{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![resources/images/dhlab-logo-nb.png](../resources/images/dhlab-logo-nb.png)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Søk i aviser\n",
    "\n",
    "Aviser skiller seg litt fra bøker ved at de utkommer daglig, sånn at datoer er en viktig del i konkordanser og kollokasjoner."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dhlab.nbtext as nb\n",
    "import dhlab as dh\n",
    "from dhlab import Corpus, totals, Collocations, NgramNews, Ngram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Referansedata\n",
    "\n",
    "frekvenslisten for de 50000 meste frekvente i Bokhylla bøker."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>.</th>\n",
       "      <td>7655423257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>,</th>\n",
       "      <td>5052171514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>i</th>\n",
       "      <td>2531262027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>og</th>\n",
       "      <td>2520268056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-</th>\n",
       "      <td>1314451583</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          freq\n",
       ".   7655423257\n",
       ",   5052171514\n",
       "i   2531262027\n",
       "og  2520268056\n",
       "-   1314451583"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tot = totals(50000)\n",
    "tot.head(5)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bygge korpus fra aviser"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "korpus = Corpus(doctype=\"digavis\", title=\"aftenposten\", from_timestamp=\"19940101\", to_timestamp=\"19940301\", limit=20)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Konkordanser"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_971d7\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_971d7_level0_col0\" class=\"col_heading level0 col0\" >link</th>\n",
       "      <th id=\"T_971d7_level0_col1\" class=\"col_heading level0 col1\" >concordance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_971d7_level0_row0\" class=\"row_heading level0 row0\" >67</th>\n",
       "      <td id=\"T_971d7_row0_col0\" class=\"data row0 col0\" ><a target='_blank' href = 'https://urn.nb.no/URN:NBN:no-nb_digavis_aftenposten_null_null_19940217_135_80_1'>URN:NBN:no-nb_digavis_aftenposten_null_null_19940217_135_80_1</a></td>\n",
       "      <td id=\"T_971d7_row0_col1\" class=\"data row0 col1\" >... 10.00 - 17.50 OL-studio m / 10.30 <b>Langrenn</b> , 10 km menn , ca. 11.45 Alpint , super G menn... </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_971d7_level0_row1\" class=\"row_heading level0 row1\" >12</th>\n",
       "      <td id=\"T_971d7_row1_col0\" class=\"data row1 col0\" ><a target='_blank' href = 'https://urn.nb.no/URN:NBN:no-nb_digavis_aftenposten_null_null_19940204_135_58_1'>URN:NBN:no-nb_digavis_aftenposten_null_null_19940204_135_58_1</a></td>\n",
       "      <td id=\"T_971d7_row1_col1\" class=\"data row1 col1\" >... 50 km <b>langrenn</b> . 27.2 . Avslutningsseremoni . Ring 61 1 1 04 92 , e . kl. 16. (... </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_971d7_level0_row2\" class=\"row_heading level0 row2\" >22</th>\n",
       "      <td id=\"T_971d7_row2_col0\" class=\"data row2 col0\" ><a target='_blank' href = 'https://urn.nb.no/URN:NBN:no-nb_digavis_aftenposten_null_null_19940225_135_95_2'>URN:NBN:no-nb_digavis_aftenposten_null_null_19940225_135_95_2</a></td>\n",
       "      <td id=\"T_971d7_row2_col1\" class=\"data row2 col1\" >... : Alpint , slalåm , menn . 10.00 : <b>Langrenn</b> , 50 km , menn . 13.00 : Alpint ,... </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_971d7_level0_row3\" class=\"row_heading level0 row3\" >19</th>\n",
       "      <td id=\"T_971d7_row3_col0\" class=\"data row3 col0\" ><a target='_blank' href = 'https://urn.nb.no/URN:NBN:no-nb_digavis_aftenposten_null_null_19940201_135_52_1'>URN:NBN:no-nb_digavis_aftenposten_null_null_19940201_135_52_1</a></td>\n",
       "      <td id=\"T_971d7_row3_col1\" class=\"data row3 col1\" >... TO 51 * 48 ° t ' n P M 3 « 72 79 Alpint , <b>langrenn</b> og kombi- ' 6 v - OL-blll... </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_971d7_level0_row4\" class=\"row_heading level0 row4\" >9</th>\n",
       "      <td id=\"T_971d7_row4_col0\" class=\"data row4 col0\" ><a target='_blank' href = 'https://urn.nb.no/URN:NBN:no-nb_digavis_aftenposten_null_null_19940105_135_6_1'>URN:NBN:no-nb_digavis_aftenposten_null_null_19940105_135_6_1</a></td>\n",
       "      <td id=\"T_971d7_row4_col1\" class=\"data row4 col1\" >... 0988 Oslo Tlf 22 10 92 10 Fax 22 10 92 50 Vinn billetter til 30 km <b>langrenn</b> for menn... </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_971d7_level0_row5\" class=\"row_heading level0 row5\" >26</th>\n",
       "      <td id=\"T_971d7_row5_col0\" class=\"data row5 col0\" ><a target='_blank' href = 'https://urn.nb.no/URN:NBN:no-nb_digavis_aftenposten_null_null_19940220_135_85_1'>URN:NBN:no-nb_digavis_aftenposten_null_null_19940220_135_85_1</a></td>\n",
       "      <td id=\"T_971d7_row5_col1\" class=\"data row5 col1\" >... Kombinert lørdag ( plassering hopp og <b>langrenn</b> I parentas ) : Gull : Fred Borre Lundberg , Norge ( 1... </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_971d7_level0_row6\" class=\"row_heading level0 row6\" >16</th>\n",
