word_vectors2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import html\n",
    "import re\n",
    "import gensim\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = set(stopwords.words('english'))\n",
    "from nltk.tokenize import word_tokenize\n",
    "from datetime import datetime\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>i</th>\n",
       "      <th>0</th>\n",
       "      <th>dt</th>\n",
       "      <th>title</th>\n",
       "      <th>body</th>\n",
       "      <th>recipient</th>\n",
       "      <th>sender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Adzhubei__Aleksei</td>\n",
       "      <td>March_12__1962</td>\n",
       "      <td>Alexei Adzhubei s Account of His Visit to Wash...</td>\n",
       "      <td>TOP SECRETDuring my visit to Washington, Brazi...</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Alexei Adzhubei s Account</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Albania__Ministry_of_Foreign_Affairs</td>\n",
       "      <td>March_15__1971</td>\n",
       "      <td>Notes on a Bulletin of the Korean News Agency 0</td>\n",
       "      <td>[Handwritten document] Note Looking at the bul...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>the Korean News Agency</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Alexandru__Boaba</td>\n",
       "      <td>April_06__1978</td>\n",
       "      <td>TELEGRAM 075 205 from the Romanian Embassy in ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>the Romanian Ministry of Foreign Affairs</td>\n",
       "      <td>TELEGRAM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Anda__Torleiv__1921-</td>\n",
       "      <td>October_21__1976</td>\n",
       "      <td>Telegram from the Embassy in Beijing   Smuggli...</td>\n",
       "      <td>ROYAL MINISTRY OF FOREIGN AFFAIRSCOPY NO:1: MI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Embassy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Anda__Torleiv__1921-</td>\n",
       "      <td>October_22__1976</td>\n",
       "      <td>Telegram from Norwegian Ambassador to China to...</td>\n",
       "      <td>22.10.76, 09.34 amCOPY NO:1: MINISTER OF FOREI...</td>\n",
       "      <td>China</td>\n",
       "      <td>Norwegian</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   i                                     0                dt  \\\n",
       "0  0                     Adzhubei__Aleksei    March_12__1962   \n",
       "1  1  Albania__Ministry_of_Foreign_Affairs    March_15__1971   \n",
       "2  2                      Alexandru__Boaba    April_06__1978   \n",
       "3  3                  Anda__Torleiv__1921-  October_21__1976   \n",
       "4  4                  Anda__Torleiv__1921-  October_22__1976   \n",
       "\n",
       "                                               title  \\\n",
       "0  Alexei Adzhubei s Account of His Visit to Wash...   \n",
       "1    Notes on a Bulletin of the Korean News Agency 0   \n",
       "2  TELEGRAM 075 205 from the Romanian Embassy in ...   \n",
       "3  Telegram from the Embassy in Beijing   Smuggli...   \n",
       "4  Telegram from Norwegian Ambassador to China to...   \n",
       "\n",
       "                                                body  \\\n",
       "0  TOP SECRETDuring my visit to Washington, Brazi...   \n",
       "1  [Handwritten document] Note Looking at the bul...   \n",
       "2                                                NaN   \n",
       "3  ROYAL MINISTRY OF FOREIGN AFFAIRSCOPY NO:1: MI...   \n",
       "4  22.10.76, 09.34 amCOPY NO:1: MINISTER OF FOREI...   \n",
       "\n",
       "                                  recipient                     sender  \n",
       "0                                Washington  Alexei Adzhubei s Account  \n",
       "1                                       NaN     the Korean News Agency  \n",
       "2  the Romanian Ministry of Foreign Affairs                   TELEGRAM  \n",
       "3                                       NaN                    Embassy  \n",
       "4                                     China                  Norwegian  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"./extracted_data/compiled/data_clean_with_receiver_sender.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>i</th>\n",
