From b660d26c311dc3a7b1930b89425096fc7c314bda Mon Sep 17 00:00:00 2001
From: mribary <m.ribary@surrey.ac.uk>
Date: Thu, 18 Jun 2020 09:34:38 +0100
Subject: [PATCH] Gaius graph
---
images/Gaius_law_system.graphml | 267 ++++++++++++++
images/Gaius_law_system_alt.graphml | 267 ++++++++++++++
images/Gaius_law_system_alt.png | Bin 0 -> 12949 bytes
images/blank_graph.graphml | 328 ++++++++++++++++++
images/blank_graph.png | Bin 0 -> 6709 bytes
.../neighbours-checkpoint.ipynb | 259 ++++++++++++++
script/neighbours.ipynb | 117 +++++--
7 files changed, 1202 insertions(+), 36 deletions(-)
create mode 100644 images/Gaius_law_system.graphml
create mode 100644 images/Gaius_law_system_alt.graphml
create mode 100644 images/Gaius_law_system_alt.png
create mode 100644 images/blank_graph.graphml
create mode 100644 images/blank_graph.png
create mode 100644 script/.ipynb_checkpoints/neighbours-checkpoint.ipynb
diff --git a/images/Gaius_law_system.graphml b/images/Gaius_law_system.graphml
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index 0000000..e19aee6
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diff --git a/images/Gaius_law_system_alt.graphml b/images/Gaius_law_system_alt.graphml
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diff --git a/script/.ipynb_checkpoints/neighbours-checkpoint.ipynb b/script/.ipynb_checkpoints/neighbours-checkpoint.ipynb
new file mode 100644
index 0000000..3c1e893
--- /dev/null
+++ b/script/.ipynb_checkpoints/neighbours-checkpoint.ipynb
@@ -0,0 +1,259 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import glob\n",
+ "import os\n",
+ "import re\n",
+ "import fasttext\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['/home/mribary/Documents/wordvec/digest_skip.bin', '/home/mribary/Documents/wordvec/romtext_skip.bin', '/home/mribary/Documents/wordvec/latinise_skip.bin', '/home/mribary/Documents/wordvec/lasla_skip.bin']\n"
+ ]
+ }
+ ],
+ "source": [
+ "path = '/home/mribary/Documents/wordvec'\n",
+ "file_list = glob.glob(os.path.join(path, '*skip.bin'))\n",
+ "print(file_list)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Warning : `load_model` does not return WordVectorModel or SupervisedModel any more, but a `FastText` object which is very similar.\n",
+ "Warning : `load_model` does not return WordVectorModel or SupervisedModel any more, but a `FastText` object which is very similar.\n",
+ "Warning : `load_model` does not return WordVectorModel or SupervisedModel any more, but a `FastText` object which is very similar.\n",
+ "Warning : `load_model` does not return WordVectorModel or SupervisedModel any more, but a `FastText` object which is very similar.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Load models into a dictionary (with fasttext)\n",
+ "models = [] \n",
+ "for i in range(len(file_list)):\n",
+ " model_name = re.search('(\\/)([a-z]+_[a-z]*)(\\.)', file_list[i]).group(2)\n",
+ " x, y = model_name, fasttext.load_model(file_list[i])\n",
+ " models.append((x, y))\n",
+ "models = dict(models)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def neighbors(lemma, models, top=5):\n",
+ " '''\n",
+ " Based on a dictionary of fasttext `models` where key is the model's name\n",
+ " and the value is a fasttext object, the function returns a pandas dataframe\n",
+ " of closest neighbors for a `lemma`. If no value is entered to `top`, then\n",
+ " the function returns the default number of 5 top neigbouring lemmas.\n",
+ " '''\n",
+ " keys = list(models.keys())\n",
+ " dictionary = {}\n",
+ " for i in range(len(keys)):\n",
+ " tuples = models[keys[i]].get_nearest_neighbors(lemma, top)\n",
+ " neighbors = []\n",
+ " for j in range(len(tuples)):\n",
+ " x, y = tuples[j][1], round(tuples[j][0], 4)\n",
+ " neighbors.append((x, y))\n",
+ " #print(neighbors)\n",
