He started to say he had something to tell me...  \n",
              "4   [The bus then pulled up to the bus stop., I wa...  \n",
              "5   [It was on a day out with my friends., I was o...  \n",
              "6   [We were in the middle of crossing the road an...  \n",
              "7   [I'm talking to my ex-boyfriend who I'm still ...  \n",
              "8   [Facts: I do the package, Obviously I did as h...  \n",
              "9   [I was working in my shop and a customer came ...  \n",
              "10  [and I were called to the hospital because the...  \n",
              "11  [I'm in line at the pharmacy, waiting for my t...  \n",
              "12  [I would personally ignore such people who fee...  \n",
              "13  [I m working in a Turkish restaurant as a wait...  \n",
              "14  [It happened to me in a club a few years ago.,...  \n",
              "15  [If I were to be addressed as a slut it is pos...  \n",
              "16  [A man was walking behind me., Suddenly a man ...  \n",
              "17  [I confront my friend and we decide to confron...  \n",
              "18  [I was talking to a friend of mine at universi...  \n",
              "19  [So I move forward a little and, little by lit...  \n",
              "20  [During high school, I was in my second year s...  \n",
              "21  [I am walking down a street on my own, just go...  \n",
              "22  [I'm insulted with the invitation to stay calm...  \n",
              "23  [I take the empty plate away from him, go to t...  \n",
              "24  [I leave the car in front of the first parking...  \n",
              "25  [I don't know why he did it, it was also autum...  \n",
              "26  [At this point my mother and I respond and the...  \n",
              "27  [I was 16 and my only fault was that I had got...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-ce45f4b9-4c31-49e1-a4c6-904a3635de90\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Topic</th>\n",
              "      <th>Count</th>\n",
              "      <th>Name</th>\n",
              "      <th>Representation</th>\n",
              "      <th>Representative_Docs</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-1</td>\n",
              "      <td>3</td>\n",
              "      <td>-1_pose_kickboxing_chinese_scene</td>\n",
              "      <td>[pose, kickboxing, chinese, scene, training, ,...</td>\n",
              "      <td>[I was very upset and this was not normally th...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>610</td>\n",
              "      <td>0_she_her_to_me</td>\n",
              "      <td>[she, her, to, me, and, that, the, my, they, was]</td>\n",
              "      <td>[When she did finally address me, she just sai...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>349</td>\n",
              "      <td>1_feel_felt_very_and</td>\n",
              "      <td>[feel, felt, very, and, because, it, was, angr...</td>\n",
              "      <td>[and I feel very bad about it., I felt attacke...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2</td>\n",
              "      <td>501</td>\n",
              "      <td>2_he_him_me_and</td>\n",
              "      <td>[he, him, me, and, to, that, his, was, the, be...</td>\n",
              "      <td>[He started to say he had something to tell me...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3</td>\n",
              "      <td>187</td>\n",
              "      <td>3_the_car_bus_on</td>\n",
              "      <td>[the, car, bus, on, road, in, traffic, driving...</td>\n",
              "      <td>[The bus then pulled up to the bus stop., I wa...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>4</td>\n",
              "      <td>193</td>\n",
              "      <td>4_friends_my_we_with</td>\n",
              "      <td>[friends, my, we, with, were, of, out, the, in...</td>\n",
              "      <td>[It was on a day out with my friends., I was o...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>5</td>\n",
              "      <td>120</td>\n",
              "      <td>5_car_the_driver_window</td>\n",
              "      <td>[car, the, driver, window, me, and, at, of, be...</td>\n",
              "      <td>[We were in the middle of crossing the road an...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>6</td>\n",
              "      <td>112</td>\n",
              "      <td>6_friend_with_relationship_my</td>\n",
              "      <td>[friend, with, relationship, my, argument, boy...</td>\n",
              "      <td>[I'm talking to my ex-boyfriend who I'm still ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>7</td>\n",
              "      <td>57</td>\n",
              "      <td>7_didnt_but_expected_know</td>\n",
              "      <td>[didnt, but, expected, know, nothing, it, say,...</td>\n",
              "      <td>[Facts: I do the package, Obviously I did as h...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>8</td>\n",
              "      <td>48</td>\n",
              "      <td>8_customer_item_shop_the</td>\n",
              "      <td>[customer, item, shop, the, company, receipt, ...</td>\n",
              "      <td>[I was working in my shop and a customer came ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>9</td>\n",
              "      <td>45</td>\n",
              "      <td>9_patient_visit_doctor_to</td>\n",
              "      <td>[patient, visit, doctor, to, blood, hospital, ...</td>\n",
              "      <td>[and I were called to the hospital because the...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>10</td>\n",
              "      <td>41</td>\n",
              "      <td>10_line_customer_supermarket_in</td>\n",
              "      <td>[line, customer, supermarket, in, the, custome...</td>\n",
              "      <td>[I'm in line at the pharmacy, waiting for my t...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>11</td>\n",
              "      <td>49</td>\n",
              "      <td>11_sexist_would_such_people</td>\n",
              "      <td>[sexist, would, such, people, women, as, are, ...</td>\n",
              "      <td>[I would personally ignore such people who fee...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>12</td>\n",
              "      <td>35</td>\n",
              "      <td>12_working_job_waitress_hotel</td>\n",
              "      <td>[working, job, waitress, hotel, am, restaurant...</td>\n",
              "      <td>[I m working in a Turkish restaurant as a wait...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>13</td>\n",
              "      <td>43</td>\n",
              "      <td>13_happened_ago_it_experience</td>\n",
              "      <td>[happened, ago, it, experience, never, years, ...</td>\n",
              "      <td>[It happened to me in a club a few years ago.,...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>14</td>\n",
              "      <td>35</td>\n",
              "      <td>14_called_slut_names_slag</td>\n",
              "      <td>[called, slut, names, slag, name, bitch, us, c...</td>\n",
              "      <td>[If I were to be addressed as a slut it is pos...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>15</td>\n",
              "      <td>41</td>\n",
              "      <td>15_man_me_where_going</td>\n",
              "      <td>[man, me, where, going, walking, he, to, sudde...</td>\n",
              "      <td>[A man was walking behind me., Suddenly a man ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>16</td>\n",
              "      <td>37</td>\n",
              "      <td>16_dont_sorry_confront_say</td>\n",
              "      <td>[dont, sorry, confront, say, understand, to, w...</td>\n",
              "      <td>[I confront my friend and we decide to confron...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>17</td>\n",
              "      <td>48</td>\n",
              "      <td>17_talking_about_am_my</td>\n",
              "      <td>[talking, about, am, my, to, desk, university,...</td>\n",
              "      <td>[I was talking to a friend of mine at universi...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>18</td>\n",
              "      <td>39</td>\n",
              "      <td>18_try_take_myself_anymore</td>\n",
              "      <td>[try, take, myself, anymore, no, leave, to, so...</td>\n",
              "      <td>[So I move forward a little and, little by lit...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>19</td>\n",
              "      <td>30</td>\n",
              "      <td>19_teacher_test_parents_the</td>\n",
              "      <td>[teacher, test, parents, the, meeting, of, day...</td>\n",
              "      <td>[During high school, I was in my second year s...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>20</td>\n",
              "      <td>34</td>\n",
              "      <td>20_walking_street_busy_own</td>\n",
              "      <td>[walking, street, busy, own, am, on, day, alon...</td>\n",
              "      <td>[I am walking down a street on my own, just go...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>21</td>\n",
              "      <td>44</td>\n",
              "      <td>21_calm_situation_not_but</td>\n",
              "      <td>[calm, situation, not, but, to, stay, this, ar...</td>\n",
              "      <td>[I'm insulted with the invitation to stay calm...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>22</td>\n",
              "      <td>23</td>\n",
              "      <td>22_gentleman_tray_asks_tells</td>\n",
              "      <td>[gentleman, tray, asks, tells, plate, he, the,...</td>\n",
              "      <td>[I take the empty plate away from him, go to t...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>23</td>\n",
              "      <td>24</td>\n",
              "      <td>23_parking_space_pulled_car</td>\n",
              "      <td>[parking, space, pulled, car, parked, looking,...</td>\n",
              "      <td>[I leave the car in front of the first parking...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>24</td>\n",
              "      <td>21</td>\n",
              "      <td>24_it_was_dark_winter</td>\n",
              "      <td>[it, was, dark, winter, evening, excuse, night...</td>\n",
              "      <td>[I don't know why he did it, it was also autum...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>25</td>\n",
              "      <td>45</td>\n",
              "      <td>25_my_sister_brother_is</td>\n",
              "      <td>[my, sister, brother, is, mother, in, cry, mac...</td>\n",
              "      <td>[At this point my mother and I respond and the...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>26</td>\n",
              "      <td>27</td>\n",
              "      <td>26_boys_time_group_16</td>\n",
              "      <td>[boys, time, group, 16, was, 14, age, clearly,...</td>\n",
              "      <td>[I was 16 and my only fault was that I had got...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ce45f4b9-4c31-49e1-a4c6-904a3635de90')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-ce45f4b9-4c31-49e1-a4c6-904a3635de90 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-ce45f4b9-4c31-49e1-a4c6-904a3635de90');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-5c3475e2-088d-47f0-8b00-6b8bcb31ef3f\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5c3475e2-088d-47f0-8b00-6b8bcb31ef3f')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-5c3475e2-088d-47f0-8b00-6b8bcb31ef3f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"topic_model\",\n  \"rows\": 28,\n  \"fields\": [\n    {\n      \"column\": \"Topic\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8,\n        \"min\": -1,\n        \"max\": 26,\n        \"num_unique_values\": 28,\n        \"samples\": [\n          8,\n          24,\n          7\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 147,\n        \"min\": 3,\n        \"max\": 610,\n        \"num_unique_values\": 24,\n        \"samples\": [\n          57,\n          39,\n          3\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 28,\n        \"samples\": [\n          \"8_customer_item_shop_the\",\n          \"24_it_was_dark_winter\",\n          \"7_didnt_but_expected_know\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Representation\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Representative_Docs\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "topic_model.visualize_documents(docs)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 787
        },
        "id": "w_LF3OgWjfhR",
        "outputId": "645dc496-567f-460c-c6f9-4bdfa8408876"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"b12b9ecd-5b29-403c-a9b4-c9fe8ebc3faa\" class=\"plotly-graph-div\" style=\"height:750px; width:1200px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"b12b9ecd-5b29-403c-a9b4-c9fe8ebc3faa\")) {                    Plotly.newPlot(                        \"b12b9ecd-5b29-403c-a9b4-c9fe8ebc3faa\",                        [{\"hoverinfo\":\"text\",\"hovertext\":[\"Scene:\",\"pose.\",\"Chinese kickboxing training.\",null],\"marker\":{\"color\":\"#CFD8DC\",\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"other\",\"showlegend\":false,\"x\":[13.520891,13.4639635,7.449558,11.478138],\"y\":[3.9656556,3.951078,0.9295495,2.948761],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I gave it a couple of minutes at still had no response, so I advised the visitor that I would go and check the room to see if the person they needed were up their and didn't see their message.\",\"Since they were living a long distance relationship he was supposed to come for the Easter holidays to be with her but shortly before his arrival he started having strange behaviors which was a symptom that there was something wrong between them and in fact it was later discovered that he had another\",\"I'm at work, when suddenly a customer comes to me screaming and complaining about things that are absolutely not related to me or my job.\",\"I wasn t blocking any ones drive but a lady was not happy in the slightest that I had parked near her house.\",\"I feel dirty, really dirty: I haven't done anything and yet they're insulting me as if I'd wronged them.\",\"Initially, my reaction was to respond to the offense with another insult, only to realize later that I would only make things worse.\",\"So I hold back from starting an argument and continue, thinking however that it's not right to be insulted for nothing.\",\"The lady, with a scornful and disgusted expression, tells me to mind my own business, that she has no time to waste and that she has better things to do than us.\",\"After the insults stop, I think back to what was said to me.\",\"I'm frustrated because I have to take time from my studies for the family while no one asks her to do it.\",\"I can normally let her behaviour go over my head\",\"but I can't justify this insult.\",\"It was a work colleague who I didn t agree with one of her ideas and challenged this in a professional manner.\",\"One of them, moving, bumps into me and starts insulting me with sexist insults.\",\"But being mature, I only felt sorry for these people, who insult women to feel macho but then aren't even capable of starting a meaningful conversation.\",\"They refused to give it back, called me a snotty b***h and threatened me.\",\"I was addressed by my manager as incompetent at my work.\",\"The surprise, however, came when my father arrived on the spot and with great surprise revealed to me that the woman was my mother's cousin.\",\"But they started calling the numbers after mine, skipping me.\",\"so she doesn't come in again, but she comes in anyway.\",\"One of them answers me very rudely telling me that those seats can stay empty, so the organizers (the influential people) will look bad.\",\"I feel extremely offended, sad, alone and angry and I'm so disappointed that for such a stupid thing she isolated me.\",\"This time I had to deal with a guest who did not have the decency to say hello, gave orders in a rude way and was disrespectful to me.\",\"As the conversation progresses, I try to regulate my tone of voice, asking her to lower it in turn.\",\"I was at work and an appointment had been booked in to my diary to call a colleague and complete a mortgage application with them.\",\"That one of the worst things you can say to a young girl who is riddled with insecurities.\",\"I'm quite annoyed by her typical victim mentality and self-centeredness that makes it difficult for her to understand the difficulties of others, because everyone has to focus all their energy and attention on her.\",\"A voicemail popped up on my phone, I rang it and listened to it, where they addressed me straight away as stupid, fat and they hated me.\",\"I leave the office furious and, when I return, I get another barrage of insults completely gratuitous.\",\"From far away I hear her muttering and calling me a bitch.\",\"She remains cold, listens to my question but does not apologize for her rude attitude.\",\"she asks me.\",\"She doesn't speak to me all day.\",\"She was talking to a colleague about another colleague and I could hear every word.\",\"While I try to make her see reason, accept her anger and ask her for clarifications, she attacks me very aggressively with the sole intent of hurting me and no intention of truly resolving the issue.\",\"I use gestures to let them know that I have the right of way.\",\"I continued to walk telling the situation on the phone to my friend who told me to ignore them and to go away as quickly as possible.\",\"i had to tell her that i still had to go with her incase anything happened but she scoffed and made me feel uncomfortable when being there.\",\"In the following days, anxiety and depression attacks (not for her, but I feel bad when I get angry, I prefer to hold back)\",\"It made me feel upset that she chose to speak to me in that way.\",\"I would certainly get very angry, just as surely I would take action especially if it were insults addressed in the presence of witnesses (e.g. a complaint).\",\"She then started screwing up a newspaper and throwing it at me.\",\"It was a weekday night (not a weekend) and around 4 in the morning from my bedroom window I could hear chants and shouts coming from outside, probably drunk kids who continued like that for an hour, to the point that I who had to wake up the next morning to go to work went out onto the balcony and prayed not to make any more noise because they were waking everyone up.\",\"and she tells me forget it, i'll do it you've done enough.\",\"but I didn't take this as an insult, at that moment I was so angry that hearing that sentence hurt me even more and I immediately responded with a similar word too.\",\"This made her extremely upset and at this point she decided to kick off in the store including swearing at me.\",\"This summer I had an experience where from a situation of reason I found myself being insulted.\",\"Inside I have a sense of anger and I would like to hang up the phone, but my professionalism stops me.\",\"We're chatting about this and that when a colleague of ours from physical education comes in with whom I had a little disagreement this morning (I simply asked him not to address me and say what the fuck you're saying but to stay calm and moderate his words).\",\"I'm talking to a friend of mine who calls me a bitch because I'm pointing out some of her behaviors that I think are wrong.\",\"I lent my flat mate some expensive shoes even though she is known to be extremely reckless.\",\"I do not use personal insults during conflict.\",\"They are shouting at me, instead of addressing me politely and with an appropriate tone of voice.\",\"She sneers at me and tuts.\",\"I don't remember the last time I was insulted with terms like that, but I will always remember this episode.\",\"Before the hemorrhage he would have thought that insult anyway, but he wouldn't have said it.\",\"She interrupted me several times telling me that I had to be quiet and at that point I hung up.\",\"She did this in front of my boss to try to make me look small and put me down but just succeeded in making herself look like the petty and difficult one.\",\"There was a couple of men who were very drunk and being rude to staff and customers.\",\"I speak gently with the freelancer, apologising and making small talk in an attempt to make her feel comfortable.\",\"Because my argument was compelling she lost her temper and refered to me as a bitch\",\"When they saw us walking by they started yelling at us, \\\"lesbian shit,\\\" \\\"whores,\\\" \\\"you're wasted.\\\"\",\"A nightmare neighbour of mine used to repeatedly throw insults my way, it is just the kind of person she was.\",\"the job was straight forward, all she had to do was to input data on a form but she made it complicated by emailing people what she had done which is not needed.\",\"I replied that I didn t have a problem with being questioned but I did have a problem with the tone and aggression that he used to complete the questioning.\",\"When I asked for them back she told me she lost them\",\"I asked them not to raise their voice at me for which they apologised.\",\"I'm in a place in Dublin waiting to pick up some pizzas to take away and some guys start talking about me insulting me as if I didn't hear them, among the many things they say there are many bitches.\",\"Simply for a patient's right just because there were so many people for the same reason she turned to me like that, they who should work with passion towards others who are suffering.\",\"I am a class representative and I have to name the names of those who bullied one of my classmates to the class council.\",\"I'm talking to my Nephew and his girlfriend and hearing all about their new house and their plans for decorating etc.\",\"I immediately begin to respond angrily too, especially in response to very strong and, in my opinion, disproportionate words that she uses.\",\"I don't think so, they're not doing anything physical.\",\"He stepped back and said 'I can't decide if you have an attitude or not'.\",\"I tell her that she can also provide us with a bank transfer, after we have sent her the receipt with the amount spent.\",\"I don't care, I'll eat it in front of her even if it hurts her.\",\"They had been calling me derogatory names for my weight i.e. hotdog, fatty etc.\",\"She verbally abuses me as I stand there looking stunned as I d not done anything of the kind and never would!\",\"My sister is in the conversation too as we are chatting about what needs doing and who can do it.\",\"I have raised my voice against military supply for Ukraine because by weapons they will escalate the war that will be resulting in more death, suffering and it is not a good idea to play with the fire as Russia can use nuclear bomb.\",\"I do my best to help her, but she has no empathy towards me.\",\"then, it depends on who addressed them to me.\",\"It was a colleague, recently, who didn't like a working status that was being dicussed then put it in a disucsion board rudley not naming names but clearly not happy.\",\"She was swearing, using the F word, saying how fed up she was that people were parking near her house etc.\",\"I imagine that the insult comes from a man who feels abused, belittled by a woman who has at least as much power, intelligence and courage as he does.\",\"I don't mind his insult actually.\",\"I had just started telling her story when she immediately interrupted me to tell me something of her own (unsolicited and completely irrelevant to the moment).\",\"We hadn't seen each other for a long time, so from the moment we left and for the next two hours of travel, she was the one who spoke the whole time: about her life, her problems.\",\"She tells me that she was still near the hotel and that she would come to resolve the situation in person.\",\"I call my colleague, who is a little older than me, the area manager (but not my superior) and the husband of the boss's daughter.\",\"i try to explain to her the reasoning i made and she dismisses me by telling me that i don't know what i'm talking about and that now it's my fault she has to do it all over again.\",\"She uses unrepeatable epithets\",\"There's a misunderstanding and a colleague of mine responds to me in a rude way.\",\"I speak with the rude colleague about her behaviour.\",\"so I went to find my manager just to double check on what she had advised me that morning (I work part time so need a debrief when I arrive)\",\"I am trying to reassure the person and keep the calm but they continue to raise their voice and swear.\",\"I know I should start work tomorrow morning at 8am, but instead the boss gives me a quick tour of the place, gives me my uniform and takes me to my room, giving me 10 minutes to wash up and get ready\",\"I then had no other option but to call a manager to handle the situation.\",\"My 3 year old comes over to us, leaving her books on the floor.\",\"In response, she stood up and began shouting violently at me and my mother in the middle of the performance\",\"So, I took my mother to her, having already warned her about the type, and the teacher, when talking about me, described me as a dead cat just because during recess I went upstairs to talk to my other friends.\",\"Eleonora, who is in the kitchen, says to me: did she come in again?\",\"t mean it in a rude way\",\"An elderly lady, as she is about to exit, starts questioning my rudeness and that of the boy in the same condition as me, invoking the lack of respect for the elderly, since in her opinion we were an obstacle to getting off (false).\",\"Then he says that the shoes I'm wearing now were definitely bought with money\",\"This was followed by if this fucking ginger bitch looks at me one more time I'm going to fucking punch her .\",\"etc quite loudly.\",\"and I think, is this girl really complaining and judging me negatively because I asked her to renew an expired membership?\",\"It seems that the phrase 'don't let her in' is too difficult to understand!'.\",\"I turned away and they began to walk away.\",\"While I am organising getting dog on the lead, making sure daughter is safe and trying to find a poo bag, the lady immediately starts yelling that she hopes I am going to pick that up (the dog poo).\",\"I forgot to call the bank and for this reason we both have to go to the branch now.\",\"Not only are they wrong, they don't recognize it.\",\"I am at the theatre with my mother watching a performance and I am sitting next to a very loud woman who is speaking at a loud volume to her partner.\",\"This insult doesn't particularly affect me because I have a clear conscience and I have no reason to feel attacked, as I know how things went but she doesn't want to believe me\",\"But she was also my friend and she's a girl like me, we were little and she certainly didn't understand the gravity of her words yet.\",\"My colleague embarrassed said nothing but clearly hearing the comment after she gave a knowing look.\",\"So I call her on the phone to tell her that she had forgotten to pay part of the bill.\",\"Trying to help her, I suggested she call the press officer and see if it can still be changed, since the one I presented to her is a proof (given to me by a third party, since another person took care of it), I try to help her and cheer her up, she blurts out and tells me to leave her alone with her own business, idiot.\",\"He has done this to hurt me.\",\"She starts off really apologetic saying oh gosh I'm sorry and proceeds to ask if I could hear what she is saying.\",\"I immediately got out and so did the lady, looking me up and down in a haughty manner, emphasizing that my father's car was already all dented and that it was definitely not her who had done the damage.\",\"I ask them calmly to not shout so that i can hear them more clearly.\",\"Being a girl and a young one at that, I have been treated rudely several times but in particular a lady called me dozens of times claiming that I didn't understand anything because I had asked her for the recipe for the preparation in a certain way (as per the pharmacopoeia) while she didn't want to listen in any way to what I had to say.\",\"A neighbor of mine found herself committing obscene acts in a public place in the garage under my house: after telling her to find a more suitable place she left.\",\"I tell her that she can't always play the victim, that right now I'm not able to help her and she tells me you're just a selfish bitch.\",\"She starts going on about me being a poor role model and that she feels sorry for my daughter, and no body ever cleans up after their dogs and that I am a disgrace.\",\"Following this she asked me if I was agency staff or if i worked for the gardens during the day and the rolled her eyes when i said i was from an agency.\",\"I am blinded by anger and I make an effort even though she is 190 cm and weighs 100 kg\",\"I am accused of being messy and disrespectful.\",\"Then they started to get even more agitated and consequently I did too, they started the usual insults you're a whore etc.\",\"She looks at us as if to say who wants what to do.\",\"When I went to this office, the lady in charge humiliated me, telling me that with my health problems it was useless to make an effort and try to graduate (which I later did) and that I should find a husband who would support me so I could be a housewife for life, because I wouldn't be able to hold a job in the future anyway.\",\"I say we can speak another time once they have had chance to process the information and calm down.\",\"The shop assitant kept me waiting for ages whilst she carried on a conversation with her colleague, fully aware I was waiting.\",\"The greatest disappointment is given by the fact that I expressed thoughts in a polite way, trying not to hurt her, while she simply reacted by insulting me, something I don't think I deserve.\",\"I am arguing with a colleague about some communication problems with her, or rather, I am complaining about the lack of communication and consideration towards me.\",\"The manager then came to ask her what she was doing, Manager and the colleague were frustrated.\",\"In front of everyone, my vice-representative tells me: don't be such a bitch though!\",\"Her words hit me like a dagger and make me feel even worse.\",\"As they approach me I feel nervous as they are laughing and joking.\",\"The last time someone called me a generic insult was a few months ago during a fight with my then-boyfriend.\",\"I'm wearing a jacket dress almost to the knee, without a neckline, and pointed shoes with a 4-centimeter heel.\",\"One of my colleagues then stood up and asked if I was going and I said no, nobody asked me or approached me about it which was the truth.\",\"I m at my father and step mothers house , she is angry as I m 16\",\"I raise my voice to explain the problem because they seem not to understand.\",\"In any case, after a while the discussion reaches a point where it's clear that there's no possibility of meeting, and she says to me: of course you're a real pain in the ass, you must always be right!\",\"so I looked at her and started smiling and saying hello.\",\"She asks me how she can help me.\",\"When I remonstrated with her attitude she called me a stupid bitch, a clean freak and tried and succedeto hit me.\",\"However she soon turned around and said I wasn t asking for your opinion She completely shut me down without letting me explain the research I had already done prior to this.\",\"She's telling me that I shouldn't go on a semester abroad because I wouldn't be able to survive there and recover.\",\"I answer her that I'm not available and she explodes with anger, telling me that I am\",\"She was making me furious because she asked me a question to do something for her and didn't even wait for my response before sarcastically saying thank you.\",\"I was in the living room with my younger sister, we were arguing because there was a misunderstanding between us regarding her schoolwork, for which she had asked me for help.\",\"One of them has a suitcase that is too heavy and I ask the girl and her family to remove something so that the suitcase fits within the limits.\",\"We were involved in a quarrel but prior to this point there had been no personal insults.\",\"They continue to do so.\",\"I feel disoriented, I don't understand what she's saying to me and why.\",\"I imagine she had the preparation done somewhere else.\",\"After a few minutes the stair lift operator reached us and addressed us with condescension and arrogance, it seemed as if our need at that moment had disturbed him.\",\"the next morning she comes to tell me that i made a mistake and that everything i wrote is wrong.\",\"She complains rudely that she will need to go to the cashpoint to get money out to pay the fitter.\",\"I was speaking with my colleague and she was rude and disrespectful.\",\"She says some people could be in here for months and it's not good enough that you don't have combs for afro hair .\",\"I send a WhatsApp message to a girl in gymnastics class to remind her that her membership card has expired and needs to be renewed.\",\"In the previous weeks I had heard several colleagues talk about it but not once was I asked by anyone if I wanted to go\",\"I know perfectly well that she feels the same as me right now, naked.\",\"This does not bother me as it is said in an affectionate manner and there is no malice or bad intent behind the phrase.\",\"She accused me of being biased and for not being fair.\",\"We stopped dancing and asked them in an annoyed way to stop that unsolicited behavior.\",\"However I start to cry, on the one hand I don't understand why any person (paid to do their job, moreover) thinks they have the right to talk like this to someone else and on the other\",\"Just full on laying into me for no reason at all.\",\"She also rudely points out to me that the data I have already entered is incomplete or incorrect and that I have to pay more attention to how I fill out the documents.\",\"This goes on for around 5 minutes or so, loudly saying these words and mumbling lots.\",\"I'm fed up because every time we go drinking together she gets messy and I end up scooping her up off the floor.\",\"I'm talking to my sister and I'm complaining about the fact that I always do everything at home to help our mother, while she does little because she always has to study, but I should study too.\",\"Even accused me of using my mum which was completely untrue and since he hadn't seen her in years I knew to be untrue.\",\"The reason for this is that I accidentally dropped a cup and it broke on the floor.\",\"She, instead of reiterating the time and making us start again from the beginning, answers me rudely, telling me that the mistake was mine, when the situation was more than obvious.\",\"I was at work, I had my doubts about transferring one of my tasks to another person because it was something I knew he wouldn't be able to do or would continue to cause damage or ask for every single thing, so I explained my reasons to the boss who, instead of telling me his reasons and addressing the issue normally, started yelling and insulting me.\",\"I felt slightly annoyed and the insult was unjust but I was not overly upset by it as I have worked in acute mental health for 20 years and have been regularly insulted !\",\"I work at the airport at security, a lady asks me if it was possible not to let her daughter go through the metal detector because she is wearing a microinfusor.\",\"blah blah\",\"Whilst there may be some language barriers and cultural differences, as this student is not from the UK, the student is belittling me for not knowing the answers to all of her questions and not being any use at all .\",\"A colleague verbally assaults me.\",\"As this was out of character i didn't address it any further beyond the verbal prompt that it not how we speak to people.\",\"So she turns to me calling me Bitch, because apparently I stood right in front of her without doing it on purpose, as I was talking to my friend Valentina.\",\"My sister asks me if I can do something for her, but it's something I can't do.\",\"I started to get fed up that other colleagues were getting promotions around me, yet I was running a department but they wouldn t give me the title needed with that responsibility, or the pay to reflect it.\",\"He corrected her but commented that neither of the staff members were slight.\",\"I have been doing this job for 8 years and it has happened to me several times that people with this object went through, no one has ever given me problems under the metal detector, at which point I ask the lady to show me the medical certificate attesting that for her health she cannot go through, but I don't read anything of this, so I invite the girl to go through and carry out the checks normally.\",\"I think she's not even trying to think where she put what I lent her because she pretends not to remember taking it.\",\"She continues, then I start to insult her too, with insults maybe worse, because my intent is to hurt her like she did to me.\",\"He refers to this staff member to his partner who is confused, she thought he was referring to another staff member who wasn t present.\",\"She believes that everything I do should be done with her.\",\"I tried to tell her we could order them from another store but this wasn t good enough.\",\"I think that I can't stand her and that she always has to play the victim.\",\"I quickly checked my bag and realised I had put my purse down and realised they must have taken it, but was not completely sure.\",\"I was talking with my mum and arguing with her about something, we started shouting at each other and it was getting more and more heated.\",\"I was at my graduation presentation and I was in the middle of the speech when some members of the committee started talking among themselves, without even whispering too much.\",\"My son still wasn t fully in control of his scooter as it s one of those that are gravity turning.\",\"Shortly after they were again rude and raised their voice which led to me becoming concerned and at this point i pulled them aside to address the underlying issue.\",\"I pick her up and take her out of the room.\",\"I tried to explain that was not possible as we are always full but they would not let me speak, just kept talking and shouting over me and were always very aggressive and trying to get in my face.\",\"I tell her not to do that because it's not true and I feel angry and also heartbroken because I know that what she said about me is not true.\",\"I asked the chef who was a very big chap to help them leave the premises.\",\"I'm talking to my college colleague and roommate, she's complaining about the poster for the exhibition we're organizing.\",\"I learned as I grew up to manage my emotions and not fall into their patterns and to handle the insults I received with maturity.\",\"I am talking to a colleague of mine who attacks me because he thinks I have not done my job correctly when in reality it is this person who does not know how it should be done and demands that it should be done as he wants.\",\"If instead it were a fight on the street, I would make sure I had witnesses and then proceed to collect the clues useful for identifying the person, to proceed with a complaint for insults and related request for damages.\",\"I would be very surprised because they are usually insults that are not directed at people who are no longer very young.\",\"I did not want to ask for help, but i was desperate, and she made me feel so small.\",\"I her that the way she behaved was not how we do things here, and that she came across as aggressive.\",\"She then becomes unbearable because she's a psychologist and when she starts using her knowledge to prove herself right it drives me crazy.\",\"She is calling me stupid because she thinks we will be worse off if we had any other healthcare system.\",\"I felt like a naive idiot for not having understood what was being yelled at me all through school.\",\"As far as I know she contacted the lady, and removed from working for the company.\",\"During a discussion with some students, one turned their back on me and refused to answer questions, she was swearing at me.\",\"A customer has been in the hotel for a week, but I always see her angry or annoyed.\",\"Some of them try to ignore me.\",\"The worst thing about all this was that the insult came from a dear friend of mine.\",\"She is entitled to her opinion as I am to mine\",\"As they start to swear i ask them kindly to not do this.\",\"and it would be easier if she would just be nice and not say these mean things.\",\"The receptionist asked me to come further up to where she was standing but I would have been facing a wall.\",\"I was very upset and this was not normally the sort of thing I would do but I asked them if they had picked it up, they got very angry said look in my bag opened it and I could see my purse there.\",\"I m talking to my friend and they have called me an idiot I feel hurt and upset that they could have his opinion about me this makes me wonder why they think I am an idio\",\"while i was doing this the lady moved and came at me.\",\"There were 2 training sessions taking place and he asked to be booked on the same train as another colleague I'd just booked them for.\",\"I feel irritated and angry but I stay quiet until my mother goes upstairs where I have locked myself in the room, and she starts screaming at me.\",\"I started telling her that her son has to work hard.\",\"Don't you think that's a form of abuse?\",\"she doesn't really have much to work with and eventually storms off.\",\"On the edge of the door there were other girls who thought I was being silly and was saying hello to them and then laughing because I was saying hello to them, so they started insulting me and looking at me badly.\",\"Before leaving, she asks me to do her\",\"I who before that had decided to ignore her, I answer her by telling her that it is a huge lack of respect\",\"i followed them and asked what they were doing but the woman was day staff and just screamed at me that she was day staff and knew where she was going.\",\"She then started screaming at me and speaking in slang, where she was insulting me.\",\"Particularly annoyed by her lack of understanding, especially because I have serious personal problems, I tell her that I don't sit on the couch waiting for her stupid messages and she yells at me that I'm an insensitive bitch.\",\"They continued to follow me but seeing that I didn't pay attention to them they started to call me a bitch.\",\"i was talking to my roommate about some chores that need to be done around the house since she hasn't done them for a week.\",\"To which I then insulted her back (not an ideal situation to be honest!)\",\"I didn't even think about it since they were teenagers, even though the insult hurt me a lot.\",\"The waiters who initially pretended not to see me did not even wait for me to leave to seat those who were there after me and they shrugged their shoulders at me also pretending not to speak English.\",\"I was in the butcher's shop when a woman next to me is talking to my husband on the phone, I understand because she specifies names and work, then as I leave I approach her and ask, who are you?\",\"When I explain to her what job I do (public administration) she makes a disgusted face, as if my job was easy and I was a slacker.\",\"when that happened, i got furious and answered her in kind, both of us continuing like that, then the argument moved a bit away from what we were saying at the beginning.\",\"She spoke to me brutally, it broke my heart.\",\"And so they started yelling it at me continuously.\",\"Irritated by my movement, they started to swear at me.\",\"I also speed up my pace to get away from the offending place and I look around to make sure that no one is following me and that the two guys have really gone away.\",\"They addressed me initially by shouting out oi, and then just started shouting at me.\",\"this realy annoyed me as they were being prats and knew it and didnt expect me to ban them\",\"I tried to intervene as no one was protecting them or taking their defense.\",\"We have always been friendly but have never indicated that we are attracted to each other, and I know I am not attracted to him.\",\"I work hard to be inclusive to students and it was quite shocking that was he looking at me with such anger while saying those things in front of the whole group.\",\"A woman in her 50s and her partner got into the same carriage as me.\",\"I look around to see if anyone else has heard because whilst this doesnt bother me and my colleague it may be shocking for someone else to over hear.\",\"I was having a heated argument with someone, and after raising my voice, I ended up using verbal insults.\",\"I do not tell her that I have been given their details by a care worker who works for them.\",\"The event was organized by a German trade fair organization, but in Italy.\",\"and I think she thought she was in with a chance with him\",\"She was supposed to leave today, she checked out.\",\"Not knowing how to accept and handle rejection, it is extremely shameful to insult the other party in order to feel superior.\",\"I am angry and I'm telling her I can't risk the danger again\",\"They asked me to check I was happy, I noticed they had scraped the wall in the bedroom.\",\"I started crying and asked why they weren't waiting for me and one of them called me a pain in the ass.\",\"He says I had no right to undertake the repair as it is not my business and it makes the gate harder to open.\",\"My colleague, who has been here for a short time and is still learning, made her pay the room bill yesterday, forgetting to charge her for extras (such as drinks, snacks, bike rental, etc.).\",\"I exclude that I would react with equally insults so as not to be put on the wrong side.\",\"We all feared her\",\"At the end of the conversation she calls me a bitch because I didn't tell her the truth when I explained the situation to her several times and what she thinks didn't happen.\",\"but I think our stock order for combs has not yet arrived, but I reassure her that I will check.\",\"The last time was yesterday evening, when she asked me to tell her how my boyfriend's birthday party went (a party I had organized as a surprise).\",\"I am talking to my friend and she calls me stupid because I do not like our healthcare system in the U.K.\",\"She takes card payment but is rude throughout.\",\"The insult is the icing on the cake in a frustrating context.\",\"A random stranger stood up for me and said don t talk to her like that and the drunk guy ended up hitting the guy that stood up for me with the beer bottle that was in his hand.\",\"While them exact words weren't used, I am in a situation where similar words are close to being used.\",\"the work we do is important and I understand that mistakes can be crucial towards our results.\",\"and I tell her that she is crazy\",\"One night I saw a woman and her children disappear into the bushes.\",\"However, the offense would certainly remain inside me and in my mind I would continue to think for a while about my reaction, what other reactions I could have had and there would remain a desire to be able to hurt at least as much as I felt hurt\",\"I leave the room and I hear my boss saying to the secretary...\",\"Another thing I am thinking is that I would not want something like this to happen to other friends of mine but there is nothing I can do to stop this man from doing the same thing to other girls.\",\"I explained to her the situation and asked her to remind me of what she said and instead of answering my question she talked over me aggressively, like I am a child and answered with a rude response which was uncalled for.\",\"My dad has no opinion or back bone so just allowed her to speak to me in a curt and rude way.\",\"She obviously continues saying that I ruined her fun blah\",\"I didn't say anything in response, but probably pulled a face that showed displeasure.\",\"If, on the other hand, the person who addressed an insult of this type to me was someone I loved or knew, then I would not let it go unnoticed but would certainly get upset and make people understand the seriousness of the insult.\",\"I had my little newborn baby with me when myself and my husband visited my mother and father in law, she was always very critical of me, whether it be how I looked or spoke, but since having my son she had been ok and quite nice.\",\"I agreed with what she told me what to do.