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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "id": "89885771",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib import pyplot\n",
+    "import matplotlib.colors as mcolors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "8a9a471b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# reading the database\n",
+    "data = pd.read_csv(\"Cleaned_text_overview-of-recordings.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "12903441",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>phrase</th>\n",
+       "      <th>prompt</th>\n",
+       "      <th>phrase_length</th>\n",
+       "      <th>phrase_num_words</th>\n",
+       "      <th>mean_word_len</th>\n",
+       "      <th>phrase_non_stopwords</th>\n",
+       "      <th>new_text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>When I remember her I feel down</td>\n",
+       "      <td>Emotional pain</td>\n",
+       "      <td>31</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3.571429</td>\n",
+       "      <td>5</td>\n",
+       "      <td>remember feel</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>When I carry heavy things I feel like breaking...</td>\n",
+       "      <td>Hair falling out</td>\n",
+       "      <td>54</td>\n",
+       "      <td>11</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>9</td>\n",
+       "      <td>carry heavy things feel like breaking back</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>there is too much pain when i move my arm</td>\n",
+       "      <td>Heart hurts</td>\n",
+       "      <td>41</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3.200000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>much pain move arm</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>My son had his lip pierced and it is swollen a...</td>\n",
+       "      <td>Infected wound</td>\n",
+       "      <td>103</td>\n",
+       "      <td>22</td>\n",
+       "      <td>3.727273</td>\n",
+       "      <td>11</td>\n",
+       "      <td>son lip pierced swollen skin inside lip grey l...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>My muscles in my lower back are aching</td>\n",
+       "      <td>Infected wound</td>\n",
+       "      <td>38</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3.875000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>muscles lower back aching</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              phrase            prompt  \\\n",
+       "0                    When I remember her I feel down    Emotional pain   \n",
+       "1  When I carry heavy things I feel like breaking...  Hair falling out   \n",
+       "2          there is too much pain when i move my arm       Heart hurts   \n",
+       "3  My son had his lip pierced and it is swollen a...    Infected wound   \n",
+       "4             My muscles in my lower back are aching    Infected wound   \n",
+       "\n",
+       "   phrase_length  phrase_num_words  mean_word_len  phrase_non_stopwords  \\\n",
+       "0             31                 7       3.571429                     5   \n",
+       "1             54                11       4.000000                     9   \n",
+       "2             41                10       3.200000                     2   \n",
+       "3            103                22       3.727273                    11   \n",
+       "4             38                 8       3.875000                     4   \n",
+       "\n",
+       "                                            new_text  \n",
+       "0                                      remember feel  \n",
+       "1         carry heavy things feel like breaking back  \n",
+       "2                                 much pain move arm  \n",
+       "3  son lip pierced swollen skin inside lip grey l...  \n",
+       "4                          muscles lower back aching  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "id": "082864c6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1296x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "arr = np.array(data['prompt'])\n",
+    "key = np.unique(data['prompt'])\n",
+    "\n",
+    "overlap = {name for name in mcolors.CSS4_COLORS if f'xkcd:{name}' in mcolors.XKCD_COLORS}\n",
+    "\n",
+    "result={}\n",
+    "for k in key:\n",
+    "    mask = (arr==k)\n",
+    "    arr_new = arr[mask]\n",
+    "    v = arr_new.size\n",
+    "    result[k]=v\n",
+    "\n",
+    "x = list(result.keys())\n",
+    "y = list(result.values())\n",
+    "\n",
+    "plt.figure(figsize=(18,6))\n",
+    "\n",
+    "plt.bar(x,y,width =0.6,alpha=0.8,align='center',color=overlap)\n",
+    "for x,y in zip(x,y):\n",
+    "    plt.text(x,y+0.05,'%.0f'%y,ha='center',va='bottom')\n",
+    "plt.xticks(rotation=70)\n",
+    "plt.title(\"Count of Prompt numbers\",fontsize=20,fontstyle='italic')\n",
+    "\n",
+    "#plt.savefig('bar.png')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "id": "334565aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1296x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "arr = np.array(data['phrase_length'])\n",
+    "key = np.unique(data['phrase_length'])\n",
+    "\n",
+    "result={}\n",
+    "for k in key:\n",
+    "    mask = (arr==k)\n",
+    "    arr_new = arr[mask]\n",
+    "    v = arr_new.size\n",
+    "    result[k]=v\n",
+    "\n",
+    "x = list(result.keys())\n",
+    "y = list(result.values())\n",
+    "\n",
+    "plt.figure(figsize=(18,6))\n",
+    "plt.grid(True,color=\"g\",axis=\"both\",ls=\"--\",lw=0.5)\n",
+    "plt.plot(x,y,linewidth=2, color='orange', marker='o',\n",