+ " dictionary[keys[i]] = neighbors\n",
+ " df = pd.DataFrame(dictionary)\n",
+ " return df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "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>digest_skip</th>\n",
+ " <th>romtext_skip</th>\n",
+ " <th>latinise_skip</th>\n",
+ " <th>lasla_skip</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>(coheres, 0.8153)</td>\n",
+ " <td>(hereditas, 0.7943)</td>\n",
+ " <td>(exheres, 0.9061)</td>\n",
+ " <td>(coheres, 0.8689)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>(hereditas, 0.7682)</td>\n",
+ " <td>(coheres, 0.7455)</td>\n",
+ " <td>(herede, 0.8821)</td>\n",
+ " <td>(hereditas, 0.7901)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>(exheres, 0.7617)</td>\n",
+ " <td>(extitisset, 0.7294)</td>\n",
+ " <td>(heredes, 0.8775)</td>\n",
+ " <td>(hereditarius, 0.755)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>(sextante, 0.761)</td>\n",
+ " <td>(heredive, 0.7251)</td>\n",
+ " <td>(hereses, 0.8604)</td>\n",
+ " <td>(exheredo, 0.7537)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>(assis, 0.7591)</td>\n",
+ " <td>(heresve, 0.7233)</td>\n",
+ " <td>(coheres, 0.8359)</td>\n",
+ " <td>(hermione, 0.67)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>(titianam, 0.7565)</td>\n",
+ " <td>(exheres, 0.7213)</td>\n",
+ " <td>(heredis, 0.8282)</td>\n",
+ " <td>(testamentum, 0.6437)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>(bessem, 0.7549)</td>\n",
+ " <td>(heredemve, 0.7138)</td>\n",
+ " <td>(heredum, 0.8247)</td>\n",
+ " <td>(hera, 0.6395)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>(sextans, 0.7537)</td>\n",
+ " <td>(substituo, 0.7047)</td>\n",
+ " <td>(exheredo, 0.8127)</td>\n",
+ " <td>(heraclitus, 0.6349)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>(besse, 0.7414)</td>\n",
+ " <td>(extitisse, 0.7023)</td>\n",
+ " <td>(heredibus, 0.81)</td>\n",
+ " <td>(herodes, 0.624)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>(semis, 0.7239)</td>\n",
+ " <td>(hereditarius, 0.6995)</td>\n",
+ " <td>(heredium, 0.8008)</td>\n",
+ " <td>(hermippus, 0.6217)</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " digest_skip romtext_skip latinise_skip \\\n",
+ "0 (coheres, 0.8153) (hereditas, 0.7943) (exheres, 0.9061) \n",
+ "1 (hereditas, 0.7682) (coheres, 0.7455) (herede, 0.8821) \n",
+ "2 (exheres, 0.7617) (extitisset, 0.7294) (heredes, 0.8775) \n",
+ "3 (sextante, 0.761) (heredive, 0.7251) (hereses, 0.8604) \n",
+ "4 (assis, 0.7591) (heresve, 0.7233) (coheres, 0.8359) \n",
+ "5 (titianam, 0.7565) (exheres, 0.7213) (heredis, 0.8282) \n",
+ "6 (bessem, 0.7549) (heredemve, 0.7138) (heredum, 0.8247) \n",
+ "7 (sextans, 0.7537) (substituo, 0.7047) (exheredo, 0.8127) \n",
+ "8 (besse, 0.7414) (extitisse, 0.7023) (heredibus, 0.81) \n",
+ "9 (semis, 0.7239) (hereditarius, 0.6995) (heredium, 0.8008) \n",
+ "\n",
+ " lasla_skip \n",
+ "0 (coheres, 0.8689) \n",
+ "1 (hereditas, 0.7901) \n",
+ "2 (hereditarius, 0.755) \n",
+ "3 (exheredo, 0.7537) \n",
+ "4 (hermione, 0.67) \n",
+ "5 (testamentum, 0.6437) \n",
+ "6 (hera, 0.6395) \n",
+ "7 (heraclitus, 0.6349) \n",
+ "8 (herodes, 0.624) \n",
+ "9 (hermippus, 0.6217) "
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "neighbors('heres', models, 10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3.7.5 64-bit",
+ "language": "python",
+ "name": "python37564bit13fddfa0140645c199f4c0ad8a176c2c"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/script/neighbours.ipynb b/script/neighbours.ipynb
index 85b811f..8182d85 100644
--- a/script/neighbours.ipynb
+++ b/script/neighbours.ipynb
@@ -87,7 +87,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 34,
"metadata": {},
"outputs": [
{
@@ -120,66 +120,111 @@
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>(credo, 0.8073)</td>\n",
- " <td>(faeneravit, 0.7013)</td>\n",