\",\"She had argued with the previous patient and when I went she was yelling at me and answering me badly as if she had done something, at a certain point I told her that if she had argued it was not my problem and that please she should answer politely because I had not done anything.\",\"They huffed loudly as they tried to avoid them and then again in my direction as i pulled my son back.\",\"We accepted, thanking her.\",\"and she apologises But the damage is already been done and this is exactly what I was bothered by initially that she gets drunk as she throws a tantrum like a child after being very very rude to me.\",\"unluckily she was bigger than me\",\"this does not work, they just get more frustrated.\",\"I then ask them again and say i will terminate the call as I should not have to be sworn at, this is not part of my job.\",\"The mother then tells her to go through the metal detector because otherwise they would have missed the flight, and she leaves yelling in my ear Fuck you, bitch!\",\"I explain my situation and she responds by yelling: didn't you see what day it is today?\",\"Now my friend is quite loud and in your face, very marmite!\",\"I was told that I needed to do more when in my mind I was already doing too much for my pay.\",\"They insult me ​​and say that I have to be patient because they are small.\",\"I rang my Manager up to report her.\",\"She wants me to react to her rudeness but i am not going to.\",\"As I walk away, I see her making faces and this makes me even more nervous.\",\"She phoned me and accused me of stealing her area, this was not true.\",\"She always speaks rudely to me and my colleagues.\",\"I tried to use logic and science to refute their nonsense arguments about vaccines but they wouldn't listen and chose not to try and understand.\",\"I learnt to ignore her in the end and carry on about my business, this seemed to make her more angry.\",\"She was very snippy with me and raised her voice telling me that she was not aggressive.\",\"I start to think that maybe these insults are deserved, I start to ask myself what I did to deserve them etc.\",\"The woman leading the Rhyme Time sessions snatches the books, thrusts them under my nose and says 'are you taking these home?\",\"I got a phone call from a lady who was starting as a representative.\",\"Today, after a few days I met her again at the supermarket with her mother: she looked at me badly the whole time.\",\"She never apologized for having insulted me.\",\"She lose that and start insulting me saying that I'm stupid and that nobody wants to be my friend that's why I'm friends with her that if I wasn't such a bitch other people might want to get along with me.\",\"It feels like someone is trying to insult me in front of others and making me get angry.\",\"I explained it was my area, I told her to I found out she was stealing my books that customers were leaving outside.\",\"Her tone is snippy, abrupt and rude.\",\"My boss intervenes, saying, in front of everyone, that I'm an idiot.\",\"I reacted by telling her that is not appropriate language to use when talking to people.\",\"My friend said she thought she would go and spend time in this man's house and I said something along the lines of 'Aww, we'll miss you, come to the pub with us.\",\"This man started to insult me and telling me it wasn't my business, why I was getting involved and calling me racial slur and a slag.\",\"Recently at work I'd booked some travel for a colleague to come from London to Manchester for 2 days of Senior Staff Training.\",\"Usually I never respond to these insults like this, because it doesn't make much sense in my opinion, people are ignorant, always regardless of whether you can respond to them or not.\",\"She then proceeded to talk to my husband who told her to talk to\",\"and I am 150 cm and weigh 60 kg.\",\"how rude .\",\"My colleague then asked why I didn't know & exploded into a rage about unknown people and security within the premises.\",\"The guy in question decides to insult me ​​too, because in my profile photo I'm in a bikini too (even though it's barely clear).\",\"A girl thinks I'm keeping the solutions to a test from her.\",\"But I'm scared of her verbal fury and I lock myself inside.\",\"** because I keep on defending my staff, because it's practically not down to us.\",\"I then carried on talking to the wife who appoligised for how her husband spoke and she looked really embarrassed.\",\"but I knew that if I didn't take my mother to talk to her, she would be very upset.\",\"I had asked my daughter to tidy her room when she said no I told her she was loosing her phone so she called me an idiot it made me feel angry and sad that she'd talk to me like that\",\"My dad just stands there and says nothing .I get my things and walk 2 miles home to my mum and step dads house where I live .\",\"she's really an idiot.\",\"Depending on the context, I might also consider the person who made the comment so insignificant that he does not deserve any attention or response and I could simply decide to turn on my heels and walk away.\",\"I'm clearing the table and I'm about to shake the tablecloth out into the garden, inside there are crumbs and also the twigs where the cherry tomatoes are attached, I decide to throw those into the garden too because they are just green twigs, my clean-obsessed mother sees it and gets really angry because she considers it a disrespectful gesture, for me it's just throwing a twig in the grass\",\"In response, the lady starts screaming and verbally abusing me.\",\"Since then we've cut ties and I'm glad we did, she's never really apologized to me for what she said and I've never looked for her\",\"I can tell they are not happy with the information I am given them, even if its is out of my control.\",\"The others have come out of their rooms and ask me what is happening.\",\"honestly i think my next instinct was to tell her go fuck yourself, you are an idiot explaining why.\",\"I think of my roommate who never lets me finish talking and often interrupts my conversations, even though she may have been the one asking me about something.\",\"I calmly explain the situation, but the woman started insulting me until I felt forced to ask her to move away.\",\"At that point they get annoyed and start calling me frigid.\",\"We kept argueing until i walked away and i could her mutter the word bitch under her breath as i walked away.\",\"I think about how rude and insensitive my husband was to say these things.\",\"I'm afraid that one of them will come closer or start addressing me directly, h\",\"We were only in middle school and the reason for her insult was because the boy she was interested in liked me.\",\"and so I limit myself to calling the police, with a great sense of bitterness.\",\"and she calls me a whore.\",\"The wall was freshly painted so I was unhappy, and I am refusing to sign the form they wanted me to sign to say they had assembled it fine.\",\"I think about how I had imagined this holiday all together and now instead everyone is in their own room.\",\"Another of my colleagues asked who had put the folders on the table and my boss said 'her' aggressively and rudely and pointed over to me.\",\"One of them approaches me and shouted: you are foolish I look at him strangely and ask him to speak in a polite way but he doesn t respond.\",\"This person is also my colleague at work.\",\"With dead cat she meant that I liked talking to the boys and therefore alluded to the fact that I was some sort of bad guy, putting me in a bad light in front of my mother.\",\"My daughter called me an idiot when I asked her to do something she didn't want to.\",\"I am at work and witness a colleague being rude to a freelancer.\",\"I politely and calmly tell her that she has to wait in line like everyone else.\",\"Her tone of voice offends me.\",\"She says I am mistaken, and that she told me I must pay cash.\",\"As they continue to shout and swear, i terminate the call.\",\"the odest brother decided to be difficult and refued to leave and call me a stupid bitch.\",\"I feel by them calling me insecure and useless they did not consider how insulting and hurtful that is.\",\"In the end they acknowledge the damage but refuse to fill out the friendly report.\",\"I then took her to the principal.\",\"while i'm working on it i see that she has also logged in to the shared file, but she doesn't change anything, she just sits there looking at what i write for about twenty minutes and then leaves.\",\"We're at dinner, a discussion arises from a difference of viewpoint: as often happens, my positions are different from hers, and as soon as I try to explain them to her she gets angry.\",\"I met a student for the first time and was warned he will swear at me and call me names.\",\"She doesn't listen to me and keeps saying that I'm unbearable and to let her do what she has to do.\",\"She started swearing at me, in foul language.\",\"I'm arguing with a friend of mine because I've noticed that she's been avoiding me for a while now and so I decide to clarify the situation but we quickly lose control and she tells me that I'm a selfish bitch and that I was also jealous of the fact that she had a boyfriend.\",\"I think she wants attention and conflict.\",\"Manager then asked me to check what she was doing, then I told her she did it wrong, Colleague then was angry with me and called me Evil Bitch and accused me of not showing her what to do properly, she then got up and walked off and I had to do her job.\",\"i try to tell her\",\"She told me not to confront her, she would deal with it.\",\"It's one of those insults that are said lightly but that weigh a lot on the person to whom they are addressed.\",\"I'm in high school, I'm in my first year, some new kids have joined our class, the relationship with them has been conflictual from the beginning, I don't trust them and they provoke me, during recess one of them, with an arrogant manner, approaches me and says that today they say big braid?\",\"I started hearing for fuck's sake , what the fuck is wrong with her so I looked around briefly to see what was going on.\",\"She went on to tell me that my daughter had cut a bit of her daughters hair and wasn't to happy about it.\",\"I tell her this isn't my problem.\",\"I was shopping in my local shop and the assistant was on her ear piece the whole time she was putting through my purchases.\",\"During the argument she exclaimed you are a real bitch\",\"He grunted and i asked if everything was ok.\",\"She starts getting very sloppy and starts falling over things and we have to start walking holding her arms a group of strange men walk up to us and ask us if we want to party with cocaine me and my other friend who are mostly sober both say no\",\"I couldn't stand it anymore and yelled at her to stop, with swearing following.\",\"She is on her phone, and either doesn't notice or doesn't care that she is effectively blocking the car park.\",\"I have ignored all insults since and not let them hurt me.\",\"She tutted and rolled her eyes upwards.\",\"I was talking to my mother who was very and excessively angry with me.\",\"She necks a glass of wine whilst telling me angrily that I m not welcome at their house in till I have a job.\",\"One of them started insulting me, saying that I was a bitch, selfish and that he didn't want to have anything to do with me anymore.\",\"When I leave school, the classmate from before and one of his classmates grope my ass again this time together, and turning around pissed off they look at me and say With those bitchy pants what did you expect.\",\"It features a work that she won't be exhibiting at the show anymore, and she's sulking.\",\"I almost told her that I was not happy with the way she had dealt with me but didn't as I shop in this establishment every week and thought twice about confronting her.\",\"I then stepped backward to let her pass, and as I did another woman started shouting at me.\",\"She screamed and said you are unqualified idiot.\",\"There was a complete lack of common sense and education, I hadn't insulted anyone and yet I received gratuitous insults, in addition to the disturbance of my sleep for the whole night.\",\"My boss called me back because, in a quiet moment when there was nothing to do (I'm a waitress)\",\"but she wanted to do her own things thinking she knew best.\",\"and it means haggard.\",\"and she shuts up.\",\"and I notice a few men looking at me with a very dirty appearance insinuating they couldn't imagine how I would make them feel if I was sucking their cock .\",\"I ask her the reason for these insults.\",\"My sister yelled at me for something I did and I snapped at her.\",\"once completing the walk she walked off and didn't even speak to me or say thank you.\",\"I had a colleague who was working with me, she was always reluctant to do any task.\",\"When the situation seems a little too intrusive I turn around and politely ask them to stop, they yes with an arrogant manner say they didn't say n\",\"My male supervisor addressed me as 'her' in front of my other colleagues.\",\"and I'm dressed in sportswear, specifically tight leggings that show off my butt.\",\"The lady, seeing me, started laughing pretending to console me and this made me even more furious, to then reach the peak when I heard her say to her daughter this is stupid.\",\"but I heard them continue to comment.\",\"I was annoyed and also felt a bit stupid as originally I thought she was talking to me.\",\"It weighed on me a lot and I continued to think about it afterwards.\",\"I remember the time when a lady came to the school where I used to work.\",\"Mom let it go pretending to listen to her\",\"I tell her that I feel my friend and her partner are not receiving the care they should through their service.\",\"I print her a copy of the bill, showing her what she had left to pay.\",\"I was on shift at work and a gentleman started arguing with a colleague of mine, since he was a bit far away I approached to understand the situation because as a manager on duty the gentleman kept saying that the girl (i.e. my colleague) had made a mistake in making him pay with the card because it was a debit card and not a credit card (he had paid with the ATM).\",\"However, these were insults brought on by anger and stress.\",\"I felt really bad about myself because she always knocks my confidence and there was no need for her to call me a bitch.\",\"My first reaction would be anger and frustration, I would probably respond with an insult and then with a comment aimed at highlighting my value and the fact that his insult emphasizes his smallness even more.\",\"I think after a while she does notice but carries on anyway.\",\"I don't think I've ever witnessed such rude and careless behavior in a similar situation.\",\"Even though I had never done anything and had always been reserved, she freely insulted me behind my back, calling me a whore.\",\"This lady clearly has an issue and it is not my fault so I walk away shaking my head.\",\"I politely tap her arm and ask her to keep it down as I cannot hear the play.\",\"she wrote part of the report and now i'm correcting and reviewing it.\",\"I didn t notice a difference, but I must have moved one of them slightly.\",\"My flatmate was furious about being challenged to pull her weight and screamed at me.\",\"If the situation got worse to the point of receiving an insult, I think the emotions would be different.\",\"so I'm telling her I need time away from her, and I am removing her from my social medias to avoid further conflict, in which she is sending me extremely angry messages now saying awful things to me.\",\"She was also very slow and complicating a simple task.\",\"However, she intervenes so much that she calls me a whore.\",\"She doesn't let go and I am the one who takes it out of her mouth tearing my skin.\",\"Every insult just makes me pissed off and want to catch any other idiot I meet in my path.\",\"She starts to accuse me of not being available, that she can never contact me, that I never answer her messages.\",\"We actually saw them attacking someone else and then by the time the police had got there they had gone but other witnesses and heard them saying how thye had stolen someones\",\"she seems like she does not want to help me.\",\"They started insulting me heavily, I lived with my girlfriend and when she also went out we got insults for sexual orientation, called despicable names, they said I'll beat you up, come down and I'll show you.\",\"And don't call me an idiot, everyone is entitlte to their own opnion.\",\"I feel very uncomfortable because the colleague does not seem to be cooperative and in fact tells me that she has never had any problems of the kind at work and goes to call her superior, with whom she is friendly, who appears in front of me defending the colleague without knowing anything about what happened and calls me incompetent.\",\"I asked if they could wait their turn, when they started to shout abuse at me.\",\"Out of nowhere someone behind me in the queue has told me to be quiet because she has a headache and I am making too much noise.\",\"potentially someone at work could call me an idiot if I made a mistake, this could happen if they were under a lot of pressure, stressed or simply didn't favour me as much as the other colleagues.\",\"Now, I've lost my temper and when I (eventually) manage to park, because she's got to her car, I march over to her to ask her who she thinks she is blocking the car park with her selfishness and arrogance.\",\"she is not approachable.\",\"They shouted at me and threatened me because I was a women they were highly insulting in language and tone.\",\"They are laughing altogether now, carrying on that they want nothing to do with me, I was never their friend, they hate me\",\"I was very taken a back as I was as polite as possible to her, considering she barged into my friends.\",\"One of them has just left, and the other one is speaking to me rudely and insisting I sign the form and that the marks on the wall were not made by them.\",\"I remind her that I explicitly asked her, in front of my wife, and she said card was fine.\",\"but the lady started screaming, addressing me calling me an idiot, as if i were her on purpose\",\"The episode concerns a phone call with an administrative secretary of a cooperative for which I have done some training days.\",\"I feel like whatever I say will be useless, I feel like the anger she's venting on me is too big to be just a reaction to my driving.\",\"The insult takes me by surprise and I feel invaded by a sense of shame and discomfort.\",\"I'm talking to my employer, I find out that, in addition to the back pay, she wanted me to do an extra job (support a new colleague) and I realize that there would be no new colleague and this is what happens.\",\"I say that yes, I am and that it isn't her business as I am feeling harassed already!\",\"The granddaughter raises her voice and says excuse me .\",\"The whole conversation i will remain calm and professional and never raise my voice.\",\"I let things like that wash off me like a duck's back.\",\"When I heard that there was an Austrian song in the queue on Spotify but that no one was paying attention, in fact people were starting to leave, I decided to change it.\",\"I couldn't find them there\",\"She told me everything but we didn't understand the reason for this exaggeration.\",\"I tell her I would never do that to anyone and usher my friends away from her and out of the toilets.\",\"Once I filled out the acceptance papers I had to wait for them to call me to do the actual test.\",\"Or can they be put away'.\",\"She was very angry, came out of her house with her dog and started yelling at me!\",\"but she keeps calling me stupid.\",\"I again explain the information and try to get them to understand.\",\"For example, if I were at work and someone dared to address me with an epithet like that (a colleague?)\",\"I was startled and felt challenged and I explained that I wasn't paying attention to her words, more the noise.\",\"The colleague also has mental problems but he had never been violent.\",\"I have my young children with me so feel bad that they had to witness that and listen to the rude language but I explained to them that I would have let him go ahead if he had asked nicelyc\",\"She also had the chance to speak\",\"I don't know what to say, I'm taken aback, I even laugh out of embarrassment, but in reality I would like to tell her that she is very rude and that, as a healthcare professional, she should behave ethically without humiliating patients.\",\"She starts yelling at me on the phone (in German) that we are thieves and that she had already paid for everything.\",\"After having repeatedly pointed out these difficulties to my colleagues, they still don't believe me, thinking that I am exaggerating the situation\",\"I told her she was a cow and she said I was bitch and that she was only joking and not to take things too seriously.\",\"so she fought me and said it was none of my business and i shouldn't tell her what to do even though we share everything and i always do my part\",\"When she did finally address me, she just said 'No' without even going to look so I asked her if she could find out if it was available at another store then sent to my local store and she told me she had no idea and walked off\",\"She turns to me with real insults, totally disproportionate to the magnitude of the situation, accusing me of having engineered this whole situation just to hurt her.\",\"In particular, the woman was very aggressive, she started to insult me ​​because I had a muzzle, covid no longer exists, etc.\",\"She tells me about a problem of hers, but right now I don't have the strength to handle it.\",\"I said to them, that yes I am selfish but not an idiot, I am thinking about my own child only, if trips are important then parents have enough prior knowledge to save up and pay for them.\",\"All she manages to say is OK Boomer .\",\"I feel defeated and humiliated, I understand the stressful situation but not the reason for the insults.\",\"Her boyfriend cheated on her with me and now she's insulting me.\",\"I get angry, and she and her husband get loud, insisting that it wasn't them, that the damage was already there.\",\"I find her in the bathroom and I start crying, but she tells me to go away because she's feeling bad too.\",\"My colleagues laugh and shake their heads, telling me that it makes no sense and that they will not do it.\",\"That same girl said 'what are you staring at, bitch?'\",\"another male commented i was tall enough without flats and didnt need to wear heels just to impress others as if thats why i wear them.\",\"She calls me an idiot because I'm not tidy and I can't blame her because I can't find my clothes, I call her a bitch because when I lend her things she doesn't respect other people's property and loses them.\",\"I am shocked by her attitude, also because today is the right day, but even if it were nothing, it authorizes her to address me in this way.\",\"She often insulted me with these type of words and then would say that she was only teasing but I don't think there was any need for it\",\"I reiterated that I had only purchased the item the day before but she proceeded to be extremely rude to me.\",\"I feel helpless, I talk to my colleagues about it and they also think like me and I don't understand how one can give in to the blackmail of a madman.\",\"I began to give my thoughts on baby led weening rather than purées and perhaps she should wait till her baby was 6 months.\",\".However, this day was another where she insulted me, my son had been crying so was changed and fed, he was still quite grumpy and agitated, my mother in law\",\"As I grew up, I developed a sort of apathy towards these insults.\",\"I pretended nothing had happened until she started insulting me, without directing the offense at me.\",\"They used the term f***ing idiot .\",\"I felt bad, there was absolutely no reason to insult me ​​with that word, I hadn't done anything.\",\"I did as I was told and the 20 year old washing machine does not start.\",\"The boy in response turned to his friend and sneered and said: you pay the dog a compliment and she gets wet.\",\"No insult was said but was very much intended toward me.\",\"I was teaching a class and a student i ususally get on well with raised their voice in a manner they wouldn't ususally use with me.\",\"As soon as they saw the graph that wasn't finished yet, a draft, one of them said to me 'well, it definitely needs to be revised, it sucks'.\",\"When I ask for information, the lady responds in a very rude way, telling me that I have to be able to do this procedure alone and that she can't keep up with me because she has a lot of other things to do.\",\"When she squeezed past, I opened the car window to remonstrate with her, but instead I got a whole barrage of swear words which m\",\"As soon as the check-up is finished, the doctor looks at me and in a particularly paternalistic manner tells me that I am too fat and that it would be right not to stimulate my appetite.\",\"I was expecting to receive a negative review from her as she didnt like that i had stopped her doing what she wanted to.\",\"After years of seemingly appreciated work, I have been subjected to professional and private attacks for reasons far beyond the limits of an employee.\",\"My colleague addressed me, emphasizing the late hours she usually clocks in, making me feel both sorry for her and very angry because our positions are not even remotely comparable, starting from the salaries and the role covered.\",\"and when it was my turn, the one who is assisting me was rude.\",\"I told them they were upsetting my daughter as she started crying when they started shouting at me that I'm a disgusting murderer and i said I wouldn't get engaging in conversation with them any longer and walked off at which point they called me something along the lines of a fucking arsehole.\",\"I was talking calmly to a customer at a restaurant and then they were being racist to me about my skin colour and background, i felt so humiliated and attacked\",\"Luckily the insult didn't happen live, in the sense that I usually do live on social media and it happened that the stranger on duty offended me because I didn't accept explicit requests that he made of me.\",\"She comes in angry and starts yelling at me, telling me I don't know how to do my job, that I should leave, that I don't know how to work.\",\"Well President Zelensky is still very popular in the west and i ve received a very ugly comment calling me stupid idiot bitch, named me as i was a russian spy and this person was totally against peace but war and destruction\",\"Yesterday, at work, I had an unpleasant exchange with a person I had never met in person, who deliberately insulted me via email.\",\"I don't even remember exactly what the reason for the argument was, but I remember very well the feeling of humiliation and offense that I felt.\",\"She replies that she hasn't used an entry and it seems absurd to her to have to lose it, she says that after all the membership expired only one day ago and concludes with the words: how strict you are, my goodness!!!!\",\"She was eventually removed from the store by security.\",\"She accused me of playing the victim because she should have done the same things I had to do but I felt like I was being made fun of because she had her father with the car and two years of stuff to move, while I was alone, and I had to move six years of stuff by bus\",\"I then was met with what the fuck are you looking at ginger bitch I was quite scared as this woman and the man she was with seemed quite out of it, but also quite confused as a brunette, with the comment coming from a ginger woman.\",\"At which point the lady jumped a little and then they continued on.\",\"She was very loud and was saying things like, Why are you being so rude, move out of the way.\",\"For the rest of the night my colleague is rude towards me and refuses to apologise for what he has done.\",\"They didn't understand and thought I was a doctor and accused me in front of my children of murdering people by giving them a COVID vaccine and being part of a conspiracy where all I care about is pharmaceutical companies getting money and that I should be ashamed of myself.\",\"Someone commented on a photo of a girl I know, claiming that she's looking for attention just because she's in a bikini.\",\"but I think I am reaching my limit with her and its made me quite angry.\",\"One of them stared at me as they walked by.\",\"My husband asked her to come down to speak to us.\",\"One day she was assigned a task, I did my best to explain to her what to do\",\"Part of my job is to make sure people stay on the route and do not wonder off into a different part of the gardens as it is pitch black.\",\"The last person to insult me ​​during an argument was my brother.\",\"The student does not swear at me, but uses a very condescending and nasty tone and tells me that I am bad at my job.\",\"She asks me if we have any combs, she does not ask politely it must be added.\",\"I'm talking to my brother while we cook lunch together, our way of joking is to insult each other (in an affectionate way obviously), I realize that I have salted the food too much and I am called an idiot while we laugh, I feel amused and not insulted at all, I know he doesn't mean it maliciously.\",\"Keeping everyone's heads together means making compromises that not everyone welcomes.\",\"I am arguing with a colleague about a problem related to a deadline.\",\"I turned to my boss to help me try and resolve this situation but she herself didn't want to have to deal with the rude colleague.\",\"I am walking to my work colleague whilst working and another member of staff came over and shouted at me and asked me to stop talking and said he had listened to me for 15 minutes and that I was an idiot for talking so much.\",\"and she decides to come back\",\"I feel angry but also compassion for her, and with a smile I reiterate that she has to wait in line.\",\"My indecision makes my mother impatient and she screams at me what the fuck are you doing bitch kill it.\",\"One of the men shouts at me making comments about my physical appearance and the others all sneer and laugh.\",\"My friends suddenly jump in to defend me and shouting ensues.\",\"I have classmates in high school who are disrespectful.\",\"The guy turned to leave and said in a lower voice than usual: This is really an idiot.\",\"I don't remember the exact words he used, but I do remember feeling hurt by the use of the insult, but no more than I was already hurt and unsettled by the argument and the general tense and conflictual situation.\",\"A man started to be very aggressive towards her because her baby was crying.\",\"Then I answered her and she called me a whore: I remember smiling and answering her you can say anything to me, but not that.\",\"I'm at work and it is very busy, I am running around with several different tasks to do, I ask a colleague to help me with something and he responds rudely, I pull him up in the attitude and he just goes mental.\",\"We managed to walk her away from them and then I mumble under my breath why do you always have to do this.\",\"Furthermore, it's like the ox calling the donkey horned since this person insulted me behind my back and when we see each other instead she's all smiles.\",\"As I m washing my hands, a girl I ve never seen before comes up to me and accuses me of making fun of her on the dance floor.\",\"She said things that are unpolite and hurtful\",\"We all start to leave and as my Nephew and girlfriend she says to me almost as an instruction 'keep next saturday free we need you to decorate'.\",\"and I can only assume a boy which was her boyfriend.\",\"It was the first time she insulted me, it had never happened before, so I was shocked.\",\"The group of people she was with started laughing.\",\"The next day I go back to class and they find out, they start insulting me.\",\"I was quite upset by this so I asked to speak to her Manager to deal with my complaint.\",\"I was taken aback by the comment as it was an open meeting for everyone to say openly and not refer to typing something later on that she was noy happy about.\",\"She wanted to buy a pair of trainers that we had on the shelf.\",\"I insist, telling her that since she had two rooms, she had paid for one in full, while the other was missing the extras.\",\"However, when we left the meeting, Mom and I had a laugh to lighten the mood and above all because I knew, as she knew, that the insult came from a very frustrated and particular person.\",\"Other colleagues always say that I log off too early at the end without letting the useless hellos and thank yous pass.\",\"I was introduced to a new colleague when introducing I was polite and I was greeted rudly and looked up and down\",\"I'm on an internship and my supervisor has given me very vague instructions on what I should do.\",\"She came to me and started screaming terribly saying that I didn t put the right mark for her son.\",\"Normally they are lovely staff but this person I think was new, and he kept telling me to just scan it, which is what I was doing but it did not work.\",\"Not only was I angry, I was hurt by her words and I retaliated by shouting and tried to get out of her way..\",\"I criticize a band that she listens to, but I don't comment on the fan base, I don't judge her tastes.\",\"It was not said to my face because this friend behaved normally in my eyes, but it was thrown behind my back, talking about me with another boy.\",\"I am talking to a saleswoman in a store and she answers me rudely.\",\"and she grabs me, spits in my face and bites my thumb on my right hand.\",\"I was speaking in a debate about renewable energy and a girl immediately attacked me without knowing how to argue, just saying that it wasn't true.\",\"it would upset me, especially if it was a colleague I got on with, it would change my feelings towards them.\",\"The worst moment was when her mother arrived and they had occupied the whole house including my room.\",\"A colleague of mine looks at me and tells me that I wrote my work email badly, that I'm not as good as I think because I can't afford to be even vaguely informal.\",\"These episodes never bring anything positive, always leaving a bitter taste in the mouth, the thought always goes to the fact that it's so incredible that people don't know how to be kind, friendly and know how to live in a society, especially today's 30 40 year olds, I noticed with regret that they are not completely arrogant\",\"I have done all I need and have messaged the person who I needed to contact via teams to advise their visitor was here.\",\"The father starts yelling at me, telling me that I have no right to tell them what to do with the suitcase.\",\"and she responds, so repeat the last thing I said then in a really blunt and rude manner.\",\"I was stood at the front of the class and they were rather aggressive and confrontational in their tone.\",\"I see that the girl is arguing with this person in the comments and I decide to support her.\",\"I pick up the cat and take her out of the room again.\",\"When talking about work she is haughty and speaks with a superior tone, as if she were better than the others.\",\"So I turned around and looked at the lady and asked her why she cared what I was doing with my suitcase and to think about how stupid she was.\",\"Everyone dislikes me for this behavior.\",\"but she shouldn t be calling me stupid.\",\"Then I start to raise my voice and get impatient and I walk away.\",\"I laughed at first then after they had gone i was annoyed as i though she was rude to tell me, rather than politely ask me.\",\"She told me I was an idiot for lending her them in the first place since she is known to not look after her own things let alone other peoples.\",\"i am at disneyland paris and a lady just pushed in front of me in the queue for a ride, i told them they were being rude and to join the queue like everyone else and she tutted and called me an idiot.\",\"She shoved one of my friends, and I said 'can you try and be a bit more careful please', obviously the wrong thing to say to someone.\",\"After she called me a bitch I told her to get out of my room and leave me alone because she really gets on my nerves.\",\"Anger because I didn't deserve insults like that, for not being understood and at the same time a strong sense of shame for him.\",\"Luckily, the damage wasn t too serious and only a crack in the back bumper.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"0_she_her_to\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"0_she_her_to\"],\"textfont\":{\"size\":12},\"x\":[8.291256,10.006323,8.807582,7.1707735,11.433329,12.271383,12.101833,10.295352,12.139155,10.368425,10.822805,12.190938,9.941856,11.122851,12.136619,11.142117,9.597379,8.801618,10.769339,10.339772,7.092136,11.105774,8.731142,10.798116,8.709561,11.291766,10.804973,11.225936,12.333491,11.556529,11.062543,10.872674,10.607537,10.214209,11.116555,7.1296244,10.271229,10.831336,10.868107,10.803005,12.215842,10.966189,7.844729,10.7076645,12.26216,11.143275,12.236977,10.107885,9.962606,10.822247,9.505508,12.141145,11.140239,11.013753,11.93208,12.136118,10.707419,10.171719,8.207295,10.070391,11.507786,9.724009,11.359487,9.858942,11.9306345,9.625237,11.217704,11.138539,10.72533,10.933692,8.657769,11.448569,10.539976,10.757431,9.412293,10.7999525,11.191028,11.291465,9.626334,11.736692,10.749678,11.456226,9.876139,11.22573,11.884459,12.143428,10.718422,10.373072,10.271899,9.443819,10.92998,11.09997,9.96032,10.000894,9.170942,11.328318,8.348582,9.675665,10.103589,11.005144,10.436246,10.36495,10.302564,8.353889,9.379347,11.569809,11.096466,9.669309,10.740596,8.056534,7.677959,8.928307,11.425342,10.907734,11.33611,10.973012,10.139065,9.402375,10.103719,11.116706,11.052996,7.187171,11.148092,10.92292,9.839201,10.812814,11.073113,9.986711,11.537776,11.410822,11.103133,10.897339,10.329884,11.6554785,9.706508,11.3540325,9.998126,9.765787,9.075466,11.413822,10.867101,11.916987,7.62386,8.356038,11.0240555,11.34756,11.019342,10.803138,10.832665,11.398763,10.945312,10.261998,10.968004,11.187073,10.342115,7.370591,12.0795965,10.564987,10.926125,9.963181,8.676032,10.980897,9.24197,10.09796,9.614244,9.617478,8.32418,12.987521,11.745491,10.803806,8.838169,12.837005,10.407497,9.712098,11.291678,10.747848,10.336461,10.687366,8.376911,11.038457,10.149605,12.094662,9.601474,11.447159,9.902925,9.821471,11.604864,11.574652,10.487988,8.46146,9.665176,9.569044,9.731496,11.27045,9.624031,10.926719,9.506786,10.861559,7.478759,10.998082,10.892721,6.884362,11.116977,10.443773,11.187537,10.937569,8.025981,9.809916,12.622411,9.793811,12.133803,12.213857,11.619359,11.383679,10.8118305,11.304998,10.920503,10.030814,11.0828085,8.91279,11.08486,12.060472,10.783063,11.016037,11.121542,10.918166,7.4581523,11.571113,11.0121355,7.1773915,11.036127,10.642287,11.351744,10.509449,10.980886,10.329892,10.996361,9.770851,11.350008,11.03294,11.039326,10.136417,11.225115,12.331424,8.373222,9.428338,10.268055,11.21625,10.910831,10.989514,11.036524,8.308221,11.148301,11.101104,12.491782,10.850643,10.894901,6.7324324,10.2637,12.160857,10.004177,8.177585,10.037757,10.114691,12.207896,10.999909,7.7395086,13.29843,8.792479,9.385603,12.204065,11.75686,11.532331,9.549951,10.645334,11.287659,9.317178,12.06786,8.419149,12.273255,10.1621275,10.90753,8.858082,12.51403,9.043455,10.51549,11.044481,10.9523,11.326051,11.699958,12.029755,9.029349,10.813282,10.151914,10.948541,10.705218,11.175181,11.748171,10.173874,10.718988,10.952514,10.582786,11.121333,13.097476,11.258569,9.707035,10.958931,11.022262,10.548079,10.754553,11.447035,10.258202,11.379547,12.222389,10.181199,9.010951,10.917615,11.245001,11.514017,12.186183,9.891271,10.923878,9.993177,10.869372,10.389033,10.927455,7.1726804,12.161355,10.464514,11.730313,10.376942,9.766337,11.173248,10.781795,10.977199,9.827734,10.394078,11.014052,11.238099,8.479955,11.512713,11.778746,8.39835,11.270436,11.099493,11.139119,8.786468,11.222708,10.145873,11.0891485,11.045139,11.603716,11.960409,11.429661,11.358402,10.757821,11.349798,7.6229696,8.508415,10.021288,11.120768,9.633323,10.896794,11.308802,9.879168,10.231074,10.840354,9.423951,10.802559,11.233673,11.595328,10.587734,9.605659,9.869531,11.022576,10.99013,10.908117,11.31503,11.479332,10.9257555,9.712627,10.939133,10.757326,12.015897,10.905408,10.871942,11.0135145,10.812902,9.560037,11.572958,10.94859,10.793664,11.265245,10.470668,12.168981,10.941892,11.056205,11.108825,11.079244,10.757093,10.128486,10.299954,11.100908,11.427152,12.321874,9.027672,9.959603,11.74405,11.1325865,11.404969,11.282521,10.566291,10.564331,9.90921,11.028637,10.057638,7.65942,11.342495,10.812368,10.9493685,11.773377,9.542995,10.983137,10.384171,9.380223,9.238811,12.261353,11.529505,12.006421,10.442922,8.776312,11.42466,10.887505,10.509748,9.843132,6.443857,11.296576,12.217923,11.0458,9.970603,11.34172,10.871551,12.017746,10.793186,9.5972805,10.804302,11.155927,11.666948,9.922569,11.092479,10.881301,10.249133,10.746871,10.754356,11.174299,10.974422,11.181117,7.6114354,9.541956,11.434915,9.069586,10.794752,12.117109,9.894678,10.215987,10.782998,11.494565,11.497799,10.3822365,9.541045,11.032104,10.775997,9.126455,10.671014,11.235693,11.314569,11.378919,11.524493,10.96547,9.819342,9.377584,10.26299,10.009222,9.457924,10.161145,11.578754,10.903347,9.649616,11.2390785,11.412342,10.827256,7.2055025,10.708761,12.383854,11.393948,11.20065,10.952242,10.194132,10.745929,7.6172485,11.282391,10.725646,11.345195,9.592926,13.395583,10.777484,11.103621,12.244476,11.201288,11.475938,12.424417,9.151979,10.568527,12.064518,11.084746,10.256803,10.061357,11.305803,11.70322,10.716532,9.794525,9.921853,8.765795,11.304876,7.96737,12.030592,11.082386,11.726888,11.998105,12.471922,9.668953,10.050685,10.746673,11.69721,11.140158,11.028697,9.92289,11.45954,10.999761,11.039183,9.447168,10.483232,10.033987,8.368741,11.800794,10.969167,9.588599,11.53162,11.3161745,9.934166,9.957516,10.19113,10.347344,10.352377,11.049567,11.035073,11.016706,10.828616,11.401543,12.2612295,12.302481,11.465342,9.879955,11.119186,11.986389,11.312798,11.038978,8.622789,10.046005,11.269007,11.629833,10.99599,9.651387,10.975296,9.421363,9.446033,12.025398,8.884424,10.023382,9.174243,11.105647,8.80431,11.287071,10.754637,10.289119,10.10455,11.221705,11.226098,10.099323,8.914052,9.996194,12.532089,8.255018,7.45012,11.073816,10.993261,11.197742,10.298112,10.599209,7.310248,11.24756,11.357059,11.206744,10.8676,9.657211,8.215222,11.18179,11.4670105,12.43551,7.1773624,10.570724],\"y\":[0.8060081,3.6394038,0.067156464,4.563095,1.6096683,2.3198216,2.1318855,-0.21282068,2.2264056,0.23409638,-0.8286078,2.5427327,0.28280276,1.866019,2.209246,1.5304329,0.07959243,2.15162,1.4369695,-0.8574706,2.1555784,-0.13995327,0.6175095,-0.20453946,0.12248146,-0.33855996,-0.7826237,1.4398419,1.9110895,-0.55947477,-0.360087,-0.9417853,-0.73028535,0.06407267,-0.71304166,4.0392017,1.7126744,-0.17316422,-0.9877059,-0.20379114,2.3657203,-0.15905051,4.589552,-0.74341834,2.5068882,-0.12291404,2.196694,1.478147,1.1135975,2.9000273,-0.9296231,2.096939,1.4971517,-0.19882613,2.6108303,2.6524181,-0.015771456,-0.028814128,0.16159278,0.0075199846,-0.38281524,3.5457282,-0.23754235,-0.4311141,1.5716707,-0.9674684,1.4429864,1.6778365,-0.73819864,1.5094025,2.2638452,-0.04149689,1.5225284,4.3446198,-0.778253,-1.0235186,1.6926616,-0.25855526,1.1368376,1.9897153,-0.98014987,2.0132453,0.28741065,-0.23035114,2.5300636,2.554948,-0.13068154,-0.39270422,-0.57344544,0.83183575,-0.669565,-0.30796883,0.697955,0.13139021,0.021515118,1.3298,0.6302013,0.09617776,-1.4253957,0.25088602,0.27568337,-0.81923866,0.8687908,0.60188353,-0.9175882,-0.20087901,1.1971663,-0.78498757,-0.908521,3.4483523,2.2401233,-0.24815533,1.565033,0.45757625,-0.43138605,0.024904475,0.13942729,-0.7574394,-0.22360879,4.41463,-0.24256177,4.197126,1.2799915,-0.3047218,-0.28858316,-0.8679549,-0.578142,-0.32799384,0.04604409,1.4133524,1.5681077,-0.82394964,3.161801,1.461279,-0.43267515,-0.39358103,0.28154713,-0.044737946,0.37708053,-0.29528353,1.159299,2.5605295,1.404151,1.0184975,0.23842946,1.3560045,-0.6735841,0.63426554,-0.99002546,-0.4771449,-0.48244956,-0.6107145,-0.7517646,-0.2589424,0.6071876,2.476566,2.154948,1.4834591,-0.3266562,-0.49120623,0.46209404,-0.60595864,-0.73030525,0.13523741,-1.1850731,-0.8122225,1.023312,1.2673738,2.3863204,-0.39656076,3.763646,1.5798942,4.145138,-0.44298473,1.2213389,-1.0642437,0.42477912,-0.22762345,1.7011297,-0.48933318,0.97750354,2.4219704,-0.21227404,-0.024529155,0.8819995,0.5115735,1.8453169,-0.47226605,0.46549022,0.033106294,0.01696104,-0.2060794,-0.834009,-0.48291618,0.0578182,-0.7917389,-1.083634,-0.7343173,2.6182256,0.4327892,1.2707824,4.6300635,1.4115924,-0.93453443,1.46792,-0.86049783,2.3502994,0.03616982,1.9545064,0.49371412,2.400577,2.3960626,0.18846676,-0.2183749,-0.8787115,-0.91033965,1.7962255,-0.50533503,0.32661277,-0.31107822,1.6118768,2.4827576,-0.51276827,1.3440065,-0.33841673,0.07129592,2.6053987,3.0275056,0.046902765,2.8178163,0.31415415,-0.7289607,4.2707586,-0.7256764,1.2068657,-0.8141462,-0.46451128,-0.2039576,-0.26099792,-0.79209965,1.4901658,0.4388968,-0.36823034,2.5153441,0.3065331,0.83730614,-0.13529201,-0.46391678,-0.22121936,1.5037524,1.443312,3.9627347,1.500887,1.4276872,1.2152272,4.5934815,1.6737506,2.2414153,0.86360455,2.1288626,-0.45656326,1.4639959,3.6645136,-0.6739787,2.2465804,-0.7784108,3.291272,1.3221401,1.799585,-0.7740917,2.291389,-0.14145334,-0.5178205,-1.1895053,-0.15271327,-0.92975515,-0.7387577,2.5026941,3.4685926,2.5880241,1.0181794,-0.95654577,2.0918937,2.1944613,0.62786525,3.5833561,-0.36924124,0.06537798,-0.3691215,0.11537696,2.4500937,2.0045667,-0.6524822,-0.31443727,1.2073171,-0.499888,-0.16469775,0.2865696,0.9985112,1.3815026,0.1902555,-0.6712143,1.2174226,2.4739048,1.4290882,-0.06492261,-0.3735015,0.009129883,-0.25381765,-0.27319002,1.3791941,-0.2829556,-0.09920731,2.260145,-1.340842,0.25334424,0.27019167,-0.3330172,-0.67837816,2.0821855,-0.36339,-0.19112983,0.9182752,-0.07443511,-0.4762502,3.5851107,2.8015156,2.3085465,-0.33397964,0.41393247,0.8599849,0.66402256,3.2515259,-1.0002592,-0.79329693,0.5629693,-0.16055699,0.20302029,0.051547028,2.1837573,3.327206,2.480169,2.0667477,-0.29169038,-0.2596607,1.146148,0.8469202,-0.8253214,1.0284439,-0.4560398,1.483413,-0.42053938,3.4435956,1.9473522,-0.3540747,1.6983842,-0.8111542,3.5146518,2.3405788,0.13339321,1.6532016,0.89044535,0.26770014,-0.19415452,0.3032298,-0.65567845,-0.32147625,-0.7775215,1.3902295,3.6629734,1.8120655,0.82265306,0.53346384,-0.52551895,-0.79546493,1.3678546,-0.90463763,-0.23037559,-0.57618105,-0.82663524,-0.02426862,-0.9466038,-0.8336799,2.4809465,1.4733427,-0.1394938,-0.3662561,-0.9330059,-0.52657783,-0.4120146,2.0787978,-1.0522662,-0.15514669,-0.73802996,2.2613337,0.59121245,0.3185024,-0.6174303,1.6608543,1.4497583,-0.5820175,-0.3351412,0.09901442,-0.32296485,2.280316,0.6932614,-0.5197403,2.3713326,-0.866761,1.8379064,-0.49414912,0.4894184,-0.41102675,0.17429978,1.3280804,0.29644102,1.4356555,-0.04799925,1.6529241,-0.032770593,0.5198116,0.62723726,0.23611027,-0.7427543,-0.7618882,-0.7215862,2.2188907,-0.4871527,2.4765995,-0.73052466,0.76608825,-0.6648185,-0.63615334,-0.95077634,-0.07971955,3.6899133,-0.06724689,2.3330426,-0.7989957,-0.46342665,-0.8287322,-0.99009615,2.4113014,-0.8305235,2.9929163,-0.953763,1.575025,2.9401274,0.21936037,1.3994817,0.7297097,0.93979675,-0.60612494,-0.8816285,1.5461667,1.3240123,-0.4177738,3.5568209,-0.824937,-0.24195789,0.28557906,-0.6072933,2.3773456,0.19482793,-0.24946508,0.15555166,1.246762,1.6181282,1.8653858,-1.0629517,-0.598688,-1.0199703,1.0554764,1.5336641,0.026040211,-0.854076,1.2551235,2.3777618,-0.020598063,0.59983146,2.7687626,-0.30546182,-0.341281,-0.77816564,0.75975263,-0.4542352,-0.6802951,-0.9282748,-0.53168607,-0.119924486,-0.9499016,2.4562879,-0.49979615,2.0491796,-0.48786554,0.013373871,-0.9014786,0.914543,3.126292,1.4084146,-0.65442824,-0.51867867,-0.31415808,-0.81971216,1.4370098,-1.2337416,0.18255787,2.2750208,-0.3020239,3.097121,2.535526,1.1713915,3.9386504,2.4836664,1.3980182,1.1153995,-0.3681732,-0.25522575,0.47851926,-0.5093037,0.5389437,0.23759086,0.6356149,1.4152257,4.243543,2.449728,-0.6620458,2.245375,2.2884066,1.9240534,-0.78407604,-0.6281532,-0.33818483,-0.20334893,0.13682973,-0.2869467,0.31172487,1.3858758,2.9408498,-0.7536635,3.968094,-0.3278133,-0.45816237,2.0664134,2.6966212,1.3086683,-1.1915885,3.427083,1.9843048,0.3026643,0.17114536,0.90064204,-0.89824086,-0.6895844,0.2543445,1.6616904,1.3835332,1.4353924,3.8267484,2.5613487,3.7699761,-0.66935605,0.5161958,0.09437769,2.4031549,-0.55243486,-0.32351735,2.2837749,3.6732118,-0.3395367,0.8236179,1.5092745,-0.0733634,-0.048850667,-1.0181559,-0.82021207,2.3645856,1.8593999,0.30019945,0.6135592,0.13966432,-0.4486703,0.048516955,-0.54329544,2.9573169,-0.0010261093,-0.33651003,-0.4834783,0.39987484,2.1065354,0.34932867,2.1090438,0.78629535,2.488836,-0.3573558,1.5094345,-0.6697436,-0.9347767,-0.22565475,2.6089,1.8522745,-0.8178524,1.1463481,0.13435237,-0.9113715,0.30064124,-0.39875296,-0.4874892,2.4798708,4.1857023,0.67637616],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I'm shocked and scared but above all full of anger.