correspondenceAnalysis_amrhet.ipynb

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  {
   "cell_type": "markdown",
   "id": "1f303393",
   "metadata": {},
   "source": [
    "### A Start at some correspondence analysis like I did for Corpus Linguistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0457e61f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-05-04 15:00:42.289967: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2023-05-04 15:00:42.446919: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
      "2023-05-04 15:00:42.931281: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n",
      "2023-05-04 15:00:42.931383: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n",
      "2023-05-04 15:00:42.931391: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n",
      "2023-05-04 15:00:43.503916: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory\n",
      "2023-05-04 15:00:43.503939: W tensorflow/stream_executor/cuda/cuda_driver.cc:263] failed call to cuInit: UNKNOWN ERROR (303)\n",
      "2023-05-04 15:00:43.503955: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (muddy-HP-ProDesk-600-G3-SFF): /proc/driver/nvidia/version does not exist\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.graph_objects as go # for fancy interactive plot\n",
    "import plotly.express as px\n",
    "import seaborn as sns\n",
    "import requests\n",
    "import re\n",
    "from bs4 import BeautifulSoup\n",
    "import os # to check if directory exists and create it if it doesn't\n",
    "from datetime import datetime # to parse speech date\n",
    "from nrclex import NRCLex\n",
    "import spacy\n",
    "import en_core_web_md\n",
    "import csv\n",
    "import prince # for correspondence analysis\n",
    "import nltk\n",
    "from sklearn.feature_extraction.text import ENGLISH_STOP_WORDS\n",
    "from sklearn.feature_extraction import text"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35caeac6",
   "metadata": {},
   "source": [
    "### [Skip to load previously saved contingency table](#loadctab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e810f63f",
   "metadata": {},
   "outputs": [],
   "source": [
    "tidy = pd.read_csv('./Data/genData/tidy_data_oba.csv')\n",
    "tidy['date'] = pd.to_datetime(tidy['date'], format='%Y-%m-%d')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11dcca37",
   "metadata": {},
   "source": [
    "<A HREF=\"https://regexr.com/\">RegExr</A>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "315d0862",
   "metadata": {},
   "source": [
    "### <A HREF=\"https://www.nltk.org/index.html\">NLTK Documentation</A> <A HREF=\"https://www.tomaarsen.com/nltk/api/nltk.html\">API reference</A>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67bd74d5",
   "metadata": {},
   "source": [
    "<a id='loadctab'>Load Contingency Table</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1d05dd46",
   "metadata": {},
   "outputs": [],
   "source": [
    "################################ LOAD CONTINGENCY TABLE ###############################\n",
    "# Read in saved contingency table\n",
    "ctab_oba = pd.read_csv('./Data/genData/contingency_table_amrhet.csv',index_col=0)\n",
    "# Shorten row index names to date only\n",
    "ctab_oba = ctab_oba.rename(index = lambda x: x[0:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1f62bc3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's look at the 150 most common words\n",
    "ctabshort_oba=ctab_oba.iloc[:, : 150].copy(deep=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2d884996",
   "metadata": {},
   "outputs": [],
   "source": [
    "ctab_oba = None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aeb748f8",
   "metadata": {},
   "source": [
    "<A HREF=\"https://github.com/MaxHalford/prince#correspondence-analysis-ca\">Prince Correspondence Analysis</A>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "edf969fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "cao = prince.CA(n_components=2,\n",