       "      <td id=\"T_971d7_row6_col0\" class=\"data row6 col0\" ><a target='_blank' href = 'https://urn.nb.no/URN:NBN:no-nb_digavis_aftenposten_null_null_19940220_135_85_1'>URN:NBN:no-nb_digavis_aftenposten_null_null_19940220_135_85_1</a></td>\n",
       "      <td id=\"T_971d7_row6_col1\" class=\"data row6 col1\" >... 4 x 10 km stafett , <b>langrenn</b> , menn . T . 94 21 75 50. BUSSTUR / RETUR Oslo-Lillehammer... </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_971d7_level0_row7\" class=\"row_heading level0 row7\" >4</th>\n",
       "      <td id=\"T_971d7_row7_col0\" class=\"data row7 col0\" ><a target='_blank' href = 'https://urn.nb.no/URN:NBN:no-nb_digavis_aftenposten_null_null_19940223_135_91_2'>URN:NBN:no-nb_digavis_aftenposten_null_null_19940223_135_91_2</a></td>\n",
       "      <td id=\"T_971d7_row7_col1\" class=\"data row7 col1\" >... rs * fi ? t ^ ^ 30 km <b>langrenn</b> klassisk kvinner WTwTiWirM MlWM ^ ? ^ ? ? ^... </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_971d7_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_971d7_row8_col0\" class=\"data row8 col0\" ><a target='_blank' href = 'https://urn.nb.no/URN:NBN:no-nb_digavis_aftenposten_null_null_19940214_135_75_2'>URN:NBN:no-nb_digavis_aftenposten_null_null_19940214_135_75_2</a></td>\n",
       "      <td id=\"T_971d7_row8_col1\" class=\"data row8 col1\" >... 1 0.30 <b>Langrenn</b> , 5 km klassisk , kvinner 1 1 .00 Alpint , super G , kvinner 12.30 Freestyle... </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_971d7_level0_row9\" class=\"row_heading level0 row9\" >106</th>\n",
       "      <td id=\"T_971d7_row9_col0\" class=\"data row9 col0\" ><a target='_blank' href = 'https://urn.nb.no/URN:NBN:no-nb_digavis_aftenposten_null_null_19940221_135_87_2'>URN:NBN:no-nb_digavis_aftenposten_null_null_19940221_135_87_2</a></td>\n",
       "      <td id=\"T_971d7_row9_col1\" class=\"data row9 col1\" >10.00 - 17.50 : OL studio 10.30 : <b>langrenn</b> . 4 xlo km stafett , menn . 12.30 : 1... </td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fc3086f5e40>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "korpus.conc(words=\"langrenn\").show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kollokasjon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>.</th>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>,</th>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>og</th>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>i</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>km</th>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USA</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VI</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VM</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V_ilh__j__</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Travpark</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>765 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            counts\n",
       ".              127\n",
       ",              122\n",
       "og              41\n",
       "i               38\n",
       "km              34\n",
       "...            ...\n",
       "USA              1\n",
       "VI               1\n",
       "VM               1\n",
       "V_ilh__j__       1\n",
       "Travpark         1\n",
       "\n",
       "[765 rows x 1 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coll = korpus.coll(\"langrenn\").frame.sort_values(by=\"counts\", ascending=False)\n",
    "coll"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sammenligne med referanse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Grenoble     0.000017\n",
       "15.2         0.000017\n",
       "14.2         0.000017\n",
       "NM-gull      0.000016\n",
       "13.2         0.000015\n",
       "Rokke        0.000015\n",
       "jaktstart    0.000012\n",
       "fristil      0.000012\n",
       "Kombinert    0.000009\n",
       "trønderen    0.000009\n",
       "FJELL        0.000009\n",
       "roing        0.000009\n",
       "Brå          0.000009\n",
       "olympisk     0.000009\n",
       "hockey       0.000008\n",
       "Dæhlie       0.000008\n",
       "BUI          0.000008\n",
       "domineres    0.000008\n",
       "Ticket       0.000008\n",
       "key          0.000008\n",
       "dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(coll.counts / tot.freq).sort_values(ascending = False).head(20)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ngram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Ngram(words=[\"likestilling\"], doctype=\"digavis\", from_year=2010, to_year=2020).plot(lw = 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "at = NgramNews(\n",
    "    words=[\"likestilling\"],\n",
    "    title=\"aftenposten\",\n",
    "    from_year=1980,\n",
    "    to_year=2000\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "bt = NgramNews(\n",
    "    words=[\"likestilling\"],\n",
    "    title=\"bergenstidende\",\n",
    "    from_year=1980,\n",
    "    to_year=2000\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(at.ngram / bt.ngram).plot(lw=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tilbake til [DHLAB ved Nasjonalbiblioteket](https://nbviewer.jupyter.org/github/DH-LAB-NB/DHLAB/blob/master/DHLAB_ved_Nasjonalbiblioteket.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "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": "3.10.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "deb5614f8bd596d7436ff8d72e12fea663db346e862d1152085df88538eb344b"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}