\",\"I feel ashamed and immediately after I feel guilty, thinking that the responsibility is mine, because I'm too absorbed in my thoughts and not paying attention to others.\",\"I was very pissed off\",\"I immediately ran to the staff changing room and starting crying as my feelings were hurt badly along with public humiliation.\",\"I normally am very calm but I was not feeling very well\",\"I felt mocked and disrespected\",\"It was upsetting to be unappreciated by people I had started to think of as family.\",\"Having never found myself in a situation like that and having a hard time even imagining it, well, I don't know what else to add.\",\"I felt really embarrassed as there were so many people around, but I also felt angry because I wasn't even in the way!\",\"I feel very uncomfortable.\",\"I felt uncomfortable but on the other hand I'm happy to know that men consider me beautiful.\",\"It made me feel like I was a rag thrown on the ground and nothing more than a being aimed at sex.\",\"I am frightened of what they were going to say and so I panicked and avoided it.\",\"I felt unfairly implicated and attacked on a personal level.\",\"I felt disgusted and humiliated, however, I knew it wasn't true.\",\"It made me think a lot about how a fun environment can turn into frustration\",\"I felt humiliated and was about to cry, I started to shake, but I had to force myself to laugh and pretend nothing had happened.\",\"I was angry rather than scared and we got them out.\",\"He left in a hurry and I felt so angry and I would have gladly thrown something at his head.\",\"We walk on and I feel very relieved that they do not follow us and it was just one comment.\",\"I was absolutely stunned.\",\"I feel mocked, offended for no reason.\",\"I felt tense, angry and upset but was proud afterwards because of the way I conducted myself.\",\"I feel humiliated.\",\"I am feel very emotional and even quite scared.\",\"I feel mortified and humiliated, I want to cry but I hold back and say nothing.\",\"My mood was always a bit low for the rest of the day because I would have liked to be able to respond in kind or at least emphasize my extraneousness to the situation, but it seems that many times things are the same, that there is no boundary line between what people can say without caring about how the words can touch the interlocutor.\",\"Its making me visibly uncomfortable.\",\"I feel anger, resignation and sadness.\",\"I feel like shit.\",\"I continued to put my notes on the policy but as it was an l extremely busy day with lots of complications and issues it made me feel totally inadequent.\",\"It s left me quite shaken and emotional to be set up on in that way, knowing I d never dream of making fun of anyone.\",\"I go home and I feel very sad, at fault, and also very disheartened.\",\"I am shocked by this and feel angry that she just spoke to me like that\",\"I feel frustrated and disgusted.\",\"My reaction to any kind of insult from a person I care about is to cry, so with tears in my eyes I remained speechless and left crying.\",\"I wanted to disappear from that place, I felt very uncomfortable and sad to\",\"I felt angry and very hurt.\",\"I expressed how I felt, how some people hurt me.\",\"It wasn't my intention but I don't like it when his personality changes completely from one moment to the next.\",\"I was also embarrassed because they called me an idiot in front of our family friend.\",\"I really feel like I've sunk into an unreal situation....\",\"Not understanding the reaction and not having voluntarily created discomfort I feel vulnerable but at the same time at fault and guilty.\",\"I started to cry.\",\"Very aggressive,\",\"I was shocked and\",\"I felt very intimated and scared.\",\"The feeling was extremely comforting, I asked myself if I was in the wrong and I felt a bit guilty, but for what?\",\"Our first reaction was definitely fear, we instinctively let go of each other's hands and walked as fast as possible to get away from the bar and continue walking.\",\"I feel humiliated and I feel indignation mixed with t\",\"And I was helpless, I didn't know how to defend myself.\",\"This made me feel angry and embarrassed as this was certainly not the case.\",\"so I maintained the moral high ground.\",\"I felt very intimidated and embarrassed.\",\"I go all red and anger overwhelms me.\",\"I didn't realize it and I feel sorry for this guy because I don't like him\",\"I felt humiliated and then later angry that the passers-by hadn't even stopped to say something.\",\"It was depressing and I shut down immediately and was sad.\",\"i felt humiliated and offended\",\"I felt embarrassed and angry.\",\"I felt angry and upset simultaneously how dare he come over and spoil my evening.\",\"I started to feel very scared and nervous but stood my ground and explained the company policy of the situation to him over and over again.\",\"I feel wrong, for a moment as if the problem were the pants and then the worst comes I feel tired\",\"I don't expect it\",\"I was so shocked that I didn't have the strength to respond.\",\"This isn't something new that I've encountered because I'm Asian and I don't typically look like the people who apparently own this country.\",\"I suddenly felt very angry, I would have slapped him\",\"That made me feel like cr\",\"I feel petrified, but at the same time furious.\",\"First of all, I feel very sad following a verbal attack to which I know I cannot react in a composed manner because they tend to paralyze me.\",\"I was scared thinking that he had remained outside waiting for me (as he had consumed the meal when we arrived at the place).\",\"I feel terrible, I can't breathe, it's all too unreal.\",\"I feel that many consider me inferior for my job.\",\"Actually my first reaction was anger, I responded with sarcasm, but she only felt more bold and continued with the insults.\",\"I felt very bad and hurt, because not only was I in a difficult personal situation, but because it was a very deep offense.\",\"It wasn't right for my justified concern to react that way.\",\"and I was annoyed by every little thing.\",\"I'm quite upset and dismayed and reply, That's not the right thing to do.\",\"And there I felt like I was dying of shame.\",\"At first I feel confused, then sad for the insults received, then I get angry.\",\"Even reading them doesn't make me feel discouraged or anything else.\",\"I feel hurt and helpless.\",\"I didn't feel particularly offended given the not too serious context, but I certainly didn't like it.\",\"I get angry, I feel bad but at the same time I think that it was simply a\",\"A local resident was very angry about the proposals due to the social housing being built near to his property.\",\"It was a terrible feeling that stayed with me for a long time and even today, after 5 years, I struggle to talk about it and it hurts me to remember it, almost no one knows.\",\"and I did the same, even though at that moment I was very ashamed and almost felt guilty because I thought but how can she think this about me?\",\"I feel very hurt and understand that the conversation is totally useless.\",\"I was scared by what was happening, I didn't stop pedaling and I went away.\",\"I feel very hurt by this person's pointless attacks, also because it's a very stupid fight, skirmishes between friends, but he makes it bigger than it is, with the intent to hurt everyone.\",\"I have nothing more to add because I feel that anything could be perceived as heavy and moralistic by the others present.\",\"I try to avoid conflicts because I often feel helpless, I can't control my emotions, and I can never convey messages the way I would like because I tend to explode.\",\"I felt very offended at first, then I thought that on the other end there was certainly a frustrated, ignorant, bad person, so I reassured myself by the fact that he was certainly worse off than me, so much so that I didn't continue the conversation.\",\"I felt stupid, ignorant and excluded for the umpteenth time.\",\"It feels very uncalled for and it really makes me feel negatively about myself.\",\"At that time I had a very very particular English teacher, she wasn't very educational, a bit weird and easy to insult gratuitously.\",\"I feel a little worthless though.\",\"He didn't apologize and so I still hold a grudge because there were other friends of ours there, so I felt humiliated in front of them.\",\"I almost felt mocked, as if my work didn't count for anything, as if I was just a number.\",\"Shortly after, however, as I calm down, I feel guilty and a little sad, because I always feel bad when I argue with her.\",\"I felt bad and guilty, even though I shouldn't have because I hadn't done anything wrong.\",\"Once I leave the situation I continue to think about it and feel angry and bitter for the insults received.\",\"I was scared and asked my friend to move away because I feared for\",\"It wasn't very nice at all and very intimidating as I was on my own and it was quiet.\",\"and I feel very bad about it.\",\"I feel very angry.\",\"I feel humiliated, also because the other colleagues did not intervene, but above all a lot of anger.\",\"this thing makes me feel extremely angry, principal\",\"Those feelings of relief were a weird mixture combined with anger and disbelief.\",\"Aside from the humiliation, I feel angry because I'm in front of a doctor who shouldn't be allowed to say certain things.\",\"I didn't feel too shocked because, I repeat, it was one of the classic keyboard warriors and because it didn't happen to me in person.\",\"At first I hope that no one heard, because I feel mortified.\",\"I'm in the office and I feel cold\",\"I don't remember how the matter was resolved, but even now the memory of middle school makes me feel ashamed, inadequate, uncomfortable, ... it was horrible.\",\"I felt trampled on, hurt and HUMILIATED.\",\"I'm furious, my friends are shocked, their looks, some furious like me, but some with that mixture of commiser\",\"The woman on the phone was extremely rude and made me feel worthless.\",\"I felt hurt, and sad!\",\"It bothered me quite a bit.\",\"I'm on a call with a couple of colleagues to organize a video conference where we will be the main speakers, I don't really feel like organizing it, nor participating in it because I was forced and I wasn't asked if I wanted to.\",\"I'm speechless.\",\"I do not deal well with conflict and became upset and on the verge of tears.\",\"I felt bad, because I hadn't done anything, and the insult was only to make the boy and his friends feel grown up, while they wanted to make me feel useless, wrong and in the wrong.\",\"The secretary responded to me in a very rude way, accusing me of not having respect just because I asked if it was possible to make an appointment (I didn't know it couldn't be done), I felt at fault and uncomfortable\",\"I feel a little disturbed, it's not like me to receive these opinions, I usually get attacked about other things.\",\"I am happy to be with my friends with whom I feel protected.\",\"I tried to pretend nothing had happened, but at that moment I wanted to sink, or run away.\",\"I felt annoyed with the husbands over reaction but just keep my feelings to myself.\",\"I feel mostly angry, so I go to my room.\",\"I was visibly shaken for the rest of the day because of this ordeal.\",\"The effects may be on inhibition, but not on the production of thought...\",\"I felt really shaken and upset.\",\"I got really upset because it's something I feel I'm lacking in.\",\"At that moment I was shocked, because I wasn't even doing something that would have made him think of that word.\",\"I always experience these moments very badly, because I try to be understanding and to compare myself, and instead I pass for a person I'm not.\",\"I was sad for a while\",\"I know I am now safe but my heart rate doesn't calm down.\",\"I remain shocked.\",\"I feel angry, intolerant, and I think I'm right.\",\"I get even more angry and say that I am\",\"I felt offended and insulted for no reason since I had done nothing\",\"At that moment I was scared because I thought they would come near me to seek a confrontation or to insult me ​​even more.\",\"It was upsetting\",\"I remember being so upset and angry but I held back from saying anything because I was alone (and a female) and I cared for my safety more than defending myself to a racist.\",\"But I did feel sorry for myself at the time.\",\"I feel so hurt, angry and upset, I did the right thing.\",\"I felt irritated and a little tired because I couldn't understand.\",\"The more ashamed I was, the more they yelled it at me.\",\"making me feel scared, humiliated, frustrated.\",\"A receptionist answers the phone in a lazy manner, which immediately makes me feel more frustrated.\",\"The cold, petrified.\",\"All in all a terrible and unwanted attempt that wouldn't have worked even if I was single and attracted to him.\",\"I got very nervous, I felt treated like an idiot, and because of the nervousness I started crying on the phone with my mother.\",\"I feel like throwing up and I feel immense anger.\",\"I justified it.\",\"The anger doesn't completely go away yet\",\"And it totally ruined my night.\",\"At a certain point I instinctively perceived that the man felt like I was staring at him and I felt that I had made him feel uncomfortable, perhaps because he was alone or perhaps because of his appearance.\",\"I feel offended and am initially speechless, I don't understand why they would address us in that tone.\",\"When I learned it I felt terribly guilty even though I had no guilt, and even if I had, a woman should NEVER be defined in that way.\",\"To be honest I was quite scared but also shocked at his awful language.\",\"I felt incensed as they were the one behaving badly and not me.\",\"i felt hurt and ridiculous, a single word made me feel really bad and left me speechless.\",\"I feel anxious even though I know it's not a situation I can control.\",\"For a while I remain in a bad mood.\",\"I felt shaken after it.\",\"I was just very shocked and couldn't believe his reaction, and I just left in shock.\",\"I ended up crying at my manager because I was so upset with how I d been treated.\",\"It would also make me feel embarrassed that I had made the mistake In the first place, and if I was called it in front of others.\",\"It made me feel really intimated and small.\",\"At that moment I felt angry because I received an insult knowing I was right at that moment\",\"The last time it shocked me because there was no connection between the insult whore and what was happening.\",\"I felt disappointed and slightly upset.\",\"I am getting upset as I am trying to do it, but she is making me feel really shaky and like I can't get my words out.\",\"Even with all our clothes on, we both feel naked and empty, worthless.\",\"I have suffered from very strong migraines since I was little.\",\"I felt intimidated, disrespected and angry.\",\"I feel hurt, angry and ashamed even though I have done nothing wrong.\",\"I feel humiliated.\",\"At first, I felt deeply offended.\",\"I feel disturbed and disappointed\",\"I can't believe what I just heard.\",\"I was shocked, but I let it go.\",\"I felt shocked and hurt.\",\"Immediately afterwards I feel a state of nervousness rising because I find an aggressive reaction of this type inexplicable\",\"It made me feel really bad.\",\"It was very difficult but it made me feel superior to him and so I felt a little better.\",\"I feel misunderstood, sad, not\",\"I felt humiliated and inattentive\",\"Despite the negative encounter this helped me handle myself better even if I felt negatively about myself in the moment.\",\"That was a very disgusting feeling, I did not know what to say o how to react but I did stop eating the banana.\",\"honestly i didn't even feel offended because i found it a really ridiculous situation.\",\"but it is overcome by sadness.\",\"I felt so hurt that I started to cry and, even more so, I didn't want to continue the argument.\",\"I leave the bathroom crying.\",\"I felt bad and also scared.\",\"I feel a little humiliated: the photo was taken by my partner and it shows a body that I'm very happy with because it comes from a year of dieting, I chose it because I feel beautiful and because it makes me feel loved.\",\"I carry this sadness with me throughout and the more he does it the more I sink into the belief that no one truly cares what I say.\",\"I feel like I can't be a good person for this and just a piece of meat for him.\",\"I feel very humiliated and I do not talk about it.\",\"I can handle that, but I do not feel safe or comfortable.\",\"I felt humiliated, I was shocked and even today I feel bad just thinking about it.\",\"I get angry and feel helpless and inferior, even though his behavior is objectively incorrect and ignorant from many points of view.\",\"Sandra and I are terrified, we see that around us there are a lot of people\",\"This episode shook me and made me think a lot about prejudice and wickedness.\",\"At this point, I was shaking and tried to get my things as quickly as possible.\",\"I feel very guilty because I realize that I made a mistake even unknowingly but at the same time it seems like a very exaggerated reaction to something like that.\",\"Secondly, I feel angry, in a way that I could only vent in tears.\",\"I feel bad and I don't know how to respond in tone and I stammer, as if trying to justify myself, which is not true, I am very selective in choosing who I go with.\",\"I feel upset and the encounter affects me for the rest of the day.\",\"This made me feel angry and upset as up until this point I was having a good day and they were the one in the wrong however clearly putting blame onto me.\",\"I felt humiliated by his words and behaviours in front of my collegues.\",\"I felt undervalued and upset.\",\"she made me feel bad for doing my job and like i was incoviening her.\",\"I'm angry and I go to talk to their parents.\",\"I felt very hurt, betrayed by this person's behavior\",\"I feel really sad because I care\",\"It makes me even more furious, I would like to physically vent my anger, but I try to contain myself, venting it only verbally between myself and myself\",\"I was a bit taken a back and frightened.\",\"I feel threatened and scared that they are going to say more or that they are coming after us.\",\"I was getting scared.\",\"I ask them if they can walk me home because I no longer feel safe walking these 10 minutes.\",\"I get very nervous because of the stress of the situation.\",\"I found the situation strange in fact I didn't feel very guilty as I usually would because I knew that there was nothing to do and that he was just taking a stand and asking for respect, however I felt very humiliated and uncomfortable, and since my contract would expire soon, the thing made me very nervous.\",\"I didn't even think about it.\",\"I was in disbelief and in shock.\",\"I try to remain calm even though I am a little scared and feel myself getting warm and flustered.\",\"I was coming back from work, I was very tired and cold.\",\"I already feel a little overwhelmed because I do not like very busy spaces and I am having to focus on remaining with my group.\",\"At that moment\",\"I am sorry, I feel attacked for no reason.\",\"Over I am happy someone was there to help me in\",\"I am worried what people around me might think.\",\"so it was a hurtful comment.\",\"How dare you?\",\"I just feel silly.\",\"I felt terrible for months, to this day I haven't gotten over it since we haven't spoken since.\",\"I was sad and disappointed\",\"I was kinda proud of myself.\",\"I feel confused and very uncomfortable\",\"I felt angry, disappointed and sad\",\"I'm angry and I would like to answer them, but I hold back because we are in a public place.\",\"I felt quite shook up, it was so in my face and direct that it did spoil my night.\",\"I felt really bad, offended and treated as if I were an object.\",\"She made me feel very belittled\",\"I can see the two girls look shaken up too\",\"It was rude and the people employed in the shop did not come to my defence and it made it feel like this was acceptable way to address a stranger.\",\"I feel disrespected and discredited.\",\"I hesitate and continue walking, but I keep thinking about it, asking myself if I should have said something.\",\"Which made me angry!\",\"I was not happy as i had not fully had time to think about it\",\"I took responsibility for the garden and made this request.\",\"I answered her trying to keep a non aggressive tone, but it was difficult because I was very upset.\",\"I feel scared for my wellbeing and I look to the other members of my group in order to provide back up for me.\",\"I am feeling disgusted and uncomfortable.\",\"I didn't answer anything and I was shaking because the woman was also threatening to hit me.\",\"I am crying but I feel some relief that I can move on because I know how he truly feels about me.\",\"At that moment I felt at fault because I was not able to respond in tone and it left me with a feeling of discomfort.\",\"I didn't feel safe in responding to this bully, because I thought he could hurt me, so both rude and dangerous.\",\"My hands were shaking and I could hear my voice going.\",\"He called me an idiot in a friendly jestful manner and I am not upset or offended by his words.\",\"I started feeling very upset and embarrassed that this happened to me and wondered why I was their target and not anybody else.\",\"I feel unsettled for the whole 15 minute tai\",\"I felt truly despised and\",\"I feel panicky and scared.\",\"I felt really upset\",\"I'm sad, I feel very alone and I need support.\",\"I'm there, waiting for my friends, holding back the tears\",\"I always try to have a positive attitude and to respect others also and above all through words and the way in which one expresses one's thoughts and opinions.\",\"I get scared and call my friends.\",\"It made me feel very uncomfortable Everyone stared and looked.\",\"I arrive at college still feeling uncomfortable.\",\"I feel like I'm at fault, like I said the wrong thing even though I know I did what is required of me as a sales assistant.\",\"No one can chase it away, because they're scared, so I get closer.\",\"I'm so angry, I don't deserve this.\",\"I don t like being called stupid and I feel attacked and undermined.\",\"I was offended and upset but made sure I didn't rise to it\",\"I am very angry and hurt because they cannot see the problem, all my proposals for the evenings are always rejected.\",\"so I don't cry.\",\"Two days ago my sister in law came and said ver hurtful words to me and made me cry and she was fooled by someone who wanted us to split and after hearing those allegation I am heart broken and I am feeling very sad but because I am innocent and I am not feeling guilty and time will uncover truth but at the moment nothing can erase her anger because she is the person who does not forgive and thi\",\"I just wanted the floor to swallow me up I did not know what to do i just froze Later on, my own l confronted the manager I told her how she had made me feel.\",\"I feel frustrated, as if it were my fault for the lack of knowledge on the subject.\",\"I am quite shook up by this as I am with my 12 year old son.\",\"It made me quite upset and I couldn't wait to get started again so people behind me could overtake me and leave me alone.\",\"I am tired and disappointed by the behavior of the others.\",\"I feel very upset and embarrassed.\",\"I'm always crying, and generally with the subject in question we never get anywhere, so it just seems like a chore to me, which results in a colossal waste of time.\",\"I felt offended, because in our society being seen as antisocial is a negative thing, and the way he expressed it, who is a very extroverted person and who makes friends with everyone, I perceived it as a personal attack and consequently I felt wrong.\",\"I feel offended and very sorry, because if I allowed myself to make those comments it was because I thought there was a relationship of complete trust between us.\",\"I am speechless for a moment and cann\",\"I want to say something and defend myself, but I am also scared that I might be in danger if I do so.\",\"Each person is ringing my phone and I am ignoring it feeling sick.\",\"A client, targeted me for something I did not do wrong, I feel emotionally demolished, embarrassed and angry.\",\"I got very agitated and scared, because I understood that the person was upset and not completely in his senses, I closed the windows and doors and I p\",\"And I just feel tired\",\"Honestly I felt very debased and insulted even though it wasn't my fault but his as he knew the cancellation policy.\",\"I have never encountered a situation like this and, although I know more or less how I could behave, I do not exclude that the anger would paralyze me and prevent me from thinking clearly at the moment.\",\"I'm incredulous and also a little hurt.\",\"I found it disrespectful and deeply upsetting.\",\"Now I get pissed off\",\"I felt deeply emotional and my feeling hurt.\",\"The tone is what offended me the most because it was aggressive and put himself a step above me.\",\"I'm shocked.\",\"I felt guilty\",\"I feel helpless, because I am afraid that by reacting I could cause a more serious reaction.\",\"I felt really sad because I have a new born and am so self conscious of my looks because I can t sleep most nights.\",\"I was upset, as I hadn t been told not to.\",\"I'm more than a little startled because it's with no warning and so little space: and throw my hands up in the air in a 'whatever?!'\",\"As soon as I got home I felt resentment and an enormous sense of humiliation that didn't allow me to work, the next day, with the same positive emotions as usual.\",\"And I was traumatized and this is one of my thoughts to this day, about how bad I felt that day, and I still feel guilty as if I was the one who had a negative attitude in blaming that boy.\",\"for the rest of the journey I feel on edge and like people are judging me\",\"I feel shocked and a little embarrassed at being spoken to like this about a non issue.\",\"I sit back, feeling dejected, and stop speaking.\",\"I am exhausted and I let myself be carried away by frustration.\",\"I felt more than anything humiliated because I felt attacked by the things he was saying and\",\"I remain silent, feeling like the most wrong person in the world.\",\"I felt angry and despondent, I no didn t ever want to see them again .\",\"I saw them staring at me and they started whistling at me like I was a dog, I was scared because I was 1 against 4 so I quickened my pace\",\"He is red faced and extremely angry and I feel nervous being there even though he s in a wheelchair he s very loud and shouting horrible things at me.\",\"I'm disturbed because I really hadn't insulted him.\",\"I feel sad, but numb, as it's not the first time he's done this.\",\"I felt small and helpless.\",\"but I still feel like I'm at fault, like I haven't been kind enough.\",\"I feel like I'm being watched.\",\"That was very disturbing.\",\"I feel nervous and\",\"I was very upset, because first of all I don't consider myself a person who talks bad about people behind their backs (meaning of petonega) and secondly because from his behavior towards me, I thought that this person appreciated me.\",\"the embarrasment and humiliation could be seen.\",\"I feel uneasy for some time after this.\",\"I feel safer knowing there are others around.\",\"Calling me an idiot hurts me because everyone thinks I am a very naive person who lets others walk all over me, when in reality many times i don't really care about what others say or what they think and, in reality, i know how to defend myself very well with words.\",\"Knowing the type of person, I do not react but for the whole evening I cannot hide the discomfort after those words.\",\"I freeze and feel a lump in my throat.\",\"I talked to the whole group saying remember it's important rhay we don't look, just feel the object .\",\"I feel uncomfortable immediately.\",\"I started to cry, I was hurt, I hadn t done anything wrong.\",\"I came home very sad.\",\"but I'm a little scared of these situations and of who I might find on the other side.\",\"I knew rationally that she was wrong, but inside I felt deeply ashamed.\",\"I'm pissed off and SHOCKED.\",\"I felt very offended because I don't deserve this treatment after what I've gone through for him and how I've forgiven him.\",\"The process was quite lengthy and loud, which meant I struggled to do my job as my dogs were distressed.\",\"I felt very bad and offended, also because this person is a friend of ten years.\",\"I feel attacked, offended.\",\"At first I felt frozen, then I realized that I was also in the wrong since I wasn't looking where I was going.\",\"I felt attacked, scared, and I felt very angry.\",\"I felt numb and could hardly talk because I was so stunned by what he had said.\",\"As soon as this happened I feel humiliated and very sad and decide not to go to doctors anymore unless for very serious reasons.\",\"Maybe because I consider what happened an injustice, I didn't deserve it.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"1_feel_felt_very\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"1_feel_felt_very\"],\"textfont\":{\"size\":12},\"x\":[13.783855,13.125347,13.916499,13.956412,12.989776,13.588037,13.749548,13.440363,13.840138,14.16468,14.131834,13.963618,13.745555,13.40327,14.140854,13.980642,14.078553,13.734013,11.672654,8.297243,14.138848,13.486909,13.611403,14.152987,13.794533,13.529564,12.879547,14.176622,13.257132,13.999631,9.1212015,14.019389,13.546927,10.91031,13.838236,13.4771805,13.697667,13.575183,13.397416,12.428186,13.676359,13.495115,13.245302,13.318131,11.618412,14.163049,13.791012,13.176418,13.770293,14.176396,13.2717285,13.9133,13.236997,13.899423,12.85441,11.60359,14.135222,13.805139,13.947595,13.8503275,12.181844,11.995809,14.112183,14.093081,14.181913,10.251227,11.850053,13.948367,13.756486,12.978168,13.740508,13.493105,12.958249,11.473872,13.497531,13.523346,13.810172,13.640944,13.710864,12.859451,10.101539,13.434759,13.492935,13.011399,12.3143215,13.475008,13.09439,12.598219,13.762038,11.84885,13.205044,12.743071,12.587614,13.821356,13.680236,9.963908,13.357703,12.161128,13.503229,12.849226,13.163438,12.398814,13.760525,13.833299,14.044803,13.324445,14.052538,13.202993,13.872725,9.000864,14.172624,13.737299,7.5586762,8.923303,14.047747,13.766596,11.238124,13.584639,14.049105,8.340238,14.062275,12.629179,12.648112,8.787632,13.36644,13.787167,14.093144,12.228208,12.934143,14.263997,13.062399,14.019484,13.837523,14.019444,13.30934,13.779324,13.0301285,14.151755,13.012413,12.861406,13.269125,13.710454,13.752132,7.8758817,13.217613,13.1805935,13.706573,13.639253,14.075068,8.695191,13.7509575,10.708586,13.655249,13.174672,13.278483,12.844931,14.088057,9.470662,13.4910345,13.066141,14.095763,13.793364,13.567468,13.494475,12.895748,14.266095,14.117465,13.989541,12.605632,13.941064,12.7311945,10.529396,13.899578,10.833441,13.150683,10.777707,13.845407,13.16928,14.166236,13.555454,13.870204,14.162656,14.1807375,14.039194,13.380832,14.052943,13.511704,13.774369,14.129584,13.215295,14.094772,13.493281,13.449819,13.08111,13.056996,13.793538,14.143489,13.44689,11.3092375,14.174609,14.123499,14.195887,12.024128,13.724751,12.630947,14.297041,13.064612,13.024004,12.899562,12.802736,13.153906,11.911065,13.943528,10.42306,12.602613,13.119525,13.6216955,12.840677,13.797874,13.716097,13.7886915,8.264794,13.432513,11.918502,13.42535,14.116585,13.086163,7.3656793,8.303143,13.426697,13.405779,13.813351,13.797203,13.400712,14.063866,14.09526,13.431535,13.847528,13.444345,14.123286,13.818792,12.665102,14.277036,13.646323,11.588968,14.272018,8.797557,13.599021,8.302144,13.888079,13.768373,8.362681,11.328008,13.791082,14.155564,11.435356,13.462241,13.3228245,11.866817,14.300205,11.503667,13.577696,14.202394,13.835957,13.847258,13.93291,13.537071,13.293458,12.755766,13.784842,14.054018,14.172858,13.164527,8.29656,13.194533,11.845847,13.502232,12.745974,13.19046,13.041686,14.034709,13.3135805,14.277629,13.913126,13.8705015,13.934324,13.043635,12.771672,12.63112,13.990598,13.763789,10.094447,13.607829,13.633675,13.992411,12.174344,12.8321,13.559862,13.601198,13.908327,13.57502,11.646124,14.156676,13.335355,13.369657,13.643246,13.774131,13.730202,13.668426,13.07983,12.885801,13.7746935,13.163519,13.095781,14.131031,13.100098,13.84175,10.971343,11.754351,12.13451,13.81401,13.421686,13.308414,14.182583,14.001624,13.95511,12.664086,14.071385,14.119697,13.779253,11.673507,12.962441,13.717953,13.953141,14.185948,13.324822,13.551587,13.754038,13.079832,14.132696,11.771391,13.796381,12.6548,13.460386,13.709854,13.651188,13.919424,14.212409,13.161715,13.098896],\"y\":[1.2198478,1.8097348,2.1699755,1.536329,0.94327855,2.2110198,1.8158334,1.3919027,1.6048805,1.229888,1.3750405,1.5906523,0.92576057,1.8196824,1.6314079,1.7655882,1.5752944,1.0964217,4.087086,3.6070979,2.4028482,2.2699473,1.7540582,1.5435069,1.1061183,1.5345747,1.3867975,1.2657872,1.6011614,1.4843065,-0.051682383,1.7551225,1.6477777,-0.24923961,1.9129199,1.9098498,1.7445377,1.7907702,1.835457,3.8749619,1.7271892,1.489248,1.6527576,1.4395224,0.47749916,2.418511,1.0421371,1.8357219,0.93212503,1.5464777,1.2730355,1.7203225,2.038305,1.6178555,1.493917,3.6259465,1.6530538,1.8950901,1.8057448,1.7706705,3.8672605,4.093852,1.2077764,2.3138785,2.4461586,2.0253997,4.047432,1.868527,1.2996544,1.6021968,0.96938187,1.5399398,1.8489274,-0.06973419,1.8274271,2.3028479,1.7320261,2.2692933,1.9645634,1.8771646,-1.4467225,1.4842346,2.3523417,1.6208563,1.1951815,1.6974663,1.8114309,2.2761836,0.9305626,2.492249,2.0538673,1.6096364,2.7163014,1.886958,1.6201141,0.9109445,1.3911979,3.1240413,2.2196727,1.4675525,1.9464831,1.9083554,0.93561316,1.637289,1.6029713,1.5598987,1.5324097,1.5385523,1.8154542,0.29672113,2.3913295,1.613257,1.1732314,1.3059247,1.6060998,1.3645139,0.36636123,1.7621638,1.6724706,1.1142792,2.31397,1.621173,2.5499496,0.61946636,2.1749806,0.88282466,1.3921188,3.7359056,1.4076723,1.9005526,1.5625129,1.9181992,2.0242584,2.5130944,1.696668,1.8377894,0.94494206,2.4056873,1.6158004,1.5035893,2.345822,0.9137822,2.314338,4.325805,1.9709883,1.8320692,1.8398321,1.9356782,1.5885612,0.5696713,1.2959582,3.8667433,1.0737993,1.5163429,2.1206052,1.4809194,1.7305744,3.9271238,2.352237,1.8700974,2.45959,1.8830944,1.9415176,0.9854202,1.4023293,1.9283795,2.4478073,1.5279154,2.1794424,1.4738951,2.258411,3.473595,2.033594,-0.52218425,1.2784722,-1.2136358,1.6500248,1.7593952,1.509657,2.2805703,1.9642469,2.4124327,2.4338508,1.9493484,1.1347681,1.74309,1.8589987,1.9184233,1.6540303,1.7220886,1.6157324,2.340134,1.6529517,1.5122374,1.2589447,1.0536802,1.4442245,1.8540756,4.483216,1.5119916,1.225353,1.5479656,4.1509576,0.82032645,2.0034492,1.9041773,1.8873857,1.4835781,1.7541232,1.5215154,1.9906157,4.0313873,2.0301063,-0.18045312,1.319529,1.9717435,1.6125656,1.5086304,1.0143002,0.90043163,0.9737231,3.592063,0.9897744,4.012434,2.7474103,2.432016,0.9273969,1.2383614,1.3169868,3.2710114,2.2466543,1.7502367,0.8641872,2.2620113,1.8546256,1.4511137,1.5715187,1.9610856,1.9405061,1.2020099,1.9467103,1.3959453,1.8904773,2.0622504,-0.18351822,1.9164282,0.6646121,2.2014565,3.621723,2.1118894,1.9439011,2.0193245,-0.040211193,0.8234573,1.3673697,0.02430737,1.6167574,1.9108198,3.9186895,1.9023409,3.7938886,1.4500426,1.3048571,1.976626,1.0161558,2.0471826,1.5412642,1.3714539,1.636914,0.8379134,1.4890627,1.2105203,2.0183797,3.9419546,1.6433817,2.6392488,2.3017979,1.531003,1.346557,1.8690543,1.4512676,2.0031147,1.9227251,1.6847908,1.9865,1.7088633,1.4451442,2.603054,2.8124464,2.1977978,0.8618235,1.5452235,1.6342257,1.1876124,1.273703,3.702112,1.4983673,2.1741865,2.2773874,2.1152413,1.7625893,0.9357969,2.4069836,1.9431868,1.3469781,1.5298417,2.2752545,0.9312991,1.6002461,2.0163186,1.6996738,1.994497,1.5368105,1.6742451,1.7355759,1.5715052,1.8787862,1.2840306,4.517212,3.5942698,2.1604056,1.3031365,1.9076341,1.3329211,2.2932177,1.1031238,2.6264668,1.643624,1.1655121,0.82633793,2.8807828,1.4819933,1.3009745,1.4648203,1.1953977,1.4073081,1.7581382,0.79940677,1.8489479,2.3697455,3.9920614,1.6098753,2.6461067,2.2858896,1.2955272,1.4161999,2.3426661,1.4976747,1.9938731,1.7884698],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I am furious and am confronting him.\",\"He's telling me something that happened at work and while he's talking he continues to make tea on the kitchen counter, so he has his back to me.\",\"At which point I very calmly explained to him that his point of view could be incorrect because he speaks as a privileged person who can more or less do what he wants.\",\"My ex wasn't spending time with our children and wouldn't help pay for them and he kept calling me a bitch when I told him he should make more effort.\",\"I immediately feel annoyed and angry, I respond to this person by saying that he obviously knows he is wrong if his only way of defending himself is to insult me ​​and belittle me for the criticism I expressed.\",\"This lead to an argument about his priorities and time management, he told me I was being a bitch and to stop being so rude.\",\"A stranger is calling me a bitch all of a sudden.\",\"i was at work and one of the customers was not happy about his winnings so he felt that he could take his anger at me.\",\"I push him and tell him not to offend\",\"He was very angry as he insisted I had not rang him before at a time he said I should have done.\",\"I ignore him and continue on my way.\",\"At one point he decided to ask me if I had a problem with him.\",\"He got angry at me and called me useless and a waste of space.\",\"so he s not dare to make physical contact with me\",\"He is quite aggressive in character and I hesitantly tell him that he could have avoided offending him, so he offended me too\",\"As soon as I tell him that I have done tests for food allergies and I give him the report, he pushes it back telling me that they are useless and they are meaningless tests that cannot have made me understand anything.\",\"He told me that I'm not serious.\",\"Nobody is letting him in.\",\"My former employer yelled at me, in front of dozens of other people, insulting me in every way he could think of.\",\"I was calm, he started to insult me ​​and yell at me to shut up.\",\"After I left, he tried any means to get in contact with me to make me feel bad, to put me down one last time, to try and finish me off, win.\",\"My friend was late and so I politely remained chatting to him.\",\"He says to me Eh?\",\"Police got involved and the guy was sent to jail as he was already out on bail.\",\"Well aware of my and his being overweight, I preferred not to give him any rope and blocked him on all social media without answering him, feeling superior to his insults.\",\"I was mortified that he had said this i answered with the reply don't be goddam cheeky if you had asked me to move slightly i would of done, he then said you don't look like you could of done, he was so rude about my size, i asked for his badge number which he wouldn't give but i then took\",\"I know what he says about me is untrue, I'm confident in who I am and don't need to dwell on his words or his opinion of me.\",\"During the course of the argument he angrily called me a bitch and many other names and swear words.\",\"He started to talk to me.\",\"We were arguing about the children, morning routine and that his only focus is to get up and ready for work.\",\"I re-evaluated this person, also because by continuing to read the chat it wasn't the only criticism he addressed to me.\",\"A boy older than us comes over and starts insulting us because he doesn't want us to stay there, he kicks up dust and stones towards us with his feet.\",\"He was angry and cross.\",\"He seems unhinged.\",\"He just wanted to take advantage of me, and when he said: do you want to do something?\",\"He started to say he had something to tell me and I tried to stop him.\",\"He is angry and I am afraid.\",\"I was the one in the right and had just found out how appalling he was treating me and yet he reacted like he had been wronged because I d found the evidence to prove my suspicions.\",\"I replied that he was being rude and confrontational and he said I was being stupid because as a customer he had a right to question me.\",\"In reality, he's pushing me to have a relationship that I don't want, to even have a child, and to do things in bed that I don't like...\",\"He reacted like this because\",\"I felt really embarrassed as he was shouting very loudly and it was evident he was talking to me.\",\"I get angry, his anger is unfounded, he is the one who is in default by not having paid us for a service yet.\",\"He is making us uncomfortable so my friend asks him to leave, he refuses and calls her an insulting name saying she looks like someone with downs syndrome.\",\"When I refused to do that he started insulting me.\",\"He got mad and so disappointed in me.\",\"And on top of that he started criticizing the way\",\"He felt interrogated and cornered and he burst out after a while and used the F word on me and became really angry.\",\"And he called me a dickhead\",\"It means that he chose it because he knows it would have made me feel diminished.\",\"He then called me a slut because I spoke to other men and not him and would not sleep with him!\",\"I point out to him that we're all in line and that he can't skip ahead of everyone and he starts yelling.\",\"we started arguing jokingly and jokingly raising our hands over a little spat (i had eaten his yogurt) and he took it too seriously.\",\"Other people around are ignoring him too, there is no one there to help me so I pick up the pace.\",\"I glare at him and leave the room a few minutes later, he comes over to me with a cup of coffee and apologizes.\",\"He replies very annoyed that I'm wasting his time with my questions and in this way he doesn't work and I don't work.\",\"I pretended not to hear him to avoid consequences\",\"However, when he asks me if I would consider going out with him, I, considering the situation and the emotions I feel towards him, politely decline.\",\"He was increasingly unhappy when I tried to explain this to him and called me a dickhead and waste of space and hung up.\",\"He was being so intimidating and I was tempted to end the call.\",\"She asks me for help that I cannot give and verbally attacks me calling me a selfish whore.\",\"Luckily, my father is with me and he has en\",\"And then I forwarded the notice to him.\",\"so I start telling him that he's an asshole, and I get the same words back.\",\"However, then I realised that he was shouting on me calling me you 'bitch' and then he started 'What do you think that you are wearing?\",\"My colleague said that I look like a bitch for leaving in a hurry and haste\",\"In the days after, however, I reworked the situation and a feeling of anger rose up in me: this boy, in the past, had even tried it on with me\",\"and he's raising his voice to me in my own home.\",\"I can't even answer or get up and leave because he must be universally excused due to the effects of the cerebral hemorrhage.\",\"The courier rings, the secretary answers and tells him to come in because she doesn't know what it's about.\",\"I'm about to leave and he calls me a bitch in a low voice.\",\"He told me I shouldn't be out alone\",\"He then snapped at me to say its not his job to do that.\",\"He continues to hound me online and via text message with progressively more and more intimate messages.\",\"I could hear him talking to the my children in the next room and heard when they started to cry as well.\",\"and he says I look like a whore\",\"However he hadn't looked at which training session he'd been booked on and had asked me to book the trains on the wrong dates.\",\"I felt deeply offended and violated by completely gratuitous and unreasonable innuendos since I was willing to finish the assignment well within the deadline and any delay was due only to his unavailability to work on it before Sunday.\",\"As he was the first I had ever slept with at the time, he said to me you just want to shag around more\",\"He tells me that he cannot verify the adequacy of the output until Sunday morning, so I should have waited until Sunday morning to submit it to the appropriate person.\",\"He starts to get impatient and basically doesn't help me decide.\",\"From the beginning of the call he was cold and short with me.\",\"The guy takes it badly, he starts telling me Who do you think you are You should thank me that I was trying it on with someone like you.\",\"Eventually it became clear I had been stood up so I decided to leave after talking to this man for a long time.\",\"Here the insults begin: he starts calling me a whore, he says that I took advantage of him...\",\"He shouted and used hand gestures and told me that he was fed up with my behaviour and said I ll stop your contract if you don t shut up.\",\"I was so amazed how rude he was to me it upset me for days\",\"For this reason, he and his friends started insulting me by saying \\\"bocchi\\\"?\",\"He says it a few more times to me and then gestures around the subway cart saying you all are cocksuckers, who here is a cocksucker?\",\"and he asked me to move.\",\"Luckily for me, the people in the neighborhood know him and paid him little attention, but he destroyed me with his words, almost traumatized me.\",\"He is a really difficult person to deal with because he won't admit the his team have any fault in when things go wrong.\",\"He told me that I was a whore, that since he was away at the academy now I was going out and doing it with everyone, that I didn't deserve any kind of respect and that I should be ashamed for being a bitch with no dignity.\",\"I've been talking to Gino my friend for years and after a series of times in which I refused to go out on the weekend, he starts insulting me.\",\"You are a 'Bitch', a 'whore'\",\"He wasn t willing to compromise so he lashed out at me verbally.\",\"I was also quite angry because he speaks badly of me to people who don't even know me, but again, without really knowing me and without trying to understand how I might feel, he treats me badly and cuts off all contact with me.\",\"He says to me\",\"I tried to build some rapport but he was clearly not interested and so I gave up and decided to match his tone.\",\"i listened to him a bit and answered, then when he started asking me for money i went silent, i didn't answer him anymore and i looked away.\",\"However, he is insistent and when I tell him clearly that I'm not interested, he addresses me with a nasty sexist insult.\",\"The man explodes and starts swearing at me telling me that I should have control over my kid and so on.\",\"I didn't think about staying quiet at all, in fact, I urged him verbally, without ever insulting him or yelling.\",\"I asked the patient to explain what he meant by that comment and he stated that neither of the staff were petite and both big girls .\",\"He called me aside and told me in a very stern and angry tone that when I'm working he expects me to work and not to chat and in front of my apologies he told me he didn't want them.\",\"His behaviour really made me angry, because you don't approach people in this way, especially\",\"However I had rang him and left a voicemail and sent a text.\",\"The mistake was completely his and he took no responsibility and tried to blame me.\",\"I told him that the speed limit was 30 mph and repeated that he was in danger of knocking down a child in the village.\",\"She adds, looking me up and down, and says that I need advice on how to dress: I dress too badly for a job like that.\",\"What I didn t realise was that he had just be talking to another girl\",\"I go upstairs to avoid him.\",\"I grabbed his coat to get his attention, and he shouted get off me you bitch.\",\"This makes him upset, and he begins to insult me ​​with unspeakable words.\",\"He is shouting and swearing and threatening me.\",\"He told me to piss off out of his house.\",\"We have a regular costumer who I know for almost 3 months whenever he comes he ask us to turn off the music because for his religious beliefs and we do what s asked.