    "               n_iter=10,\n",
    "               copy=True,\n",
    "               check_input=True,\n",
    "               engine='sklearn',\n",
    "               random_state=33)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b3d728cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "ctabshort_oba.columns.rename('words', inplace=True)\n",
    "ctabshort_oba.index.rename('speeches', inplace=True)\n",
    "ca_oba = cao.fit(ctabshort_oba)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f1ef69ed",
   "metadata": {},
   "outputs": [
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       "      <th>eigenvalue</th>\n",
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       "      <td>0.161</td>\n",
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       "      <td>0.106</td>\n",
       "      <td>7.01%</td>\n",
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       "          eigenvalue % of variance % of variance (cumulative)\n",
       "component                                                    \n",
       "0              0.161        10.58%                     10.58%\n",
       "1              0.106         7.01%                     17.59%"
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   "cell_type": "markdown",
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    "<A HREF=\"https://maxhalford.github.io/prince/ca/\">Prince correspondence analysis</A>"
   ]
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0.6863055462436559, \"component 1\": 0.434072084634508, \"variable\": \"words\", \"value\": \"cut\"}, {\"component 0\": -0.09703762469644311, \"component 1\": 0.07637110353968811, \"variable\": \"words\", \"value\": \"begin\"}, {\"component 0\": 0.36826463808899346, \"component 1\": -0.12579807624811223, \"variable\": \"words\", \"value\": \"talk\"}, {\"component 0\": -0.2632520836918463, \"component 1\": -0.15606031313164515, \"variable\": \"words\", \"value\": \"free\"}, {\"component 0\": 0.056845024564899926, \"component 1\": 0.01680519305347808, \"variable\": \"words\", \"value\": \"past\"}, {\"component 0\": -0.13489571738690545, \"component 1\": -0.13583660847653, \"variable\": \"words\", \"value\": \"hold\"}, {\"component 0\": 0.9672862703725766, \"component 1\": 0.5858920865606254, \"variable\": \"words\", \"value\": \"plan\"}, {\"component 0\": 0.09351796397791672, \"component 1\": -0.2465117693657997, \"variable\": \"words\", \"value\": \"understand\"}, {\"component 0\": -0.3458259649857194, \"component 1\": 0.23910937609015093, \"variable\": \"words\", \"value\": \"clear\"}, {\"component 0\": 0.04510034863008038, \"component 1\": -0.0659654365316959, \"variable\": \"words\", \"value\": \"ago\"}, {\"component 0\": 0.0752082294519799, \"component 1\": 0.032723140530922304, \"variable\": \"words\", \"value\": \"important\"}, {\"component 0\": -0.3665782877006529, \"component 1\": -0.8000776961295555, \"variable\": \"words\", \"value\": \"faith\"}, {\"component 0\": -0.12114779246126661, \"component 1\": 0.006632741139788179, \"variable\": \"words\", \"value\": \"century\"}, {\"component 0\": 0.536689660175314, \"component 1\": 0.197795703016164, \"variable\": \"words\", \"value\": \"worker\"}, {\"component 0\": -0.2564168504833482, \"component 1\": -0.1186859990119722, \"variable\": \"words\", \"value\": \"value\"}, {\"component 0\": 0.23023639668572055, \"component 1\": 0.24226715125413245, \"variable\": \"words\", \"value\": \"month\"}, {\"component 0\": -0.3952388600584069, \"component 1\": 0.27224473122108045, \"variable\": \"words\", \"value\": \"action\"}, {\"component 0\": 0.4425060418802069, \"component 1\": -0.14050065874373024, \"variable\": \"words\", \"value\": \"education\"}, {\"component 0\": 0.20954988507189026, \"component 1\": 0.03422102497158278, \"variable\": \"words\", \"value\": \"week\"}, {\"component 0\": 0.2992939654594944, \"component 1\": 