       "      <th>0</th>\n",
       "      <th>dt</th>\n",
       "      <th>title</th>\n",
       "      <th>body</th>\n",
       "      <th>recipient</th>\n",
       "      <th>sender</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Adzhubei__Aleksei</td>\n",
       "      <td>March_12__1962</td>\n",
       "      <td>Alexei Adzhubei s Account of His Visit to Wash...</td>\n",
       "      <td>TOP SECRETDuring my visit to Washington, Brazi...</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Alexei Adzhubei s Account</td>\n",
       "      <td>19620312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Albania__Ministry_of_Foreign_Affairs</td>\n",
       "      <td>March_15__1971</td>\n",
       "      <td>Notes on a Bulletin of the Korean News Agency 0</td>\n",
       "      <td>[Handwritten document] Note Looking at the bul...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>the Korean News Agency</td>\n",
       "      <td>19710315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Alexandru__Boaba</td>\n",
       "      <td>April_06__1978</td>\n",
       "      <td>TELEGRAM 075 205 from the Romanian Embassy in ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>the Romanian Ministry of Foreign Affairs</td>\n",
       "      <td>TELEGRAM</td>\n",
       "      <td>19780406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Anda__Torleiv__1921-</td>\n",
       "      <td>October_21__1976</td>\n",
       "      <td>Telegram from the Embassy in Beijing   Smuggli...</td>\n",
       "      <td>ROYAL MINISTRY OF FOREIGN AFFAIRSCOPY NO:1: MI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Embassy</td>\n",
       "      <td>19761021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Anda__Torleiv__1921-</td>\n",
       "      <td>October_22__1976</td>\n",
       "      <td>Telegram from Norwegian Ambassador to China to...</td>\n",
       "      <td>22.10.76, 09.34 amCOPY NO:1: MINISTER OF FOREI...</td>\n",
       "      <td>China</td>\n",
       "      <td>Norwegian</td>\n",
       "      <td>19761022</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   i                                     0                dt  \\\n",
       "0  0                     Adzhubei__Aleksei    March_12__1962   \n",
       "1  1  Albania__Ministry_of_Foreign_Affairs    March_15__1971   \n",
       "2  2                      Alexandru__Boaba    April_06__1978   \n",
       "3  3                  Anda__Torleiv__1921-  October_21__1976   \n",
       "4  4                  Anda__Torleiv__1921-  October_22__1976   \n",
       "\n",
       "                                               title  \\\n",
       "0  Alexei Adzhubei s Account of His Visit to Wash...   \n",
       "1    Notes on a Bulletin of the Korean News Agency 0   \n",
       "2  TELEGRAM 075 205 from the Romanian Embassy in ...   \n",
       "3  Telegram from the Embassy in Beijing   Smuggli...   \n",
       "4  Telegram from Norwegian Ambassador to China to...   \n",
       "\n",
       "                                                body  \\\n",
       "0  TOP SECRETDuring my visit to Washington, Brazi...   \n",
       "1  [Handwritten document] Note Looking at the bul...   \n",
       "2                                                NaN   \n",
       "3  ROYAL MINISTRY OF FOREIGN AFFAIRSCOPY NO:1: MI...   \n",
       "4  22.10.76, 09.34 amCOPY NO:1: MINISTER OF FOREI...   \n",
       "\n",
       "                                  recipient                     sender  \\\n",
       "0                                Washington  Alexei Adzhubei s Account   \n",
       "1                                       NaN     the Korean News Agency   \n",
       "2  the Romanian Ministry of Foreign Affairs                   TELEGRAM   \n",
       "3                                       NaN                    Embassy   \n",
       "4                                     China                  Norwegian   \n",
       "\n",
       "       date  \n",
       "0  19620312  \n",
       "1  19710315  \n",
       "2  19780406  \n",
       "3  19761021  \n",
       "4  19761022  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# original_date = df.iloc[0][2]\n",
    "# dated = datetime.strptime(original_date, \"%B_%d__%Y\")\n",
    "# print(dated.strftime(\"%Y%m%d\"))\n",