\",\"Without him knowing or yelling again.\",\"To which I reminded him of all the invitations I had sent to him, but he refused to see reason.\",\"I am shaking with rage and can only just refrain from physically attacking him.\",\"I feel very angry because I know I'm right, but in reality he will win because he is a man and I am a girl.\",\"I refused a guy in a disco who offered me a drink that I wasn't interested in at all\",\"I am worried that his behaviour is going to get worse towards me.\",\"A man comes over and started talking to me.\",\"I can't put my finger on why this makes me so angry, he is fully aware of the impact this has had and continues to use it against me even as he is running away back home.\",\"He accused me of not trusting him and blamed me for.keep bringing this subject up.\",\"He tells me that I don't know how to do my job and that I don't know how to handle the situation.\",\"He calls me a fucking idiot.\",\"I try to explain civilly that he was wrong but the man continues to verbally attack me.\",\"I did not hire you thinking that you were so worldly, and by worldly I do not mean easy-going, eh... .\",\"I confirm to the guy that that rule is true and that for this reason he can't benefit from the tender's contribution.\",\"He says that I am a stubborn *\",\"and I shouldn t ever go back to his house because he wants to die anyway.\",\"The man is very over weight and he is diabetic and 80 years old.\",\"Stop, I point out that today is Tuesday.\",\"I insist not to, but he turns to me and says: You big idiot, you don't have to tell me what to do and what not to do.\",\"The most he did was pay for dinners, but then he went\",\"He must have been in his 20s and I was a child.\",\"He called me a bitch and came all the way to the bus stop.\",\"One day he called me (probably under the influence of drugs) telling me that he would beat me if I continued to stress him with the idea of ​​​​quitting and going to a recovery center.\",\"At first I try to go ahead with my friend, but the guy in question follows us and continues with the insults and it really upsets me, I struggle to keep calm, but I keep trying to move away from him\",\"I was talking to some guys in a disco and the moment I rejected a guy, he started insulting me saying the worst insults without even knowing me\",\"We're playing with each other when at a certain point I hurt him as a joke.\",\"At which it was like a switch triggered something and he called be a bloody arse hole because it wasn't his fault he didnt see children.\",\"and I didn't answer right away, he said you took too long to give me an answer, and when I hesitated he told me that's what all women want because we are all whores.\",\"I was talking to a guy I was dating, he called me a whore because I had put on makeup and dressed up.\",\"He said I was a boring bitch and he had hoped I would die of COVID and let him move his girlfriend into the house with my kids.\",\"He was rude and swore, which is very unusual for him.\",\"Eventually he has given up and I held my ground by not signing the form and as he leaves I tell him I will raise a formal complaint.\",\"I have never seen him like that before.\",\"When I tried to reason with him he told me I m a bloody fool\",\"I pity him, his actions are pathetic.\",\"At the start of the next year, I had another interaction with him during which he was extremely, verbally abusive.\",\"He is swearing and screaming at me in front of roughly 100 people, he storms off\",\"And the man looked at me and said You're a fucking bitch .\",\"An elderly customer, as soon as he saw my cleavage, started calling me a stud mare and telling me explicitly what he wanted to do with me in very vulgar terms\",\"He starts gesticulating, but continues, until he stops a few meters ahead at a red light.\",\"As if a 'whore' said like that in the middle of the street was the most natural thing in the world.\",\"I tried to understand the situation and defuse the situation by telling him that the debit card was the ATM and he started yelling at me that I was stupid, that he was a lawyer that I didn't understand anything I got angry because I don't care about being treated like that, I went away yelling at him that I would call the police and he left as soon as he saw me with the phone in my hand calling me a whore and a cow, I ran after him telling him that I was filming him with my personal phone and that in any case there were cameras and that I would take action.\",\"Today he has really lost his temper with me.\",\"We start calling each other names and I feel very hot and angry, and can feel my body vibrating with anger when he calls me a bitch which I find incredibly insulting perhaps even more so as it is my younger brother saying it to me.\",\"I want to point out that I had never seen this guy and he's there\",\"I reply that he is a troglodyte and that he has to go away because it's not my day, I was already going through a difficult family situation but I couldn't say it, at that point he gets angry and tells me to shut my cocksucking mouth, I felt humiliated, only years later I realized that it was an episode of bullying.\",\"He's drunk.\",\"We are both yelling at each other.\",\"I was cutting up cheese and had to go get some more because I needed it and my dad started cutting it up for me and I told him I didn t want it because he hadn t cleaned his hands.\",\"When guys are verbally abusive with their words it is very intimidating for wo\",\"On the phone he starts answering me with an annoyed tone, saying that it is not possible to work in this way...\",\"He approached me threateningly and said you're an ungrateful bitch, if you continue I'll slap you.\",\"I feel a little uncomfortable, but I still ask him for explanations about what I have to do.\",\"A guy comes in and tells me that someone informed him that he can't participate in the tender because of a clause.\",\"He continued shouting abuse at us and said he would be charging us to pay for the repair to his fence.\",\"He calls me and my manager in for a meeting to discuss and talks at me in a very intimidating manner, it s clear that me asking for more money has made him unhappy with me.\",\"he was way overdressed for the heat had a very thick coat on him, long hair long beard, looked very dirty and frankly quite scary.\",\"He mutters something I don't understand while he searches for some medications in the cabinet, he takes out a box and literally throws it on my cart screaming that it was my fault that the medication wasn't where it was supposed to be.\",\"We couldn't believe how awful he was.\",\"I had actually moved house and he hadn't even been to visit.\",\"The fact is that the guy must have read lips, because he chases us and after we park he stops behind our car preventing us from getting out.\",\"He called me a fucking cunt and said he would kill me and my dogs.\",\"At which point the gentleman gets angry and starts telling me that since he was already in line I should let him skip ahead and that young people don't know how to respect the elderly.\",\"He then proceeded to call me a cunt, screaming it at me.\",\"He does not like to take any advice and always thinks he knows best.\",\"He tells me that I'm a bitch and I only think about myself, that I'm deciding as always For both of us, but he's angry because he knows I'm right and in any case we love each other, we've been together for years\",\"I tell him that the guy in question texted me this morning, and my best friend, in what he thinks is a joke, tells me that I've been a whore with this guy.\",\"I looked him straight in the eye and called him a cock.\",\"He encourages me to carry on later, when my mother is there, so he can pretend that he cares in front of her.\",\"He keeps insisting, so I start to get nervous.\",\"I must have widened my eyes and he approached in a very dangerous way shouting 'have you finished looking at me??\",\"His messages turn nasty, he starts to call me derogatory and insulting names, sexist slurs.\",\"and I started asking questions in the hopes that I could catch him out with something.\",\"I got angry and without thinking twice I told him that his mother and sister were the real whores.\",\"First I didn't understand what he was shouting.\",\"It's raining and I tell him not to go out with the car because the weather is bad.\",\"Also after he told me to go out with him because having a nice ass, his friends would give him more weed to smoke for bringing a beautiful girl.\",\"I'm talking to my friend Cosimo, he got angry because I punched him on the shoulder.\",\"I pushed him away, he was surprised by the strength I had used, because he backed away a lot.\",\"He gave me a very angry look and started trying to manipulate me and shouting in my face after everything I have done for you!\",\"To which he did reply and we continued with a exchange of pleasant messages.\",\"Because we were talking about something funny we were obviously laughing, a tall white man who had obviously been drinking and was walking down the same street as us heard us laughing and assumed we were laughing at him, even though we weren't, he started shouting at us calling us whores and telling us we were ugly.\",\"I continue walking without looking at him and without saying a word.\",\"He got upset and I said I m\",\"He didn't like my work and he clearly shows it with his facial expression.\",\"i would have preferred him to explain to me what he was feeling at that moment\",\"He repeatedly calls me 'thick' and 'stupid'.\",\"He got mad at me and called me a whore so quietly as if I did not hear.\",\"When I start walking again, after a few moments I hear a man aggressively calling me and he starts accusing me of having taken my dog ​​to do his business in front of the garage, which is absolutely not true.\",\"I stopped a little bit back from him.\",\"Out of the blue he confesses that he has feelings for me, I indicate that they are not reciprocated and he is fine.\",\"He drove off and I took note of his number plate.\",\"I felt helpless & felt that whatever was going on in his work personal life he was venting a frustration directly at me.\",\"That hit could also have been an insult like whore.\",\"I felt really belittled, crushed and even the others around me didn't say anything, in fact they laughed because it's definitely funny to call a girl a whore.\",\"The guest gets angry and tells me that it seems like bullshit and insults my facility and me.\",\"but he continues to get angry and I feel like I'm talking to a wall.\",\"I feel like he insults us because he hasn't got anything useful to say, or can defend his position in any rational and reasonable way, so it's a last resort.\",\"He gets out and starts banging on the car and coming at me, calling me a damned whore, he tells me that I'm an asshole and I have to tell that to that bitch of a mother of mine, he wants me to get out of the car to beat me, he says verbatim.\",\"I try to explain to him that I was listening to him, even though I was in the next room, but he's angry.\",\"He shouts more abuse at me.\",\"I'm not going to respond as I don't want him to have the satisfaction of knowing how I feel.\",\"That I didn't understand anything and he tells me to go to hell.\",\"In any case, I also thought afterwards that he could have avoided insulting me like that, because it would have been enough to honk if he really wanted to show his anger\",\"one of my colleagues mentioned that he couldnt find me in the pub as he was looking for my stockings and suspenders set and i was letting the team down now i had changed as i wasnt a sexy to look at.\",\"He starts trying to make small talk with me, clearly trying to hit on me.\",\"I get my debit card out and the fitter complains because he is expecting cash.\",\"They were all throwing paper balls back and forth, when a paper ball hit my head and I told a boy to stop playing with the paper balls, and he responded with a series of insults telling me that it wasn't him he said I was a whore and prostitute myself on the street, I was basically helpless because I couldn't imagine his reaction.\",\"He tells me that this is better and that I should do something, like plastic surgery.\",\"I only remember that I was arguing with a person and while we were arguing he insulted me by calling me a whore.\",\"He calls me stupid and incompetent.\",\"Very rude, he started to raise his voice, I had a hard time remaining calm.\",\"Instead I swallow it and go back to my room, thinking that he is a really rude person and when the internship is over I will never want to work again.\",\"After that he laughs, accelerates and walks away.\",\"This was a lie, I just wanted him gone.\",\"I feel very agitated and offended and I tell him I apologized, there is no need to insult.\",\"Maybe that was a mistake because he seemed to get angry.\",\"At a certain point, a guy more or less my age, I think, approaches me and starts talking to me, it's pretty clear to me what he wants, but I'm not interested, so I look for the right words to push him away without being rude.\",\"I walk into the train station, an old guy suddenly comes up and say to me: go back to your own country, you re not welcomed here maybe because I m Chinese and he s racist, but I m so much taller than him\",\"I was burning up but didn't feel I could stand up to him as he was drunk.\",\"He became very agressive with me as I explained the plans to him and began shouting and swearing at me.\",\"but I'm amused by my ex because he's making jokes about it\",\"His language was a bit slurred but he kept being aggressive and eventually one of his friends escorted him back down to a table.\",\"I felt offended, I immediately fell silent, after which I told him that it wasn't the way to address him.\",\"The people I was with started asking me if I was ok.\",\"All because I done or said something he wouldn't have done.\",\"and I had talked to him.\",\"He left soon after and my kids came to hug me and we all cried more.\",\"He told me rudely that my belly wasn't very visible since I was wearing a jacket and he didn't want to get up\",\"He will not listen to my reasoning.\",\"It left me wondering what I had done wrong exactly and if I had contributed to his outburst.\",\"I have asked him to leave and he won't, insisting I signed his form.\",\"I turn to him and justify myself by saying that I hadn't restocked that cabinet and he answers me rudely, yelling.\",\"Lots of abusive messages, came through, on Social Media, Email, Text you name it.\",\"I thought he was rude, because he didn't apologise, he made it seem like it was my fault and made me resolve the issue.\",\"We exchanged a series of other answers, always in calm tones, but at a certain point he got angry and started raising his voice, so much so that another friend present had to intervene to calm him down.\",\"He called me a c**nt and my husband a w*nker.\",\"He became very angry, agitated and started to verbally attack me.\",\"I probably responded by insulting him back.\",\"I hear myself being called a moron whore by a well-dressed man in his 50s.\",\"He said he would tell the kids that he was leaving.\",\"After telling him I didn't want to continue seeing him because I wasn't interested in starting any kind of relationship, the guy in question started insulting me by calling me a whore, saying that I wanted to end things with him only to jump on other dicks.\",\"I'm angry and I feel insulted, I turn around and kick him, I hit him pseudo well on the leg at which he and his other classmates laugh.\",\"I'm perplexed and wait for him to finish talking to everyone before I approach him and ask questions.\",\"His demeanour changed and he quickly became aggravated.\",\"I try to stay out of his way.\",\"Because he was unemployed, his routine became different to mine.\",\"One was particularly drunk and started leaning on me and breathing in my face, I tried to push him off me gently at first but he was t taking the hint, I tried harder and he put his arm around my waist.\",\"So I exaggerated my 'searching' look in the hope of making him understand that I was looking for something else and I also commented out loud that I hadn't been able to find any hand sanitizer when my friend joined me at the table.\",\"I see a man on the sofa in front of mine (even if calling him that seems too pretentious) who is smoking a cigarette, even though it is forbidden indoors.\",\"He stands to confront him and even though I feel angry too, I am also afraid that things may escalate to violence which I want to avoid at all costs.\",\"I couldn t believe he d said those words, I m not a bitch.\",\"I ran over as my son was distressed and asked him to stop yelling at him.\",\"He suddenly gets up and starts yelling and pushing me.\",\"A German boy addressed me indirectly, speaking loudly to his friends as I walked past him, saying that as a German he found such a queue unacceptable and that we hostesses and stewards were responsible for the mismanagement.\",\"I tell him about the new guy I met who works in the same company as me.\",\"i thought he was pretending to be angry and that's why i kept laughing and teasing him until he called me an idiot (he usually never swears).\",\"We were in a dispute about what items belong to him and to me and he said i was a slag for going out and a bitch for wanting him to leave.\",\"at first, I was talking to him but when his conversation went too far I excused myself.\",\"and he replied go, go, go!\",\"If he had asked nicely instead of just pushing in front of me I would be quite happy to have let him go ahead of me.\",\"So I sent him a message.\",\"It did eventually work, but he was so rude it really upset me and maybe to him 25p isn t much but to me every penny counts.\",\"He sudden l\",\"I wasn't able to respond in kind or in any other way so, still without him seeing me, I left.\",\"I got an indignant expression, surely witnessing the scene, he sees me and starts threatening me, telling me you don't know who I am, I'm the head of security for this shopping center, you have to shut up and look away, you're just a little girl, don't you have a male who can keep you under control?\",\"At the end of the night he calls me a bitch accusing me of having made him look ridiculous in front of all his friends and of having behaved in a mean, selfish and calculating way.\",\"In a scenario like that I wouldn't really care cause I know that is the way men are.\",\"He came at the counter and started abusing me and was screaming so loudly at me.\",\"He arrives like a rocket, makes his way between my friends and tells me 'you're such a whore', and then he leaves, without even giving me time to respond.\",\"He took offence again because I was ignoring me and got verbally aggressive.\",\"I tried to speed up, but he matched my pace.\",\"a relative tells me that he called the town hall to complain and that he called the person he was talking to an idiot and asks me for an opinion.\",\"He finishes playing and gets angry because he feels left out since we're talking about our own business.\",\"he called me a slut and he told me what if I stick my d. into you?\",\"oh I turn around to see if he had it in for me.\",\"He, on the other hand, noticing that I'm ignoring him, starts insulting me.\",\"All of a sudden my neighbours husband came hurtling round, swearing and shouting saying he he'd had enough and after a nasty exchange he called me a dick head.\",\"He seemed friendly enough and said he was in the military and that he was there with some of his army friends.\",\"He responds aggressively telling me that it took him a long time to make a decision about taking a computer science course to find a new path and my text only confuses him instead of helping him.\",\"I think about leaving him.\",\"I am calmly trying to explain that they weren't there before and he's laughing at me and brushing me off and saying I didn't know that for sure, and I need to sign his form.\",\"An argument begins in which he calls me unpleasant and antisocial, and tells me.\",\"he insisted a bit and then he called me handicapped and walked away.\",\"He comes out with comments like if you weren't a girl I would have already hung you up\",\"Secondly he was furious about bumping into a child and th\",\"I am walking my dog in the village we live in when a motorist speeds past and i shake my head because he is going so fast.\",\"This was the last time I let him, as from then on I never told him about my day.\",\"Not happy with this, he puts out his cigarette in the pot of a plant.\",\"I answer him, excited that he's actually been listening to whatever I've been talking about, probably my day in school and what I've done and learned that day.\",\"Even inviting him around to see the new house and his grand children.\",\"I felt that this was an unacceptable way of addressing me, he should have at least used my name.\",\"I just ignored it.\",\"I am telling him that I can finish the assignment and submit the output to the appropriate person by Friday afternoon (the Friday immediately before the deadline).\",\"I explain to him that it's a painful decision but that I have to make it because neither of us are going anywhere, we're stuck.\",\"I had my headphones on, so I decided to ignore whatever he said and continue listening to music, even though I could hear him over my music.\",\"He's insulting me because a lot of time has passed and I keep repeating the same things, even though I haven't behaved very correctly towards him lately.\",\"He insults me, bitch is the most delicate word I receive.\",\"but I also understood that that he was doing it because he was hurt and angry.\",\"I explain to him that I prefer to stay home and rest, to have more energy to go to the gym and run daily errands.\",\"I came back after months of being away from home for family problems and because of the lock down, my husband is angry with me, he insults me, he says that I cheated on him, but it's not true.\",\"He didn't use explicit swear words but phrases like \\\"shame on you, go and graze the sheep\\\", etc.\",\"I had to speak to him about it and ask him to keep his noise down late at night because I had to get up early everyday for work.\",\"I tell him clearly that I don't want to dance with him.\",\"I politely told him that I wasn't interested and he answered us in English saying that we were prostitutes.\",\"he says no what the fuck has it got to do with you, you stupid bitch.\",\"He attempted to blame me and said he'd assumed I knew which training session he was in, which I didn't and told me to change the trains.\",\"I show him some messages we exchanged and he jokingly calls me an idiot because he says that he thinks this guy likes me.\",\"I am desperate and angry because I live in a violent situation and I don't know how to get out without jeopardizing my studies which is the only thing that will allow me to gain independence.\",\"In the end I had to call security to escort him off the premises.\",\"He asks me a question, something stupid that catches me off guard because I never really expect an answer.\",\"I'm talking to a friend of mine, in the meantime another girl comes and starts calling me words like bitch, idiot, moron, without a valid reason.\",\"When I confronted him in the en suite bathroom, and asked why he was still getting ready, he snapped that he was doing housework.\",\"I use a wheelchair and my husband pushed me towards the drop down check in.\",\"He starts saying that I'm a horrible and violent person, that I attacked and beat him.\",\"He doesn t know that I m Turkish from my appearance which people mostly thinks that I m\",\"He insulted me by calling me a whore, a slut.\",\"When he did not move for a while, I sounded my horn to let him know I was there and wanting to move on.\",\"Then it starts with, are you stupid enough to do this, how did you finish college.\",\"I stop responding and try to ignore him, i block his number.\",\"I said find and hoped he would go away.\",\"Instead i tell him clamly that no matter how many items he has he could just go right to the back of the queue and wait like the rest of us have to do.\",\"I'm talking to an unknown person on Facebook, at a certain point he sends me a voice message with very heavy words.\",\"I feel wary when he comes home as we have had problems before.\",\"I also told him what it actually meant to understand if maybe he had simply mistranslated or if maybe he had misspoken, but instead he confirmed that that was exactly what he meant.\",\"He tells me to keep doing my job and attacks me in the face.\",\"He thought that meant I was interested.\",\"He becomes quite aggressive and rude towards me , with a lot of unpleasant name calling\",\"He started hurling abusive language at both my husband and I accusing us of damaging his fence.\",\"Michele just called me a bitch just because I caught him out, he doesn't know how to do his job.\",\"I fall silent, the discomfort has turned into fear, I would like to react The guy leaves, shouting This whore, before disappearing.\",\"He then got his phone out and started to film me, I think he wanted to put it on social media that he was being denied his refund.\",\"He starts to get aggressive shouting at me that I'm a slag and a stuck up bitch for ignoring him.\",\"so I repeat the sentence to him the same.\",\"When I posted photos of me and him on social media, my right-hand man, who I hadn't heard from in months, started commenting insulting me, saying I'm a slut and that I have a big ass.\",\"the guy saw that and took offence on that, so he decided to start shouting at me that it is not fair to treat him like that because he is a man of the streets, he will not steal my stuff.\",\"Not having a good relationship, I decide to ignore him.\",\"I tell him that I am out of town on the weekend and cannot work.\",\"He told me he wanted to get to know me better.\",\"He then lost the plot and stood up over me and said watch who your talking to or I will punch your packi nose.\",\"I am trying to encourage him to stop smoking as this only makes his legs worse.\",\"At this point the guy calls me an idiot saying that he doesn't want to have anything to do with me, and all this just because he's offended by the fact that I didn't return the feelings.\",\"I turn around and start the conversation I was having again as if nothing had happened.\",\"He then started to say that I sm\",\"so I said to him that he must get it to work, so he grabbed my phone with the voucher and tutted and grumbled whilst trying to get it to work.\",\"So I ask him if he is going and he replies that he doesn't pick up anyone.\",\"I try to answer him but he interrupts me, telling me that I'm a whore who shouldn't be there but giving blowjobs around.\",\"I had just finally found the proof that he was having an affair which he had been denying for months.\",\"He shouts at me again, something along the lines of alright darling and I ignore him again.\",\"While he's listening to him I move to the next room to turn on the computer, since it takes a while to turn on, because we were supposed to watch an episode of a TV series afterwards.\",\"After his arguing that the comments were innaccurate or offensive he told me that I should not stick my hooter in (addition for the sake of the\",\"I am upset but trying to be calm as his hands are flying around and I feel that if I pushed the situation further he could potentially become violent.\",\"What if he was armed?\",\"He didnt like my offer and started to call me a fucking bitch.\",\"Once my then husband realised that he would not be able to get his way this time he resorted to insults and trying to restrict me financially and called me various sexist names such as bitch and cow.\",\"I hear a male voice calling me bitch.\",\"I was about to apologize until this guy started yelling at me telling me I was an idiot, how could I not have seen him, that I did it on purpose to hit on him and that only a whore like me could do that.\",\"He tells me I'm beautiful and that he wants to go out with me.\",\"He looked me up and down and then called me a bitch.\",\"As I am leaving the club a man turns around and insults me.\",\"It was also really frustrating to be spoken to like that as he was the one in the wrong.\",\"One man left his group and came over to me.\",\"I felt a lot of anger, shame and even fear, because I wanted to answer him, but I had no idea what could have happened and how he would have reacted.\",\"At first I tried to calm him down without success, until I felt tired of his insults and was overcome by anger.\",\"When I was pregnant I was on the tram and no one wanted to let me sit down so I asked a boy if he would give me his seat.\",\"He was talking to someone and I'm waiting my turn.\",\"I tell him to leave now and he calls me a fat bitch.\",\"He doesn't see me right away so he starts talking to another colleague saying that I've been a real bitch.\",\"He starts raising his voice saying that we were wrong.\",\"After a bit of discussion he calls me a bitch and a slacker.\",\"I looked at him, smiled mockingly and left.\",\"Mario started insulting me because he claimed I was in the wrong because I crossed without looking, in reality it was him who crossed when he wasn't allowed.\",\"I tried to talk about diffusion of responsibility to get him to understand my subject a little and he replied, speak Italian, no one cares about this stuff.\",\"the cause of his anger was because I had ruined his rest with my voice..\",\"I tell him I've had enough of this situation.\",\"Then I move to his room for a moment to turn off the light that he forgot to turn on and while I'm going back to the kitchen I hear him freeze, curse and say that I wasn't listening to him and that I don't care about his problems.\",\"I push him away and go to the bouncers to report him\",\"He replies very rudely that he doesn't understand anything about how I want it and to explain it better, I feel extremely guilty because I'm not able to describe it better.\",\"I explain to her that I needed him to have confirmation that I had done everything correctly.\",\"The guy called us rude bitches and rolled his eyes before walking away.\",\"He automatically thought it was because i was seeing someone else\",\"Seeing my father, he completely changed his attitude, his haughty and judgmental manner changed.\",\"I want to tell him to go fuck himself, because I'm there working for free without even having an explanation about what I have to do.\",\"When we are close he hits me, not too hard, but on purpose.\",\"A man (if I can call him that) 6' 3\\\" who was making such an effort to yell and gesticulate that he was so purple he had to be egged on by\",\"Heading towards us is a man in his 20s and he walks right into my son who didn t have time to avoid him.\",\"Im not sure who is he and why is he addressing me with sexist slur.\",\"The guest tells me that in reality his stay is for 3 nights and not 6 and that the fashion house made a mistake.\",\"The guy driving gets out and comes under me telling me to be careful what I say, I tell him I only said he was going fast, he doesn't believe me and says yes sure, be careful you idiot, I'm good, but sooner or later some crazy guy will beat you up.\",\"He's saying that I'm definitely a whore who goes out with kids just to use their money to buy new things.\",\"After a while I get tired and tell him to go away.\",\"The man turned on me and walked towards me with a sneer on his face and shouted that I should control my kids and keep them away from other people.\",\"I'm chatting online with a man and while he says he gets along really well with me, I on the other hand feel vaguely uncomfortable with him.\",\"He continues following me and talking to me until he gets angry and insults me because I'm not answering him.\",\"I hear the reply that if his wife had ever tried to complain, he would have thrown food X at her, along with a lot of You're all bitches, you need to be kept in the kennel.\",\"He insults me or at least tries to\",\"raising his voice more and more, until he was screaming.\",\"He repeatedly asks me to go away with him, I continue to refuse, he insists and in the end he insults me.\",\"I'm talking to my father, a rather selfish person, I'm arguing because I'm tired of him treating people like dirt\",\"I feel mortified, what he says is not true and I try to explain the situation to him and make him reason, pointing out that we usually greet each other like this\",\"but I laugh at every comment he makes about me and at every attempt he makes to attack me and make me feel bad.\",\"The carpet fitter calls me to pay him.\",\"but I held back and smiled at him.\",\"My ex has just messaged me a paragraph and called me awful names, he's calling me a bitch and a whore for telling his girlfriend that he's a cheat.\",\"He approached pleasantly and was a little over familiar, he called me darling and love .\",\"Most of us just ignore the boy.\",\"He starts following me, asking me insistently why I don't answer him, in a very annoyed tone.\",\"He then offered to get me and drink so he started headed to the bar (my friend went with him to check that he wasn t going to spike the drink or anything untoward like that) the girl who he was previously talking to then comes over to me and starts shouting at me and calling me a whore and a slut and a bitch.\",\"Then I leave and continue with my activity.\",\"He yels that hat he wasn't speeding and was only doing 40mph.\",\"I was taking a couple of minutes getting all my things together which made him angry and he started to raise his voice and called me a 'fucking idiot'.\",\"i apologize immediately but he turns around and looks at me angrily and says 'watch where you're going you moron' and his friends start laughing.\",\"At which point he leaves my house telling me to fuck off and from that moment on he stops talking to me.\",\"When, at a certain point, a boy wanted to dance with me, but I wasn't interested.\",\"I'm talking to my ex on the phone after school, a classmate of mine had lent me his sweatshirt because I was cold, my ex had seen me asking me whose sweatshirt it was and telling him that it was a classmate of mine he got very angry.\",\"I told him I just wanted to make sure I didn't leave anything or drop any of my things further down the train.\",\"but he had decided to stop the conversation with her and start talking to me.\",\"At that point, he writes me a piqued message in which he asks me the reason for my refusal and after I give him an explanation he becomes even angrier, calling me a whore.\",\"He then responds, I am not paying you to indulge in your lewd pastimes on the weekend.\",\"I was trying to calm him down but he would not listen.\",\"He stops his car and starts yelling at me, asking me what i am shaking my head for and i tell him that he is speeding and will possibly knock over a child in the village.\",\"After 6 hours from the start of the party he invites me to join him and his friends but I don't feel sincere so I answer him brusquely and a little coldly, several times.\",\"At this point I start explaining again why it's a bad idea to go out at night when it's pouring with rain, he turns and says to me go to hell, bitch.\",\"I tried to ignore him.\",\"I tell him that his behavior is senseless since he was the first to exclude himself, and we were just finishing our already concluded conversations, and we didn't exclude him...\",\"She and I talk to each other while he plays PlayStation.\",\"He looked really angry and bitter.\",\"but he shouldn t be scratching his face like that.\",\"While I'm trying to talk to calm the situation, in a kind way without attacking or raising my voice, he starts yelling at me saying that I'm a dog and that I'm stupid and worthless because I don't have thoughts of my own, when I was just trying to point out the stupidity of the things they were arguing about and I was simply trying to smooth things over.\",\"I tell him I have a boyfriend and that I'm walking home from work.\",\"I'm talking to my father and telling him about my day.\",\"He gets angry and we start arguing, or rather he argues, I don't care.\",\"I block him in every way that I can.\",\"He starts shouting and overpowering me with his voice.\",\"I would like to tell him that I have been working there for 5 years and that if he doesn't want to sit down he can leave because for safety's sake everyone should be seated.\",\"He went on to say that he was leaving me because he was having an affair with a coworker and had been for three years since my mum died.\",\"I stared back at him.\",\"Since I know he's drunk I'm ignoring him because I understand that in his condition everything I say won't have any effect.\",\"My manager doesn't know how to help me with this because he usually deals with something else, so I call the consultant I refer to for help.\",\"I told him this was a total over reaction and managed to keep calm although I was alone and scared of how angry he was over something so trivial.\",\"I've done everything I can to resolve the issue but according to the salesperson I wasn't determined enough so he tells me I'm just a spineless scribbler who's pissing him off and that when he gets back he'll tell the owner and he'll give me a hard time.\",\"He then looked me up and down and said okay gaunt face.\",\"After a couple of months, when he approached me and I rejected him, he started insulting me, swearing at me, and talking badly about me to the customers.\",\"In any case, I don't want to get caught up in prejudice and I continue to contact him.\",\"He changes his attitude completely and from being kind he becomes irritable and starts insulting me, calling me an idiot.\",\"His friends had to hold him back as he shook his finger in my face and called me a bitch and a slut.\",\"He comes one day and orders his food and calls me something I can translate as evil bitch It s because no one turn off the music while he s eating It s a female singer and I m a female waitress We are the sinner devils\",\"I started hanging out with him (the owner) in a friendly manner, but you could tell he had gradually taken a fancy to me.\",\"He started screaming at me, telling me I was incompetent and poorly paid.\",\"He then started shouting over to me asking if the next stop was partick and I ignored him and then he said she probably doesn t speak English to which I lost it and said no I do speak English but why would I acknowledge a drunk rude person like yourself.\",\"He was doing everything he could to keep me and insult me and I wasn't having any of it.\",\"Yesterday I was sitting with my husband and he had a lot of scratched scabs on his forehead, I told him he needs to stop picking at them because it looks like he has been doing drugs or something.\",\"I was feeling both scared and annoyed,At the end another person had to interfere because he was started to get aggressive.\",\"Whilst he was shouting at me I also felt relieved.\",\"So now he thinks that the other person will do the job when in fact he isn't capable and I have to do it by force.\",\"Suddenly, some guys came closer to us with the intention of talking to us.\",\"He insults me and I get really angry and I think that these things make me lose the desire to go dancing.\",\"I, with a slightly annoyed tone because anyone can come into the office because it's two steps away from the door, tell him to let him in.\",\"I'm texting my brother to tell him I saw a job ad outside a bookstore.\",\"In the meantime I listen to him and ask him a question about what he's telling me.\",\"he started bombarding me with phone calls until I answered him and he started insulting me in the worst ways.\",\"Because you never want to go out and you don't show up he says.\",\"I ignore him.\",\"Talking to a person through a voice chat in a video game, the same person started calling me a whore for an error in the game, the feeling was anger and humiliation.\",\"He tells me that he wanted a man in the position that I will be filling and that if I m unhappy with the job offer to let him know and he will offer to the other candidate who will gladly start on a lower wage than I m asking for.\",\"He never gets ready while I'm organising the kids and then he's the last ready, despite first up.\",\"I asked him to remove it and he started calling me a bitch and that I had been trying to lead him on!!\",\"I then understood that he was holding my bike.\",\"He is probably in his 50s and seems drunk, perhaps also homeless.\",\"It s obvious he does not believe me and he says\",\"I remember feeling quite shaken up as he sped round the corner as it looked like he was going to hit us.\",\"he stank of booze, was aggressive and was literally spitting his words out so that when he got really close he actually spat onto my face.\",\"After a few more minutes I said I was ending the call and going to speak to my manager about getting someone else to call him because we were getting nowhere.\",\"Relieved that I was finally seeing him for who he was and that I was getting the closure I needed by having my eyes opened to how awful he was.\",\"I react by getting angry and insulting them in turn, trying not to seem humiliated and dejected.\",\"i was waiting for the bus when this guy started talking to me about his past as a drug addict or ex-convict or something like that, he was one of those who try to sell pens or stuff trying to make people feel sorry.\",\"He initially doesn't answer me, he stays silent.\",\"In fact, he adds that if I want him to respect the line I should do a little hand job for him.\",\"I told him I was meeting someone soon.\",\"After a lot of insistence on his part I decide to listen to him but after a few seconds I realize that I can't take it anymore and I continue walking to the car.\",\"He gets annoyed at this, calls me a bitch and walks off.\",\"He called me an idiot and quite abruptly ended the call.\",\"However, one of his friends took offence to me leaving as his friend had 'invested' so much time in trying to hook up with me it seems, and got really angry.\",\"Rather I can describe the moment in which it was said to me that hit me so hard.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"2_he_him_me\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"2_he_him_me\"],\"textfont\":{\"size\":12},\"x\":[11.779719,10.418945,11.743159,10.844571,11.979933,11.298859,10.51597,11.961786,10.763675,11.562025,10.702998,10.632418,11.488866,10.229834,11.6798935,9.995514,11.113991,9.424685,10.824334,11.9967575,10.455233,9.967763,10.977597,9.588043,11.471739,11.604672,11.172851,11.212731,9.949684,10.479278,12.032516,11.029405,12.375961,11.013747,10.313237,10.57892,11.7713,11.911524,11.421403,10.666935,12.475159,12.171688,12.048158,11.134869,11.301322,11.571334,12.317629,11.551944,10.980091,10.515567,10.713941,10.627134,11.411315,10.716023,11.535848,11.004705,10.936586,10.806892,11.111053,11.7696295,11.313572,8.065927,9.773778,10.947952,10.8233385,10.205612,11.794138,11.671598,11.871494,9.09929,10.980311,10.064802,10.388497,10.82679,12.036877,10.549369,7.193065,9.330208,10.304387,9.050119,10.678389,10.576371,10.712517,9.849949,10.661103,11.447275,11.972333,11.293145,10.596822,9.698278,11.82286,10.221404,10.666048,11.204544,10.900227,11.469538,11.700121,10.962917,10.847525,10.782851,10.920764,9.358671,11.8617525,9.53714,11.46504,11.647707,9.71398,11.957558,6.8254275,10.1205225,10.082994,10.701942,10.9231,11.396944,11.344678,10.255401,10.753333,11.962655,10.642841,11.847585,11.7692585,10.974074,11.423435,9.885061,11.90705,11.80786,10.416,11.400729,11.554193,12.874329,9.420982,11.101657,10.1213665,9.163838,7.459573,10.641746,9.206208,9.106391,10.753029,10.54433,11.444234,11.242597,11.442199,12.304195,10.416518,10.548412,10.391317,11.842894,7.691738,9.283138,11.232881,11.022294,11.428045,11.503853,10.887045,10.585439,8.019323,10.203802,11.550864,11.695715,11.383724,9.177673,11.612762,9.044134,11.701048,8.477233,11.3454485,10.907467,11.3297615,10.764923,9.426223,11.421118,11.085969,9.466107,9.918949,12.348538,9.675396,7.3787413,11.026672,7.7931347,11.192951,11.03489,11.655097,10.59519,10.673383,9.269392,10.7112055,9.531126,11.220935,10.723656,10.854964,11.947907,10.058895,10.295414,11.844019,10.770523,11.422557,9.847153,11.112846,8.783194,11.468346,11.741086,12.537045,11.215607,10.798301,7.4004016,10.688146,10.831005,7.56095,11.94842,10.596119,10.409129,9.080455,11.798209,11.222952,7.7960124,11.6236725,11.364994,11.03648,10.380558,11.619394,7.7200785,9.972596,9.129719,10.604139,10.654091,10.627856,11.232121,11.948078,11.495422,8.189631,9.538101,11.790989,12.336009,9.223148,7.9676476,8.552362,11.540679,11.266163,11.666612,11.913956,10.888995,11.813888,9.864492,12.13123,10.865788,11.282867,11.792892,7.6817613,11.317791,11.23477,11.874709,11.867685,10.972574,11.513064,11.544209,10.448385,10.394732,10.638145,11.799027,10.651926,12.340108,10.649862,10.2926235,8.567156,9.502072,9.499667,11.811407,10.989905,9.25785,11.586782,8.635236,10.192496,11.556525,11.079044,11.773531,9.990496,10.329066,9.768325,8.790329,13.001512,9.645339,9.576566,10.924707,10.435536,11.414035,10.514831,11.478878,8.330735,11.546787,11.861878,10.706689,8.720601,11.16583,10.385282,9.924555,11.017298,9.558126,7.616387,11.155297,10.87232,10.280534,12.323182,6.606262,10.326862,9.5300255,10.802811,9.669602,11.555683,10.75093,9.267013,10.694752,10.814805,11.196454,11.086629,12.390216,10.4882965,11.179038,11.495442,10.768044,10.480109,10.40421,11.302197,7.204324,11.296733,10.594894,8.625338,10.721381,10.7859745,10.279531,7.412097,11.358509,11.205515,10.669305,9.825076,9.296159,10.749933,9.542648,10.254292,10.130485,11.537874,10.522673,11.11321,10.278641,11.298375,11.374588,10.981844,13.13767,8.83191,11.186958,10.459485,11.081982,10.892876,10.7247095,10.128722,10.266702,11.048905,9.536174,11.466265,9.94602,10.277782,8.805608,10.09518,10.415514,11.840732,11.2003355,10.540447,11.603039,11.89027,12.451911,10.81709,10.967014,10.812076,10.715397,10.323444,10.814347,11.162069,12.45362,8.214488,11.931459,11.840095,7.382565,9.90807,11.000579,10.880476,11.808253,10.99513,9.5511675,6.8985815,10.824142,11.597461,10.215106,10.515292,10.71354,11.0427065,10.49463,10.953488,10.146116,8.946307,10.210805,9.982032,9.429147,9.139023,11.001357,8.060082,7.5336647,10.563661,10.46436,9.361486,10.774572,11.041139,10.346577,11.1834,11.927248,11.198536,9.109178,11.1054325,11.286231,8.758389,9.591786,10.720538,10.013576,10.734838,10.942531,10.61436,8.43845,6.626656,11.533589,11.616626,10.478573,8.903215,11.350145,7.226579,9.98201,10.473858,10.448064,11.801904,7.793248,10.454459,10.354545,10.749237,10.72226,10.063396,12.389644,9.623901,11.783532,10.212263,8.621476,11.802735,10.719814,11.683351,10.115968,10.495781,9.550175,8.986303,9.120615,11.897621,8.949472,10.253639,11.233278,10.653486,11.258854,10.76987,10.907175,10.15652,11.367068,11.414091,11.462139,9.759606,12.372049,12.265023,10.328745,9.885337,10.937147,9.494259,9.196062,10.782031,11.26674,10.241449,10.758677,10.552648,10.472038,10.555833,10.956987,7.1303062,9.148082,11.187043,6.537457,11.48584,10.532623,12.286429,12.298902,10.423684,10.862218,10.780199,9.970608,8.329399,10.992711,11.302317,11.354925,13.253716,10.593662],\"y\":[4.4355,4.3587165,3.8990343,3.786683,2.2926686,3.8514037,3.1767902,4.170243,4.753919,3.9582236,5.2655373,4.597154,4.0584855,4.244685,3.9242077,3.4490006,4.341748,4.601901,1.9028395,4.1088185,4.3470716,4.2719164,4.2008767,3.0234675,4.3338094,3.556647,4.5233645,3.7624595,4.217305,4.8418117,2.2831652,4.608613,3.7456312,4.9767494,4.3011975,4.5199337,4.509883,3.4423866,3.8504584,4.99957,3.7802596,4.044259,4.1718173,4.370233,4.2607255,4.0221214,3.7456248,3.9711437,3.633264,4.312279,3.6450765,4.95581,4.2026486,5.2866554,4.5528865,4.820334,4.7711344,4.639648,3.80657,3.8261983,-0.87269765,2.0333192,4.46959,4.535002,3.8439016,0.04068809,4.087389,4.592271,3.1602185,0.2921773,4.184236,4.6035852,4.7437305,4.780059,4.455245,3.6438258,2.8483837,0.23265131,4.1823654,0.04852551,4.872161,4.059913,4.332473,4.3558574,3.6243675,4.125265,3.9085324,3.1951146,3.3258755,4.467082,4.0165386,4.8744297,3.6695907,4.533666,3.4735422,4.0641026,4.1061845,4.214643,4.293567,4.9675827,4.552371,2.8662279,4.3825254,0.095710486,4.1581483,4.220965,4.501267,3.4697864,4.4376125,-0.020474529,4.008975,5.265962,3.993047,3.9297495,4.4369717,4.637143,4.792652,4.500474,4.565539,4.4363513,4.476797,4.0144696,4.5759325,4.1891236,4.410403,3.557361,4.7944365,3.600867,4.086126,1.8397601,3.0947287,4.454848,4.619451,3.5641348,0.9627709,4.770505,3.50009,3.5235748,3.7783463,4.1542397,4.5507765,4.313676,4.2002916,3.7557702,4.0666566,3.5941021,4.4645104,3.7746346,3.642686,4.075146,4.46964,5.0846586,4.122787,4.538678,3.6034691,3.6596534,4.5813355,3.524001,3.8402324,4.2440505,4.2341948,4.0651684,4.281045,3.4604683,4.5691624,2.2471654,4.232708,4.839861,4.118443,4.8596206,3.0964668,4.2634788,4.226531,4.0081778,3.653502,4.289905,4.4819407,4.7092013,4.0880055,0.20943512,3.9969313,4.8160515,4.579384,3.6220427,3.7307732,4.347167,4.7446804,4.033183,4.319246,4.891798,3.7893698,4.4431915,4.8088326,4.128943,4.063714,5.04633,4.2248735,4.289304,3.6041148,3.9631643,4.14478,4.189798,3.8009474,4.452806,3.737996,4.754074,5.228204,4.4831924,4.311456,4.138839,3.5578308,3.5426898,0.5959686,4.428484,4.5684204,4.8905864,4.516056,4.438576,4.772229,4.612773,3.7437408,1.5056709,4.157865,-0.6993456,3.5834029,4.746393,3.5341802,4.3202147,4.058163,4.5876207,4.50159,4.6098657,4.0331244,3.7519405,4.216542,4.194664,3.6895187,4.0815015,4.242978,1.0571374,3.155341,1.9452293,3.8397536,4.441258,4.4072886,3.9753008,4.7227616,3.8442698,3.638394,4.080734,4.2994165,3.6627555,4.4120646,3.770507,4.091047,3.5877252,3.5371513,4.3611197,3.698748,4.1168203,4.978613,3.7590585,5.218066,4.7191887,3.5500293,4.2209096,3.648907,4.482997,3.5508156,2.7085514,4.580538,0.44601816,4.7926416,3.791358,4.0402336,3.2786283,4.323808,4.306074,4.467111,-0.43889904,3.8935072,4.419855,3.4682338,3.8672264,2.4649732,4.1902957,4.176659,4.03053,4.1090713,2.0029128,4.3185096,3.672101,4.3318124,4.630795,3.355549,3.8535254,4.832561,4.6512995,3.5867484,3.7579587,3.9771986,4.11607,3.7508502,4.1554627,4.671102,3.7589052,4.923632,4.4311743,3.0237327,5.303685,0.24914877,4.7848716,4.82498,4.5562367,3.7494724,3.7572203,4.8531356,4.3409724,2.7290576,4.780992,4.7810025,4.167303,3.618158,2.90588,4.0116053,0.22585018,4.1535063,4.894553,2.914756,4.7252884,2.1897287,4.150243,4.4598603,3.6212115,4.570215,1.3170063,5.2731295,4.5743012,4.790356,1.0580606,4.6121283,4.4181857,4.4997306,4.246655,4.430312,4.212803,3.9510431,1.6487197,-0.39633346,4.2020416,4.9485903,3.6015837,3.8903692,5.2492657,4.886586,4.2680874,4.0006676,3.7413373,3.956477,4.2225738,4.172419,-0.43510664,4.4513073,4.113767,3.4669635,4.540418,4.793641,3.8243468,4.452889,2.4089658,3.7781804,3.7697506,3.4156382,3.6344545,4.2029147,3.7688246,4.5475445,3.7182212,2.7377768,3.8730288,4.2450066,2.198277,4.268342,4.199616,3.8463714,4.4585924,3.791553,4.1050105,4.676232,2.2841415,4.023731,4.803123,4.8315797,5.2519217,4.802263,-0.5108463,3.740621,4.2038946,2.1555626,4.9012785,4.154483,3.973709,4.231481,2.950107,1.1012405,4.690667,3.6071537,4.8905687,2.8723018,4.8024416,4.751923,4.5509343,4.5446563,4.483891,4.570729,2.5204825,4.7292156,4.379207,-0.73177624,4.124237,3.68236,4.2727437,5.2841167,4.826027,3.6953526,3.5571601,4.3100677,4.0084767,4.3833275,4.8250775,3.7997339,3.799377,2.945675,4.233078,4.042319,4.1541433,4.4902816,4.8336883,4.182033,4.713649,5.2744436,4.647979,4.0918856,3.7612326,3.9279273,4.170138,4.8055563,2.2212558,4.271971,5.2746563,4.5501704,4.8980083,4.360563,4.0781155,3.353463,0.008895236,4.2687955,-0.17782143,3.906461,4.087067,5.2513976,4.4205494,3.7585046,4.4392138,4.4619837,4.1027327,3.9284132,4.018083,3.699426,3.825771,4.123351,4.871874,4.1697726,4.511966,4.619902,0.85810196,4.9185286,4.2815247,4.2933807,5.3053837,3.5760255,4.482101,4.9322805,3.9029095,4.216807,3.5237665,4.4570355,4.2644477,3.9240317,1.414764,4.2706094,1.9859265,3.5906012,4.929293,4.5854993,4.4570518,4.7933335,4.1913185,3.7440553,3.7707207,2.30068,3.8992474],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"People on the bus started getting off the bus.