0.08059035560092324, \"variable\": \"words\", \"value\": \"able\"}, {\"component 0\": 0.3985591671557973, \"component 1\": -0.21117464879475134, \"variable\": \"words\", \"value\": \"student\"}, {\"component 0\": 0.42763135825061366, \"component 1\": 0.23260927738497678, \"variable\": \"words\", \"value\": \"problem\"}, {\"component 0\": -0.24115567527113108, \"component 1\": -0.3420147194897398, \"variable\": \"words\", \"value\": \"friend\"}, {\"component 0\": 2.162307197161327, \"component 1\": 1.2311508306011851, \"variable\": \"words\", \"value\": \"insurance\"}, {\"component 0\": -0.45173664321068885, \"component 1\": 0.3958140577199995, \"variable\": \"words\", \"value\": \"global\"}, {\"component 0\": -0.7549486911446385, \"component 1\": 0.3571694333252251, \"variable\": \"words\", \"value\": \"region\"}, {\"component 0\": 0.693459974437165, \"component 1\": -0.16486524840314112, \"variable\": \"words\", \"value\": \"folk\"}, {\"component 0\": 0.48034458173332734, \"component 1\": 0.09383397780281084, \"variable\": \"words\", \"value\": \"idea\"}, {\"component 0\": 0.4886389228176758, \"component 1\": -0.05105832593178787, \"variable\": \"words\", \"value\": \"big\"}, {\"component 0\": -0.5641859198339433, \"component 1\": 1.7883573793594985, \"variable\": \"words\", \"value\": \"deal\"}, {\"component 0\": -0.12112798346863257, \"component 1\": -0.23683228922066168, \"variable\": \"words\", \"value\": \"true\"}, {\"component 0\": -0.7007475603349174, \"component 1\": 0.4256465877935884, \"variable\": \"words\", \"value\": \"threat\"}, {\"component 0\": -1.0895420717416344, \"component 1\": 0.8284187705868347, \"variable\": \"words\", \"value\": \"international\"}, {\"component 0\": 0.1491100503642823, \"component 1\": -0.02622883699296505, \"variable\": \"words\", \"value\": \"set\"}, {\"component 0\": -0.11881699198273017, \"component 1\": -0.07432563959627399, \"variable\": \"words\", \"value\": \"act\"}, {\"component 0\": 0.04127612969925447, \"component 1\": -0.2950788637606864, \"variable\": \"words\", \"value\": \"old\"}, {\"component 0\": -0.048092408463114245, \"component 1\": 1.107770679138218, \"variable\": \"words\", \"value\": \"program\"}, {\"component 0\": -0.510424611346675, \"component 1\": 0.24746470101875845, \"variable\": \"words\", \"value\": \"commitment\"}, {\"component 0\": 0.557054269497274, \"component 1\": 0.05476886337276397, \"variable\": \"words\", \"value\": \"pass\"}, {\"component 0\": 1.1007472734427197, \"component 1\": 0.7316909833832295, \"variable\": \"words\", \"value\": \"cost\"}, {\"component 0\": -1.3050760058132957, \"component 1\": 1.406497580716956, \"variable\": \"words\", \"value\": \"weapon\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cao.plot(\n",
    "    ctabshort_oba,\n",
    "    x_component=0,\n",
    "    y_component=1\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e26640b",
   "metadata": {},
   "source": [
    "<A HREF=\"https://matplotlib.org/cheatsheets/cheatsheets.pdf\">Matplotlib basic cheat sheet</A><BR>\n",
    "    <A HREF=\"https://matplotlib.org/cheatsheets/\">other matplotlib cheat sheets</A>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60f8e874",
   "metadata": {},
   "source": [
    "Selma 50th - 2015-03-07"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "53ac7b2f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "date1 = '2015-03-07'\n",
    "\n",
    "df1=cao.row_coordinates(ctabshort_oba)\n",
    "df1.columns=['Comp1', 'Comp2']\n",
    "df2=cao.column_coordinates(ctabshort_oba)\n",
    "df2.columns=['Comp1', 'Comp2']\n",
    "\n",
    "# df1 for speeches\n",
    "ax = df1.plot(x='Comp1', y='Comp2', figsize=(10, 10), kind='scatter', color='blue')\n",
    "for i, txt in enumerate(df1.index.values.tolist()):\n",
    "    ax.annotate(txt, (df1['Comp1'][i], df1['Comp2'][i]))\n",
    "\n",
    "# df2 for words\n",
    "df2.plot(ax=ax, x='Comp1', y='Comp2', kind='scatter', color='orange')\n",