    "\n",
    "def parseDateTime(d):\n",
    "    try:\n",
    "        d = datetime.strptime(d, \"%B_%d__%Y\")\n",
    "    except ValueError:\n",
    "        return \"20210101\"\n",
    "    return d.strftime(\"%Y%m%d\")\n",
    "\n",
    "parsed_datetime  = [parseDateTime(x) for x in df[\"dt\"]]\n",
    "df[\"date\"] = parsed_datetime\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>i</th>\n",
       "      <th>0</th>\n",
       "      <th>dt</th>\n",
       "      <th>title</th>\n",
       "      <th>body</th>\n",
       "      <th>recipient</th>\n",
       "      <th>sender</th>\n",
       "      <th>date</th>\n",
       "      <th>datetime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Babkin</td>\n",
       "      <td>April_16__1952</td>\n",
       "      <td>Ciphered Telegram No  501587  Babkin to Shteme...</td>\n",
       "      <td>[…]CIPHERED TELEGRAM No. 501587From CORRESPOND...</td>\n",
       "      <td>Shtemenko</td>\n",
       "      <td>Babkin</td>\n",
       "      <td>19520416</td>\n",
       "      <td>1952-04-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>Bulganin__Nikolay_Aleksandrovich__1895-1975</td>\n",
       "      <td>October_02__1950</td>\n",
       "      <td>Telegram from Chanfu (Bulganin) to Matveyev (R...</td>\n",
       "      <td>Ciphered Note (by wire)To PYONGYANG MATVEYEV [...</td>\n",
       "      <td>Matveyev</td>\n",
       "      <td>Chanfu</td>\n",
       "      <td>19501002</td>\n",
       "      <td>1950-10-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>China__International_Liaison_Department</td>\n",
       "      <td>June_26__1951</td>\n",
       "      <td>Report from the Chinese International Liaison ...</td>\n",
       "      <td>Report: 1951 June 26 from the International De...</td>\n",
       "      <td>Ceasefire Negotiations</td>\n",
       "      <td>the Chinese International Liaison Department</td>\n",
       "      <td>19510626</td>\n",
       "      <td>1951-06-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>Chinese_Communist_Party_Central_Committee_(CCP...</td>\n",
       "      <td>December_08__1950</td>\n",
       "      <td>Draft Agreement by the Party Central Committee...</td>\n",
       "      <td>Ask Comrade Kim Il Sung for his opinion on the...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>the Party Central Committee</td>\n",
       "      <td>19501208</td>\n",
       "      <td>1950-12-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>Chinese_Communist_Party_Central_Committee_(CCP...</td>\n",
       "      <td>July_11__1950</td>\n",
       "      <td>Telegram from the Chinese Communist Party Cent...</td>\n",
       "      <td>Comrade Gao Gang, also to be passed on to Comr...</td>\n",
       "      <td>Gao Gang 0</td>\n",
       "      <td>the Chinese Communist Party Central Committee</td>\n",
       "      <td>19500711</td>\n",
       "      <td>1950-07-11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     i                                                  0                 dt  \\\n",
       "5    5                                             Babkin     April_16__1952   \n",
       "20  20        Bulganin__Nikolay_Aleksandrovich__1895-1975   October_02__1950   \n",
       "30  30            China__International_Liaison_Department      June_26__1951   \n",
       "36  36  Chinese_Communist_Party_Central_Committee_(CCP...  December_08__1950   \n",
       "37  37  Chinese_Communist_Party_Central_Committee_(CCP...      July_11__1950   \n",
       "\n",
       "                                                title  \\\n",
       "5   Ciphered Telegram No  501587  Babkin to Shteme...   \n",
       "20  Telegram from Chanfu (Bulganin) to Matveyev (R...   \n",
       "30  Report from the Chinese International Liaison ...   \n",
       "36  Draft Agreement by the Party Central Committee...   \n",
       "37  Telegram from the Chinese Communist Party Cent...   \n",
       "\n",
       "                                                 body               recipient  \\\n",
       "5   […]CIPHERED TELEGRAM No. 501587From CORRESPOND...               Shtemenko   \n",
       "20  Ciphered Note (by wire)To PYONGYANG MATVEYEV [...                Matveyev   \n",
       "30  Report: 1951 June 26 from the International De...  Ceasefire Negotiations   \n",