\",\"Generally people know to let a few cars pass in one direction, and then stop to let the other direction go.\",\"A car on my left is waiting to join the queue.\",\"The traffic lights at the road works changed to red on my side so i stopped and waited.\",\"There's a car that stops to let me cross.\",\"I arrive at a roundabout and unfortunately there's a lot of traffic\",\"I was to the side of the door, as i was one of the first people at the bus stop so I would be first on.\",\"Suddenly I notice that a car that is going in the same direction as me slows down and pulls up beside me.\",\"But why does the bike feel like it's braked?\",\"However, the car behind me wasn t paying attention properly.\",\"I was aged 12 or 13 on a bus on the way home from school.\",\"I'm driving on a road I don't know well, I come to a stop sign and I stop.\",\"The man s car showed no sign of damage, as it was a large 4x4.\",\"After I entered, the car overtook me and even went sideways on the road blocking the traffic.\",\"so I can't get on the roundabout right away.\",\"A group of 3 men are approaching from the other side of the road.\",\"I was on a bus with some sommeliers, because we were going to a fair.\",\"I thought I saw one and I slowed down, probably too much, without putting on my indicator.\",\"while i was walking briskly on the sidewalk, i saw a couple in front of me and i thought i would pass these two gentlemen causing them as little trouble as possible.\",\"This despite there being cars in front of me.\",\"I'm out with my dog ​​and I stop, by chance, in front of a garage entrance, to let a car pass.\",\"I take a step forward and a car that's coming really fast slams on the brakes, it was coming so fast I didn't see it.\",\"However, I see a much smaller, darker bus arriving, with the same name as the company on the side.\",\"They look like they are at work as they have bright overalls on and perhaps are on lunch break.\",\"I'm on my bike, on the streets of Rome.\",\"I don't stop running until I am inside the station.\",\"I was on the cycle path....\",\"There was a bus stopped at the crosswalk, I saw a man who was starting to cross and I thought I would definitely go through, so I passed the bus on the left and I noticed that there was an elderly lady in a wheelchair and the carer behind who was carrying her, I immediately braked.\",\"There is a man sitting across from me, probably under the influence, looking quite unkempt who starts saying hey cocksuckers in my direction and the stranger sitting next to me.\",\"I could cross the street on a red light, but I'd put myself in danger.\",\"I started to reverse to go into the space when a car behind me decided that they were going to take it.\",\"I had pressed the bell and went and stood near the doors, waiting for the bus to stop.\",\"I m getting on the bus to go home from town to my house.\",\"I have to take the train to go home for the Christmas holidays.\",\"I approach two guys standing at the back of the room to tell them that there are some seats left in the front, if they want to sit there.\",\"There was a man who shoved right in front of my in the queue and I was drunk and annoyed!\",\"A woman has got on the bus, and before ive even been given a chance to offer up my seat to the older later she has said to me are you not going to give up your seat?\",\"The driver wanted to reverse at all costs but there were already several cars in line waiting.\",\"I'm riding my bike and I'm about to cross the pedestrian crossing.\",\"I was talking on the phone to a client as I was supporting them to stop smoking.\",\"I'm on the road, in Rome, in my city.\",\"I'm driving, I arrive at an intersection where I have the right of way\",\"This went on for several minutes, until my brother got in the way and separated us.\",\"They leave me some money for the repair, and the husband slams the car door on me.\",\"I'm in the car on my way to college.\",\"I thought I didn't fancy getting hit or stabbed by a potentially on something woman on the bus so got up and went downstairs, getting off the bus shortly after.\",\"As I come up to UCLH on my left a big Audi BMW type car cuts into my lane without any warning and certainly no 'thank you' wave.\",\"I was waiting at a bus stop with my daughter.\",\"(by the way i was a size 12 so wasn't even fat!).\",\"As i was waiting the driver said to me is the bus near the kerb, i looked down through the doors and said to him\",\"This red car is slowing stopping in response to the traffic light, as the car is stopping I can see the window coming down.\",\"I was driving, I was about to enter a rather narrow road\",\"I'm crossing the pedestrian crossing in front of my house, a neighborhood street where you have to go slowly because of the proximity to the houses.\",\"I was sitting in the car which was carrying all the staff including the manager.\",\"so i got off the sidewalk moving away a bit to pass on their left, and lengthening my stride even further.\",\"The crossing lights are red\",\"I'm on my scooter, stopped at the traffic light.\",\"I'm waiting for the bus at the bus stop in my fourth year of high school.\",\"I'm driving past town and someone decides to get in my lane by cutting me up and not I indicating.\",\"I was woken up by a man who had the seat I was in reserved\",\"The road that separates me from the place is only a five minute drive, so as usual I stopped at the stop sign at the intersection that precedes my place of work.\",\"There were cars in front of me so I couldn't reasonably drive any faster.\",\"A man pushes into the queue in front of me saying, I only have two items to pay for!\",\"After a minute, it seemed like no one else was getting off the bus so I stepped on.\",\"I'm going to school, like every other day I choose the clothes that make me feel most confident and I take the bus.\",\"I'm driving my car.\",\"I put up some signs there.\",\"I was driving a few steps from my house and I was crossing a small stretch of road in the wrong direction because there was no car coming from the opposite direction.\",\"I put on my left turn signal to overtake the car in front of me that has stopped for no reason.\",\"On my right hand side cars a driving by however the traffic light has turned red.\",\"and I was walking to get a bus home.\",\"I am near the end of my 8 minute walk to the train station when a man shouts something unintelligable at me.\",\"She just stood there and did not want to give way, wanted to force my car onto the pavement and gave me the middle finger.\",\"I was on my scooter and I found the usual road closed, I had already been through a lot of traffic.\",\"Al I would really like to know why you are standing here and getting in the way, automatically from my mouth came out\",\"the light turns green, I honk because the woman in front of me, who was coming from the other street at the intersection, was blocking my passage and could have moved a bit to make room for me.\",\"Usually in the car, always the same dynamic, I'm driving and a fantastic genius of the road tries to commit an infraction.\",\"The bus stop was really busy as it was during a period when there were a lot of tourists in my city.\",\"I'm in my perfectly unassuming VW Golf nothing flashy, nothing fast: just four wheels that get me from A to B.\",\"I said I just wanted to get my bus and go home.\",\"I'm driving at an intersection.\",\"I'm stuck in a traffic jam in my car.\",\"I was driving to work in my car and just as I was approaching the workplace there were a number of parked cars on the other side of the road to me I proceeded to drive as it was my right of way however a car coming from the opposite direction decided not to stop and kept driving this car then stopped next to mine and the drive proceeded to call me an idiot for not stopping etc, I remained calm and told him it was my right of way but some people think the rules of the road do not apply to them and in this instance the driver was not backing down so I just let it go over my head and got on with my journey.\",\"I moved to another carriage on the train after this to not be in the presence of this man.\",\"He came to a stop in the middle of the road in the middle of a junction.\",\"I came onto the train and he made a racist remark but I ignored it and sat down, I didn t take much notice as I was excited I was going on holiday the next day so was not letting anything annoy me.\",\"I was told that there was not even a seat and the family behind me was calmly given a table.\",\"I'm engrossed in a conversation with my classmate so I don't give it much thought, I don't immediately realize that that's the bus I have to take today.\",\"He tries to rest an elbow on the edge of the table whist trying to engage myself and the friend sat opposite me into conversation.\",\"I get out to check the damage, and the lady driving the other car insists that nothing happened.\",\"I am stopped on the street to cross at the pedestrian crossing.\",\"so I break into a run and cross the road in between the traffic, almost being clipped by a bus.\",\"I finish crossing the crossing and the car starts up again at full speed, while the driver yells at me: moron, go even slower.\",\"After the incident, I didn't retaliate and carried on walking to get away from the crossing.\",\"I'm in my car in a very long line of traffic.\",\"I crossed the road and a car coming down that road hadn't indicated so I had to rush a bit to get over safely.\",\"Mistakenly and unknowingly I had put my purse down on the wall and stood up to look for my friends car, assuming I had put everything back in my bag.\",\"I was sitting in an open space waiting area of the bus station.\",\"I sat in a seat that was unreserved for the first part of my journey and fell asleep for a bit.\",\"After a while I got off the train.\",\"I couldn't bear it and sat somewhere else but he started wiping down everywhere in the seat.\",\"There's traffic and the car I'm supposed to give way to is stuck because the driver is using his cell phone and hasn't noticed that the cars in front of him have continued on.\",\"As I did so, I saw that an old woman with a walker was actually walking down the aisle of the bus, and she was quite slow.\",\"I know very well what the bus that comes to pick us up to take us home looks like, it's white with the company's red writing and a gray stripe down the middle.\",\"I'm driving in the morning traffic to go to work.\",\"As usual, the traffic is backed up as far as the eye can see down the Euston Road.\",\"She calms down in two seconds, pays me and leaves.\",\"There's a lot of traffic, it's raining.\",\"I'm riding my bike on the cycle path, I stop to adjust my backpack.\",\"The guys in the car accelerated again and drove away.\",\"He looked angry, red face and menacing.\",\"I am on a crowded bus, forced to stand next to the entrance exit door.\",\"I'm in Turin, I'm driving.\",\"I'm driving my car.\",\"i'm driving in the car in heavy traffic.\",\"and I was walking near a shopping center in Milan.\",\"I got out of my car to indicate to them that I had been waiting patiently\",\"I'm driving and a car cuts me off.\",\"I was driving home and the driver of the car in front of me appeared to be lost.\",\"I was sitting and waiting to car move but at the last minute the deputy manager got on the vehicle and forced me to sit somewhere else as this place was always him.\",\"Whilst looking 3 youngish people maybe 18 years old sat on the wall I had previously been sat on and then got up and quickly walked off which seemed strange.\",\"As I sat down about midway up the bus\",\"They sat in the seats in front of mine and I moved because the carriage was almost empty besides us and I had noticed that they were not wearing any protection against covid.\",\"I drive often and well but two weeks ago a car at the telepass in front of me got stuck.\",\"The bus then pulled up to the bus stop.\",\"I was on a narrow country land and along a long section there were roadworks.\",\"So I replied then it's better for me to go out into the street and get run over by cars?\",\"I get up and move to the end of the bus stop standing next to another person.\",\"Visibility is compromised by a curve so I take some time to look.\",\"I was in my car approaching a. section of the road which narrowed under a bridge.\",\"I'm driving on a road with two lanes in each direction (4 lanes in total) and along this road there is a traffic light that turns red.\",\"I immediately feel embarassed as everyone on the bus has observed the interaction, and people may be thinking that I am rude.\",\"I finally manage to get into the roundabout without cutting anyone off and I continue on relieved.\",\"I have taken a seat on the bus near the front, as there are no other seats.\",\"I took the backup road, longer and with two more traffic lights, I slowly passed on the left of the cars and finally arrived at the end of the street.\",\"The traffic in Rome in the morning is obscene, most people don't know how to drive, and I still have a bit of anxiety while driving.\",\"I was crossing the street with my bike (I had the right of way) and a car was about to hit me.\",\"I'm in the car with my best friend, she's driving me to the station.\",\"There was a car that was reversing to be able to turn around and park, and in a second the driver accelerated and hit the front of my car.\",\"I was on the train home for Christmas and did not manage to reserve a seat on the very busy train.\",\"I just want to go home and cancel all my plans for the day.\",\"I'm in the car with my minor son and I'm about to reach a very dangerous intersection where I have the right of way, but I slow down and stop to make sure I can pass.\",\"After a few minutes, a boy who is usually on the bus with me gets off and waves at me.\",\"I left work and was walking alone down a busy street to the train station to travel home.\",\"At one point my supervisor even got up and left the room and then came back after a minute, sitting down again as if nothing had happened.\",\"It was late afternoon and I was coming back from work.\",\"As soon as I got on the train I was trying to put my suitcase under the seats when a lady told me I doubt it would fit there, and I was convinced that it would fit so I continued to put it under the seat and I heard the lady say how stupid I am.\",\"He thought I had already gone and ran into the back of my car.\",\"There was a young woman with her child on the bus.\",\"The driver of the car I'm supposed to give way to is always on his phone.\",\"I was ashamed, but then I went to look up what it meant once I got home (at the time there were no smartphones).\",\"A big queue of traffic built up behind me and when the lights changed I unfortunatly stalled the car as i was not familiar with it at that stage and could not start it again until the lights had changed back to red.\",\"there's traffic.\",\"As we were crossing the road (when the lights were red, and the lights to cross for pedestrians was green), a car ran through the red light and came towards where we were crossing.\",\"There's traffic, the road is blocked and it's hard to walk, the situation is stressful because it's morning and everyone seems to be in a hurry.\",\"We had just crossed the road and had to take a right turn.\",\"Quickly, we ran the rest of the way across the road to get away from the car.\",\"I have just been offered a promotion at work and I approach the owner of the company in regards to a wage rise to go along with the promotion as nothing has previously been said.\",\"He drove really slowly and was occasionally moving across the lane.\",\"I stopped to let cars from the oncoming direction pass, then there was a short gap in that direction it would have been my turn\",\"I'm in the left lane when the traffic light turns and the cars start moving, a car from the right lane tries to get between the cars and grazes me.\",\"I'm on the road in my car, at an intersection, even though I have to give way, I try to pass because I think I can.\",\"The room is full and I don't stop for a moment, between people coming in, dishes to be brought and tables to be cleared.\",\"I insist, and I start taking pictures of the cars and their license plates.\",\"i was leaving the university and heading towards the subway.\",\"I've been in the line for about ten minutes and a man with his SUV has the smart idea of ​​overtaking everyone on the right and forcefully swerving into my lane, right in front of my car while I'm driving along.\",\"Thankfully the bus was on time, so I got on it and went home.\",\"It is summertime, the weather is fairly decent and our parents have let us go into our local village to go on the fair ground rides as I have a paper round so have a little bit of money to spend on rides and to get some candy floss.\",\"I was on the bus coming home from work.\",\"I continue to drive on not letting him in.\",\"I'm on Facebook.\",\"I stop at a stop sign.\",\"I did this whilst sat on a wall.\",\"I walked away and did inform the security people in the shopping centre.\",\"During this I made eye contact with a woman at the back of the bus.\",\"It was when I had not long had my car and I was still getting used to driving it.\",\"A car comes at high speed and seeing me stopped to cross, it brakes.\",\"I can see the train station now but there is a very busy main road to cross first.\",\"At first I don't give it much thought.\",\"We're almost at the station, at the roundabout to enter the parking lot a car doesn't give us right of way, we almost crash.\",\"I'm trying to park in a supermarket car park but a woman was dawdling along in the middle of the aisle between 2 rows of cars and I can't move round her.\",\"A woman in an oncoming car did, however, proceed in spite of the fact that the bit of road was too narrow for two cars to pass, so we met.\",\"So I walked on the tiles.\",\"I was on the train and I was wearing the ffp2 mask.\",\"It's raining, I'm wearing a hood that covers my view a bit.\",\"My job is also to seat the guests and, in today's case, to seat the most influential people in the front seats and the others in the back seats.\",\"At which point due to the trauma I stop in the middle of the road with her who continues to insult me.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"3_the_car_bus\",\"text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the_car_bus\"],\"textfont\":{\"size\":12},\"x\":[6.747673,6.4503493,7.5416126,6.288321,6.4363475,6.4210796,6.7716837,6.4835243,6.679345,6.8974485,6.9826865,6.357596,7.1897383,6.767577,6.494875,6.544534,7.150301,6.4060535,7.644589,7.026915,6.4580374,6.5929804,6.63364,6.5498238,6.47394,6.509586,6.629382,6.8004103,10.026012,6.250238,6.7946095,6.711101,6.632121,6.7238207,7.13183,7.990741,6.891552,6.6026254,6.365553,8.994406,6.5350294,6.3268824,9.35179,7.4040127,6.3060675,6.760644,6.429578,7.004852,11.738627,6.7605233,6.2974706,6.57988,6.3380313,8.584085,7.601218,6.2262387,6.753612,6.663001,6.3360114,7.2223177,6.377527,6.6311445,7.9967995,6.7681403,6.6122093,6.295246,7.4070096,6.5386896,6.550605,6.2732315,6.845898,8.246571,10.788888,6.598536,6.565816,6.2719064,6.4809403,6.711901,6.558154,6.731513,6.3112025,6.338721,6.61248,7.0935683,6.4791064,7.938204,7.543201,6.6284723,10.0918045,7.18308,6.367447,6.5544314,6.580119,6.5212617,6.308299,6.5918264,7.4791274,7.0345955,7.1050773,6.9894814,7.22798,6.4097905,6.7569485,6.6278086,6.4192963,6.2982054,10.345345,6.370217,6.85792,6.997096,12.348215,6.7110496,6.444015,6.2833357,6.286844,7.4758615,7.313569,6.3082943,7.0535417,7.056861,7.51798,6.767018,7.0420723,6.3920236,6.7359014,6.590013,6.556332,6.680134,6.311586,6.6761737,6.2250133,6.70513,6.4905095,6.8968673,6.448064,6.467955,6.9291053,6.2905817,6.8930726,6.991528,6.7639823,6.3419127,8.558825,7.0189495,8.966736,7.3470697,7.0454564,8.11854,6.7586045,6.457957,13.681887,6.4816113,6.3362074,6.323757,6.470199,6.5042033,6.5027294,8.532895,6.5197935,6.532243,6.345597,6.369624,8.340879,6.3260612,6.9604616,6.3583255,6.796113,6.8662615,6.7965684,9.199378,8.896232,6.4558196,7.493028,7.6301303,6.69457,6.7102127,6.507684,6.296642,13.382162,6.4978075,7.7041388,6.567822,7.707417,7.104242,6.496703,8.276535,11.309187,7.079248],\"y\":[2.2051234,4.0888433,0.43392834,4.1883454,4.0829983,3.6448064,2.223081,4.196461,4.114333,4.154512,2.045653,3.6953585,4.2065277,4.129974,3.6329446,3.7671597,1.9118375,4.0703793,3.210116,4.2240863,3.9923632,4.2182584,2.2838364,2.3313727,3.122582,3.610668,4.104132,2.2907944,3.3927708,4.208378,3.9868975,2.1912866,2.3193467,2.6212523,2.1973515,0.19579811,2.1917894,4.029437,3.9420264,0.10084128,3.06101,3.8839657,2.0095446,3.9366732,3.3277242,2.2165055,4.1535015,2.1395924,0.42406014,2.3798835,4.2166314,4.12566,3.852982,0.59430665,3.227696,4.216712,4.496251,2.2630696,4.026791,2.393242,3.7301176,4.0336185,-0.04792796,2.2251139,2.2997708,3.4338405,3.6049662,4.116665,4.090788,4.198047,2.2207181,4.2631283,-0.5104107,4.139886,3.8666232,4.2265577,4.076812,2.4088724,4.0338306,2.194074,3.5607178,3.650889,4.1603875,2.7343147,4.215975,4.228573,2.3482842,2.2493358,4.026281,4.2022195,3.921911,3.95356,4.234583,4.032692,3.544909,4.0634856,2.6353712,2.217138,2.2763348,2.287075,2.2940161,3.8000143,2.198491,2.2532358,3.2270026,3.9558547,-0.857983,3.4379797,4.0999913,4.2102532,3.7596107,2.355023,3.1054537,3.4518855,3.475013,2.6146472,3.664958,3.4545887,4.193632,2.9118388,2.3628159,2.2229857,2.3047936,3.8325734,2.2237024,4.1455307,4.008064,2.3992374,3.929715,4.1744823,4.211008,2.2518463,3.7330124,2.2431662,4.0933604,3.1411433,4.1325126,3.409072,4.142727,2.4806843,2.1552322,3.869843,4.1244087,2.337612,0.71133727,1.2814878,2.4656017,4.3657684,2.1406078,3.8723347,1.9940492,4.12329,3.507241,4.190609,3.091507,4.1431866,4.2393613,-0.13872172,4.28748,4.085995,4.1767654,3.9520838,1.3735827,3.418834,2.2485642,4.0491934,2.1891458,2.6906102,2.1978502,4.6578035,1.0158708,3.75039,2.3806968,2.7076488,2.2440267,3.7353587,4.171641,3.861867,2.7683601,3.6396472,0.036084175,4.1035547,3.2625873,2.2815928,3.3470118,0.8033466,-0.43759346,3.1025417],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I am in Thessaloniki for a weekend with three of my friends and I am in the square to see the Christmas tree and all the Christmas decorations that are at the market.\",\"Marco just saw me at the disco, I'm dancing with my friends, in my way that is certainly a little provocative, but that he has always liked.\",\"She is sitting on a little chair quietly 'reading' while I am with my 1 year old trying to stop them pulling all the audiobooks off the shelf.\",\"I was having dinner with some friends.\",\"One night after yet another argument of this type in which he attacked me because I had decided to go out with my friends without his consent (usually I didn't do it because I respected his jealousy)\",\"I'm walking to a place where I'm having an aperitif with some friends, it's evening, but it's not late.\",\"I'm in a club with my friends, at a certain point a boy approaches me with the intention of going to bed with me.\",\"I've had my license for 8 years but on the streets of Turin I feel like a fish out of water since I'm used to moving on the country roads of Veneto.\",\"When we arrive, my friends leave, while he doesn't want to get out of the car.\",\"I am at my local library for Rhyme Time with my two children aged 3 and 1.\",\"I can't remember the actual outcome, and can only imagine that he got into trouble with our parents once we had both returned home.\",\"A few years ago, in the summer, while I was at the disco with some of my friends, everything was going well and the evening was going like any other.\",\"we had gone to the beach and the children were playing a game of tennis on the sand.\",\"He stands at the door ready to go,dressed for a night out and calls me a stupid bitch adding that no one else will want me.\",\"I was dancing on the dance floor with some friends and some guys came up to us and rubbed up against us in a completely unsolicited way.\",\"I'm at the bar with my friends and I tell everyone that I won't go dancing with them on New Year's Eve because I'm not interested.\",\"i was at a conference where i was one of the very few women.\",\"I was in a festival with a group of my friends, we were all in the dance tent, next to one another when a girl\",\"It was last year, I went to pick my child up from school.\",\"I am in the room with my boyfriend thinking about this umpteenth evening spent at home because no one wants to go out.\",\"The cat often runs away from home and enters my boyfriend's room and hides under the bed, which the owner Eleonora doesn't like.\",\"I was walking in a busy street in Caracas (Venezuela) when I decided to eat a banana\",\"I am walking my dog with my young daughter.\",\"I don't know anyone at the party and I feel a little lost, as if I were there by mistake.\",\"I'm at a nightclub.\",\"I am at my new apartment with my partner, and we decide to have a housewarming dinner with two couples of my partner's friends.\",\"I'm walking through Padua with my girlfriend and I come across a bar where 4 or 5 guys between 30 and 40 years old were sitting outside at a table.\",\"and I decided to gather my stuff from the table and just keep them in my hands or around my body.\",\"My friends and I didn't want to be bothered by them, also because the guys had probably had too much to drink.\",\"I'm having lunch at a friend's house, it's me, my boyfriend, my brother, her, her parents and her aunt.\",\"The event was carried out to show local residents what would be built.\",\"For some reason, we start to argue about something (I imagine quite trivial) as we are coming out of the park area.\",\"Other staff who were there just laughed but were embarrassed for me.\",\"I'm walking through the streets of my neighborhood, I was going to visit a friend who lives nearby.\",\"I had agreed to meet my friends who would pick me up from a road near the station before we went to dinner and keep my luggage in their car.\",\"I'm talking to a friend and we hear a nearby table insulting us.\",\"I was heading to the shops with my then 3 year old son and baby daughter.\",\"A bar.\",\"Are we crazy?\",\"and we're at my mother's house to celebrate with all the family.\",\"I think we were in Leeds for my friends birthday, she went to uni in Leeds.\",\"All this in front of an entire room, with me moving my arm like two contenders were telling me to do.\",\"Next to me was my boyfriend and in the seat in front of me was my best friend with her boyfriend.\",\"I'm on Erasmus, we were in the party room and I was playing music, there were people from various parts of the world.\",\"He seemed out of his mind.\",\"One evening, we were all on the pavement outside his house, discussing what we were to do with the rest of our evening.\",\"One night at a disco a boy flirted with me and from there we started seeing each other.\",\"One day we had to go out to eat and I wasn't ready yet, but my friends were, so they went out of the bedroom door and started going down the stairs without me.\",\"I take my phone out of my bag and the stranger looks away.\",\"I'm at a restaurant and there are children running around the tables.\",\"We were walking around town to our next activity.\",\"so one night many years ago, i was out with one of my friends in a bar in our local town.\",\"I'm in a garden sitting on the benches with a small group of friends, about 10 people, it's evening and we're chatting.\",\"there was a table in front of me and I had my mp3 player, phone and wallet on that table.\",\"We were having fun, dancing and laughing.\",\"Me and my other friend hang out on the bench for another 20 minutes before we decide let's just go make sure she's okay\",\"After chatting for a while we sorted out the problem calmly and everything was OK.\",\"I was at the bar with some friends and I saw that another of our friends was coming out of the door\",\"I am saying goodbye to some friends at the end of a nice night.\",\"I had just come in from going for drinks with some girls friends on a saturday nught, it wasn't late it was around 10.30pm.\",\"Late one night I give a ride to two of my friends and a guy who was a friend of a friend.\",\"I was waiting at a roundabout to pull out and I hesitated to pull out because I didn t feel there was enough of a gap between the cars.\",\"I was out with some friends and we were at a bar.\",\"I'm out with my friends We're on our first holiday abroad together\",\"On the way back to a place we're staying one of my friends decides that they want to go out clubbing we landed at 8:00 p.m.\",\"We spend quite some time going on the rides and generally having quite a good time.\",\"I just stood there and after a while sat on a bench what she carried on we only had one room key and my other friend still didn't want to go out clubbing either so we said well we're going back to the room you can do what you want of course\",\"After a few minutes, two other friends from the same group join me and I start talking to them.\",\"I was at a shopping center, in a relaxation area with sofas.\",\"This is done through our software so recorded and the number was definately correct.\",\"I was with my daughter and husband at the play park and there were some anti vaxxers there.\",\"From the first few days I understood that we were absolutely incompatible in terms of character, arguments were the order of the day.\",\"One of the parents does not think this, especially during the living crisis and calls me a selfish idiot for not thinking about those who can't afford such trips.\",\"We are having drinks and food and all chatting to each other and moving between conversations with different people.\",\"My partner entered the room and sat on the sofa opposite me.\",\"A lot of people are out of their minds.\",\"My children were in bed and my husband had been drinking their were cans on the sofa and he was tispy.\",\"Together with my friends we are deciding what to choose but we are not sure, we make some jokes and from behind a group of friends, who are listening to our conversations, talking to each other make obvious gestures addressing us.\",\"They had just set the floor tiles down, but I wasn t aware how long the tiles had been down for as I was out most of the day.\",\"It was the school holidays so the car park was full with other families with the same idea.\",\"I had a knock at the door and went and answered it to see my next door neighbour looking annoyed.\",\"The tone was both aggressive and derisive, as some of the guys were laughing.\",\"I was out with my friends and we were walking downtown when a guy I didn't know accidentally bumped into me.\",\"I don't know the people I'm with well, I mostly met them at the beginning of that week (so about 3 days before).\",\"I was stood in a bar and my husband had gone to the toilet.\",\"It was on a day out with my friends.\",\"I am in a bar waiting for a friend to show up and a man at the bar started talking to me.\",\"I was sitting in my garden with a glass of wine last summer chatting with my husband.\",\"Im out with friends in a bar, we ve been dancing and made our way to the toilets.\",\"I hadn't seen my dad for many years.\",\"The guests arrive, and during the dinner I receive only criticism, particularly from the partner of a friend of my partner: It's too salty.., can we put out these candles that stink, Ludovica get me a napkin, there's more wine.\",\"There are people around, other commuters mixed with people heading out for the evening.\",\"I'm talking to some friends in front of the entrance to a shop, eating an ice cream that we bought next door.\",\"I am in the apartment rented with my usual friends for the holidays.\",\"We only receive on Tuesdays.\",\"He had openly been pursuing other girls in the run up to the birthday and on this evening he was trying hard to hit on another girl who had a boyfriend.\",\"His stepbrother was also out for drinks and had drunk too much.\",\"At one point one of these children ends up on my bag and dirties it.\",\"During my shifts which were usually in the evening the changing rooms were never open due to the lack of staff\",\"my son hit the ball unintentionally into another group of people who were sitting behind a windbreak nearby.\",\"I'm at work, behind the balcony, and I'm helping some people with some documents.\",\"A man, who I knew had been drinking as there were several empty beer cans in a pile by his deckchair, came over and started yelling at my young son.\",\"I imagine I'm walking down the street with a friend and we pass a bar, where there are people outside drinking.\",\"I have just had a new bed delivered and it was assembled by two men.\",\"I'm talking to the boy I like and who after two years of back and forth invited me to his birthday party.\",\"I am in a club with a friend of mine.\",\"I'm at work, and I'm talking to my colleagues, a colleague who recently arrived and is much younger than me tells me that I'm antisocial because I never want to go out drinking with my colleagues.\",\"I'd gone back to my hometown to spend the week there so had a suitcase.\",\"My child isn't the only one who has looked at books, but we are the on\",\"His disproportionate reaction offended me so much and I promised myself that I would never go out with him and the rest of my friends again, since no one intervened.\",\"The opportunity to attend (despite the deadline passing) came up again and these colleagues were chatting about who's going, how many were going, what they were going to wear, all the logistics as you normally do.\",\"I was with a group of people.\",\"I am imagining a situation in which someone says me idiot and laughs on me in front of other people when we are sitting in a couple of people and discussing on a random topic.\",\"I'm at a college friend's house who invited me out for a drink after dinner.\",\"I've just had a carpet fitted on my stairs and landing.\",\"I was in Bratislava and in a pub I was not given a table just because I was the only diner.\",\"I was walking on the sidewalk with my friends and my boyfriend.\",\"I once was on a train going home from work & and drunk guy ( drinking as he had a beer in his hand ) was on the train with 2 of his friends.\",\"He puts his hands on my cheeks and pulls the skin to smooth out my wrinkles.\",\"A motorbike arrives with two boys c\",\"I just went into a craft beer shop because I really like special beers and I want to give some to my boyfriend for Christmas.\",\"The situation was quite hostile and we were in each others faces.\",\"I can remember vividly the spit and the smell of his breath and my ears just ringing with discomfort.\",\"My friend and I are petrified in front of the scene and at that moment we don't know what to say.\",\"I was told this in a room full of staff.\",\"European\",\"A guy comes up and starts hitting on one of my friends.\",\"I was out at the town centre for a night out, when we went for food afterwards.\",\"I was chatting happily to my daughter and a few other people about the event that were were on our way too, and I was feeling happy and excited.\",\"One day I ask some colleagues to help me clean the garden with the children.\",\"I was out with friends in a night club.\",\"and I'm not invited.\",\"We each have our own areas.\",\"We are in the classroom taking an exam, with some of my university classmates, the professor asks a question to one of my friends, I impulsively answer, among my friends a girl attributes the adjective bitch to me.\",\"I was trying to juggle my things so organise my handbag with stuff I would need for dinner including my purse.\",\"I'm on the phone with one of our salespeople to report a problem I can't resolve with one of his clients.\",\"When I was younger I was getting ready to go out and my sister came into my room.\",\"Im in a nightclub with my friends and we are just having fun and dancing.\",\"I don't remember what we were arguing about or the situation in general.\",\"It's evening and I'm in my boyfriend's room.\",\"I was in line to get into a nightclub and some drunk guys walked past my group of friends and called us whores.\",\"There were other people sitting around, but we were all kinda not in the mood for anything because of the heat, thankfully we were sitting in the shades.\",\"I start to look at the myriad of beers but I don't know how to choose, so I decide to ask the owner who up until that moment hadn't considered me.\",\"and i just went to a concert with a friend of mine.\",\"We had all had a lot to drink, I remember thinking I needed to go starDy after this next cocktail.\",\"He has always been a very jealous guy who was always ready to attack me if I wanted to go out with my friends at night or dance with them.\",\"We were in the office together\",\"We were at our local miners club, he was with his mates I with mine.\",\"I'm at a disco with my friends and a guy approaches me to dance.\",\"I try to leave the birthday party as quickly as possible, I don't feel comfortable in this situation.\",\"I was at a fast food restaurant, waiting for my friend to join me at the table.\",\"I am at the pub with a few members of my family and we have all been having a nice time.\",\"I am a new citizen here and I try to treat with a lot of people from different cultures.\",\"Minding my own business whilst waiting to order a drink, some guys who were having quite a merry time started chatting.\",\"I am sitting with friends at a bar, a very drunk man joins us uninvited.\",\"I could see them coming through the crowd a mile off as she was barging people out of the way, she eventually got to me and my group of friends.\",\"I am outside the pub, wearing a nice outfit that really attracts men.\",\"I was with a friend at McDonald's for a snack, I was 14 years old and for a few months Charlie, our dog, had become part of our lives, so I took him for a walk with me.\",\"From his point of view we had made a mistake in a part of the work that would have cost him a good dressing down from the owner, since he was responsible for our work, but we were executing\",\"I'm getting dressed to go out with my ex-boyfriend for dinner.\",\"I went to our embassy to renew my passport.\",\"I was walking down the street in my hometown with a close friend It was a saturday evening and we were chatting about something funny on our way to dinner at a mexican restaurant.\",\"I am out for drinks for friends birthday.\",\"We had gone for a walk in the park with friends and when we got home he told me this.\",\"She criticized some of my work and questioned my ability to run an event despite my many years of experience.\",\"It's summer, I'm at a birthday party of a friend from the seaside that I haven't seen for a long time.\",\"I'm at my boyfriend's house and he's making tea (puts cups in the microwave, slices lemon, etc.).\",\"luckily there was a partition separating us and eventually they were escorted from the premises.\",\"I went back to my bag, thanked the man, my friends picked me up, we followed them and called the police.\",\"He left and went back to his friends.\",\"I was on holiday with my children when they were fairly young.\",\"I was out at a bar.\",\"I was on one of those Christmas trains, luckily in the company of friends, and there was a group of quite annoying guys, they started making jokes and at a certain point I responded in kind to stop.\",\"Whilst ordering food, a group of boys also in the establishment were trying to jump the que.\",\"I am sitting on the settee, my husband of only a few months is going out drinking\",\"I was at the GP.\",\"I was alone and there were alot of groups of men in the bar.\",\"I am in a group of people who I thought were my friends.\",\"What are you doing tonight?, but then we also start complimenting each other.\",\"I am with my partner, he has been out with friends and has been drinking.\",\"it's my grandmother's birthday and my sister and I are at her house to eat.\",\"We've all come from different parts of Europe and due to studying there and we've gone out for a meal and had a bottle of wine between the three of us.\",\"One of the parents disagrees with me on how many, if any trips the children should go on during the school year.\",\"when we all met in the pub after the conference i changed into jeans and flats.\",\"I remember that we were outside and a boy paid Charlie a compliment, so I politely thanked him and smiled.\",\"I'm in the room with my brother.\",\"I'm approached by a guy in a bar who is clearly slightly drunk.\",\"I believe children should have many opportunites to go out on trips and residentials.\",\"I had just moved to another neighborhood and met the owner of a bar, which quickly became my favorite bar.\",\"He asks me what type of beer I want, and I start to describe it in very simple terms because I don't know the right terminology.\",\"A few months ago I was in the tube sitting down ready to go and meet my friends and out of nowhere\",\"I called my kids over and we packed up and went to a different part of the beach, miles away\",\"I do remember being called names like tramp or whore if I turned boys down in a bar it was there way of getting back at you for now wanting to kissing the\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"4_friends_my_we\",\"text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friends_my_we\"],\"textfont\":{\"size\":12},\"x\":[6.7430325,8.887088,10.120555,8.11174,10.90308,7.933431,8.759664,6.416259,9.266786,10.157223,9.636814,8.214615,7.869457,10.545351,8.8827,8.411428,8.317071,8.15997,7.7784843,8.542875,10.155439,7.89462,7.6612306,8.439262,8.336528,8.552539,8.134685,7.65782,8.230962,8.553815,8.185937,11.278158,11.737083,7.928837,7.4883137,9.203066,7.740797,8.158033,11.17803,8.582718,8.188809,7.3139815,8.015847,8.409548,9.507793,8.252456,8.883058,8.069842,9.633322,7.922194,7.5965834,8.17397,8.34687,7.591539,8.097363,9.567733,11.62405,8.149681,8.436735,8.232831,8.184544,6.6479883,8.162332,8.52727,8.259044,6.9143806,8.255425,9.668815,7.814391,9.018181,7.2014275,11.296789,7.209518,8.660807,7.8899164,11.069278,8.086468,9.522969,7.71159,7.1139374,7.8887877,11.644135,8.330344,8.149078,7.9886484,8.148401,8.386159,8.240843,8.248129,8.609033,8.677122,6.5110555,8.072804,8.549576,7.5059896,10.036603,9.2473545,8.332323,8.959497,7.913502,8.502228,9.23135,8.152603,7.6193585,8.483058,8.304469,8.509436,7.3742137,10.097544,11.518778,8.218751,8.100144,10.716911,8.478755,8.736033,7.8905897,7.825541,8.123233,10.980825,7.7936845,8.657355,12.06044,11.926687,13.33186,8.992702,8.67731,10.034417,7.9858236,7.9585195,8.362937,8.191172,8.470251,11.252562,10.932736,7.54316,8.981328,8.731228,8.326595,10.543349,8.529632,9.731321,8.025426,8.583301,8.182016,8.252154,10.64303,9.187065,8.36481,8.887803,8.459983,7.961856,8.354235,10.272365,8.409857,8.573624,8.184296,8.298285,7.805194,9.914255,8.523351,8.779408,8.073437,8.400234,9.891758,10.687699,8.275143,8.645109,9.467868,7.479791,10.175343,7.79273,8.10993,7.9336276,7.8748236,8.751883,7.584595,8.151751,9.64577,8.536752,8.792106,8.651333,8.655672,7.180098,7.649043,9.782945,9.407903,8.659565,7.1983957,8.164658,8.673384,8.104115,7.805951,10.448501,8.692317],\"y\":[2.680398,3.808806,-1.4140866,2.555798,3.7965581,2.6180825,3.870999,3.1802046,4.572891,-1.3564318,3.039177,2.3715165,2.1275773,4.130143,3.7922359,2.8075464,1.8443362,2.5069153,2.0300655,2.5669317,-0.9799628,2.567766,2.2907064,2.6989474,2.7552376,2.437713,2.696182,2.4526365,2.7931561,2.4552455,1.3332791,2.0059922,0.90548813,2.7031398,2.7162936,2.8523083,2.0049462,2.7413616,2.152736,2.3439083,2.5388541,3.86208,2.7105122,2.4679132,4.0355225,2.5051901,3.8035872,2.5013456,3.4737215,2.0708132,2.773305,2.6939979,2.4541337,2.516628,2.6390486,2.5052643,1.8053999,2.6995342,2.6441948,2.724381,2.681914,3.8362856,2.694324,2.5443747,2.7732053,2.6894429,2.7437358,1.9916757,2.422048,-0.28483626,2.3157797,2.0207484,2.4605725,2.6917152,2.5105436,2.0996747,2.5958223,1.9786336,3.265468,2.5701318,3.5147805,0.94056815,3.1394923,2.5834062,2.4687424,2.5521588,2.9176202,2.454382,2.75175,2.2640018,2.3936167,3.0021667,2.561111,2.376878,0.9808084,3.7517154,3.4724407,2.042812,0.6236075,2.0983925,0.734001,2.7211497,2.7890897,3.3731573,2.7628143,2.7273932,2.9560325,2.6504703,-1.443314,3.8090086,1.0448962,2.4493241,1.2005202,2.751107,-0.75952685,2.4579222,2.7345402,2.7919686,4.493975,2.0202713,3.0822759,1.8454217,4.479887,2.4855125,0.5414957,2.5650363,3.976449,2.5118806,2.3900962,2.0249102,2.6738327,2.7807715,2.0051217,3.3251915,2.5140083,-0.15086636,2.1707711,2.7603488,1.6071216,2.6185749,3.5179875,2.4439843,3.0399852,2.6202278,2.7804668,3.9699764,0.8131354,2.499167,3.7983582,2.7277925,2.4488246,2.7068076,2.0173333,2.8955767,3.0507436,2.466948,2.7053967,2.4383516,1.4136549,2.600163,0.15636697,2.6244798,2.7531648,4.4655848,-0.31914893,2.6649165,2.8794563,2.205098,2.7003546,4.297999,1.9387932,2.676706,4.2392416,2.1078706,3.1854024,2.004811,2.727983,1.9721668,2.6491911,3.1931236,2.3825042,2.5806592,2.5086813,1.460482,4.2132297,1.7293726,3.1809196,2.4885945,2.793145,3.1086884,2.644977,2.1769326,3.2314336,2.484065],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"As i approached the car and the driver rolled down his window and started shouting and pointing at me to let him join.\",\"I don't know why the driver was nervous, he didn't want to wait for them to open the door for him and in the end he took it out on me, insulting me.