    "for i, txt in enumerate(df2.index.values.tolist()):\n",
    "    ax.annotate(txt, (df2['Comp1'][i], df2['Comp2'][i]))\n",
    "\n",
    "ax.plot(df1.loc[[date1]]['Comp1'], df1.loc[[date1]]['Comp2'], marker='X', color='red', markersize=20)\n",
    "\n",
    "plt.xlim([-0.55, 0.45])\n",
    "plt.ylim([-0.7, 0.1])\n",
    "plt.legend(['Speeches', 'Words'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c779c006",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "date1 = '2015-03-07'\n",
    "\n",
    "df1=cao.row_coordinates(ctabshort_oba)\n",
    "df1.columns=['Comp1', 'Comp2']\n",
    "df2=cao.column_coordinates(ctabshort_oba)\n",
    "df2.columns=['Comp1', 'Comp2']\n",
    "\n",
    "# df1 for speeches\n",
    "ax = df1.plot(x='Comp1', y='Comp2', figsize=(10, 10), kind='scatter', color='blue')\n",
    "for i, txt in enumerate(df1.index.values.tolist()):\n",
    "    ax.annotate(txt, (df1['Comp1'][i], df1['Comp2'][i]))\n",
    "\n",
    "# df2 for words\n",
    "df2.plot(ax=ax, x='Comp1', y='Comp2', kind='scatter', color='orange')\n",
    "for i, txt in enumerate(df2.index.values.tolist()):\n",
    "    ax.annotate(txt, (df2['Comp1'][i], df2['Comp2'][i]))\n",
    "\n",
    "ax.plot(df1.loc[[date1]]['Comp1'], df1.loc[[date1]]['Comp2'], marker='X', color='red', markersize=20)\n",
    "\n",
    "plt.xlim([-0.2, 0.05])\n",
    "plt.ylim([-0.5, -0.25])\n",
    "plt.legend(['Speeches', 'Words'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "b589520f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "legendgroup": "True",
         "marker": {
          "color": "#00CC96",
          "line": {
           "width": 1
          },
          "size": 12
         },
         "mode": "markers+text",
         "name": "words",
         "showlegend": true,
         "text": [
          "people",
          "work",
          "year",
          "know",
          "country",
          "world",
          "time",
          "want",
          "nation",
          "say",
          "new",
          "like",
          "come",
          "right",
          "today",
          "help",
          "need",
          "american",
          "job",
          "way",
          "life",
          "family",
          "government",
          "day",
          "change",
          "great",
          "security",
          "economy",
          "let",
          "child",
          "future",
          "believe",
          "man",
          "think",
          "community",
          "business",
          "support",
          "long",
          "war",
          "care",
          "stand",
          "young",
          "woman",
          "law",
          "health",
          "build",
          "continue",
          "place",
          "home",
          "include",
          "look",
          "hard",
          "lead",
          "effort",
          "mean",
          "strong",
          "force",
          "challenge",
          "end",
          "leader",
          "live",
          "sure",
          "meet",
          "history",
          "fight",
          "million",
          "pay",
          "bring",
          "power",
          "opportunity",
          "generation",
          "create",
          "progress",
          "tell",
          "start",
          "state",
          "high",
          "reform",
          "happen",
          "face",
          "love",
          "military",
          "protect",
          "grow",
          "peace",
          "step",
          "democracy",
          "serve",
          "energy",
          "school",
          "nuclear",
          "company",
          "ll",
          "try",
          "issue",
          "hope",
          "share",
          "speak",
          "human",
          "decade",
          "economic",
          "ask",
          "lose",
          "freedom",
          "citizen",
          "responsibility",
          "forward",
          "terrorist",
          "partner",
          "cut",
          "begin",