+    "         markersize=6, markeredgecolor='red',\n",
+    "         label='Red line')\n",
+    "plt.xlabel(\"Phrase Length\")\n",
+    "plt.ylabel(\"Count\")\n",
+    "plt.title(\"Phrase length distribution\",fontsize=20,fontstyle='italic')\n",
+    "#plt.savefig('line.png')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "id": "a689dbd3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting jieba\n",
+      "  Downloading jieba-0.42.1.tar.gz (19.2 MB)\n",
+      "\u001b[K     |████████████████████████████████| 19.2 MB 7.6 MB/s eta 0:00:01\n",
+      "\u001b[?25hBuilding wheels for collected packages: jieba\n",
+      "  Building wheel for jieba (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25h  Created wheel for jieba: filename=jieba-0.42.1-py3-none-any.whl size=19314477 sha256=eb447386c340472c7771998a35fce6c47a411e0e0ecc44e6ed9729de020e4557\n",
+      "  Stored in directory: /Users/wanyu/Library/Caches/pip/wheels/ca/38/d8/dfdfe73bec1d12026b30cb7ce8da650f3f0ea2cf155ea018ae\n",
+      "Successfully built jieba\n",
+      "Installing collected packages: jieba\n",
+      "Successfully installed jieba-0.42.1\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip install jieba"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "id": "ee73793b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: wordcloud in /Users/wanyu/opt/anaconda3/lib/python3.8/site-packages (1.8.1)\n",
+      "Requirement already satisfied: numpy>=1.6.1 in /Users/wanyu/opt/anaconda3/lib/python3.8/site-packages (from wordcloud) (1.20.1)\n",
+      "Requirement already satisfied: pillow in /Users/wanyu/opt/anaconda3/lib/python3.8/site-packages (from wordcloud) (8.2.0)\n",
+      "Requirement already satisfied: matplotlib in /Users/wanyu/opt/anaconda3/lib/python3.8/site-packages (from wordcloud) (3.3.4)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/wanyu/opt/anaconda3/lib/python3.8/site-packages (from matplotlib->wordcloud) (1.3.1)\n",
+      "Requirement already satisfied: cycler>=0.10 in /Users/wanyu/opt/anaconda3/lib/python3.8/site-packages (from matplotlib->wordcloud) (0.10.0)\n",
+      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /Users/wanyu/opt/anaconda3/lib/python3.8/site-packages (from matplotlib->wordcloud) (2.4.7)\n",
+      "Requirement already satisfied: python-dateutil>=2.1 in /Users/wanyu/opt/anaconda3/lib/python3.8/site-packages (from matplotlib->wordcloud) (2.8.1)\n",
+      "Requirement already satisfied: six in /Users/wanyu/opt/anaconda3/lib/python3.8/site-packages (from cycler>=0.10->matplotlib->wordcloud) (1.15.0)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip install wordcloud"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "id": "117cd7b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6661\n",
+      "chest acne breaks never clears\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from wordcloud import WordCloud\n",
+    "import re\n",
+    "import jieba\n",
+    "from collections import Counter\n",
+    "\n",
+    "text = data['new_text'].tolist()\n",
+    "print(len(text))\n",
+    "\n",
+    "def token(string):\n",
+    "    return re.findall('\\w+',string)\n",
+    "text_clean = [' '.join(token(str(s))) for s in text]\n",
+    "print(text_clean[100])\n",
+    "\n",
+    "def cut_word(string):\n",
+    "    return list(jieba.cut(string))\n",
+    "\n",
+    "text_words = [cut_word(string) for string in text_clean]\n",
+    "list_set=[]\n",
+    "for i in text_words:\n",
+    "    list_set.extend(i)\n",
+    "    \n",
+    "words_count = Counter(list_set)\n",
+    "statics = words_count.most_common()[:50]\n",
+    "d = dict(statics)\n",
+    "\n",
+    "keys_to_remove = [' ', 'ca','nt','feel','feels','like']\n",
+    "for key in keys_to_remove:\n",
+    "    d.pop(key)\n",
+    "#print(d.keys())\n",
+    "# Create and generate a word cloud image:\n",
+    "wordcloud = WordCloud(width = 1000, height = 500,background_color=\"white\").generate_from_frequencies(d)\n",
+    "\n",
+    "# Display the generated image:\n",
+    "plt.imshow(wordcloud, interpolation='bilinear')\n",
+    "plt.axis(\"off\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "id": "de88987a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting brewer2mpl\n",
+      "  Downloading brewer2mpl-1.4.1-py2.py3-none-any.whl (24 kB)\n",
+      "Installing collected packages: brewer2mpl\n",
+      "Successfully installed brewer2mpl-1.4.1\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip install brewer2mpl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "id": "41ed2db7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 560x560 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import brewer2mpl\n",
+    "bmap = brewer2mpl.get_map('Set3', 'qualitative', 10)\n",
+    "colors = bmap.mpl_colors\n",
+    "mean_word = data['mean_word_len'].round(decimals = 0)\n",
+    "#print(mean_word.value_counts().keys())\n",
+    "y = mean_word.value_counts().values\n",
+    "#print(y)\n",
+    "mylabels = mean_word.value_counts().keys()\n",
+    "#print(mylabels)\n",
+    "plt.figure(figsize=(8, 8), dpi=70)\n",
+    "explode = (0.1,0,0,0,0.4,0.8,1.2)\n",
+    "plt.pie(y,labels = mylabels,autopct='%1.1f%%',explode=explode,textprops={'fontsize': 15},labeldistance=1.05,colors=colors)\n",
+    "plt.legend(loc='upper right', fontsize=10)\n",
+    "plt.title('Mean Word Length Distribution',fontsize=20,fontstyle='italic')\n",
+    "#plt.savefig('pie.png')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6925a547",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}