\",\"From one of the cars behind me I hear a horn honking and I start to feel anxious and upset.\",\"They looked at the tiles and called me an idiot for going in there and walking on them.\",\"I was in the car, when I was about to enter a main road I hesitated because there was a lot of traffic, the car behind me started honking, making offensive gestures and shouting insults.\",\"At a certain point a car approaches me, the window goes down and a boy insults me with a very sexist phrase.\",\"I get scared and honk at the other driver.\",\"At that point the Austrian boy, who knew Italian, shouted at me but what are you doing, whore.\",\"He shouts right in my face, You stupid bitch and then walks away.\",\"So it's my right of way, I try to prevail over the rude person, I go a little ahead with the nose of my car then he starts to honk at me really loudly, he lowers the window and says but you're such a bitch, didn't you see that I'm there.\",\"I'm walking down the street, a guy honks his horn and then pulls up next to me in his car and tells me I'm really beautiful and if he can hit me twice.\",\"I'm coming home after a long day at work and, as I'm about to cross the road, very busy at 7pm, a man in a car honks his horn violently yelling: \\\"Bitch, can't you see I'm passing by?\\\".\",\"My son broke away to look at something and got under the feet of another customer rushing past.\",\"The light turns green for me and I start to continue on my way when a car speeds past me and a guy shouts out of the window, quite upset, whore.\",\"I can still see the stranger looking at me which makes me feel awkward.\",\"A car stops next to me with some guys inside, who roll down the window and start looking at me and asking questions.\",\"The driver stops, rolls down his window and with a rare arrogance tells me that when he puts on his indicator to pass, I have to stop and let him pass.\",\"A man in his 50s or 60s starts honking and yelling this whore you don't even know how to drive, this bitch because he wanted to pass even though I had the right of way.\",\"From behind the door I hear Eleonora say: Look how retarded she is!\",\"This caused many toots of horns from people behind me and some shouting when we finally got moving.\",\"He calls me hysterical, woman driver, constant danger.\",\"I'm walking along the crosswalk and a car passes me quickly, the driver opens the door and looks at me and shouts obscene words at me.\",\"I eventually found a space he leaned out of his window and called me a 'muppet'.\",\"I got very annoyed because he was the typical elderly driver who often vents his anger by yelling at others, but I didn't respond to his insults, and after a few minutes I forgot about it.\",\"I approach him and the supervisor looks at me in a very hostile way.\",\"While I'm on the side of the road a bee, the car, slows down to look at me and make comments like 'look at that ass'.\",\"He said why can t women drive.\",\"A man on a motorbike pulls over and yells at me as an idiot because I wasn't moving.\",\"I'm scared because the scooter appeared out of nowhere at a very high speed.\",\"He slams the door and leaves.\",\"Behind me another car passed me and the driver shouted various insults at me in random articulated terms and then continued on.\",\"Luckily I met a lady who was getting into her car and I practically threw myself\",\"I'm standing in the road waiting for a taxi when a car passed by and some guy shouted from the window Bitch, do you want to fuck ? .\",\"I had to drive around several times as the car park was busy.\",\"The driver behind me was getting annoyed and whe.\",\"I look in the mirror: everyone is stopped like me behind the car.\",\"Suddenly the owner of the shop comes out in a rage and rudely and raising his voice intimidates us to get out of there, because we've stood right in front of the window and people can't see it.\",\"As soon as I try to move to the left, a scooter overtakes me and the driver shouts at me, \\\"You idiot!\\\".\",\"I feel frustrated because this is dangerous driving and I have an infant in the car.\",\"Wanting to understand the stress and frustration you feel when you're in traffic in a car, that violent gesture and gratuitous offense shook me and made me think about the aggressive tendency of the human race, in using offensive language towards a stranger\",\"I'm talking to Mario, the man who cut me off with his scooter while I was crossing.\",\"You have the face of a \\\"bocchinara\\\", you are a \\\"bocchinara\\\", you are a \\\"bocchinara\\\"!\",\"They roll down the window and a guy insults me.\",\"He is very rude and starts saying that women don't know how to drive, I reply in kind\",\"I would demand his head from management, consulting the figures in charge of reports of this kind.\",\"Our foreman arrives at a fast pace and very pissed off and starts shouting every possible insult imaginable at us, with a particular fixation towards goats in full Vittorio Sgarbi style.\",\"He shouted you asshole and honked his horn.\",\"I get off my bike to carry it by hand and I make a gesture of thanks to the driver.\",\"The door is open and the cat enters the room and hides under the bed.\",\"I move the scooter a little further forward, they come closer and start insulting me: we're not asking you for much, slut, but answer us come on..., they all do that and then they're whores in bed.\",\"A man leans out of the window and shouts insults and calls me a whore, telling me that I don't know how to drive.\",\"Bad bitch, the right of way is mine...\",\"We were in the middle of crossing the road and that's when the driver of the car shouted all sorts of abuse at us.\",\"The stranger is sitting next to me looks at me in a hateful way.\",\"They then went down and waited for me at the door of the house.\",\"I drive off calmly and find a car behind me that comes alongside me and the woman behind the wheel starts insulting me.\",\"I mouthed to the man driving that he could've indicated.\",\"It's break time and while I'm at the window with my other classmates because there are radiators, a classmate of mine comes up behind me and gropes my ass.\",\"Never thank you never please, beyond any level of rudeness from the moment we got to the point of throwing cigarettes into the porcelain bowls when the table was\",\"Instead of moving, he got out of his car and came over to me yelling at me for sounding my horn at him.\",\"Finally the one being shouted at walked away visibly shaking and upset.\",\"He gets back in the car and drives away.\",\"This goes on for 30 seconds, during which I remain petrified by his reaction, then he gets back in his car and drives off.\",\"When the driver's words reach me, I feel very angry because he is now far away and I can't answer him.\",\"I feel angry, the cliché of the woman who doesn't know how to drive makes me nervous, and my anxiety about driving increases because even when you're right you risk being attacked or worse, having an accident\",\"I look at the car and whisper something to myself like look how fast this guy is going.\",\"so I get up and go to close the window behind my colleague's back.\",\"A person I honked at because he didn't give me the right of way insulted me and called me an idiot.\",\"but since he insists with this request I refuse, then in response he calls me a whore, the guy behind the wheel accelerates and the car drives away.\",\"A car that hadn't noticed me because it was going fast immediately brakes and the lady inside starts to insult me ​​heavily.\",\"I felt awful and embarrassed to be in that situation and felt that everyone must be thinking I was a useless woman driver who should not be on the road.\",\"We are in the main square of the city surrounded by other people who will attend the show, when unexpectedly a boy, probably a teenager, certainly younger than me, looks at me, whistles and calls me a whore.\",\"I rightly stop and am heavily insulted by a man with a van who\",\"There are two guys inside, the one sitting on the passenger side rolls down the window and asks me if I need a ride, I initially ignore him\",\"He blamed me entirely and said it was my fault because I was a bloody woman driver and I should have gone.\",\"I'm usually very careful on my bike and aware of the risks you run when driving in a busy and chaotic city.\",\"I start again arguing and stop the car when I pass two of his friends, at that point he gets out.\",\"I knock on the window and they open it.\",\"When I came out of the bathroom, my family member shouted at me for going in.\",\"After crossing, the driver starts again and insults me.\",\"A small queue forms behind my car due to rush hour.\",\"I turn around and see a man, well dressed in a jacket and tie but clearly frustrated by life, who starts muttering lots of things including insults and a \\\"bikes shouldn't go there\\\".\",\"The owner yells at me in front of everyone and puts me in embarrassing situations.\",\"While I go up the owner of the car comes down and exhausted by illegal parking attendants starts honking the horn.\",\"I got out of the car in order to check on the damage and the man got out of his car and approached me.\",\"I'm walking to my car while a guy who likes me wants to talk to me at all costs but I don't want to because a few minutes before he sent me to the other country because I didn't return the same feelings.\",\"So I get angry and yell at the driver to be careful, when he insults me by calling me a bitch.\",\"I was on the street and I was looking at my phone while crossing, a car stopped suddenly because it didn't see me and the driver shouted an insult at me.\",\"After a few seconds he gets out of the car and starts yelling insults at me, banging his fist on my window.\",\"He slammed on his brakes, got out of his car and said what did you just say?\",\"I was reversing to start a drive with the instructor, and the driver of the vehicle behind started honking because he absolutely wanted to get out first and he also told me to go to hell.\",\"I honk my horn in annoyance at the forcefulness.\",\"I don't remember exactly, but I think I yelled something like where the fuck are you going asshole or something similar.\",\"The driver of the other car, after having parked in another parking space, got out insulting us and in particular said to me: this whore who will grow up like a slut.\",\"Don't you know we need to get off first before you get on.\",\"At a certain point, while I was walking, a man who was driving a truck slowed down and shouted \\\"bitch\\\" at me from the window.\",\"I open the window in turn and apologize telling him to moderate his words.\",\"I get on the bus and another boy, who always sits in front to chat with the driver, says to me, looking shocked, you're as stupid as a horse.\",\"I got out of the car and there was a lot of abuse to me, swearing because I had parked there and he hadn't.\",\"A dog walker who uses the field has deliberately broken the repair.\",\"The driver brakes sharply, opens the window and, angrily shouts.\",\"I often sense a certain hatred towards scooters, and the gentleman's reaction made me feel bad, having not broken any rules of the road and above all having stopped as soon as I saw the lady\",\"They were piled at the door as normal in the walkway and I asked the delivery guy to pop the detergents and bleach in the laundry area as normal.\",\"I honk to warn the driver and because I'm scared, I roll down the window and tell him to be careful.\",\"I met Marco and told him that I hadn't remembered to give him the keys to the scooter he had lent me and he said to me: you're always the same stupid bitch.\",\"At a certain point, when I've practically merged, the driver of that car looks up and suddenly accelerates, almost hitting me, and has the nerve to yell at me for being a bitch.\",\"Before starting the engine again after several minutes he yells at me, \\\"This big bitch!\\\"\",\"You're a bitch.\",\"While braking I apologize repeatedly with my hands.\",\"Suddenly, the driver's door in front is thrown open and a gigantic, ripped bloke gets out and starts screaming abuse: you blind bitch, my car is big enough to see he screams, typical, it's a fat whore behind the wheel you can suck my cock right here for that I'm petrified and so glad in the moment I'm locked in my own little bubble.\",\"I shake my head at the driver who then proceeds to put their arm out of the window with a hand gesture and call me a wanker.\",\"A couple who were walking their dog blocked my path, standing in front of my car and insulting me.\",\"I'm tempted to get out of the car and yell at him\",\"We go out to smoke a cigarette and while we are on the sidewalk right in front of the club a car with some guys in it slows down and passes by us and shouts 'whores' at us, out of nowhere.\",\"and I had the right of way when suddenly a car cuts me off and is forced to stop because another car was passing in front of me, then this person driving starts shouting and insulting everyone in the cars in a bad way, the moment he turns around and looks at me in the face addressing me in that way it really made me very angry\",\"The traffic lights change and the MAN (please note that) in the car behind ME hoots his horn angrily.\",\"They shouted out of their window watch out idiot .\",\"With the window open a car passes me, probably the one that honked earlier, who gestures rudely and insults me.\",\"The driver of the car in front gets into his souped up\",\"I promised myself to drive better to avoid unpleasant situations of this type.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"5_car_the_driver\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"5_car_the_driver\"],\"textfont\":{\"size\":12},\"x\":[7.3518157,7.2656984,7.745441,7.7146473,7.4639425,7.7542567,7.177172,10.861307,10.975472,7.4301653,7.750207,7.702629,7.8897767,7.5526447,9.672387,7.399419,6.8981915,7.5045905,10.508582,7.81826,7.6719728,7.486762,7.1880836,7.3559957,11.568903,7.2534857,7.4989114,7.5223937,6.869661,8.200054,7.4670777,7.2123604,7.4465246,6.773799,7.252061,7.0714602,9.045855,6.9193506,6.9121494,7.4569225,6.886642,11.199552,7.6148276,7.529844,10.108123,11.361472,7.748828,7.016013,10.189935,6.951895,7.59954,11.4435835,7.4535475,9.923212,7.7752185,7.3050427,7.277209,10.398919,8.783233,7.837474,12.290136,8.108983,8.151387,7.3755403,7.0051694,7.344335,9.217812,7.452055,7.6786833,7.1706276,7.0458455,9.621173,7.377881,7.4839406,11.79332,6.8850126,8.285614,7.8016415,8.824852,6.7679715,7.580572,7.4533453,9.033082,7.739844,7.246791,8.96121,7.3199,7.410554,7.8570886,7.470473,7.410202,7.7699313,7.5730977,7.380116,6.5482445,7.535487,11.544216,7.178057,7.410427,7.6931934,7.382657,6.9423513,7.751932,7.2874694,6.9131126,7.3290396,7.6815534,10.927624,6.6930747,7.4424067,7.2596235,7.4212403,8.085462,9.669617,7.42273,7.7503815,7.532976,7.4861593,7.478154,6.9746156,8.002038],\"y\":[4.645473,4.644752,4.775936,3.2830956,4.7007337,4.8948045,4.611254,2.2958965,4.2172766,4.804354,4.716194,4.8058085,2.0533211,4.7163286,3.4650526,4.6902127,4.4737625,4.837259,-0.7407864,4.7036324,4.864557,4.7220545,3.7723987,4.7556934,4.4965463,4.654724,4.8716087,4.8544693,4.635835,4.505207,4.6894355,4.048415,4.748459,3.6804867,4.656972,4.4767017,2.6111338,4.696363,4.448699,4.7475815,4.6799207,3.1160038,4.5489907,4.94926,4.8655105,3.9452436,4.7752953,4.290293,-0.9598082,4.7057443,4.8993726,-0.6361001,4.7098246,3.2981548,3.3455107,4.750655,4.6750255,1.3768898,0.90255034,4.712213,4.0863867,4.5605464,4.786753,4.750024,4.545454,4.6836987,1.4593252,4.74789,4.923466,4.617703,4.604551,3.5135758,4.8812175,4.7170515,3.5767877,4.3886886,4.824432,3.7866929,2.2598991,4.405473,0.3785387,4.8758388,2.5702825,4.8136845,4.198599,4.5011106,4.722446,4.621494,4.884347,4.362012,4.7894974,4.784499,4.7467537,4.8237357,3.3722222,4.6887302,4.4577036,4.6757927,4.4060335,2.273987,4.690508,4.681619,3.2686138,4.627086,4.69309,4.727004,4.815064,3.480115,4.273375,4.7209697,4.639059,4.7355676,4.76816,3.5757632,4.738099,4.7974153,4.5046415,4.7146688,4.630738,4.5088277,4.1428294],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"The relationship has weakened over the years, and especially in the last period.\",\"The argument happened on an evening when we were both at home, playing some games.\",\"I imagine that it could be a male person, maybe during an exchange or a heated argument.\",\"The division of tasks between me and my siblings is ambiguous and a small argument breaks out between me and my younger brother.\",\"Rather than, can I ask how you are related to this person.\",\"I just finished dinner with my family and it's time to clear the table.\",\"I study at the University of Bologna and Sandra first became my roommate, then my best friend.\",\"In our group, she's the person with whom I have the closest relationship, and that's mutual.\",\"Among them, however, there is a person with whom I have been sharing an association path for years, who I have known for a long time.\",\"We thought he was a controlling oddball and we did not understand why she was in a relationship with this man.\",\"The argument turned physical and myself and a number of other friends tried to diffuse the situation.\",\"I'm talking to a male friend who I have known for years.\",\"It was about sharing the cleaning and cooking.\",\"The friend whose birthday it was had blown hot and cold with me since before I split with my boyfriend, encouraging me to break up with him but then disappearing once it had happened.\",\"I'm talking to Piero, after we argued because we're breaking up, because of me.\",\"I am having a heated argument with my sister about housekeeping.\",\"Let's point out that my friend is very self-centered.\",\"We were living a long distance relationship, he was in Rome and I was in Siena.\",\"after two years of psychological abuse, I asked for a divorce\",\"I was very grateful towards the friend who made me read the chat.\",\"Our single, male neighbour who lives in the flat below us suddenly appeared in our garden.\",\"Perhaps the other person's excessive education leads others to behave like this.\",\"I'm 5 months pregnant.\",\"I'm talking to a girl in a disco, she thinks I'm interested in her boyfriend\",\"I was having a fun night but also feeling a bit deflated due to the break up and the friend not really being interested in me.\",\"It was about 2 years ago, Shen my partner and I had an argument.\",\"I am not the only person within our office & had previously not seen the unknown person enter the building or who he engaged with.\",\"It could be a person I know more or less well.\",\"I just finished arguing with the person I thought was my best friend.\",\"We are not friends to go out together in the evening and have the same group of friends, but we are still close.\",\"There is usually an employee who helps those who have difficulty.\",\"I'm dating a man who's a little older than me, who makes me feel safe and who I consider mature, responsible, etc... Or at least that was my first impression.\",\"One of my best friends is extremely jealous of me.\",\"so we're very tired and meeting my other friend decide that we don't want to.\",\"He was also hitting on the girl with the boyfriend.\",\"I'm at my boyfriend's house, who has a couple of roommates, Eleonora and Mate, who have a cat.\",\"My then husband wanted to reconcile and I did not.\",\"My male friend knows this and becomes angry.\",\"I was working at a company I d spent ten years with, with no recognition or promotion in the last 5.\",\"Luckily the man becomes intimated by my friend and leaves with no more trouble caused.\",\"Once a friend of mine's boyfriend called me and another girl whores Because we tried to warn her about his behavior.\",\"This led to an altercation between my friend and his stepbrother as they were both pursuing the same girl.\",\"What relationship do you have with my husband and here she screams at me you ruined everything you're a bitch...\",\"Months before I had had a one-night stand with an ex-boyfriend of hers, I didn't tell her anything.\",\"I was having an argument with my ex husband about divorce settlement.\",\"but my other friend is saying yes.\",\"Living in a flat with 4 other girls in my 20's I had an argument with one of the girls.\",\"This was a conversation with a previous partner.\",\"I'm in a room with other people with whom I'm living for a week in a farmhouse for an education project aimed at teenagers.\",\"A family member and a friend were renovating ur bathroom.\",\"I met someone I thought was a friend because she wanted to tell me some things.\",\"For some reason these 2 women (one was an older women and the other younger women was actually her daughter) took a disliking to my friend.\",\"I was having an argument with my partner.\",\"Every time the doors open or close, I have to move slightly to avoid being hit.\",\"There was this woman who my partner used to like and I she was still a friend of his at the time, which I didn't like.\",\"I am talking to a person with whom I had a friendship in the past that, although not close, was based on mutual trust.\",\"I was breaking up with my ex boyfriend and asked him to move out of my home.\",\"I'm talking to my best friend, and I'm telling him about a guy I went out with months ago and decided not to continue dating.\",\"I was the youngest one in the workplace and I had to deal with a deputy manager who has Obsessive Compulsive Disorder.\",\"As a retired person i have plenty of time to browse on facebook and other social media sites to keep in touch with family and friends.\",\"It happened about a year and a half ago, I had a childish argument with my best friend, I had known her for 20 years...\",\"I was ending a relationship, finally ending a relationship with my ex boyfriend who suffered from narcissism and engaged in toxic abusive behaviours consistently.\",\"At a certain point, I thought of something to say to my boyfriend for the next day and my friend got angry, and called me a bitch because for a certain reason for a certain reason\",\"I am in college and I have had a big falling out with my best friend due to her putting myself and my family in danger.\",\"I half-close the door\",\"I recently broke up with my boyfriend of a year, who was also part of this wider friendship group although he wasn t out for this night.\",\"My friend was in a relationship with an older man.\",\"At break time, in the hallways.\",\"Her boyfriend, who is also a roommate, is also there.\",\"I am in the company of friends in the center of my city, and together we meet a very jealous ex-boyfriend.\",\"I'm having an argument with Nick.\",\"My friend told me I am an idiot.\",\"A few years ago I ended a relationship with a guy I had only dated twice.\",\"He was always jealous and very possessive.\",\"A few months after I broke up with my ex, I got engaged to another guy.\",\"I was breaking up with an ex boyfriend, we were sitting in the car and I told him that after several events he had mistreated me, I have decided to part ways.\",\"I was talking to my partner about my day and was explaining to him that i had embarrssed myself in front of someone at the school by slipping up about someone else bein pregnant.\",\"It was during an argument with my now ex boyfriend.\",\"The partner of a girl that had fallen out with me came over and started being verbally abusive saying I had no friends everyone hated me and I would live a sad and lonely life.\",\"I was very depressed because of the family situation I live in, and I went out with this guy.\",\"you've been doing it for half an hour'.\",\"I was talking to a friend, who made me read a chat in which a friend of ours called me petonega.\",\"I'm thinking about the end of the relationship with my boyfriend that ended exactly a month ago today.\",\"I was talking calmly with a friend of mine about a topic.\",\"I was in a relationship with my ex-boyfriend and we were very distant at the time because he had been attending the military academy for about a few months.\",\"One of those toxic people that you don't would not to have around you.\",\"I am arguing with a friend who, after several misunderstandings, turns to me shouting and with very accusatory and at times contemptuous tones.\",\"We can't have a direct confrontation, but the argument happens via chat.\",\"I'm talking to my ex-boyfriend who I'm still friends with.\",\"It happen a couple of years back, one of my very good friends who was having a infatuation on me.\",\"Anyway they started to push and shove my friend and create an argument.\",\"Another group of girls started walking by.\",\"This conversation did not go well and our relationship continued to get worse over the course of 2020.\",\"I thought about it for a long time until the relationship became completely cordial again.\",\"I was with a guy who had drug and alcohol abuse problems, it was a very particular and stressful situation.\",\"I say to the man do you know these girls?\",\"I have a disinterested and cold relationship with my father.\",\"We have known each other for a long time but there has never been much empathy between us.\",\"My friend then asked why he said that but he changed the subject and didn't answer her.\",\"I feel frozen, I've never been told anything like that and I certainly didn't expect it from a person like her, who I consider a close friend of mine.\",\"The environment is predominantly male, so guy X talks about his wife's allergy, which is common to many people.\",\"I used to comment news and recently i have commented an Ukrainian Russian war related post.\",\"We parted ways then.\",\"In an argument with a person who doesn't like me I was called a bitch\",\"I and the rest of our friendship group did not like this man.\",\"I already had a difficult relationship with my male upstairs neighbour who had left his job at the start of the pandemic and seemingly couldn't get another.\",\"I'm talking to my ex-boyfriend and we're discussing for the umpteenth time what he did when he cheated on me.\",\"I say to the man I just wanted to make sure the two girls were ok as they didn't seem to know you and they are only young.\",\"so I messaged a close friend and told them the situation.\",\"My friend and I looked at each other, without saying anything.\",\"We had tried counselling but I had made my mind up and wanted a divorce.\",\"I am talking with my ex boyfriend.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"6_friend_with_relationship\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"6_friend_with_relationship\"],\"textfont\":{\"size\":12},\"x\":[10.150114,10.450787,10.524951,9.639453,10.137929,8.073239,9.342225,9.928424,9.976117,10.014887,10.545957,9.999158,8.2892,9.840303,9.864951,10.17255,10.099672,8.70828,9.91223,11.799603,10.206552,10.084192,10.762451,9.400475,9.56304,10.193287,9.527707,10.204001,9.870974,9.702635,9.377841,10.019945,10.314078,9.747609,10.084351,10.102795,9.937551,10.372937,8.130002,9.260112,10.50554,10.055938,11.291928,10.701387,9.93272,9.987092,10.301192,10.098587,8.557996,8.380618,9.943199,10.29321,10.277224,7.1565037,9.973687,9.992185,9.886167,10.049053,9.577488,8.780501,10.055877,9.901668,10.975213,9.833939,7.7779045,9.797227,10.003741,7.7970185,9.958013,9.7945175,10.270085,11.5569935,9.904449,10.714073,9.870135,9.888377,8.380701,10.248446,10.006567,9.674518,8.681312,11.943739,9.861008,9.7635355,9.793403,10.357304,11.5091715,11.79303,9.825191,9.898872,10.837594,8.053129,10.121206,9.886968,9.787384,10.410426,9.060581,9.990791,10.072113,9.916436,10.32795,11.664647,9.662936,10.934903,11.593757,10.293697,9.878036,10.325651,9.949603,10.108531,9.917327,9.8556,9.933572],\"y\":[2.433549,2.1319723,2.4612207,1.4707396,2.07909,2.2637556,2.0145826,2.353254,2.3301077,3.6432314,2.0745957,2.342894,2.157712,2.2880034,2.5566707,0.5033345,2.471986,2.5730028,2.752691,2.2363367,3.2134042,1.0153041,-1.2465783,3.439636,2.6090844,2.2093983,0.8541312,2.030675,2.0258653,2.6447947,0.46435452,2.401185,2.8327618,2.582841,3.7705898,-0.945961,2.7923858,2.6360831,0.5690034,4.4782305,3.1694336,3.3775358,-0.43347636,-0.16238597,2.737654,2.4775293,2.3103495,2.3556745,1.8288848,2.3598557,2.243647,2.4081347,2.2002025,3.3384645,2.288413,2.3611114,2.8343694,3.0545356,0.2553141,0.9899526,2.2514377,2.7577336,3.3895998,2.2745562,3.7685134,2.624255,2.377996,2.8750026,-0.8455853,2.6345246,2.1724718,3.2581677,2.7699115,3.1322484,2.7871518,2.779871,1.6051493,2.1732,2.3322837,2.4577007,0.89060444,2.7465768,2.6742191,1.2192442,2.6726081,1.9821614,1.9637806,1.792735,2.6048439,2.258511,1.7319418,2.2320826,2.404785,2.5811892,3.0867221,2.4214745,2.5811715,2.5160391,2.487512,2.3258665,2.7423022,2.0581074,2.3865411,3.378264,3.6544929,3.1676607,2.7495782,2.3574092,1.9181929,2.9698431,2.7366796,2.4968276,2.2756898],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"They understood that I didn't know the term pompinara.\",\"There are two otshe was a person that I didn't take much into consideration honestly but the episode created me great embarrassment as other people were present.\",\"this\",\"okay\",\"P\",\"And perhaps that is the thing\",\"Suddenly\",\"i can possibly\",\"I therefore replied I didn't know.\",\"Do\",\"It\",\"She doesn't know where it is.\",\"but I can't.\",\"I said no thanks.\",\"I\",\"that\",\"I shake my head and say it doesn't matter.\",\"I\",\"I\",\"Facts: I do the package\",\"If it ha\",\"I reply, yes\",\"I felt angry too because I didn't expect this reaction, I expected him to be apologetic instead.\",\"and she just expected this favour from me.\",\"so\",\"In saying we have nothing to ask... , without letting us finish speaking he said well then we can go\",\"But nothing,\",\"I didn\",\"Still to\",\"Their\",\"who\",\"in elementary school, while doing some math exercises, the teacher gave my male classmate who had just finished (before the others) a more difficult exercise, but she didn't give it to me who had finished shortly after him because I was less intelligent in general than him and therefore I didn't deserve it.\",\"Honest\",\"When I try to apologize if I did something I didn't realize, she calls me an idiot.\",\"Bitches are obviously smarter than him.\",\"At first I didn't give it any weight, but then I responded by honking back.\",\"I say yes, is everything ok? .\",\"He kept leaving the room and didn't want me to approach him, whilst i\",\"sorry\",\"Then it takes a\",\"M\",\"Dressed for a night out, I didn't have anything too revealing on, but had a nice leather skirt and a sparkly top.\",\"I say because I like it\",\"Since that day, he does nothing but treat me badly.\",\"but I do it anyway with a smile.\",\"I say.\",\"He didn't know what to do and was taken aback in front of his friends.\",\"I\",\"Obviously I did as he said and the result was as we had expected.\",\"He replied I know that you stupid idiot.\",\"anyway\",\"I go through the first three products, but I have trouble with the fourth.\",\"I'd didn't three\",\"But he\",\"I am surprjs\",\"I didn\",\"and I know nothing\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"7_didnt_but_expected\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"7_didnt_but_expected\"],\"textfont\":{\"size\":12},\"x\":[11.928137,12.689628,13.777732,13.692202,13.774472,13.548488,13.402825,13.685673,13.491154,13.773932,13.777534,10.515082,13.5091505,13.450478,13.769345,13.76421,13.076195,13.777883,13.778351,13.77195,13.7730875,13.721487,12.268155,10.73881,13.742034,10.199257,13.545602,13.642061,13.715871,13.764007,13.781626,9.621881,10.485231,11.325645,11.041573,11.737916,10.977599,9.565944,13.543886,13.783466,13.745602,7.6514626,13.751803,11.11353,8.746241,13.740325,11.573711,13.770377,13.604555,11.451651,13.613975,7.920491,13.624702,13.781446,9.237529,13.582916,13.527556,12.56785],\"y\":[2.7753623,1.971127,3.9150379,3.8141189,3.924898,3.5593154,3.8140204,3.6859033,3.7188928,3.91197,3.9118166,-0.7513961,3.4384,3.6661084,3.9063833,3.8854115,2.7414265,3.9065897,3.91353,3.9117963,3.9027152,3.869628,3.7812774,-0.5180931,3.866918,4.406068,3.5219865,3.991059,3.834818,3.8991072,3.9199092,0.5729156,0.9196507,-0.36103544,3.670918,0.5622662,2.0869682,4.4252405,3.7265446,3.9023335,3.9301279,1.4557809,3.8841274,4.4928427,3.54768,3.8689053,3.7135468,3.904399,4.038287,3.5886767,3.739268,0.04357152,3.9894793,3.9089694,0.9474221,4.0469313,3.4886997,3.1963265],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"During my jobs in a clothes store a customer behaved negatively towards me following an item not being in stock.\",\"We did not appreciate the intrusion into our conversation.\",\"He says he can t believe that I made a simple error of omission and I try to explain that the customer would not give me the required information.\",\"Afterwards, I reported his attitude to the insurance company and they noted it down in the files.\",\"I have already clarified with the carpet shop that I can pay via card for fitting, after paying for the carpet itself in the shop.\",\"I explained that actually the delivery note even specifys\",\"The shop assistant questioned whether I had used the item and I replied no because there were parts missing.\",\"So this morning, when I was working at the tills, a customer approached me and wanted to return an item, but she hasn't got the receipt.\",\"I bought some bits and tried to scan the voucher at the self service till, it did not work so one of the shop staff came to help.\",\"We had seen the customer leave a little while ago.\",\"Yesterday I was shopping in Co Op and I had a voucher to scan for 25p off my purchase, which was sent to me in an email.\",\"I was sitting on a bench with a friend and a Nigerian boy approached me and wanted to sell us some junk.\",\"I was taking a ceiling light back to the shops that I had purchased the day before as it was faulty due to a part missing.\",\"He came up to the front to take part in a 'mystery object' activity where he needed to describe an item by feel not sight.\",\"The shop assistant was then very rude and accused me of using the item and bringing it back to her a refund.\",\"but I wanted confirmation from the courier that everything was ok because honestly 4 iPads at my expense that I earn two cents no way!\",\"A man on the phone was rude to me when discussing a complaint.\",\"I see that the customer's attitude changes immediately and he throws 20 euros on the counter of the cash register without even looking me in the eye.\",\"I work in a restaurant environment and a customer was very rude the other day.\",\"One evening when I was leaving work and ending a phone call with a client, he wasn't happy with the premium or my reasonings in why the company offered could no longer stand over the price.\",\"I explained that it was policy to have a receipt when returning and without one I was unable to help him.\",\"He suggested I clearly suspected he d stolen it which was not the case and I explained calmly it was a\",\"The recipient of the email replies threatening to report the company I work for and sue us for damages (who knows what).\",\"The customer expressed that it wasn t good enough and blamed me for the time not being available.\",\"He calls the shop, and I speak to the sales assistant who served me and told me I could pay in the shop.\",\"The item belonged to a sister company of ours and we are unable to process refunds for them, it states so in the company policy and is stated on the backs of receipts etc.\",\"We rent some iPads for an event that need to be returned and they ask me to do the package.\",\"He then came over and basically said it s only 25p, what s the problem if it does not scan , which was upsetting as well as rude.\",\"I was working for the bank in a customer service roll.\",\"I'm working on the computer, I just finished sending an email asking for payment for a service provided.\",\"I try to explain that it was a moment\",\"I anm approached by a male who wanted to return an expensive jumper that he had no receipt for.\",\"We were discussing a complaint about a sofa I had recently bought, we were lied to by the salesman and the man on the phone was very rude in telling us we were lying about the salesman for a partial refund.\",\"This led me to be frustrated as I was trying my best to explain that it was not my fault and the items will come back into stock.\",\"I actually dropped the item as I picked too many things up at once and it had overbalanced, I was trying to do the job quicker and ended up making more jobs for myself.\",\"This particular customer became so angry over this, really raised his voice at me and was swearing and shouting at me about how I should do this refund for him.\",\"I am at work and my supervisor spots that I have made an error in recording a customer s details on a form.\",\"The customer asks me for the free bag but I can't give it to him due to company directives.\",\"So I explained to the customer that I cannot accept this return without a receipt due to our policy.\",\"I don't like you while grabbing the item out of the box.\",\"I was working in my shop and a customer came in for a refund.\",\"The customer started to get furious telling me that the tag is still on and our store brand label can be clearly seen as proof of purchase etc.\",\"I explain the shop told me I can pay by card.\",\"Our store policy strictly says that we cannot accept returns without a physical receipt.\",\"I enquired to the stock room if we had that particular shown in the size she requested.\",\"I explained he would need to pay an extra 35.00 and that he had inputted the details himself on our website so the error lay with him.\",\"I was in a store and I wanted tto ask the shop assistant if they had an item I was interested in buying available in another size.\",\"like idiots , assholes etc.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"8_customer_item_shop\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"8_customer_item_shop\"],\"textfont\":{\"size\":12},\"x\":[8.547863,11.733504,9.033323,9.161674,8.73588,8.4458475,8.683752,8.546039,8.808918,8.44179,8.778695,8.617498,8.569663,9.430176,8.686081,8.516799,11.8454075,8.900614,8.570176,8.565763,8.537871,9.376508,9.217438,8.570495,8.764138,8.545395,8.495116,8.804048,8.61832,8.789323,13.225062,8.5688715,8.786443,8.556365,8.583682,8.755713,9.062943,8.523895,8.513851,8.695369,8.540239,8.552615,8.728837,8.515018,9.280928,8.910473,9.1888275,11.727927,9.021983],\"y\":[-0.41203743,2.0333905,-0.32920757,-0.07365864,-0.7355499,-0.38821656,-0.5655788,-0.663688,-0.44906092,-0.21377765,-0.4437166,-0.6286734,-0.5297701,3.998865,-0.5648961,-0.5771763,3.6965985,-0.5165228,0.29823837,-0.39958084,-0.6470878,0.038632758,-0.11615477,-0.50682926,-0.6256017,-0.6646961,-0.6155267,-0.4215228,-0.015842557,-0.3733202,2.6497092,-0.67022663,-0.3868487,-0.5869995,-0.5486944,-0.46799114,-0.31563497,-0.6318278,-0.67224973,-0.6073315,-0.463055,-0.43424538,-0.6078433,-0.672007,-1.0663569,-0.35000777,-1.0596474,2.6863122,-0.117019035],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I answered the door at work for a delivery to come in.\",\"while I was speaking I was abruptly interrupted by the patient in the next bed who insulted me numerous times.\",\"The doctor begins the visit with a series of questions regarding potential symptoms that I may have encountered.\",\"I continue the visit showing him the allergic reaction that I have all over my body, the doctor refuses to look at me except from a distance telling me that he does not need to examine me because he knows very well what I have.\",\"At the end of the concert a very kind steward offered us to use a secondary exit with a stair lift to make it easier for my cousin to leave the theatre.\",\"I was working at the reception desk booking in blood test appointments when somebody entered and very rudely demanded to be seen straight away.\",\"I'm at work, I'm preparing and restocking the therapy cart, out of nowhere my nursing coordinator comes in, slamming the door, furious.\",\"during an internship in a hospital in the province of Padua (I don't want to specify where)\",\"After completing the treatment and closing down clinic another staff member joins me in cleaning.\",\"I enter a patient bay of 4 individuals.\",\"and I go calmly, always checking everywhere.\",\"I was at a hospital for an appointment.\",\"I was in line for the blood test, I was waiting my turn.\",\"I go back into the patient bay to explain this to the lady.\",\"I approached the patient's bed to explain what was happening and what nursing procedure I was about to implement.\",\"I am waiting in a queue to visit the toilet in a concert hall.\",\"This situation made me exclude that place from that day for the blood tests I felt helpless and treated badly without any sense\",\"I'm in the hospital.\",\"One patient has her granddaughter visiting her which is very common as she has a large, supportive family.\",\"I have repaired a gate that gives access to a field next to my house.\",\"Based on a true event I m ( a health care professional) talking to a patient after completing his leg wound dressing.\",\"next to me was the nurse on duty to whom I had been assigned to supervise my work.\",\"I was dressed in a smart professional dress, tights and heels.\",\"The deadline for completing it is a Sunday.\",\"and I were called to the hospital because the doctor who takes care of my son's health problems wanted to talk to us.\",\"I didn't give it much weight, but that case remained etched in my memory because the patient who insulted me was alert and oriented.\",\"A few months ago I happened to be treated very rudely by a patient who immediately addressed me with the informal \\\"tu\\\" from the beginning of the visit, demanding that he be prescribed tests and medications in a short time, which he said were due since the visit started ten minutes late and that I, I imagine as a young woman, was not the type of doctor he expected to find.\",\"I'm in a doctor's office to have some blood tests done.\",\"He is a patient that has been coming for some time the clinic so is familiar with most of the team.\",\"This was for cleaning supplies for work.\",\"I had an accident at work and had to call INAIL to book the visit.\",\"I have to lie down because I usually faint during blood tests, and the doctor tells me to be careful because, if I were to fall, no one would be able to lift me, given my weight.\",\"I am at work in the hospital as a support worker.\",\"My husband accidentally let slip to them that I worked at public health Scotland so they came and spoke to me.\",\"When we got there, after driving for an hour and waiting for an hour for the doctor, when the doctor arrived he addressed us rudely (and also received us in a sort of storage room) asking in an arrogant way and tell me what did you want to know?\",\"I am talking to a Dr about my son and she is treating me in a manner that is not correct to address to a patient.\",\"I'm trying to reschedule an ultrasound appointment.\",\"I need to go to their house every day to treat large weeping ulcers on their legs.\",\"I am nervous because I am going to report that I think an elderly friend is not getting the care she needs.\",\"I phone a number for a care service.\",\"The day before yesterday a nurse from the Usl answered me badly just because I asked why they were late for the delivery of medical supplies for my mother and I had already gone last week to ask.\",\"I calmly and calmly pointed out this to the nurse and she, annoyed, went to check, she realized she had made a mistake, but she was rude and arrogant, making me feel wrong.\",\"I was at a concert with my cousin who had recently undergone foot surgery and was therefore forced to use crutches to attend the event.\",\"I am working as a community nurse with some very difficult patients.\",\"I am at a dermatologist for a visit to understand an allergic reaction problem that I have had for over two years.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"9_patient_visit_doctor\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"9_patient_visit_doctor\"],\"textfont\":{\"size\":12},\"x\":[7.7852616,8.811991,8.744258,9.940239,7.8969135,8.667958,8.498769,8.458093,8.426103,8.570049,6.81946,8.539605,8.479388,8.691186,8.675744,7.6617556,8.561121,8.517934,8.662341,8.546332,8.570548,8.543508,7.6459837,7.5632286,8.693865,11.748424,8.765073,8.496305,10.065134,8.08692,8.687079,7.1915836,8.40988,8.674259,8.723026,8.780046,8.499223,8.457903,8.632235,8.473178,8.610218,8.764563,8.368924,8.638878,10.060684,8.580114],\"y\":[3.41377,0.3409577,0.35324094,3.3288493,0.91667837,0.32039565,0.38955513,0.5020197,0.6942103,0.30291805,3.000341,0.40554756,0.36438245,0.30152133,0.32543302,0.35177717,0.3608197,0.51137364,0.23903629,1.8121748,0.3648978,0.52762383,1.4068141,0.95251656,0.32921553,0.54396313,0.31281206,0.42009434,4.746141,0.86991906,0.15116856,2.2660089,0.41822255,0.30538955,0.39433876,0.31739968,0.3118139,0.2819772,0.1939396,0.16195482,0.3988529,0.27545255,0.32925567,0.29633725,3.0800595,0.842026],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"We're happy, we joke, we comment on the exorbitant prices of the shops there.\",\"I'm with some friends and we're waiting in line at a bar to order, there are a lot of people, some a little tipsy and people are getting nervous because the line is moving slowly.\",\"There are many customers and I feel stressed.\",\"I waited a very long time in line.\",\"I'm in line waiting for the self-service checkout at a supermarket I go to often.\",\"we are having a flight on some very small issue.\",\"My turn arrives at the checkout, I only have 5 things to pay for, so everything should be quick.\",\"The bell has just rung indicating that a dish is ready to be served.\",\"I'm at work, I approach the table where a colleague of mine is arguing heatedly with one of the customers because of an incorrect order that arrived in the kitchen, I try to intervene to defuse the situation but the customer verbally attacks me.\",\"I start to walk away and at this point more people leave the shop.\",\"I think of being in line for some service and involuntarily overtaking someone who, noticing this, insults me by calling me a bitch.\",\"The customer leaves afterwards\",\"A customer comes in, I feel a little tired at the thought of serving another person\",\"I'm at the supermarket, in line at the checkout.\",\"I'm in line at the pharmacy, waiting for my turn, when an older gentleman tries to skip ahead of me because he was already in line.\",\"I'm counting the products.\",\"I point out to him that the line goes in numerical order, based on the number taken at the entrance to the pharmacy.\",\"A customer who arrived before him calls me to ask me why I served the other one first.\",\"The supermarket is very busy today, so there are a lot of people in line with me.\",\"I'm in line waiting for my turn to enter the room where the theatrical show in which a friend of mine is performing will be held.\",\"runing about places they shouldnt be stealing disrupting other customers etc.\",\"so I tell them to go inside the shop.\",\"I'm in the car and I'm driving, I have to go to the supermarket.\",\"He repeats this phrase several times in response to my angry statement of the facts in which I emphasized that we'd all been in the line for a long time.\",\"The queue to get in was quite long, but the waiting time was specified and participants could therefore decide not to queue.\",\"In front of me I have a customer.\",\"I work in retail, where it is a customer facing environment.\",\"A customer came in to the store who was either on drugs or drunk.\",\"at a certain point the line stops and i bump into the back of a guy.\",\"There had become quite a queue of people waiting to see a member of staff.\",\"I'm standing in the supermarket in a long queue.\",\"I am walking out if a supermarket\",\"I am standing in line at the post office, and a middle-aged lady, older than me but not too much, pretending nothing is happening, tries to skip the line.\",\"I serve a customer who had booked his order and therefore it was already ready.\",\"and I reply, Look Paolo, I just wanted to let you know that the customer has arrived, that's all.\",\"This is usually one of my customers, which is why the secretary notified me.\",\"I was at work I deal with home insurance customers, I was speaking to a customer who was very annoyed that we had his home down as a 3 bedroomed property when it was a 4 bedroomed.\",\"I call to let him know that a customer has arrived that he is supposed to take care of.\",\"In the supermarket with a buggy and my 5 year old, the aisles are narrow and it's hard to move as a group.\",\"The secretary immediately asks, annoyed, what I want.\",\"I m in the queue at the post office.