          "talk",
          "free",
          "past",
          "hold",
          "plan",
          "understand",
          "clear",
          "ago",
          "important",
          "faith",
          "century",
          "worker",
          "value",
          "month",
          "action",
          "education",
          "week",
          "able",
          "student",
          "problem",
          "friend",
          "insurance",
          "global",
          "region",
          "folk",
          "idea",
          "big",
          "deal",
          "true",
          "threat",
          "international",
          "set",
          "act",
          "old",
          "program",
          "commitment",
          "pass",
          "cost",
          "weapon"
         ],
         "textposition": "top center",
         "type": "scatter",
         "x": [
          -0.1524113965186488,
          0.1636424661915719,
          0.15383483494896605,
          0.14328211310942726,
          -0.10005605696389808,
          -0.48709934370374575,
          0.08691766365485117,
          0.170497130209511,
          -0.4079241475938373,
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       "                            \n",
       "var gd = document.getElementById('0befdd07-819f-4d63-a3e2-3a5192ccd254');\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",
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       "\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",
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       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=df2.Comp1, y=df2.Comp2,\n",
    "    name='words',\n",
    "    marker=dict(color='#00CC96'),\n",
    "    marker_size=12,\n",
    "    text=df2.index,\n",
    "    textposition=['top center'],\n",
    "    showlegend=True,\n",
    "    legendgroup=True\n",
    "))\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=df1.Comp1, y=df1.Comp2,\n",
    "    name='other',\n",
    "    mode='markers',\n",
    "    marker=dict(color='rgba(99, 110, 250, 0.5)'),\n",
    "    text = df1.index,\n",
    "    marker_size=8,\n",
    "    showlegend=True,\n",
    "    legendgroup=True\n",
    "))\n",
    "\n",
    "selma = df1.query('speeches == \"2015-03-07\"')\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=selma.Comp1, y=selma.Comp2,\n",
    "    name='Selma',\n",
    "    mode='markers',\n",
    "    marker=dict(color='#EF553B', symbol='star'),\n",
    "    #text = speeches_oba.source,\n",
    "    marker_size=12,\n",
    "    showlegend=True,\n",
    "    legendgroup=True\n",
    "))\n",
    "\n",
    "fig.update_layout(xaxis_range=[-0.12, -0.02])\n",
    "fig.update_layout(yaxis_range=[-0.5, -0.3])\n",
    "fig.update_traces(mode='markers+text', marker_line_width=1)\n",
    "fig.update_layout(title='Correspondence Analysis: Selma 50th Anniversary',\n",
    "                  yaxis_zeroline=True, xaxis_zeroline=True)\n",
    "fig.update_traces(textposition=\"top center\")\n",
    "fig.update_layout(height=600)\n",
    "fig.update_layout(width=800)\n",
    "fig.update_layout(showlegend=True)\n",
    "fig.update_yaxes(\n",
    "    scaleanchor = \"x\",\n",
    "    scaleratio = 1,\n",
    "  )\n",
    "\n",
    "fig.update_xaxes(title_text = 'PC 0 ('+cao.eigenvalues_summary.iloc[0,1] +')')\n",
    "fig.update_yaxes(title_text = 'PC 1 ('+cao.eigenvalues_summary.iloc[1,1] +')')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "4d64b3f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.write_image(\"./plots/selma_correspondence_analysis.png\", format='png', engine='kaleido')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82040f8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "date1 = '2015-03-07'\n",
    "\n",
    "df1=cao.row_coordinates(ctabshort_oba)\n",
    "df1.columns=['Comp1', 'Comp2']\n",
    "df2=cao.column_coordinates(ctabshort_oba)\n",
    "df2.columns=['Comp1', 'Comp2']\n",
    "\n",
