{ "cells": [ { "attachments": { "DHlab_logo_web_no_red.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "![DHlab_logo_web_no_red.png](attachment:DHlab_logo_web_no_red.png)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import dhlab.nbtext as nb\n", "import dhlab.graph_networkx_louvain as gnl\n", "import pandas as pd\n", "from dhlab.module_update import update, css, code_toggle\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "css()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Hente ut ordparadigmer \n", "For å hente ut ordparadigmer kan vi bruke funksjonen `nb.word_paradigm('ord')` \n", "Resultatet blir alle formene for dette ordet, hentet fra [Norsk Ordbank.](https://www.nb.no/sprakbanken/show?serial=oai%3Anb.no%3Asbr-5&lang=nb)\n", "\n", "Eksempler:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[['subs', ['meter', 'meteren', 'meterne']]]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nb.word_paradigm(\"meter\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[['subs', ['søster', 'søstera', 'søsteren', 'søstre', 'søstrene', 'søstrer']]]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Vi kan også legge dette i en variabel, som vi kan se på\n", "\n", "søster = nb.word_paradigm('søster')\n", "søster" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[['adj', ['fiska', 'fiskede', 'fiskende', 'fisket', 'fiskete']],\n", " ['subs',\n", " ['fisk',\n", " 'fisken',\n", " 'fiskene',\n", " 'fisker',\n", " 'fiska',\n", " 'fiske',\n", " 'fisket',\n", " 'fiskere',\n", " 'fiskeren',\n", " 'fiskerer',\n", " 'fiskerne']],\n", " ['verb', ['fisk', 'fiska', 'fiske', 'fisker', 'fiskes', 'fisket']]]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Eksempel med ord som er både adjektiv, substantiv og verb\n", "\n", "fisker = nb.word_paradigm('fisker')\n", "fisker" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1. N-gram for ordparadigmene" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For en introduksjon til n-gram, se eksempelfil om [N-gram og galakser](https://nbviewer.jupyter.org/github/DH-LAB-NB/DHLAB/blob/master/4_N-gram_og_galakser.ipynb) eller [NB N-gram.](https://www.nb.no/sp_tjenester/beta/ngram_1/)\n", "\n", "Her har vi en funksjon som viser ngram for ordene i word_paradigm, `paradigme_ngram`.\n", "\n", "`y=` definerer hvilken av ordgruppene vi får ut. Default er satt til 0.\n", "`z=` her kan vi angi ord utenfor paradigmet som vi også ønsker å undersøke." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "paradigme_ngram = lambda x, y =0, z='': nb.nb_ngram(','.join(nb.word_paradigm(x)[y][1]+[z])).plot(figsize=(10,5),lw=(3))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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