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"10_line_customer_supermarket\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"10_line_customer_supermarket\"],\"textfont\":{\"size\":12},\"x\":[7.8088627,7.800253,8.330172,7.9735804,7.8618865,7.6958885,7.9337673,8.25047,9.486626,7.839589,10.60777,8.348947,8.316964,7.830343,7.820065,7.847663,7.8623805,8.3442,7.7615037,8.00751,8.181139,7.8212295,7.714878,10.483753,7.469208,8.3299,8.216599,8.378499,8.710518,7.4857864,7.7380333,7.7443657,7.7910066,8.238987,8.33408,8.624164,8.441542,8.366976,7.68153,8.981495,7.718164,8.199519],\"y\":[0.072635174,0.15320697,0.010196966,0.14838453,0.09180392,0.027243037,0.048892573,-0.013844103,0.4164503,0.050467517,2.7680905,-0.12910482,0.010583304,0.08107105,0.1650956,0.046558682,0.1109713,0.005597829,0.07494183,0.66920966,0.09120683,0.107707396,0.092530824,4.944969,0.61765176,-0.045718428,0.35578796,-0.16915411,4.132442,0.5962289,0.13308597,0.071951315,0.1881803,-0.049302045,-0.06399694,0.046713553,0.14488624,-0.038295075,0.031217238,0.38297278,0.2030776,0.40445352],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"However, if it were a fight between two people with a person close by, well, I would reciprocate with the same tone and I would not be offended\",\"In the middle of the conversation we are having, at a certain point, I make a joke in the relational context (I stand out for being light-hearted and often mischievous, I believe that the topic of sex should not be a taboo, so I easily joke about it even self-deprecatingly) and in response, this boy, responds by saying But you do them with everyone (maybe not the exact words, but that's exactly the meaning) in front of all the other people who, I remember, don't know me that well.\",\"It could happen for example if I kissed or went with several people, evidently too many for the person who insults me, maybe someone I've been engaged to or not even engaged to, or even more likely if someone on the street stopped me to ask for my number and try it on and I told them no, and as I've seen happen not to me directly but on video or heard from stories of people I know, often the other person's response is a sexist insult like \\\"It doesn't matter, you're just a whore\\\", which they certainly wouldn't say to a man and which in this case isn't even appropriate, it's just to say something sexist and inconsistent, which I still find absurd on\",\"I know i am lucky that have not had to deal with sexism in my workplace and if i did i feel comfortable that t would be dealt with appropriately\",\"It's an uncomfortable topic to discuss... but the first time I received a sexist insult was from a girl (of the same sex as me), when I was too young.\",\"I know that many people don't like me, because I have a\",\"that said, if they are strangers, perhaps I would have an attack of anger or panic that I would try to contain by walking away as quickly as possible.\",\"Being a woman of Italian-Romanian origin, I was often insulted, such as \\\"Eastern women are all sluts\\\", sometimes with an ironic intent, sometimes in situations of more heated political discussions, which were addressed to me in the heat of the moment.\",\"It is clearly intended to make me feel bad and insult me ​​as a woman, and unfortunately it succeeds.\",\"We wonder if having worn different clothes tonight would have spared us this surprise, as if it were our fault and\",\"There are lots of people here and the woman looks stressed.\",\"I would personally ignore such people who feel the need to make sexist comments as they are not worth me dwelling on it.\",\"And words are just the beginning.\",\"I am talking to a person I don't know, I reprimanded him because he was behaving badly in public, and he responds with a sexist insult.\",\"There are other people we know present.\",\"I attempt to laugh it off but I am offended, I am also shocked that a man would be comfortable using such language against a woman.\",\"Wasnt me personally but witnessed a savage attack between 2 women.\",\"If I heard a sexist insult from a stranger, maybe while passing by on the street, I would feel very humiliated but I would probably pretend nothing had happened and try to walk away as quickly as possible because I would feel a sense of fear towards that person and what they might do.\",\"I was the only female in the office also so it felt like sexism to me.\",\"I'm not sure why a stranger would judge me in such a manner.\",\"Maybe both.\",\"They make matters worse by insulting me in a sexist way.\",\"I would feel sad by the thought there are people who are sexist as opposed to the words actually hurting me.\",\"His intention was to abandon an empty bottle on the street, justifying it by the fact that other people had done it before him.\",\"I'm starting to do it to make it easier for two girls who are more skilled in the graphics part.\",\"If I imagine being addressed a sexist insult like those mentioned above I don't think I would have any particular reaction.\",\"Sexist or non-sexist swear words were, for my generation, almost a refrain and they were not paid as much attention as today.\",\"I ask myself why a person would behave in such a vulgar and absurd way.\",\"and I see a man make comments about two teenage girls on their own.\",\"If I think about it now (understanding that this story seems made up) I both laugh at the absurdity and cry because often we women are the first to use derogatory adjectives against other women.\",\"I only imagine that it could happen in a moment\",\"The last time I know of that someone called me a sexist name was maybe 4 years ago.\",\"The last time I recall being addressed with sexist language was during my divorce.\",\"Her partner added colorful sexist insults, such as\",\"We come regularly but today a different woman is leading Rhyme Time.\",\"There are misogynistic people who want to hurt Women, and One Woman is as good as another for Them.\",\"I personally haven't experienced anyone calling me a sexist slur.\",\"I was talking to a group of girls and boys and we were discussing our sexual experiences, when it was my turn to respond, based on my experiences I was insulted.\",\"I expressed that I didn t feel these comments were appropriate and he should not be commenting on such things about his nurses, or any women person.\",\"rude and misogynistic.\",\"However, I try not to give weight to the words of a stranger who almost ran into me\",\"You're such an idiot!\",\"I feel blocked, as if I wanted to answer\",\"The last time I was addressed with a sexist slur was when I was in the playground at secondary school.\",\"It's moments like these that make me hate the fact that I am a woman.\",\"This is why I think it's important to defend women, always, and explain to children that certain things have meanings and that they can lead to unpleasant situations.\",\"It has happened more than a few times to receive sexist insults of this type, that is, not veiled and direct.\",\"I can't explain why they would treat another person like that\",\"I don't remember exactly the last time I was hurled a sexist insult at me.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"11_sexist_would_such\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"11_sexist_would_such\"],\"textfont\":{\"size\":12},\"x\":[12.186565,11.159521,11.382254,11.368234,11.351193,11.070752,8.292333,11.109164,11.426616,7.6025634,10.3214,11.389077,11.322312,11.406512,10.201687,11.398078,11.488314,11.382824,11.319326,10.023811,13.522668,11.366242,11.327894,9.371373,10.342105,11.366551,11.412155,11.321672,10.54093,11.359195,13.377408,11.231636,11.356287,11.330592,10.177038,11.266269,11.075823,11.32994,11.9238615,10.472322,11.669983,11.508718,13.636892,11.033725,11.39077,11.380075,11.368833,11.194549,11.356402,11.167641],\"y\":[2.4922786,2.7636943,2.5048301,2.4847002,2.503294,1.9200968,3.6245177,2.3765416,2.4108756,1.454041,-0.71832246,2.480416,2.0264316,2.5151198,2.0469983,2.4575398,0.07361425,2.4765654,2.4776564,3.1895318,3.5528688,2.4687774,2.4754093,3.5901556,2.1436446,2.4729075,2.5715306,2.5492132,2.5974445,2.459646,2.8324976,2.7803009,2.5002682,2.446422,-1.3371876,2.418378,2.8396502,2.5541375,3.3733938,0.96228784,0.54627335,3.3504367,1.6601053,2.854257,2.4267457,2.479015,2.496922,2.7288218,2.5262663,2.303694],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"First day as a waitress in a restaurant.\",\"I am working as a receptionist in a hotel.\",\"I just arrived at my internship workplace after traveling more than 12 hours to get there and it's 7pm.\",\"I was working as a Barista in a summer establishment and I was wearing a tank top.\",\"I am working in the theater as a hall assistant.\",\"Something like your asses look so good girls .\",\"I was 12 years old and lived in a very degraded area where I attended middle school.\",\"How dare you, I haven't even been working here for 7 years.\",\"I work in a clothing store, targeted at young adults.\",\"I was working as a hostess at an event inside a pavilion.\",\"I m working in a Turkish restaurant as a waitress.\",\"A 10 minutes job became a 2 days job.\",\"I am working in a bar as a waitress.\",\"I'm working like every Thursday during the midday shift, I'm a waitress in a restaurant that also has a bar counter.\",\"I am working in a sports shop when I was around 18 years old.\",\"I remember going to a job interview for a clothing and accessories store in my city and the interviewer looked me up and down and told me very clearly that they wouldn't hire me because I was overweight and the store wouldn't look good having me in it.\",\"I'm working as a waitress in a restaurant, busy evening and service so far with a tight schedule, a customer calls me by snapping his fingers above his head.\",\"I am doing a seasonal job in the tourism industry.\",\"I was working in the clothing department of a local supermarket.\",\"I was working an outside stewarding role for a lights trail event.\",\"I am a beauty Consultant for Avon Cosmetics.\",\"The receptionist replies, I m not being funny but what business is it of your.\",\"and don t have a part time job.\",\"I was working in my parents business .\",\"Situation (happened 2 days ago): I am an intern at an events agency.\",\"Every morning I meet many guests of the hotel, most of them very polite.\",\"I am at work and a visitor has arrived for a meeting.\",\"I am having trouble at work, a new job for me.\",\"I'm at work.\",\"I was working at a consultation event for a new housing development that was being consutructed for the local authority I work for.\",\"I work in the hotel industry and I often get greeted by guests.\",\"I am in my workplace.\",\"My job is to clean the rooms of a hotel.\",\"I feel treated badly for my job role.\",\"I'm at work and I'm behind the cash register.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"12_working_job_waitress\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"12_working_job_waitress\"],\"textfont\":{\"size\":12},\"x\":[8.180182,8.275104,8.358869,7.6986527,8.205622,10.4207945,8.8837595,8.12229,8.013682,8.204773,8.209903,8.078233,8.219223,8.223743,8.028072,8.0077505,8.379004,8.167211,7.990919,8.245724,8.186315,8.41305,8.2110615,8.050905,8.313244,8.36759,8.303563,8.534031,8.807048,8.6659565,8.27389,9.19684,8.208553,12.957786,8.210743,8.474689],\"y\":[0.6127801,0.5973607,0.72167623,1.3127618,0.635869,2.4011946,1.3154131,0.61335516,0.7990953,0.85315096,0.5924001,0.61968195,0.5742548,0.5749479,0.84338355,0.77346206,0.29548228,0.59704405,0.82586056,0.7466894,0.45785463,0.44838536,0.57939583,0.9254576,0.7077833,0.7532153,0.7611867,0.7808153,0.8469447,0.22427392,0.73667234,0.90315765,0.5896895,1.8437959,0.45233476,0.7804808],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"It has never happened to me directly, but indirectly, that's why I selected no, in any case it was very unpleasant anyway.\",\"This horrible experience of mine happened in school when I was 16.\",\"I happened in the building I live in at my front door.\",\"It happened about two years ago, and it was said to me by my mother, at the time in which during an argument (very frequent in that period)\",\"She said she was sorry what happened, but that there was nothing that could be done.\",\"It was an unpleasant situation.\",\"He has been in this sector long before me.\",\"It happened at work.\",\"Which is what actually happened.\",\"A few weeks ago I was driving to work like every day.\",\"I have never faced a situation like that before.\",\"I was advised to go to the council to talk about what happened, I spoke to the principal outside and unfortunately her reaction was to do nothing.\",\"I remember it was about jealousy.\",\"It was quite a few years ago now.\",\"I knew something wasn't right either they were having a bad day or something had happened at home, It raised my level of concern for the child.\",\"This happens every week as normal.\",\"Since this boy works in the same building, we often had lunch together.\",\"First of all, this have never happened to me before.\",\"Which are often silly things while I'm at work.\",\"It happened when I was at a disco with some of my friends.\",\"The last time someone addressed me in a somewhat rude manner was a few months ago, in May to be exact.\",\"When things like this happen, people around you don't help you, they think it's normal.\",\"I was in the car, it happens to me often since I am a sales technician.\",\"But more often it happened to me to receive unwanted attention while I was walking on the street.\",\"One of the most unpleasant episodes that happened to me happened a few years ago.\",\"It all started from a joke about the fact that since I have braces, they say that getting a blowjob from me should be an unpleasant experience.\",\"A year ago.\",\"It happened to me on the street, a few years ago.\",\"This happened 20 years ago but I can still remember the moment vividly.\",\"I think about what could have happened\",\"Maybe in that situation it would have been different but I'm lucky because it never happened to me.\",\"Absolutely the worst experience of my life.\",\"This summer I was working in a pharmacy and I had taken over from two colleagues with decades of experience in the preparation of galenic drugs and I, without experience, found myself alone to manage everything.\",\"It happened while I was walking It was a weekend A van with 3 men called me whistling with offensive words I felt very offended and angry I thought for a moment of answering them badly and insulting them but then I thought that I would not stoop to their level and I ignored them I continued walking and pretended that nothing happened Every time it happens now I ignore everyone and the situation in general\",\"In all this I have never smoked..\",\"This experience happened about a year ago.\",\"I never asked for anything!\",\"And in fact, it never happened again.\",\"It happened to me in the car while I was driving.\",\"It happened to me in a club a few years ago.\",\"This event happened 20 years ago.\",\"It happened during a night at the disco when I didn't pay attention to a boy who kept following me all night.\",\"I don't remember the situation well, it happened a long time ago.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"13_happened_ago_it\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"13_happened_ago_it\"],\"textfont\":{\"size\":12},\"x\":[8.418014,8.299487,8.457029,8.450637,10.986518,12.680343,9.977572,8.427825,8.605886,6.6889734,8.433451,9.545408,10.859099,8.147488,7.8343673,8.447203,8.669649,8.401008,9.316196,8.360831,8.876089,8.4890585,8.409638,8.423359,12.644273,8.423045,8.140154,8.3916,8.329858,13.358881,8.4185095,8.906822,7.6152115,7.766999,9.524667,8.382596,8.853993,8.382218,8.400505,8.3473835,8.196782,8.329972,8.382937,8.883758],\"y\":[1.6543572,1.6558572,1.7485384,1.7184085,-0.15644626,1.9090371,4.68516,1.6687303,1.7452843,3.4630542,1.5776907,0.4742005,3.025827,1.6006116,1.8289753,1.6177793,2.3991463,1.6318477,0.90874857,1.7335387,0.72336096,1.6963533,1.6797546,1.793694,1.953982,1.6585774,1.6362653,1.6619829,1.6296322,2.8358338,1.6097573,2.0454025,2.3004322,4.3668404,3.693574,1.6206878,1.068609,1.6373323,1.6713781,1.6199684,1.5367155,1.7544843,1.6214187,1.8768926],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"don't you, you slut .\",\"I am walking in the street and I come by one guy who says slut .\",\"She tells me that I am a slut because I go to sleep at my boyfriend's house.\",\"I was upset at the names he called me\",\"But this guy continues to support his thesis: we're all a little bit slutty and always looking for attention.\",\"My father was in a bad mood and called me a bitch when making my dinner as did not want to cook.\",\"Yes.... with all these exclamation points.\",\"I was once called a slag because I would not give my number to a man.\",\"Since the guys didn't listen to us, we moved away into the crowd on the dance floor, and this prompted them to call us sexist names.\",\"I was called it.\",\"The stepbrother called me an ugly bitch.\",\"I feel growing up slut, bitch are thrown about so flippently a lot of the time I was called these names was in a playful way with friends and not with aggressive way.\",\"Another colleague comes to join us and greets us saying alright sluts .\",\"shouting and name calling over a complete misunderstanding.\",\"I feel awkward and upset for being called that.\",\"This included insults including bitch, slut.\",\"A random stranger walks past me and shouts 'slut' to me.\",\"According to his theory, I'm looking for attention, just like all women, because otherwise I wouldn't have posted it.\",\"I will not let someone else to call me such things.\",\"Idiotic nickname that I had earned thanks to the way I wore my hair.\",\"I cannot remember when was the last time but the most memorable time when someone called me a bitch on public forum, even though it was a name involved I can tell it was referring to me.\",\"I name the names.\",\"I don't remember exactly the last time I was called a bitch, maybe it wasn't said to me recently so I won't talk about the last experience.\",\"If I were to be addressed as a slut it is possibly because I may be out in the club having a good time with my girls and a guy could approach me and I could reject them and then out of anger, they could call me a bitch or something.\",\"She turned around and began to call me every name under the sun 'You f*cki**' slag, shut the f up....' etc.\",\"I walked in and he said to me ' What has this slag been up to tonight?'\",\"She was extremely jealous of the situation and called me disgusting and annoying.\",\"But how did you call us and treat us this way\",\"I was called a slag, when I agreed to a jack the lad to walk me home.\",\"We walked home, as I wouldn't have sex I was called a slag, slut you name it\",\"They went down an alley and I called after them and they stopped.\",\"I remember very well when I learned that I had been called a Slut.\",\"the last time someone called me an idiot was my girlfriend during our argument.\",\"After a while, my friends and I were trying to get away from the guys in question, one of them started calling us names using harsh terms because we didn't want their attention.\",\"I'm 36 now so it has been many years since I was called any of these names.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"14_called_slut_names\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"14_called_slut_names\"],\"textfont\":{\"size\":12},\"x\":[10.809912,10.831892,11.229265,11.353707,10.941756,8.894473,11.207298,10.849952,9.355217,11.254811,10.8830385,10.956103,10.757333,11.502521,11.317357,10.838498,10.667537,10.921842,11.150873,11.362814,10.824445,11.358454,10.777574,10.886364,11.55669,10.812272,11.183278,11.122274,10.825381,10.838028,10.864959,10.902118,11.435525,11.144371,11.296539,10.940413],\"y\":[3.0620904,3.0668116,-0.8966619,3.1371672,2.939785,2.168871,2.1890697,3.1092463,3.5724628,3.0718188,3.5143294,2.9481764,2.9533315,1.8988179,3.0707178,3.2863533,3.1029081,2.9855819,2.947565,3.1256652,3.0946116,3.036726,3.0764036,3.033217,-0.4916606,3.1976347,-0.25119746,2.882519,3.1307821,3.1060953,1.5005233,3.017463,-0.26000252,2.9130864,3.0315802,2.550625],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I was confronted by a man who came in and started to shout at me asking me to go back to (my) country .\",\"The stranger is male and he yells at me, telling me to look where I am going and calling me a f*cker.\",\"He followed saying he liked a chase.\",\"I started walking by myself on the way to where I was going to have to see them.\",\"Suddenly a man wants to try to approach me, but I'm not interested and I ignore him, continuing to walk.\",\"at which point I had en\",\"I'm not talking or looking at any man, I'm simply dancing.\",\"He got closer to me and I crossed the road.\",\"Suddenly a man appears in front of me, coming towards me because he is going in the opposite direction.\",\"yes not to far away with which he then answered well if you wasn't that big i could see for myself, i can't look through you.\",\"The man looks like he's on drugs or drunk.\",\"While I'm walking, a man approaches me and starts giving me compliments, obviously not appreciated.\",\"He is a somewhat old man, 50 years old, drunk.\",\"He ran off and I continued the activity with the othe\",\"At some point a man of the streets approached.\",\"In the dining room there was a very tall and overweight man who was eating alone and looking at his cell phone: I looked around for a hand sanitizer dispenser and I met his gaze several times.\",\"She tells me fuck you then.\",\"A man suddenly decides to skip the line.\",\"one time a mid age man approached me and tried to flirt with me.\",\"i was shocked how annoyed the man was getting\",\"When I get close he looks at me oan\",\"I find a man near a desk.\",\"It keeps going back and forth like this\",\"He started walking beside me.\",\"A few more minutes pass and the same boy approaches me telling me that we have to go, I immediately realize what's happening and rush to grab my things.\",\"Outside the place, after a long time, I was talking to my friend and absentmindedly my gaze crossed that of the man.\",\"I'm walking quickly down the sidewalk one late afternoon when a man approaches me and starts talking to me, asking if I'm from the area, if I know where the nearest metro station is, and if I have any coins to give him to get a ticket.\",\"I thought he saw someone behind me who he is rushing to.\",\"I didn t realise how long floor tiles needed to sit before you could walk on them again.\",\"The man keeps looking at me as I walk away.\",\"i was too surprised to respond and at that point the line started moving again and that guy disappeared.\",\"In the panic I asked a man walking past if he could watch my suitcase whilst I went after them to ask.\",\"However, the man was very rude and uncourteous.\",\"The man started to run after me, however, I was much faster than he was and I lost him between houses.\",\"I realised that this man is drunk and I quickly turned back and run towards occupied houses.\",\"I looked back and then looked away.\",\"A man was walking behind me.\",\"In the meantime, the gentleman who had started to cross had approached me, he stopped, looked at me and said where the fuck are you going, where the fuck are you going.\",\"I'm riding on a bus and suddenly a man I don't know starts talking to me.\",\"Then I rush through the ticket barrier and up to the platform where I know he can't follow me and I am safe.\",\"And angry that a grown man thought I was fair game.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"15_man_me_where\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"15_man_me_where\"],\"textfont\":{\"size\":12},\"x\":[7.5166864,10.176816,8.960357,7.6046033,9.099535,7.971208,8.90119,8.846236,8.839543,9.497731,9.185124,9.0411825,9.128022,8.420374,8.688127,9.4030285,11.20993,7.738593,9.178447,12.398979,9.220604,9.489003,8.967688,8.877752,8.58438,9.007428,8.715083,8.974573,7.683568,9.034308,7.7291255,7.3306665,11.87225,8.360904,8.399992,9.404445,8.93824,8.772311,8.498352,8.736757,12.893527,9.056016],\"y\":[4.658775,3.3186517,4.2433167,3.047145,4.1863422,2.0789964,3.8499236,4.2692733,4.21596,4.1414256,3.548442,4.1578794,3.53049,4.241792,4.2678056,3.7997267,-0.9381743,0.18682773,4.1388364,3.820635,4.0972357,1.1191047,1.6096907,4.2670536,4.112685,4.0580177,4.301837,4.2397003,3.2671595,4.182945,0.18800314,2.6636336,3.7243543,4.2034516,4.140208,4.020605,4.2594576,4.237811,4.231076,4.269906,2.4055955,3.472283],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I don't know whether to confront them and confront them or ignore them and pretend nothing happened.\",\"I was wrong, I apologized several times, the mistake was all mine, but the way\",\"What I imagine however is that the other person will not get too heated and, realizing that they were initially wrong, will apologize to me in turn.\",\"I don't know what to do.\",\"I addressed it, and got a very blunt and unappreciative response.\",\"It was after all a genuine mistake on my park and i had said sorry\",\"I'm not responding as I don't want any confrontation.\",\"At the same time, I am mumbling a quick sorry, not expecting such an extreme reaction.\",\"It got very heated.\",\"I explain the misunderstanding that I wasn't to blame.\",\"I then start to explain my point of view but I am not listened to.\",\"I apologise again and say that we suggest relatives bring in as many things as they can.\",\"I don't react.\",\"I would say more than rude.\",\"I'm talking to some friends of mine about a fight that I'm not involved in, but my friend is.\",\"I apologised but said I had t done anything wrong, which made matters worse.\",\"I don't know, maybe it's just me who can't express my point of view in a less assertive way, and yet I seem to be diplomatic enough.\",\"I don't understand why it's necessary to say things in such aggressive tones, but as soon as I can I pass and move on.\",\"I explain that I am really sorry\",\"The atmosphere is tense immediately and I freeze up an don't make eye contact.\",\"We don't know what to say.\",\"I confront my friend and we decide to confront them to understand why they insulted us, we don't want to remain silent in the face of this injustice.\",\"what's it got to do with you bitch I apologise and say I don't want any trouble.\",\"We politely but firmly say sorry we're not interested and return to our conversation.\",\"okay, if you really want it to be done this way, even if i don't think it's right, i'll go back and put everything back the way it was\",\"I feel angry and helpless, it's an injustice and there's no justification, I also know that I don't want to and it won't do any good to calmly talk to this person to make him understand that we're not doing anything wrong and that that space belongs to everyone.\",\"Something is wrong with the machine.\",\"I have to fill out some documents for the remuneration and I don't understand what data I have to provide.\",\"I repeated what I had said.\",\"In this case we don't talk to the guest directly but to the person who contacted us to make the reservation for the guest.\",\"I calmly responded saying I understand your frustration, and I'm sorry but I cannot accept this return .\",\"I decided to use the bathroom when I got home.\",\"I, who had already apologized countless times, wrote to him after a couple of days.\",\"In fact, we immediately apologized to each other.\",\"We hadn't spoken for a week when it happened, I tried to clarify, but I knew it wasn't my fault.\",\"When I understand what happened then in that case I would apologize but I would still invite the other person to use more appropriate and less offensive language.\",\"I don t know what to say, so I apologise and offer my seat, to which I am given the side eye.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"16_dont_sorry_confront\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"16_dont_sorry_confront\"],\"textfont\":{\"size\":12},\"x\":[11.817918,12.346534,12.239062,13.328638,11.6003275,12.327619,12.015215,12.834343,14.078164,12.174319,11.519833,12.278424,12.235502,10.278723,11.799096,12.264074,11.798122,11.607846,12.416681,13.57902,13.271621,11.793746,12.135922,11.854743,12.4973,12.0474615,9.042175,8.818419,10.448903,8.24222,8.535127,7.6457877,12.203849,12.218839,12.188718,12.2696,12.304781,11.677261],\"y\":[1.8107972,3.1171756,2.9179444,2.9198837,1.9470639,3.1322355,1.744888,2.3734562,2.0105348,3.3085895,1.4281312,3.0219452,1.8037934,0.86886984,2.234235,3.0974052,1.7815558,0.94196105,3.2302551,1.2635806,2.8641744,2.0687146,3.150889,2.1612277,2.9635575,4.1827235,1.5260013,-0.15299259,4.948591,0.8129097,-0.743149,2.3689256,3.16123,3.005698,3.2073374,2.9785583,3.0471013,2.337995],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I am in charge of the trainer shoe department.\",\"It's during high school exams and I don't want to waste time chasing a stupid argument but that really made me understand what kind of person I'm dealing with.\",\"Being the only engineer I should be in charge of describing the technical aspects of the project, but, since it's still early days and we are in a theoretical and primordial phase, many things have not yet been developed and many decisions have not yet been made, so there is not much to talk about.\",\"I came into work a few days ago and some colleagues were talking about an event I was aware of however, I thought I wasn't going to be in those days so didn't register myself.\",\"We're talking about music.\",\"When talking to my high school classmates, we often discussed various topics.\",\"I'm talking on the phone to someone as part of my everyday job role.\",\"I'm talking to my former Greek teacher.\",\"I m working on a reception desk at a University Study Abroad department, when a mature student comes to the desk to ask some questions.\",\"I try to talk, but one person in particular keeps talking about me and interrupting me.\",\"I would like to discuss this in a level hesded way\",\"I was talking to a friend of mine at university and at a certain point he told me to shut up because I didn't understand the subject.\",\"We were talking about minorities and, according to one of those present, these minorities should not behave in certain ways.\",\"I am with my thesis advisor for my master thesis.\",\"He saw me talking to y work college and when I come home started having crazy thought that I am cheating on him.\",\"In my last year of university, a professor who saw me having difficulty finishing the exam told me that I could go to the university's disabled desk for help and, given my chronic illness that causes various problems, I was entitled to some concessions such as more time for the exam.\",\"I continued the discussion with the other students.\",\"I am going to the secretary's office of the school where I work to ask for information about a payment.\",\"I was talking to a friend who studies a different subject than me and who often doesn't know how to talk about anything else.\",\"I was talking about how I can't stand online meetings.\",\"I hate confrontation.\",\"Third year of university, my new roommate arrives.\",\"We were discussing a topic for the exam we were studying for together.\",\"I am working in silence with my 4 colleagues in the factory.\",\"I am talking to my husband.\",\"I'm talking to my old classmates.\",\"I was talking to my colleague.\",\"I am talking to a manager at work, Bob.\",\"and we were talking about the behavior of other colleagues.\",\"I have always been self conscious about my weight\",\"I was sitting at my desk in a enclosed office when a superior colleague asked me a question about an unknown person who sitting in our main reception area.\",\"We were not talking about anything in particular.\",\"I was talking to some of my colleagues who had finished work.\",\"I m on the phone talking to my friend and laughing away whilst I am waiting for my turn.\",\"They make a comment about how our asses look.\",\"I am talking to my boss about an assignment he gave me.\",\"At first the questions are innocent, like How are you?,\",\", I hate these situations because I am in a workplace\",\"The issue was regarding one of our common friend, we are having a good and healthy conversation about the lecture and our academic syllabus.\",\"The person i am talking to is getting recognizably frustrated.\",\"I'm talking to my boss, I'm reporting on a goal that was assigned to me.\",\"We did start talking about her\",\"I'm talking to a friend.\",\"I'm talking to a girl.\",\"I'm talking to my husband about a matter regarding my missing an important phone call.\",\"I have many colleagues there.\",\"I am at work and am talking to a colleague.\",\"I was talking to my roommate about how the move would be hard because I have so much stuff and so little time.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"17_talking_about_am\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"17_talking_about_am\"],\"textfont\":{\"size\":12},\"x\":[8.429635,9.770859,9.603502,8.241646,10.484404,9.708203,9.489883,9.798896,9.404615,10.1361,9.694138,9.788525,10.395775,9.3167515,10.497881,9.021504,9.710084,8.822842,9.74712,9.540188,12.044819,9.236698,9.719915,9.46812,9.711347,9.7650585,9.72662,9.501068,9.7680645,11.727076,9.572221,10.514123,9.51584,9.3090725,10.534488,9.320522,11.955668,9.342157,9.766816,10.1043,9.369419,10.093876,9.739565,9.758459,9.750448,9.2605,9.607473,9.623714,9.779375],\"y\":[0.07272358,1.2569134,1.2549766,0.9504376,1.7010071,1.2877979,1.0079403,1.189239,0.9381145,1.1186638,1.2727178,1.2719309,1.5376136,0.9075761,4.4180913,0.0988491,1.2719223,-0.35083222,1.2981287,0.9794885,1.7578065,2.1020052,1.2683243,0.95631975,1.7960272,1.3937205,0.8427263,0.83413565,0.8915909,0.47225553,0.8737713,1.6081196,0.89062625,1.6254897,2.1729774,0.64802563,1.528822,0.88075364,1.277289,1.0426573,0.56008595,1.6733834,1.7885154,1.8434857,1.7686478,0.95433366,0.94194365,4.421232,1.2978828],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"As they get closer I want to make myself small.\",\"I'm fine, now I'm going again.\",\"I had enough, I was done, I could not take this anymore, I did not believe I would survive if I did.\",\"Is it worth it?\",\"I also get punched in the arm.\",\"I won't lend her anything anymore.\",\"I questioned my job and consoder3d leaving\",\"I left and gave up.\",\"I decide to do something and leave the room, I turn on the speaker in the kitchen and turn the volume to maximum.\",\"and I try to fight back.\",\"and if he has a problem then i will take this up with his management.\",\"Since there is no room for understanding, I leave\",\"At a certain point I can't take it anymore\",\"He is now confined to a wheelchair.\",\"At first I try to know what I do but there is no answer\",\"I don't make any eye contact, my heart is beating and I try to not draw any attention to myself.\",\"i finish working on it.\",\"I feel like leaving and not buying anything.\",\"This was something that couldn't be taken back.\",\"t know what gaunt meant so I looked it up\",\"I could not believe that this woman basiclly\",\"It's definitely his problem.\",\"I'm still thinking about what to do, I don't want to squash it and kill it, I'd like to take a piece of paper and throw it out the window.\",\"So I decide to take control of my life by saying: no, that's enough.\",\"I calmly try to explain my (correct) point of view by raising my voice to impose myself because on the other end there is a person who does not believe that I know how to do my job.\",\"He's quite pushy and annoying, so I put my arm around my friend's shoulders\",\"I walk straight away and leave without saying a word.\",\"so I lost out.\",\"I know that I am capable of doing things, so I try to solve the problem myself.\",\"I want to leave.\",\"anyway so I moved forward.\",\"In the end I managed to get\",\"I try to pedal harder, I almost fall.\",\"and I try to hold myself together\",\"So I move forward a little and, little by little, try to merge.\",\"I go to the store cupboard and sure enough there are no combs.\",\"There was no need for it\",\"I would have tidied the books myself once I noticed them.\",\"We didn't take it too seriously but certainly did walk faster and quetly in order to get away from him.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"18_try_take_myself\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"18_try_take_myself\"],\"textfont\":{\"size\":12},\"x\":[11.7969885,8.526655,13.220971,10.950986,12.652999,9.789394,8.672484,13.187272,9.112791,12.84529,10.1934185,8.652593,13.2484045,9.116262,13.362236,9.100966,8.901224,7.791419,13.269093,10.266599,11.739681,10.270126,7.8272038,13.0746355,11.65008,10.301713,8.348542,13.249911,13.088553,8.689723,13.30159,13.226662,6.817645,12.966588,13.175937,9.568099,13.439,10.096311,6.5400558,10.821284],\"y\":[0.5130639,0.55179703,2.9815469,2.1057997,3.1537247,-0.92978877,3.5482607,3.260111,0.667003,2.930822,4.847667,3.5649357,2.9653323,3.5071812,2.9688637,3.724294,1.0223998,0.06196317,2.7763948,3.8480935,-0.16927646,4.9111495,3.7772713,2.6010141,1.4041657,4.103911,3.6196296,3.279078,2.5569057,3.5685806,3.4159937,3.3099303,3.9510293,2.920057,3.253208,-1.1973722,2.7229352,-1.4458635,4.311401,2.5375183],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I'm in the teachers' lounge and I'm talking to a colleague of mine, who is also a good friend of mine.\",\"I am in a meeting at work with the parents of a teenage boy who had been accused of poor behaviour during a lesson, and another member of staff is present.\",\"I'm in the classroom.\",\"I'm in class, sitting at the second desk in the middle row and it's the day of the math test.\",\"The class's cool kids ask if it's possible to postpone it as soon as the teacher comes in.\",\"I work in a kindergarten.\",\"I try to explain that the teacher has set the detention, but he won't listen.\",\"By now we were on the second day and it was after 4pm, The deadline was approaching.\",\"I am a bit apprehensive about meeting his parents as they have a reputation for being aggressive and rude.\",\"She hesitates, asks the class's opinion and the reason why they insist on postponing it.\",\"I'm leading a student assembly, as a class representative.\",\"Furthermore, she addressed me informally instead of formally, which as a teacher I expected to hear.\",\"I'm against it: the following week I would have a test a day, and doing a test and a written test on the same day would be too stressful, and I don't see the reason to postpone it since their reasons were that they went out to have fun in the previous days instead of studying.\",\"The meeting is to discuss the boy's behaviour and ways of improving this.\",\"There was a mess in the classroom because the teacher was not there.\",\"me and a classmate of mine are working on a university project that we have to do together.\",\"While we were engrossed in the conversation, a classmate of ours comes and interrupts.\",\"I decided not to tell anyone, like a teacher, what had happened.\",\"We're in a classroom.\",\"During high school, I was in my second year so I was about 15 years old, one day there was a meeting of the teachers with the parents to talk about the school progress.\",\"I'm doing a group project where I have to make a graph.\",\"I am a fairly good amateur cook, so I commit myself to preparing a dinner that took about 3 hours to prepare, I set the table in a dedicated manner.\",\"I am a teacher who works with lots of students i don't know.\",\"there were 5 students and myself.\",\"I get to class and the first few hours pass without any problems.\",\"So the teacher decides to do the test (because after my opposition, others were also convinced to do it that day, because otherwise the teacher would have explained and added\",\"It happened several times while I was studying at the Conservatory, specifically there is this teacher with whom I am doing an exercise, I play together with the singer, who starts out of time after my introduction on the piano.\",\"I am explaining to the parents that their son will have to do a detention after school as a punishment, when his father stands up and starts to verbally abuse me.\",\"I am talking to one of the parents on the playground discussing some of the teachers and how the children are getting on.\",\"I've studied hard for that test, struggling to fit it in between a period full of tests.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"19_teacher_test_parents\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"19_teacher_test_parents\"],\"textfont\":{\"size\":12},\"x\":[9.426567,9.303227,9.145814,9.158,9.187788,9.096583,9.242591,7.5900865,9.309452,10.175909,9.157709,10.729652,9.169311,9.300344,9.192513,9.295832,10.065578,9.549895,9.189411,8.973344,9.301476,8.021938,9.198634,9.066514,9.149219,9.207041,8.908993,9.264175,9.200388,9.148098,9.224203],\"y\":[1.1369405,1.2830161,1.1348078,1.132492,1.1429286,1.1336052,1.2388216,0.9813743,4.2770643,-0.48194325,1.1202173,-0.081969015,1.0795393,1.3639184,1.1497794,1.2024009,1.1813143,0.60202193,1.1775985,1.3052769,1.2829844,2.3318415,1.1812085,1.550936,1.1219708,1.1476887,0.96181303,1.3337473,1.2970682,1.0519365,1.2113469],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"Saying hello how are you.\",\"I am just walking on road side minding my own business.\",\"I'm listening to music with my headphones and saying hello to people I meet on the street.\",\"We're sitting near the subway and we're arguing.\",\"Im walking faster and faster\",\"I'm walking on the sidewalk of a street in my city, not too crowded.\",\"I'm walking to the park like I do almost every day\",\"none of us fell and i started walking again thinking that these are things that can be understood every day in a city where everyone goes fast.\",\"I am walking on the street in Enschede, at daytime with a friend of mine.\",\"I'm on the street, walking about my business, enjoying a quiet stroll through the streets of the center.\",\"Its a Saturday morning about 1pm, the surroundings are chaotic and the subway car is quite busy and i am on my own.\",\"We were extrememly busy and also short staffed on that day.\",\"I am walking down a street on my own, just going for a walk to get some fresh air.\",\"I'm minding my own business with headphones on when a middle aged man approaches me.\",\"It was really busy and there was a huge queue.\",\"I am walking down the street in Copenhagen, alone.\",\"I was walking down the street, normally and during the day, so I wasn't alone, there were other people too.\",\"I'm walking home from work in central London.\",\"I am on the subway in a busy city, having recently moved there.\",\"I am wearing a skirt and walking through town.\",\"Suddenly, I bump shoulders with a stranger walking in the other direction.\",\"As I went for a walk in a forest, a stranger on a street shouted at me while walking briskly towards me.\",\"I was alone.\",\"I ended up walking ou\",\"It's a cold day in November and I'm driving in Central London.\",\"The train was very busy and most seats were taken.\",\"Everywhere, as soon as I passed by hellooo pompinaraaa.\",\"It is not a quiet street per se, but it is also not busy.\",\"I am doing my own thing whilst sitting at a bus stop.\",\"I am walking down a street, alone.\",\"We are in Capri, it's a sultry day in August and we've walked a lot, we're tired and we're about to head to the ferry.\",\"I am walking on Oxford Street with my family and it is extremely busy, as it is coming up to Christmas.\",\"I pretend nothing is happening and keep walking despite the feeling of\",\"Everyone goes their own way when I hear someone yelling fat girl.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"20_walking_street_busy\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"20_walking_street_busy\"],\"textfont\":{\"size\":12},\"x\":[10.704633,6.535781,6.612305,11.253354,6.819542,6.704631,6.7728324,7.5971537,7.837399,6.644977,6.537304,7.6233463,6.6965055,6.591752,7.453687,6.7874985,7.755298,6.658863,6.6013308,7.176484,8.687178,8.585418,7.6914706,7.560592,6.647767,6.9510884,6.859415,6.6580877,6.5511303,6.800262,6.6378226,6.678502,8.310244,11.661448,7.46015],\"y\":[0.76115084,2.819228,2.8371797,2.01644,3.1353307,2.9075205,2.940611,3.26339,2.7775855,2.8456988,2.870274,0.87312204,2.837629,2.8333755,0.6649423,2.8244226,2.6988342,2.7208612,2.8538103,2.8937416,4.090269,3.9187093,2.5837104,2.8417368,2.68515,2.4273164,3.022021,2.80316,2.839131,2.8706117,2.692298,2.6770167,3.6284099,0.48573193,2.6453063],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"However, I understand that there is something I do not know and I try to remain calm and find a confrontation to bring the\",\"I told him I was grateful but that was not enough, I will not stay for the little good things he had done.\",\"I step in to try and mediate the situation.\",\"This was not said in jest.\",\"I know how quickly a situation like this can escalate and lead to a different end.\",\"It was very tricky to move past the situation in my mind for a good few hours.\",\"This is not a football pitch!'\",\"I try to get out of the conflict situation as soon as possible, I walk away, even if the person continues to insult me.\",\"I felt in danger because they were aggressive and I had to call the landlord to calm the argument.\",\"Unfortunately we did not have the trainer in the size.\",\"and we argue.\",\"My first thought would be disbelief and I would try to quickly understand what is happening.\",\"I need to stay strong.\",\"I'm insulted with the invitation to stay calm (even though that calm was me and not her), because where do you want to go anyway.\",\"but because I'm not reacting I'm not screaming back all I said is\",\"I was very calm because I knew it was not my fault but after a while that she was answering me badly I started to feel insulted so I said what I thought was right without having to argue too\",\"I stayed calm and did not react to this behaviour.\",\"I would feel very threatened but at the same time confrontational.\",\"It is not usual that we argue, especially in a rude way.\",\"but I had to calm down so as not to make the situation worse.\",\"I continue my walk but keep my head down, worried that someone else will make a comment.\",\"I don't like this situation, so I don't answer and ignore them.\",\"I find it very rude not to respect speaking turns, to interrupt people, but above all\",\"I had to stay calm and not argue with the customer.\",\"My friend walked off, and i tried to calm the situation with the two women in which the old woman said F**k off you fat b*tch, go eat a burger blah blah.\",\"I would try to say it while remaining calm so as not to make the situation worse.\",\"I continued to be calm, but my words were not very kind.\",\"I don't care as I am not there to catch a man.\",\"I arrive before my friends, so I'm alone, but I'm calm and I don't feel like I shouldn't be.\",\"The other person could continue to complain and in this case I don't know if I would be able to remain calm and therefore an argument could start.\",\"neither would back down and situation just escalated.\",\"I can feel adrenaline kicking in because I m angry this student is talking to me in such a horrible way, but because I am at work, I stay calm and ask her politely not to speak to me in this way.\",\"It wasn't even good feedback or constructive criticism, just a judgment without specifying the 'what'.\",\"I can't believe I've got myself in this situation, I knew as s\",\"We went inside and did not engage with him.\",\"I found the situation mildly amusing as I can't understand why someone would get so wound up about something so trivial\",\"I feel that I ve been treated unfairly and the whole situation was off hand .\",\"It would depend on the situation to outline my reaction.\",\"I respond to him and try to remain calm.\",\"We were staying with a family, but the house was not in good condition, so my mood was very low because of that\",\"This was not true.\",\"I was rather dissapointed as we have a good relationship but i tried to remain calm and more than anything i was concerned and wanted to help this person as something else was clearly bothering them,\",\"I didn't want the situation to get worse but at the same time I didn't want to let her get away with it.\",\"but this person was in such a foul mood i could not calm them down.