    "# df1 for speeches\n",
    "ax = df1.plot(x='Comp1', y='Comp2', figsize=(10, 10), kind='scatter', color='blue')\n",
    "for i, txt in enumerate(df1.index.values.tolist()):\n",
    "    ax.annotate(txt, (df1['Comp1'][i], df1['Comp2'][i]))\n",
    "\n",
    "# df2 for words\n",
    "df2.plot(ax=ax, x='Comp1', y='Comp2', kind='scatter', color='orange')\n",
    "for i, txt in enumerate(df2.index.values.tolist()):\n",
    "    ax.annotate(txt, (df2['Comp1'][i], df2['Comp2'][i]))\n",
    "\n",
    "ax.plot(df1.loc[[date1]]['Comp1'], df1.loc[[date1]]['Comp2'], marker='X', color='red', markersize=20)\n",
    "#ax.plot(df2.loc[['we']]['Comp1'], df2.loc[['we']]['Comp2'], marker='+', color='green', markersize=20)\n",
    "\n",
    "plt.xlim([-0.4, 0.25])\n",
    "plt.ylim([-0.7, -0.05])\n",
    "plt.legend(['Speeches', 'Words'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9f1313af",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=df1.Comp1, y=df1.Comp2,\n",
    "    name='words',\n",
    "    marker_color='rgba(200, 60, 60, .7)'\n",
    "))\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=df2.Comp1, y=df2.Comp2,\n",
    "    name='speeches',\n",
    "    marker_color='rgba(60, 200, 60, .7)'\n",
    "))\n",
    "df3 = df1.query('index == \"2015-03-07\"').copy()\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=df3.Comp1, y=df3.Comp2,\n",
    "    name='SELMA',\n",
    "    marker_color='rgba(80, 80, 255, .9)'\n",
    "))\n",
    "\n",
    "fig.update_traces(mode='markers', marker_line_width=2)\n",
    "fig.update_layout(title='Speeches - Words CA',\n",
    "                  yaxis_zeroline=True, xaxis_zeroline=True)\n",
    "fig.update_traces(textposition=\"bottom right\")\n",
    "fig.update_layout(height=800)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3cd93de5",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=df1.Comp1, y=df1.Comp2,\n",
    "    name='words',\n",
    "    marker_color='rgba(200, 60, 60, .7)',\n",
    "    marker_size=8,\n",
    "    text=words.word,\n",
    "    hovertext=words.word,\n",
    "    showlegend=True,\n",
    "    ids=words.word\n",
    "))\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=df2.Comp1, y=df2.Comp2,\n",
    "    name='speeches',\n",
    "    mode='markers',\n",
    "    marker=dict(color=speeches.colors),\n",
    "    marker_size=12,\n",
    "    text=speeches.date,\n",
    "    hovertext=speeches.date,\n",
    "    showlegend=True,\n",
    "    legendgroup=True\n",
    "))\n",
    "\n",
    "fig.update_traces(mode='markers', marker_line_width=2)\n",
    "fig.update_layout(title='Speeches - Words CA',\n",
    "                  yaxis_zeroline=True, xaxis_zeroline=True)\n",
    "fig.update_traces(textposition=\"bottom right\")\n",
    "fig.update_layout(height=800)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7bfcee44",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1=None\n",
    "df1=speeches\n",
    "#df1.columns=['Comp1', 'Comp2', 'date', 'source', 'colors','colorsmpl']\n",
    "df1.columns=['Comp1', 'Comp2', 'date', 'source', 'colors']\n",
    "df1.index=df1.source\n",
    "df1['colorsmpl'] = df1.colors*0.25\n",
    "df2=words\n",
    "df2.columns=['Comp1', 'Comp2', 'word']\n",
    "\n",
    "# df1 for speeches\n",
    "ax = df1.plot(x='Comp1', y='Comp2', c='colorsmpl', s=80,\n",
    "              figsize=(10, 10), kind='scatter', cmap='tab20b')\n",
    "\n",
    "for i, txt in enumerate(df1.index.values.tolist()):\n",
    "    ax.annotate(txt, (df1['Comp1'][i], df1['Comp2'][i]))\n",
    "\n",
    "# df2 for words\n",
    "df2.plot(ax=ax, x='Comp1', y='Comp2', kind='scatter', color='Orange', s=80)\n",
    "\n",
    "for i, txt in enumerate(df2.index.values.tolist()):\n",
    "    ax.annotate(txt, (df2['Comp1'][i], df2['Comp2'][i]))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb826154",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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