data_exploration.ipynb

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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle \n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "import plotly_express as px"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LDA topic modeling \n",
    "These are the topics in our corpus. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open (r'data/df_best_category.pkl', 'rb') as input_file: \n",
    "    df_best_category = pickle.load(input_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open (r\"data/lda_model_1.pkl\", \"rb\") as input_file:\n",
    "    lda_model = pickle.load(input_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Topic: 0 \n",
      "Words: 0.007*\"century\" + 0.007*\"literature\" + 0.006*\"write\" + 0.004*\"book\" + 0.004*\"displaystyle\" + 0.004*\"bear\" + 0.003*\"ancient\" + 0.003*\"roman\" + 0.003*\"form\" + 0.003*\"museum\"\n",
      "Topic: 1 \n",
      "Words: 0.006*\"self\" + 0.006*\"music\" + 0.006*\"culture\" + 0.006*\"people\" + 0.005*\"health\" + 0.004*\"psychology\" + 0.004*\"group\" + 0.003*\"study\" + 0.003*\"social\" + 0.003*\"form\"\n",
      "Topic: 2 \n",
      "Words: 0.007*\"social\" + 0.006*\"study\" + 0.005*\"theory\" + 0.004*\"science\" + 0.004*\"human\" + 0.004*\"philosophy\" + 0.004*\"self\" + 0.004*\"research\" + 0.003*\"society\" + 0.003*\"people\"\n",
      "Topic: 3 \n",
      "Words: 0.006*\"film\" + 0.006*\"series\" + 0.005*\"star\" + 0.004*\"television\" + 0.004*\"american\" + 0.003*\"award\" + 0.003*\"music\" + 0.003*\"show\" + 0.003*\"release\" + 0.003*\"season\"\n",
      "Topic: 4 \n",
      "Words: 0.009*\"university\" + 0.007*\"program\" + 0.007*\"engineer\" + 0.005*\"school\" + 0.005*\"technology\" + 0.005*\"science\" + 0.004*\"college\" + 0.004*\"education\" + 0.004*\"research\" + 0.004*\"institute\"\n",
      "Topic: 5 \n",
      "Words: 0.008*\"food\" + 0.006*\"company\" + 0.005*\"market\" + 0.004*\"drink\" + 0.004*\"finance\" + 0.004*\"service\" + 0.003*\"world\" + 0.003*\"unite\" + 0.003*\"financial\" + 0.003*\"bank\"\n",
      "Topic: 6 \n",
      "Words: 0.004*\"government\" + 0.004*\"century\" + 0.004*\"unite\" + 0.003*\"people\" + 0.003*\"world\" + 0.003*\"city\" + 0.003*\"economic\" + 0.003*\"empire\" + 0.003*\"south\" + 0.003*\"force\"\n",
      "Topic: 7 \n",
      "Words: 0.019*\"language\" + 0.016*\"film\" + 0.007*\"languages\" + 0.005*\"write\" + 0.005*\"word\" + 0.005*\"speak\" + 0.004*\"form\" + 0.004*\"english\" + 0.003*\"century\" + 0.003*\"people\"\n",
      "Topic: 8 \n",
      "Words: 0.008*\"road\" + 0.007*\"county\" + 0.006*\"city\" + 0.005*\"highway\" + 0.004*\"north\" + 0.004*\"miles\" + 0.004*\"route\" + 0.004*\"south\" + 0.003*\"line\" + 0.003*\"east\"\n",
      "Topic: 9 \n",
      "Words: 0.016*\"music\" + 0.004*\"record\" + 0.004*\"number\" + 0.003*\"release\" + 0.003*\"group\" + 0.003*\"rock\" + 0.003*\"album\" + 0.003*\"band\" + 0.003*\"begin\" + 0.003*\"displaystyle\"\n"
     ]
    }
   ],
   "source": [
    "for idx, topic in lda_model.print_topics(-1):\n",
    "    print('Topic: {} \\nWords: {}'.format(idx, topic))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_best_category['category'] = df_best_category['category'].replace({0:'0-literature', 1:'1-psychology'\n",
    "                                                                     , 2:'2-sociology', 3:'3-film', 4:'4-STEM'\n",
    "                                                                     , 5: '5-business', 6:'6-global'\n",
    "                                                                     , 7:'7-language', 8:'8-cities', 9:'9-music'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
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{\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"fillcolor\": \"#506784\", \"line\": {\"width\": 0}, \"opacity\": 0.4}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Topics In Corpus\"}, \"xaxis\": {\"title\": {\"text\": \"category\"}}, \"yaxis\": {\"title\": {\"text\": \"count\"}}},\n",
       "                        {\"showLink\": false, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\", \"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('4caaeaf9-d4b9-45b6-9f3d-8f36c3938d04');\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",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "px.histogram(data_frame=df_best_category.sort_values('category')\n",
    "     , x=\"category\"\n",
    "     , title=\"Topics In Corpus\"\n",
    "     , template='plotly'\n",
    "     )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='eda_lda.png') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LDA modeling steps \n",
    "[See evaluation_notebook](evaluation_notebook.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}