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"21_calm_situation_not\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"21_calm_situation_not\"],\"textfont\":{\"size\":12},\"x\":[12.508502,11.315766,12.531072,12.064667,12.386417,12.578412,8.002114,12.380109,12.45926,9.193078,11.263864,13.597306,12.916936,12.460899,12.462588,12.476749,12.470746,12.394032,11.38944,12.430686,8.307396,11.802583,8.824131,12.418238,11.288157,12.362817,12.473499,8.905415,12.991493,11.823854,12.423357,12.949586,12.241957,13.485947,9.548106,13.01048,13.082632,12.473675,11.790234,9.01363,12.185077,12.409175,10.870353,12.397681,11.780957],\"y\":[1.6282012,4.4814887,1.7017767,1.883132,1.8567069,1.5703888,2.2401564,1.8133154,1.1591626,-1.0756723,2.010934,2.6646602,2.8745244,1.1711392,1.2011632,1.192923,1.1931239,2.2603333,1.963097,1.2445015,3.6271324,1.7761137,0.64873487,1.170875,-0.04153234,1.3085703,1.2021495,4.0082364,0.9313979,1.6131232,2.3565595,0.7982744,2.2778893,1.2483494,4.493325,2.0829244,1.9022486,2.1247602,4.507252,2.269247,1.910338,1.2425708,-0.36179647,1.2542471,1.8042285],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"She tells me you suck.\",\"I'm wearing a skirt and a tight sweater, he looks me up and down and asks me why I'm dressed like that?\",\"(The gentleman was actually chewing his last bite, but his plate and especially the tray next to him were empty) then the gentleman tells me he can take the tray, the owner tells me to put it down.\",\"Instead I give a polite smile and leave.\",\"He insists on telling me that he wants cookies, so I take a tray and start putting them in little by little, but the customer continues to raise his voice.\",\"I take the empty plate away from him, go to the kitchen to get the plate to bring to the table and as I pass by the table with the nice gentleman, this one says to me remember my coffee.\",\"Then he asks me to give him some cookies, to which I reply that he has to ask me for a quantity because the price changes based on the price.\",\"He asks me to go and clear a table, I go and as I'm about to take an empty tray he tells me to put the tray down because the gentleman to my right was still eating.\",\"Another person in the queue loudly asks me to make a few steps forward inside the toilet and wait there.\",\"After a few minutes he comes into my office, asks me So?\",\"Here's the situation: I'm talking to a guest who has a reservation for 6 nights and his reservation was managed by a fashion house.\",\"So I ask him if he wants me to go and pick up the customer and bring him to him, he doesn't answer me.\",\"I head towards the kitchen and a gentleman at a table calls me a bad name\",\"He said he would take as long as he wanted and it was none of my business.\",\"The gentleman repeats that he's finished and the owner tells me to put it down again.\",\"At first I tell him the way to the metro station and then, when he asks me for money again, I tell him that unfortunately I don't have any coins with me.\",\"The customer asks for a very specific type of bread which I give him.\",\"I talk to my boss about it, who tells me to let it go because he is a long-standing customer of the company.\",\"I explain to him that he doesn't have to talk to us but to the fashion house and that in any case his reservation is in penalty and he has to pay the 3 extra nights.\",\"He says he's in a hurry, that the cashier is slow and that I have to mind my own business.\",\"The aforementioned gentleman, who had just finished eating what was on his plate, rudely tells me: can you make me a coffee, without even a favor or a smile.\",\"I do the best I can and when I go down I find him furious like a beast who tells me how dare I leave the car.\",\"The same owner then yelled at me to go and get the bread, from one point to another in the room go and get the bread, run run screaming!\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"22_gentleman_tray_asks\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"22_gentleman_tray_asks\"],\"textfont\":{\"size\":12},\"x\":[11.153792,9.564155,8.930153,8.663331,8.934803,8.943974,8.942255,8.956549,7.704169,10.047964,8.110366,10.078993,9.143362,10.055279,8.945409,8.952155,8.892615,8.631701,8.070018,10.008485,8.898144,8.142593,9.012298,9.077502],\"y\":[-0.8832371,3.2919936,3.1414902,3.554992,3.1963344,3.1534512,3.2781582,3.1629422,0.29442048,4.480899,1.0055234,4.4151926,2.9278393,4.3606486,3.1570787,4.1486797,3.1275923,-0.22082858,1.1099317,4.439725,3.1679215,4.818485,2.5944676,2.8575523],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"At that time there was another car who must have been waiting too.\",\"So first time ever i decided to contact local council to see if they can help us as we have a child and can not just live on street.\",\"I saw my chance as someone leaving their space, I pulled up just beyond the space and indicated that I was going to make a manoeuvre once they had left.\",\"I was out in my car and was looking for a space to park in.\",\"I was parking my car and someone aggressively overtook me to park in the space I was going to.\",\"I leave the car in front of the first parking space with the 4 flashers and unload quickly to head to my apartment for which I have to take two elevators.\",\"I'm arriving at my house where there are private parking spaces and I don't own one and having a lot of stuff to unload\",\"I was trying to find a parking space in a busy local park so I could take my child out for the day.\",\"I want to take a picture of the tree when the lights stop and I position myself nearby to be able to do it.\",\"A while ago I was driving my car and I was looking for a parking spot.\",\"I had been waiting for a parking space and the other car pulled out, I pulled in and parked.\",\"When the lights of the tree stop I go to take the picture and I don't realize that there was another person behind me intent on taking a picture of the tree too.\",\"My 3 year old has pulled a couple of books out the boxes and is looking at them.\",\"Last year our family could not find to rent a property as it is very high shortage of properties at the moment.\",\"while parking at a doctors office, i pulled into a free bay not realising that someone was already waiting for that space.\",\"we're leaving the area where the concert was held and we're surrounded by hundreds of people.\",\"I'm looking for parking at the hospital, and a car behind me hits me.\",\"Once i had parked i reied to say sorry as i could see the person was angry,and even though there were other parking spaces available they still called me a dickhead which i thought wasnt very nice.\",\"It was packed so I had to go upstairs to the upper deck, and was looking for somewhere to sit.\",\"I'm in the car and I'm leaving the parking lot where I had gone to do some shopping, the view was blocked by some garbage bins.\",\"I was once referred to as\",\"I refuse as the toilet space isn't very clean and I'll be in the way of the people leaving the toilet.\",\"I legally parked in a residential area.\",\"He parked to let me out, and in doing so he took a parking space where another car was going to park.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"23_parking_space_pulled\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"23_parking_space_pulled\"],\"textfont\":{\"size\":12},\"x\":[6.862852,6.7395535,7.065328,6.9328194,6.894553,6.80796,6.8777227,6.917555,6.9175,6.901425,6.937136,7.019716,10.07421,6.8159356,7.0341563,8.011261,6.8763804,7.3817058,7.554709,6.8658996,11.284705,7.6672745,6.878334,7.336426,7.36063],\"y\":[3.7645466,3.5128284,3.8402102,3.563976,4.074319,3.6897306,3.5752225,3.4992619,3.4947035,3.5406413,3.6801476,3.480362,-1.4611907,3.4779131,2.1936471,1.0739101,3.5508678,4.573806,2.4694426,3.5431142,3.065029,0.33393812,3.5477579,4.072862,3.089877],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"It was extremely hot outside\",\"It was evening, around 7 pm last winter, so it was dark\",\"It was a cold, grey day and it was pretty foggy.\",\"it's night\",\"Why ever excuse me?\",\"so I was wearing shorts and a top.\",\"It's a Saturday night in early September.\",\"He was staying up very late at night and sleeping all day.\",\"So one evening i was looking online and noticed my dad was actually online.\",\"It was unprovoked.\",\"He is often hot headed\",\"It is dark out because it is winter, but it is only 7pm and the street is well lit.\",\"It's Boxing Day\",\"It was nighttime\",\"As soon as we got home\",\"I don't know why he did it, it was also autumn, so I wasn't wearing skimpy clothes or anything (not that that's an excuse).\",\"I remember very well the last time I was spoken to rudely.\",\"It was in an open plan office.\",\"A few days ago my husband\",\"But if you're not back by midnight we might be asleep.\",\"It was an evening in January 2 years ago.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"24_it_was_dark\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"24_it_was_dark\"],\"textfont\":{\"size\":12},\"x\":[7.316658,7.25193,7.320077,7.244238,11.621445,7.646582,7.2903795,7.2527227,8.503736,13.9813,9.391908,7.22315,7.369899,7.2398024,7.5233874,7.564314,8.879444,8.952308,8.121161,7.248741,7.2938986,8.201765],\"y\":[1.285234,1.2607088,1.2808741,1.2396386,3.0783684,1.4254665,1.1992998,1.2508035,2.2957394,2.2289336,4.111992,1.2874233,1.0165565,1.2495407,1.2090538,1.4146649,0.71742386,0.31223282,2.1502297,1.2688259,1.2789606,1.55057],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"my sister had brought a broccoli and my grandmother got angry because we shouldn't have eaten that vegetable.\",\"I'm little and my father drove me to my grandparents' house.\",\"It was at my family home several years ago.\",\"I was making lunch in the kitchen and my dad was also there.\",\"It hurts my feelings and I start to cry which makes the insults worse as he calls me a cry baby and an idiot.\",\"I am standing with my mother and my brother with Down syndrome in line at the checkout.\",\"I'm talking to my brother.\",\"He has been drinking again.\",\"I woke up and my mother asked me to put the sheets back in the washing machine and start it, the washing machine is already programmed.\",\"There is noise from a machine that is running in the background.\",\"so I just roll my eyes and I continue walking.\",\"When I confronted them, the heavy insults in Sicilian dialect started.\",\"My mother starts screaming and crying saying that I broke the washing machine.\",\"he could have easily joined in the conversation.\",\"I gave birth a day ago and my roommate, in front of lunch, starts making strange faces and saying that it sucks.\",\"It's eight thirty-five, my shift at the bakery is about to end, I can't wait to go home.\",\"I am walking back from the park carnival with my brother, I am not very old perhaps 12 13 and my brother is 10 11.\",\"My sister-in-law is there, who is of Russian origin and has been trying for several hours to convince my husband and brother-in-law to go to the gym and makes a silly sexual comment causing giggles from those present.\",\"Another walker coming towards me and has seen that my dog has pooped.\",\"At this point my mother and I respond and the lady offends my brother with very unpleasant words, not understanding the suffering that there is in any case in a family for a certain situation, not understanding the indelicacy and the pain that such an attitude can cause,\",\"Whilst sitting with my husband and sister in law, my sister in law started to explain that she is starting to feed her 5 month old with purées.\",\"I argued with my father, to defend my mother.\",\"I am talking to my sister on the phone, unfortunately her tone is not kind and I suffer a lot.\",\"They cut me off.\",\"at a certain point my grandmother starts to target me telling me that I'm good for nothing.\",\"from there my grandmother starts yelling at us, using heavy insults, I let my sister talk and I listen.\",\"I'm talking to my sister, she's about six years younger than me.\",\"A lady with a small child in a stroller explains to this child that my brother is a problem boy and not to stare at him.\",\"I'm talking to my sister and I'm putting the dishes in the kitchen cabinets, my father sitting on the couch tells me I suck because I can't do things.\",\"she is saying unpleasant things to me aloud.\",\"so I can start my shift right away.\",\"My sister calls me a selfish bitch and I start to cry.\",\"I'm talking to my sister She treats me badly, she answers me worse.\",\"I'm arguing with my sister because I can't find a piece of clothing that I remember lending her.\",\"My sister is at home.\",\"I cry my eyes out while she continues to scream at my sister.\",\"so my instinct kicked in\",\"My son was riding his scooter and I was pushing my daughter in her stroller.\",\"Her father (who is not in full possession of his faculties because he had a cerebral hemorrhage five years ago, but he has always been a chauvinist and fascist, I've known him since I was born and it has always been difficult for me to be in his presence), when my brother can't easily cut a piece of cheese, asks me why don't I cut it for him, and I reply that he can do it himself, he has the ability, he exclaims What a fucking whore! .\",\"I was wearing a new top that I'd bought recently and my sister said I shouldn't wear it because I was too fat.\",\"I was in my living room watching a daytime show on Sunday morning.\",\"Then my brother intervenes\",\"I'm in my living room and suddenly my mother starts screaming because there's a cockroach.\",\"I don't suck.\",\"In a short time the situation degenerates, I go to try to calm things down with my daughter and I am attacked by my sister-in-law who screams in my face that we are a rude family and tries to put her hands on my daughters who are responding to the insults making the youngest cry.\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"25_my_sister_brother\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"25_my_sister_brother\"],\"textfont\":{\"size\":12},\"x\":[8.877518,8.4917965,8.413297,8.4799,11.426562,7.8925157,9.619716,9.123875,9.158115,9.145105,8.318301,11.027753,10.515411,9.838996,10.570472,7.8148675,9.343254,10.964801,7.6642146,10.638248,10.776873,11.00976,10.794935,6.5907493,10.650872,10.7019005,10.334064,9.341705,10.596675,11.004178,6.507813,10.616556,10.621887,9.403725,10.264333,10.655419,13.261508,7.652181,10.637793,11.695176,7.7621584,9.536673,10.762224,11.463904,10.700927,9.792639],\"y\":[2.1593122,2.1853256,2.2007027,2.2514904,3.9732554,0.23184961,1.7178922,3.5103292,1.1471602,1.4826108,3.637412,2.3183713,0.5070836,4.134148,0.51242757,0.53348875,1.7758821,2.3342116,2.2692232,0.46121633,-1.2621154,0.37401906,-0.041718613,3.3907077,0.37958148,0.418201,0.6520944,1.4177982,0.46490085,-0.38937274,3.3691146,0.4319627,0.44147596,-1.053522,0.70539635,0.44952342,3.2285743,2.0503414,0.35601735,0.46379682,2.6565495,1.7253045,0.3372478,0.02614246,0.4408655,1.341695],\"type\":\"scattergl\"},{\"hoverinfo\":\"text\",\"hovertext\":[\"I felt bad seeing a group of kids a few years younger than me behave in this way.\",\"As a young adult this was pretty daunting at the time.\",\"Like most of the time, I react to the com\",\"This happened when I was younger, around 14.\",\"Suddenly we pass a group of teenage boys.\",\"I clearly looked my age.\",\"I was very at the beginning of my career at the age of 24.\",\"i think the last time was with my brother.\",\"The boys were all already streetwise, they behaved like adults and knew terms and things that I, still a child, didn't know.\",\"We would sometimes go out socially with this man, and as time went on he became less engaged with the group and increasingly rude.\",\"Only 14 years old and was walking.\",\"It was clearly addressed to me.\",\"I was a teenager.\",\"I am managing some teenagers and their families who are weighing their suitcases before a trip that the boys and girls will be taking without their families.\",\"I was 16 and my only fault was that I had gotten engaged for the first time in my life to my first boyfriend with whom I had my first kiss.\",\"I'm one of the few girls while the boys are an entire soccer team who enjoy making fun of me by calling me a cocksucker.\",\"I was afraid that everyone had this idea of ​​me, probably dictated by the fact that I was 16 and therefore not mature enough to think clearly.\",\"I was on vacation with some friends and we were 16 at the time.\",\"Even at that age I was aware I had to be careful around men.\",\"So there was a big group of girls.\",\"so I expect conflict from time to time.\",\"I'm 13 or 14 years old and I'm at the oratory after catechism.\",\"By the time this particular man ca\",\"We pass two men who already look a bit sketchy.\",\"im reception for a leisure centre and denied access to a group of gypsy boys who had been causing a lot of hassle throughout the week.\",\"My child was with me and clearly worried.\",\"While I was walking I was talking on the phone with a friend of mine who I know because she went to high school with me and I saw a group of at least 4 boys approaching who were probably 15 or 16 years old (I was 17 at the time).\",null],\"marker\":{\"opacity\":0.5,\"size\":5},\"mode\":\"markers+text\",\"name\":\"26_boys_time_group\",\"text\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"26_boys_time_group\"],\"textfont\":{\"size\":12},\"x\":[7.9309115,7.982483,12.338778,8.124517,7.950576,7.9521723,8.056833,8.434547,7.9150076,11.63574,7.289998,11.533147,7.9453855,7.295387,7.964271,10.67931,7.944495,7.942508,7.9734006,8.111257,12.106381,8.520508,9.898162,10.3630495,8.299766,7.8413415,7.9293637,8.813307],\"y\":[1.8040727,1.6744992,1.8953612,1.6723439,1.8269597,1.6568952,1.1184238,2.357269,1.8144131,3.7726922,2.0629094,1.9491765,1.6586556,2.4779932,1.7023787,3.2193794,1.6824517,1.7272667,1.6946232,2.1631663,1.7751869,1.1523253,4.650294,2.1607106,0.81752795,1.8121253,1.7997376,2.0036607],\"type\":\"scattergl\"}],                        {\"template\":{\"data\":{\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"bar\":[{\"error_x\":{\"color\":\"rgb(36,36,36)\"},\"error_y\":{\"color\":\"rgb(36,36,36)\"},\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"rgb(36,36,36)\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"rgb(36,36,36)\"},\"baxis\":{\"endlinecolor\":\"rgb(36,36,36)\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"rgb(36,36,36)\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"type\":\"choropleth\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"type\":\"contourcarpet\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"contour\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"heatmapgl\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"heatmap\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"histogram2dcontour\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"histogram2d\"}],\"histogram\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.6}},\"type\":\"histogram\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scattermapbox\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatterpolargl\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatterpolar\"}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"},\"colorscale\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"rgb(237,237,237)\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"rgb(217,217,217)\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":1,\"tickcolor\":\"rgb(36,36,36)\",\"ticks\":\"outside\"}},\"colorscale\":{\"diverging\":[[0.0,\"rgb(103,0,31)\"],[0.1,\"rgb(178,24,43)\"],[0.2,\"rgb(214,96,77)\"],[0.3,\"rgb(244,165,130)\"],[0.4,\"rgb(253,219,199)\"],[0.5,\"rgb(247,247,247)\"],[0.6,\"rgb(209,229,240)\"],[0.7,\"rgb(146,197,222)\"],[0.8,\"rgb(67,147,195)\"],[0.9,\"rgb(33,102,172)\"],[1.0,\"rgb(5,48,97)\"]],\"sequential\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]],\"sequentialminus\":[[0.0,\"#440154\"],[0.1111111111111111,\"#482878\"],[0.2222222222222222,\"#3e4989\"],[0.3333333333333333,\"#31688e\"],[0.4444444444444444,\"#26828e\"],[0.5555555555555556,\"#1f9e89\"],[0.6666666666666666,\"#35b779\"],[0.7777777777777778,\"#6ece58\"],[0.8888888888888888,\"#b5de2b\"],[1.0,\"#fde725\"]]},\"colorway\":[\"#1F77B4\",\"#FF7F0E\",\"#2CA02C\",\"#D62728\",\"#9467BD\",\"#8C564B\",\"#E377C2\",\"#7F7F7F\",\"#BCBD22\",\"#17BECF\"],\"font\":{\"color\":\"rgb(36,36,36)\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"white\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"white\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"},\"bgcolor\":\"white\",\"radialaxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"rgb(232,232,232)\",\"gridwidth\":2,\"linecolor\":\"rgb(36,36,36)\",\"showbackground\":true,\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"},\"yaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"rgb(232,232,232)\",\"gridwidth\":2,\"linecolor\":\"rgb(36,36,36)\",\"showbackground\":true,\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"},\"zaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"rgb(232,232,232)\",\"gridwidth\":2,\"linecolor\":\"rgb(36,36,36)\",\"showbackground\":true,\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"}},\"shapedefaults\":{\"fillcolor\":\"black\",\"line\":{\"width\":0},\"opacity\":0.3},\"ternary\":{\"aaxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"},\"baxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"},\"bgcolor\":\"white\",\"caxis\":{\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"title\":{\"standoff\":15},\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"rgb(232,232,232)\",\"linecolor\":\"rgb(36,36,36)\",\"showgrid\":false,\"showline\":true,\"ticks\":\"outside\",\"title\":{\"standoff\":15},\"zeroline\":false,\"zerolinecolor\":\"rgb(36,36,36)\"}}},\"shapes\":[{\"line\":{\"color\":\"#CFD8DC\",\"width\":2},\"type\":\"line\",\"x0\":10.868248641490936,\"x1\":10.868248641490936,\"y0\":-1.6803693056106568,\"y1\":6.101191234588623},{\"line\":{\"color\":\"#9E9E9E\",\"width\":2},\"type\":\"line\",\"x0\":5.2912612676620485,\"x1\":16.445236015319825,\"y0\":2.2104109644889833,\"y1\":2.2104109644889833}],\"annotations\":[{\"showarrow\":false,\"text\":\"D1\",\"x\":5.2912612676620485,\"y\":2.2104109644889833,\"yshift\":10},{\"showarrow\":false,\"text\":\"D2\",\"x\":10.868248641490936,\"xshift\":10,\"y\":6.101191234588623}],\"title\":{\"font\":{\"size\":22,\"color\":\"Black\"},\"text\":\"\\u003cb\\u003eDocuments and Topics\\u003c\\u002fb\\u003e\",\"x\":0.5,\"xanchor\":\"center\",\"yanchor\":\"top\"},\"width\":1200,\"height\":750,\"xaxis\":{\"visible\":false},\"yaxis\":{\"visible\":false}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('b12b9ecd-5b29-403c-a9b4-c9fe8ebc3faa');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "topic_model.visualize_barchart(top_n_topics=100, n_words=15)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "_HTTccMIjZRS",
        "outputId": "38149ec1-15ba-4227-883b-8c3e08d7f93a"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"d125cfde-d9d6-45d7-a7ef-ecde9a82cc83\" class=\"plotly-graph-div\" style=\"height:1750px; width:1000px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"d125cfde-d9d6-45d7-a7ef-ecde9a82cc83\")) {                    Plotly.newPlot(                        \"d125cfde-d9d6-45d7-a7ef-ecde9a82cc83\",                        [{\"marker\":{\"color\":\"#D55E00\"},\"orientation\":\"h\",\"x\":[0.018170377758865264,0.019749364648812884,0.01991272805113088,0.022489653236458008,0.022604439871591754,0.02590444442242479,0.026918440699588635,0.027948073478816657,0.03904935051466221,0.04364739491224765],\"y\":[\"was  \",\"they  \",\"my  \",\"the  \",\"that  \",\"and  \",\"me  \",\"to  \",\"her  \",\"she  \"],\"type\":\"bar\",\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"marker\":{\"color\":\"#0072B2\"},\"orientation\":\"h\",\"x\":[0.020489079013447965,0.020564920389842277,0.02258159825032882,0.024921780527297932,0.02884163664097888,0.03108390452530018,0.03380796007195139,0.0354120431954141,0.049639147519587076,0.06348127943968827],\"y\":[\"but  \",\"scared  \",\"angry  \",\"was  \",\"it  \",\"because  \",\"and  \",\"very  \",\"felt  \",\"feel  \"],\"type\":\"bar\",\"xaxis\":\"x2\",\"yaxis\":\"y2\"},{\"marker\":{\"color\":\"#CC79A7\"},\"orientation\":\"h\",\"x\":[0.015454813587690287,0.016906671964578263,0.01814237306671186,0.026314439160810135,0.02769970295740137,0.028382007661893867,0.02954851941759434,0.033367200966683726,0.04566303601599053,0.06457028318578335],\"y\":[\"because  \",\"the  \",\"was  \",\"his  \",\"that  \",\"to  \",\"and  \",\"me  \",\"him  \",\"he  \"],\"type\":\"bar\",\"xaxis\":\"x3\",\"yaxis\":\"y3\"},{\"marker\":{\"color\":\"#E69F00\"},\"orientation\":\"h\",\"x\":[0.02571853268235357,0.02645596254899378,0.027062383598044908,0.02846051798397525,0.028683215265767937,0.03366827730714828,0.03959408195338469,0.043622548047558454,0.0457037191641036,0.050509182547626666],\"y\":[\"was  \",\"to  \",\"driving  \",\"traffic  \",\"in  \",\"road  \",\"on  \",\"bus  \",\"car  \",\"the  \"],\"type\":\"bar\",\"xaxis\":\"x4\",\"yaxis\":\"y4\"},{\"marker\":{\"color\":\"#56B4E9\"},\"orientation\":\"h\",\"x\":[0.02378239431334918,0.024109573510764218,0.028953898353899585,0.032953404425761855,0.03337537225684581,0.03494166621264042,0.03718749595842441,0.03791379101773137,0.038403903628858815,0.04900348624649694],\"y\":[\"and  \",\"in  \",\"the  \",\"out  \",\"of  \",\"were  \",\"with  \",\"we  \",\"my  \",\"friends  \"],\"type\":\"bar\",\"xaxis\":\"x5\",\"yaxis\":\"y5\"},{\"marker\":{\"color\":\"#009E73\"},\"orientation\":\"h\",\"x\":[0.02472581617381939,0.025244485413552138,0.028645085389381854,0.03220379917784442,0.03276305496196699,0.03451095522157104,0.03918804605701081,0.040586673748326224,0.041334991621490715,0.0505339067706204],\"y\":[\"in  \",\"behind  \",\"of  \",\"at  \",\"and  \",\"me  \",\"window  \",\"driver  \",\"the  \",\"car  \"],\"type\":\"bar\",\"xaxis\":\"x6\",\"yaxis\":\"y6\"},{\"marker\":{\"color\":\"#F0E442\"},\"orientation\":\"h\",\"x\":[0.024394683874867228,0.02602347004797315,0.0287161944520371,0.03125686015726463,0.03270139955007799,0.035312563751497064,0.035449125415159106,0.03884994255176386,0.04530888791233902,0.055808699976590374],\"y\":[\"was  \",\"had  \",\"an  \",\"who  \",\"boyfriend  \",\"argument  \",\"my  \",\"relationship  \",\"with  \",\"friend  \"],\"type\":\"bar\",\"xaxis\":\"x7\",\"yaxis\":\"y7\"},{\"marker\":{\"color\":\"#D55E00\"},\"orientation\":\"h\",\"x\":[0.03246084813618082,0.03246084813618082,0.03528186532398422,0.038564782833638574,0.044118101391159244,0.04732405246487273,0.051349700339444776,0.05292279798597632,0.056053012152754135,0.10056592015700723],\"y\":[\"therefore  \",\"replied  \",\"three  \",\"say  \",\"it  \",\"nothing  \",\"know  \",\"expected  \",\"but  \",\"didnt  \"],\"type\":\"bar\",\"xaxis\":\"x8\",\"yaxis\":\"y8\"},{\"marker\":{\"color\":\"#0072B2\"},\"orientation\":\"h\",\"x\":[0.02546524936755881,0.025695155755894893,0.028959147648433273,0.030596431073222945,0.030609708769096803,0.03083418690707387,0.044842564440881055,0.04779737647080166,0.05016018244589503,0.05469659195223994],\"y\":[\"in  \",\"explained  \",\"was  \",\"for  \",\"receipt  \",\"company  \",\"the  \",\"shop  \",\"item  \",\"customer  \"],\"type\":\"bar\",\"xaxis\":\"x9\",\"yaxis\":\"y9\"},{\"marker\":{\"color\":\"#CC79A7\"},\"orientation\":\"h\",\"x\":[0.026999808889301938,0.029727926401047263,0.03437682714094726,0.03467346161965486,0.034688508592851754,0.03579944770037519,0.038138756506055915,0.04421209235145516,0.045108827456137916,0.05485068138753997],\"y\":[\"tests  \",\"nurse  \",\"the  \",\"for  \",\"hospital  \",\"blood  \",\"to  \",\"doctor  \",\"visit  \",\"patient  \"],\"type\":\"bar\",\"xaxis\":\"x10\",\"yaxis\":\"y10\"},{\"marker\":{\"color\":\"#E69F00\"},\"orientation\":\"h\",\"x\":[0.03262923766275967,0.03362940411820596,0.03647154450345961,0.03768393960589106,0.04159821893661182,0.045282197425595576,0.047064139272824344,0.05823750651125655,0.06908722261080028,0.09933739857919208],\"y\":[\"of  \",\"at  \",\"queue  \",\"waiting  \",\"customers  \",\"the  \",\"in  \",\"supermarket  \",\"customer  \",\"line  \"],\"type\":\"bar\",\"xaxis\":\"x11\",\"yaxis\":\"y11\"},{\"marker\":{\"color\":\"#56B4E9\"},\"orientation\":\"h\",\"x\":[0.026794568695810914,0.02805413140881376,0.029041842167292914,0.030448351952691913,0.03162383383181123,0.03234159017560513,0.032417702654725086,0.033733048060996335,0.042462707763383525,0.07367211584024168],\"y\":[\"woman  \",\"it  \",\"if  \",\"are  \",\"as  \",\"women  \",\"people  \",\"such  \",\"would  \",\"sexist  \"],\"type\":\"bar\",\"xaxis\":\"x12\",\"yaxis\":\"y12\"},{\"marker\":{\"color\":\"#009E73\"},\"orientation\":\"h\",\"x\":[0.0442547848414381,0.04837687757836206,0.05367098028888294,0.053758175603003965,0.05592879251098267,0.05937822973267356,0.06021262605613312,0.07322892464008285,0.08006453573338242,0.14691909350010307],\"y\":[\"for  \",\"clothing  \",\"in  \",\"work  \",\"restaurant  \",\"am  \",\"hotel  \",\"waitress  \",\"job  \",\"working  \"],\"type\":\"bar\",\"xaxis\":\"x13\",\"yaxis\":\"y13\"},{\"marker\":{\"color\":\"#F0E442\"},\"orientation\":\"h\",\"x\":[0.03577960423374785,0.037668551029714725,0.03860586292513679,0.03896497847580042,0.04283499436068375,0.044936090087959776,0.05467194488811839,0.061998771055512665,0.08313008157850658,0.16440431790712884],\"y\":[\"unpleasant  \",\"in  \",\"this  \",\"few  \",\"years  \",\"never  \",\"experience  \",\"it  \",\"ago  \",\"happened  \"],\"type\":\"bar\",\"xaxis\":\"x14\",\"yaxis\":\"y14\"},{\"marker\":{\"color\":\"#D55E00\"},\"orientation\":\"h\",\"x\":[0.03143304822046119,0.03177081888168535,0.03554146298077305,0.04013282180962212,0.04040419440896281,0.0476295574440148,0.052315541656369084,0.05339726622058301,0.08108485766171618,0.0967561325347367],\"y\":[\"last  \",\"time  \",\"call  \",\"us  \",\"bitch  \",\"name  \",\"slag  \",\"names  \",\"slut  \",\"called  \"],\"type\":\"bar\",\"xaxis\":\"x15\",\"yaxis\":\"y15\"},{\"marker\":{\"color\":\"#0072B2\"},\"orientation\":\"h\",\"x\":[0.029511501080819187,0.02979011108578851,0.03055735723340216,0.03137679881518336,0.03352652587520693,0.0336645824348844,0.03395303537283421,0.037441328184339526,0.04131457788106572,0.11951670738399503],\"y\":[\"the  \",\"and  \",\"suddenly  \",\"to  \",\"he  \",\"walking  \",\"going  \",\"where  \",\"me  \",\"man  \"],\"type\":\"bar\",\"xaxis\":\"x16\",\"yaxis\":\"y16\"},{\"marker\":{\"color\":\"#CC79A7\"},\"orientation\":\"h\",\"x\":[0.032965044899332344,0.03362359047007919,0.03491482182873241,0.03633631079401413,0.04024068140730431,0.041209426120295954,0.04203778391434149,0.04258941842994782,0.043525851256810334,0.06897141011535421],\"y\":[\"apologise  \",\"what  \",\"but  \",\"wrong  \",\"to  \",\"understand  \",\"say  \",\"confront  \",\"sorry  \",\"dont  \"],\"type\":\"bar\",\"xaxis\":\"x17\",\"yaxis\":\"y17\"},{\"marker\":{\"color\":\"#E69F00\"},\"orientation\":\"h\",\"x\":[0.028145189578769284,0.028979188626257785,0.03286055878340577,0.03326235055929639,0.034083092085569415,0.03510521472377768,0.037732571022319854,0.04490936788886313,0.06378922871908235,0.11466008710325296],\"y\":[\"exam  \",\"we  \",\"colleagues  \",\"university  \",\"desk  \",\"to  \",\"my  \",\"am  \",\"about  \",\"talking  \"],\"type\":\"bar\",\"xaxis\":\"x18\",\"yaxis\":\"y18\"},{\"marker\":{\"color\":\"#56B4E9\"},\"orientation\":\"h\",\"x\":[0.03751088092238514,0.03844411984741435,0.039138561643751936,0.039235704555169296,0.039611981589875556,0.040564861592628815,0.04150621019023714,0.052846220591896025,0.05941797238481333,0.07213972356177505],\"y\":[\"believe  \",\"it  \",\"so  \",\"to  \",\"leave  \",\"no  \",\"anymore  \",\"myself  \",\"take  \",\"try  \"],\"type\":\"bar\",\"xaxis\":\"x19\",\"yaxis\":\"y19\"},{\"marker\":{\"color\":\"#009E73\"},\"orientation\":\"h\",\"x\":[0.03548265145339007,0.03548265145339007,0.03715838782722629,0.03899463276925163,0.039421705425240774,0.039468940857072046,0.047572736594983685,0.04772222195266075,0.060309324419383525,0.08589999951478935],\"y\":[\"second  \",\"classroom  \",\"teachers  \",\"day  \",\"of  \",\"meeting  \",\"the  \",\"parents  \",\"test  \",\"teacher  \"],\"type\":\"bar\",\"xaxis\":\"x20\",\"yaxis\":\"y20\"},{\"marker\":{\"color\":\"#F0E442\"},\"orientation\":\"h\",\"x\":[0.03953466520620088,0.04392592232836035,0.044308167988433136,0.050108103108488344,0.05213748711621695,0.055963981523044826,0.06274346939345318,0.07753929397975799,0.10725791310326743,0.14644093359174712],\"y\":[\"city  \",\"subway  \",\"alone  \",\"day  \",\"on  \",\"am  \",\"own  \",\"busy  \",\"street  \",\"walking  \"],\"type\":\"bar\",\"xaxis\":\"x21\",\"yaxis\":\"y21\"},{\"marker\":{\"color\":\"#D55E00\"},\"orientation\":\"h\",\"x\":[0.03240231238559728,0.032462101201063874,0.03397822103299844,0.036737663124843466,0.03773726474410404,0.03799695856520007,0.0400822154593848,0.0641388199137963,0.06733379993856452,0.10130563449371138],\"y\":[\"would  \",\"good  \",\"argue  \",\"this  \",\"stay  \",\"to  \",\"but  \",\"not  \",\"situation  \",\"calm  \"],\"type\":\"bar\",\"xaxis\":\"x22\",\"yaxis\":\"y22\"},{\"marker\":{\"color\":\"#0072B2\"},\"orientation\":\"h\",\"x\":[0.04028500095411823,0.04059139780522549,0.04217805931997638,0.04470050911874504,0.045635167384483734,0.04629873236190814,0.05722258325933313,0.05737088121196325,0.05787341545238518,0.06896684269324854],\"y\":[\"him  \",\"me  \",\"go  \",\"the  \",\"he  \",\"plate  \",\"tells  \",\"asks  \",\"tray  \",\"gentleman  \"],\"type\":\"bar\",\"xaxis\":\"x23\",\"yaxis\":\"y23\"},{\"marker\":{\"color\":\"#CC79A7\"},\"orientation\":\"h\",\"x\":[0.03973478795903231,0.039995795717198454,0.040756776118569295,0.04188467399823314,0.043380716047571155,0.04726755079478961,0.052097175723071,0.05779921813772058,0.10051020505701845,0.11491820317669306],\"y\":[\"park  \",\"tree  \",\"was  \",\"picture  \",\"looking  \",\"parked  \",\"car  \",\"pulled  \",\"space  \",\"parking  \"],\"type\":\"bar\",\"xaxis\":\"x24\",\"yaxis\":\"y24\"},{\"marker\":{\"color\":\"#E69F00\"},\"orientation\":\"h\",\"x\":[0.058605968547939584,0.06850046366995766,0.07110363683057502,0.07403637116032111,0.07446164266352558,0.07773362804988268,0.0791972240242875,0.0791972240242875,0.09057061359682066,0.11991867559421529],\"y\":[\"day  \",\"online  \",\"hot  \",\"night  \",\"excuse  \",\"evening  \",\"winter  \",\"dark  \",\"was  \",\"it  \"],\"type\":\"bar\",\"xaxis\":\"x25\",\"yaxis\":\"y25\"},{\"marker\":{\"color\":\"#56B4E9\"},\"orientation\":\"h\",\"x\":[0.0271545248503166,0.028181991989406057,0.0304291689318528,0.031500750821030675,0.031643815232878035,0.03364261093482745,0.03563332780647934,0.049150298665952184,0.07491528196465518,0.08044955673976459],\"y\":[\"and  \",\"has  \",\"machine  \",\"cry  \",\"in  \",\"mother  \",\"is  \",\"brother  \",\"sister  \",\"my  \"],\"type\":\"bar\",\"xaxis\":\"x26\",\"yaxis\":\"y26\"},{\"marker\":{\"color\":\"#009E73\"},\"orientation\":\"h\",\"x\":[0.03691100577888706,0.04121023711693662,0.046647484212862564,0.04672970460463867,0.048505539486815144,0.04942843061188191,0.06037276601904837,0.06360018130987714,0.07252647040810264,0.07955293860816967],\"y\":[\"years  \",\"of  \",\"clearly  \",\"age  \",\"14  \",\"was  \",\"16  \",\"group  \",\"time  \",\"boys  \"],\"type\":\"bar\",\"xaxis\":\"x27\",\"yaxis\":\"y27\"}],                        {\"template\":{\"data\":{\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"#C8D4E3\",\"linecolor\":\"#C8D4E3\",\"minorgridcolor\":\"#C8D4E3\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"#C8D4E3\",\"linecolor\":\"#C8D4E3\",\"minorgridcolor\":\"#C8D4E3\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"white\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"#C8D4E3\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"white\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\"},\"bgcolor\":\"white\",\"radialaxis\":{\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"gridwidth\":2,\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\"},\"yaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"gridwidth\":2,\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\"},\"zaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"gridwidth\":2,\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"},\"bgcolor\":\"white\",\"caxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#EBF0F8\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#EBF0F8\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.9061224489795918,1.0],\"showgrid\":true},\"xaxis2\":{\"anchor\":\"y2\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis2\":{\"anchor\":\"x2\",\"domain\":[0.9061224489795918,1.0],\"showgrid\":true},\"xaxis3\":{\"anchor\":\"y3\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis3\":{\"anchor\":\"x3\",\"domain\":[0.9061224489795918,1.0],\"showgrid\":true},\"xaxis4\":{\"anchor\":\"y4\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis4\":{\"anchor\":\"x4\",\"domain\":[0.9061224489795918,1.0],\"showgrid\":true},\"xaxis5\":{\"anchor\":\"y5\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis5\":{\"anchor\":\"x5\",\"domain\":[0.7551020408163266,0.8489795918367348],\"showgrid\":true},\"xaxis6\":{\"anchor\":\"y6\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis6\":{\"anchor\":\"x6\",\"domain\":[0.7551020408163266,0.8489795918367348],\"showgrid\":true},\"xaxis7\":{\"anchor\":\"y7\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis7\":{\"anchor\":\"x7\",\"domain\":[0.7551020408163266,0.8489795918367348],\"showgrid\":true},\"xaxis8\":{\"anchor\":\"y8\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis8\":{\"anchor\":\"x8\",\"domain\":[0.7551020408163266,0.8489795918367348],\"showgrid\":true},\"xaxis9\":{\"anchor\":\"y9\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis9\":{\"anchor\":\"x9\",\"domain\":[0.6040816326530613,0.6979591836734694],\"showgrid\":true},\"xaxis10\":{\"anchor\":\"y10\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis10\":{\"anchor\":\"x10\",\"domain\":[0.6040816326530613,0.6979591836734694],\"showgrid\":true},\"xaxis11\":{\"anchor\":\"y11\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis11\":{\"anchor\":\"x11\",\"domain\":[0.6040816326530613,0.6979591836734694],\"showgrid\":true},\"xaxis12\":{\"anchor\":\"y12\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis12\":{\"anchor\":\"x12\",\"domain\":[0.6040816326530613,0.6979591836734694],\"showgrid\":true},\"xaxis13\":{\"anchor\":\"y13\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis13\":{\"anchor\":\"x13\",\"domain\":[0.4530612244897959,0.5469387755102041],\"showgrid\":true},\"xaxis14\":{\"anchor\":\"y14\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis14\":{\"anchor\":\"x14\",\"domain\":[0.4530612244897959,0.5469387755102041],\"showgrid\":true},\"xaxis15\":{\"anchor\":\"y15\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis15\":{\"anchor\":\"x15\",\"domain\":[0.4530612244897959,0.5469387755102041],\"showgrid\":true},\"xaxis16\":{\"anchor\":\"y16\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis16\":{\"anchor\":\"x16\",\"domain\":[0.4530612244897959,0.5469387755102041],\"showgrid\":true},\"xaxis17\":{\"anchor\":\"y17\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis17\":{\"anchor\":\"x17\",\"domain\":[0.3020408163265306,0.3959183673469388],\"showgrid\":true},\"xaxis18\":{\"anchor\":\"y18\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis18\":{\"anchor\":\"x18\",\"domain\":[0.3020408163265306,0.3959183673469388],\"showgrid\":true},\"xaxis19\":{\"anchor\":\"y19\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis19\":{\"anchor\":\"x19\",\"domain\":[0.3020408163265306,0.3959183673469388],\"showgrid\":true},\"xaxis20\":{\"anchor\":\"y20\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis20\":{\"anchor\":\"x20\",\"domain\":[0.3020408163265306,0.3959183673469388],\"showgrid\":true},\"xaxis21\":{\"anchor\":\"y21\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis21\":{\"anchor\":\"x21\",\"domain\":[0.1510204081632653,0.24489795918367346],\"showgrid\":true},\"xaxis22\":{\"anchor\":\"y22\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis22\":{\"anchor\":\"x22\",\"domain\":[0.1510204081632653,0.24489795918367346],\"showgrid\":true},\"xaxis23\":{\"anchor\":\"y23\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis23\":{\"anchor\":\"x23\",\"domain\":[0.1510204081632653,0.24489795918367346],\"showgrid\":true},\"xaxis24\":{\"anchor\":\"y24\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis24\":{\"anchor\":\"x24\",\"domain\":[0.1510204081632653,0.24489795918367346],\"showgrid\":true},\"xaxis25\":{\"anchor\":\"y25\",\"domain\":[0.0,0.175],\"showgrid\":true},\"yaxis25\":{\"anchor\":\"x25\",\"domain\":[0.0,0.09387755102040816],\"showgrid\":true},\"xaxis26\":{\"anchor\":\"y26\",\"domain\":[0.275,0.45],\"showgrid\":true},\"yaxis26\":{\"anchor\":\"x26\",\"domain\":[0.0,0.09387755102040816],\"showgrid\":true},\"xaxis27\":{\"anchor\":\"y27\",\"domain\":[0.55,0.7250000000000001],\"showgrid\":true},\"yaxis27\":{\"anchor\":\"x27\",\"domain\":[0.0,0.09387755102040816],\"showgrid\":true},\"xaxis28\":{\"anchor\":\"y28\",\"domain\":[0.825,1.0],\"showgrid\":true},\"yaxis28\":{\"anchor\":\"x28\",\"domain\":[0.0,0.09387755102040816],\"showgrid\":true},\"annotations\":[{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 0\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.0,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 1\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.0,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 2\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.0,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 3\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.0,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 4\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.8489795918367348,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 5\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.8489795918367348,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 6\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.8489795918367348,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 7\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.8489795918367348,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 8\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.6979591836734694,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 9\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.6979591836734694,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 10\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.6979591836734694,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 11\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.6979591836734694,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 12\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.5469387755102041,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 13\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.5469387755102041,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 14\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.5469387755102041,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 15\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.5469387755102041,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 16\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.3959183673469388,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 17\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.3959183673469388,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 18\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.3959183673469388,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 19\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.3959183673469388,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 20\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.24489795918367346,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 21\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.24489795918367346,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 22\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.24489795918367346,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 23\",\"x\":0.9125,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.24489795918367346,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 24\",\"x\":0.0875,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.09387755102040816,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 25\",\"x\":0.36250000000000004,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.09387755102040816,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"Topic 26\",\"x\":0.6375000000000001,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.09387755102040816,\"yanchor\":\"bottom\",\"yref\":\"paper\"}],\"title\":{\"font\":{\"size\":22,\"color\":\"Black\"},\"text\":\"Topic Word Scores\",\"x\":0.5,\"xanchor\":\"center\",\"yanchor\":\"top\"},\"hoverlabel\":{\"font\":{\"size\":16,\"family\":\"Rockwell\"},\"bgcolor\":\"white\"},\"showlegend\":false,\"width\":1000,\"height\":1750},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('d125cfde-d9d6-45d7-a7ef-ecde9a82cc83');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Get measures on topic assignment"
      ],
      "metadata": {
        "id": "6AGeC7r3mg21"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# load data\n",
        "td2 = TopicDetection()\n",
        "td2.pickle_import(\"Lab2_results.pickle\")"
      ],
      "metadata": {
        "id": "PY7lCxvqrJW1"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# overwrite topic assignment\n",
        "b_topics = np.array(new_topics)\n",
        "b_topics = b_topics[td2.documents]\n",
        "C = sps.csr_matrix((len(b_topics),b_topics.max()+1))\n",
        "for i in range(len(b_topics)):\n",
        "  C[i,b_topics[i]] = 1\n",
        "td2.C = C\n",
        "td2.topics = b_topics\n",
        "# updates topic matrices\n",
        "td2.Pwc = td2.Pwd.dot(td2.C) # joint word + class probability\n",
        "td2.Pcc = ((td2.C.T).dot(td2.Pdd)).dot(td2.C) # joint class + class probability\n",
        "td2.pc = td2.Pcc.sum(axis=0)\n",
        "# evaluate clustering metrics\n",
        "td2.clustering_metrics(0)\n",
        "# show clusters sizes\n",
        "td2.display_clusters()\n",
        "# show statistics\n",
        "td2.stats"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 530
        },
        "id": "GofQCQpSrK6w",
        "outputId": "35d6d92a-dcee-4b94-ecf4-caf443eab36b"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning:\n",
            "\n",
            "Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'topics': 27,\n",
              " 'com': 0.8060512621367149,\n",
              " 'time': 0,\n",
              " 'NMI': 0.3502758530124796,\n",
              " 'Q': 0.1560042485927926,\n",
              " 'Ncut': 0.7980367345426982,\n",
              " 'Infomap': 0.07776039012998726}"
            ]
          },
          "metadata": {},
          "execution_count": 49
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x300 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# nodes coordinates by umap: we use communities matrix as adjacency matrix\n",
        "%time t_pos = umap.UMAP().fit_transform(td2.Pcc.toarray())\n",
        "t_pos = t_pos-t_pos.mean(0) # we subtract the average values here\n",
        "\n",
        "# topic centrality by pc\n",
        "t_cen = np.array(td2.pc)[0]\n",
        "\n",
        "# topics names\n",
        "t_names = [f'topic {i}' for i in range(td2.pc.shape[1])]\n",
        "\n",
        "# topic colors ... hard assignment\n",
        "t_colors = sns.color_palette(\"tab10\")\n",
        "\n",
        "# build graph using Pcc\n",
        "A = td2.Pcc.toarray()\n",
        "np.fill_diagonal(A, 0)\n",
        "G = ig.Graph.Adjacency((A>0).tolist())\n",
        "At = np.tril(A, k=0)\n",
        "G.es['weight'] = np.array(At[A.nonzero()])\n",
        "\n",
        "# plot graph\n",
        "fig, ax = plt.subplots(dpi=300)\n",
        "ig.plot(G,\n",
        "        target = ax,\n",
        "        layout = t_pos,\n",
        "        vertex_size = 1000*t_cen,\n",
        "        vertex_color = t_colors,\n",
        "        vertex_label = t_names,\n",
        "        vertex_label_size = 9,\n",
        "        vertex_label_dist = 0,\n",
        "        edge_width = 100*np.array(G.es[\"weight\"]),\n",
        "        edge_color = 'gray',\n",
        "        edge_arrow_size = 0.001\n",
        "        )\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 544
        },
        "id": "Ff-LH4-Wmo0d",
        "outputId": "00a34aab-813e-4209-b1ca-0c191a6fc246"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 78.8 ms, sys: 20.9 ms, total: 99.7 ms\n",
            "Wall time: 95.8 ms\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<igraph.drawing.matplotlib.graph.GraphArtist at 0x7e5f78032cb0>"
            ]
          },
          "metadata": {},
          "execution_count": 50
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1920x1440 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    }
  ],
  "metadata": {
    "colab": {
      "gpuType": "T4",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "nbformat": 4,
  "nbformat_minor": 0
}