       "36  Ask Comrade Kim Il Sung for his opinion on the...                     NaN   \n",
       "37  Comrade Gao Gang, also to be passed on to Comr...              Gao Gang 0   \n",
       "\n",
       "                                           sender      date   datetime  \n",
       "5                                          Babkin  19520416 1952-04-16  \n",
       "20                                         Chanfu  19501002 1950-10-02  \n",
       "30   the Chinese International Liaison Department  19510626 1951-06-26  \n",
       "36                    the Party Central Committee  19501208 1950-12-08  \n",
       "37  the Chinese Communist Party Central Committee  19500711 1950-07-11  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df = pd.read_csv(\"./extracted_data/compiled/telegrams_with_extracted_receiver_sender.csv\")\n",
    "# df = df.drop([165, 273]) # 2 rows with incorrect dates\n",
    "df['body'] = df['body'].astype(str)\n",
    "df['datetime'] = df['date'].apply(lambda x: pd.to_datetime(str(x), format='%Y%m%d'))\n",
    "start_date = '1945-08-14'\n",
    "end_date = '1953-07-30'\n",
    "date_range = (df[\"datetime\"] > start_date) & (df['datetime'] <= end_date)\n",
    "df = df.loc[date_range] # choose relevant telegrams from the Korean war\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1945 - 1947: Initial Sentiments right after Japan surrendered\n",
    "\n",
    "1948 - 1949: South Korea established\n",
    "\n",
    "1950 - 1951: Korean War\n",
    "\n",
    "1952 - 1953: Aftermath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_and_train(given_df):\n",
    "    long_sentences = []\n",
    "    for index, row in given_df.iterrows():\n",
    "        if len(row.body) > 0:\n",
    "            sentences = row.body.split(\".\")\n",
    "            for sentence in sentences:\n",
    "                word_tokens = word_tokenize(sentence)\n",
    "                filtered_sentence = [w for w in word_tokens if not w.lower() in stop_words]\n",
    "                final_sentence = \" \".join(filtered_sentence)\n",
    "                if len(final_sentence) > 4:\n",
    "                    long_sentences.append(final_sentence)\n",
    "\n",
    "    for sentence in long_sentences:\n",
    "        yield gensim.utils.simple_preprocess (sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sept 1950 - Dec 1950: American Advance\n",
      "Telegrams available:  82\n"
     ]
    }
   ],
   "source": [
    "start_date = '1950-09-01'\n",
    "end_date = '1950-12-31'\n",
    "date_range = (df[\"datetime\"] > start_date) & (df['datetime'] <= end_date)\n",
    "df_1 = df.loc[date_range] \n",
    "print(\"Sept 1950 - Dec 1950: American Advance\\nTelegrams available: \", len(df_1))\n",
    "\n",
    "documents = []\n",
    "documents.extend(list(parse_and_train(df_1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(105690, 129360)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = gensim.models.Word2Vec (documents, vector_size=150, window=5, min_count=2, workers=4)\n",
    "model.train(documents,total_examples=len(documents),epochs=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('cable', 0.19193486869335175),\n",
       " ('left', 0.18191255629062653),\n",
       " ('cities', 0.15997406840324402),\n",
       " ('bulganin', 0.15869741141796112),\n",
       " ('simultaneously', 0.1477995216846466),\n",
       " ('think', 0.14482909440994263),\n",
       " ('immediate', 0.1415518969297409),\n",
       " ('aforesaid', 0.13406550884246826),\n",
       " ('turned', 0.13273614645004272),\n",
       " ('boli', 0.11650580912828445)]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# search for similar words in the document\n",
    "w1 = \"moscow\"\n",
    "model.wv.most_similar(positive=w1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.wv.index_to_key[:100] # 100 most common words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "def tsne_plot(model):\n",
    "    \"Creates and TSNE model and plots it\"\n",
    "    \n",
    "#     fyi: to test specific labels instead of all the words in the vocab: \n",
    "    labels = ['china', 'us']\n",
    "    tokens = []\n",
    "    for label in labels: \n",
    "        tokens.append(model.wv[label])\n",
    "\n",
    "    # labels = []\n",
    "    # tokens = []\n",
    "    \n",
    "\n",
    "    # to speed up the process, let's limit to the first 100 elements\n",
    "    count = 0\n",
    "    for word in list(model.wv.key_to_index):\n",
    "        if count < 100 and word not in labels:\n",
    "            # store the word embeddings of the words \n",
    "            tokens.append(model.wv[word])\n",
    "            # keep track of the labels too so that we can plot it in the graph below\n",
    "            labels.append(word)\n",
    "            count = count+1\n",
    "\n",
    "    # define the parameters of the tsne model\n",
    "    tsne_model = TSNE(perplexity=40, n_components=2, init='pca', n_iter=2500, random_state=23)\n",
    "    \n",
    "    # for the embeddings of our tokes to the tsne model\n",
    "    new_values = tsne_model.fit_transform(tokens)\n",
    "\n",
    "\n",
    "    # Now let's plot the tsne projects for each of the tokens in 2D\n",
    "    x = []\n",
    "    y = []\n",
    "    for value in new_values:\n",
    "        x.append(value[0])\n",
    "        y.append(value[1])\n",
    "        \n",
    "    plt.figure(figsize=(16, 16)) \n",
    "    for i in range(len(x)):\n",
    "        plt.scatter(x[i],y[i])\n",
    "        plt.annotate(labels[i],\n",
    "                     xy=(x[i], y[i]),\n",
    "                     xytext=(5, 2),\n",
    "                     textcoords='offset points',\n",
    "                     ha='right',\n",
    "                     va='bottom')\n",
    "    plt.show()\n",
    "    \n",
    "tsne_plot(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "May 1950 - Sep 1950: North Korea Strikes\n",
      "Telegrams available:  48\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_date = '1950-05-01'\n",
    "end_date = '1950-09-30'\n",
    "date_range = (df[\"datetime\"] > start_date) & (df['datetime'] <= end_date)\n",
    "df_2 = df.loc[date_range] # choose relevant telegrams from the Korean war\n",
    "df_2.head()\n",
    "print(\"May 1950 - Sep 1950: North Korea Strikes\\nTelegrams available: \", len(df_2))\n",
    "\n",
    "documents = []\n",
    "documents.extend(list(parse_and_train(df_2)))\n",
    "model = gensim.models.Word2Vec (documents, vector_size=150, window=5, min_count=2, workers=4)\n",
    "model.train(documents,total_examples=len(documents),epochs=10)\n",
    "%matplotlib inline\n",
    "tsne_plot(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Oct 1950 - Dec 1950: American Advance\n",
      "Telegrams available:  61\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_date = '1950-10-01'\n",
    "end_date = '1950-12-31'\n",
    "date_range = (df[\"datetime\"] > start_date) & (df['datetime'] <= end_date)\n",
    "df_3 = df.loc[date_range] # choose relevant telegrams from the Korean war\n",
    "print(\"Oct 1950 - Dec 1950: American Advance\\nTelegrams available: \", len(df_3))\n",
    "\n",
    "documents = []\n",
    "documents.extend(list(parse_and_train(df_3)))\n",
    "model = gensim.models.Word2Vec (documents, vector_size=150, window=5, min_count=2, workers=4)\n",
    "model.train(documents,total_examples=len(documents),epochs=10)\n",
    "tsne_plot(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1952 - 1953: Aftermath\n",
      "Telegrams available:  95\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_date = '1951-01-01'\n",
    "end_date = '1953-07-30'\n",
    "date_range = (df[\"datetime\"] > start_date) & (df['datetime'] <= end_date)\n",
    "df_4 = df.loc[date_range] # choose relevant telegrams from the Korean war\n",
    "print(\"1952 - 1953: Aftermath\\nTelegrams available: \", len(df_4))\n",
    "\n",
    "documents = []\n",
    "documents.extend(list(parse_and_train(df_4)))\n",
    "model = gensim.models.Word2Vec (documents, vector_size=150, window=5, min_count=2, workers=4)\n",
    "model.train(documents,total_examples=len(documents),epochs=10)\n",
    "tsne_plot(model)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "0600588c3b5f4418cbe7b5ebc6825b479f3bc010269d8b60d75058cdd010adfe"
  },
  "kernelspec": {
   "display_name": "Python 3.7.6 64-bit",
   "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": "3.9.6"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}