- " <td>(pecuniaris, 0.8476)</td>\n",
- " <td>(pecuniarius, 0.8478)</td>\n",
+ " <td>(lupus, 0.7205)</td>\n",
+ " <td>(lupus, 0.6588)</td>\n",
+ " <td>(operosus, 0.6988)</td>\n",
+ " <td>(perficio, 0.6586)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
- " <td>(creditrix, 0.7814)</td>\n",
- " <td>(mutuus, 0.6952)</td>\n",
- " <td>(pecuniaque, 0.8445)</td>\n",
- " <td>(pecu, 0.7435)</td>\n",
+ " <td>(molio, 0.6865)</td>\n",
+ " <td>(opulens, 0.6097)</td>\n",
+ " <td>(perficus, 0.6877)</td>\n",
+ " <td>(opusculum, 0.6526)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
- " <td>(faenero, 0.7799)</td>\n",
- " <td>(faenero, 0.6832)</td>\n",
- " <td>(pecuniamque, 0.8443)</td>\n",
- " <td>(pecuniosus, 0.7342)</td>\n",
+ " <td>(demolio, 0.656)</td>\n",
+ " <td>(nuntiatio, 0.6065)</td>\n",
+ " <td>(perficio, 0.6823)</td>\n",
+ " <td>(harpago, 0.6358)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
- " <td>(debitrix, 0.7699)</td>\n",
- " <td>(mutuo, 0.6814)</td>\n",
- " <td>(pecuniaeque, 0.801)</td>\n",
- " <td>(syngrapha, 0.7096)</td>\n",
+ " <td>(nuntiator, 0.63)</td>\n",
+ " <td>(aedificator, 0.5749)</td>\n",
+ " <td>(artificium, 0.6737)</td>\n",
+ " <td>(munitio, 0.6333)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>(faeneravit, 0.7622)</td>\n",
- " <td>(solverim, 0.6798)</td>\n",
- " <td>(Pecuniam, 0.7988)</td>\n",
- " <td>(creditor, 0.7093)</td>\n",
+ " <td>(balneator, 0.6027)</td>\n",
+ " <td>(aedificatio, 0.5675)</td>\n",
+ " <td>(opifex, 0.6735)</td>\n",
+ " <td>(munio, 0.6248)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>(operio, 0.6025)</td>\n",
+ " <td>(umor, 0.5557)</td>\n",
+ " <td>(artificiosus, 0.666)</td>\n",
+ " <td>(oppugnatio, 0.6231)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>(renuntiatio, 0.5985)</td>\n",
+ " <td>(nuntio, 0.5533)</td>\n",
+ " <td>(quimus, 0.6628)</td>\n",
+ " <td>(turris, 0.6168)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>(incorruptus, 0.5983)</td>\n",
+ " <td>(nuntiator, 0.5514)</td>\n",
+ " <td>(facio, 0.6571)</td>\n",
+ " <td>(opifex, 0.5998)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>(columna, 0.5983)</td>\n",
+ " <td>(novus, 0.5511)</td>\n",
+ " <td>(opusculum, 0.6563)</td>\n",
+ " <td>(uallus, 0.5973)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>(nuntiatio, 0.598)</td>\n",
+ " <td>(opifex, 0.5443)</td>\n",
+ " <td>(usus, 0.6498)</td>\n",
+ " <td>(locus, 0.5957)</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " digest_skip romtext_skip latinise_skip \\\n",
- "0 (credo, 0.8073) (faeneravit, 0.7013) (pecuniaris, 0.8476) \n",
- "1 (creditrix, 0.7814) (mutuus, 0.6952) (pecuniaque, 0.8445) \n",
- "2 (faenero, 0.7799) (faenero, 0.6832) (pecuniamque, 0.8443) \n",
- "3 (debitrix, 0.7699) (mutuo, 0.6814) (pecuniaeque, 0.801) \n",
- "4 (faeneravit, 0.7622) (solverim, 0.6798) (Pecuniam, 0.7988) \n",
+ " digest_skip romtext_skip latinise_skip \\\n",
+ "0 (lupus, 0.7205) (lupus, 0.6588) (operosus, 0.6988) \n",
+ "1 (molio, 0.6865) (opulens, 0.6097) (perficus, 0.6877) \n",
+ "2 (demolio, 0.656) (nuntiatio, 0.6065) (perficio, 0.6823) \n",
+ "3 (nuntiator, 0.63) (aedificator, 0.5749) (artificium, 0.6737) \n",
+ "4 (balneator, 0.6027) (aedificatio, 0.5675) (opifex, 0.6735) \n",
+ "5 (operio, 0.6025) (umor, 0.5557) (artificiosus, 0.666) \n",
+ "6 (renuntiatio, 0.5985) (nuntio, 0.5533) (quimus, 0.6628) \n",
+ "7 (incorruptus, 0.5983) (nuntiator, 0.5514) (facio, 0.6571) \n",
+ "8 (columna, 0.5983) (novus, 0.5511) (opusculum, 0.6563) \n",
+ "9 (nuntiatio, 0.598) (opifex, 0.5443) (usus, 0.6498) \n",
"\n",
- " lasla_skip \n",
- "0 (pecuniarius, 0.8478) \n",
- "1 (pecu, 0.7435) \n",
- "2 (pecuniosus, 0.7342) \n",
- "3 (syngrapha, 0.7096) \n",
- "4 (creditor, 0.7093) "
+ " lasla_skip \n",
+ "0 (perficio, 0.6586) \n",
+ "1 (opusculum, 0.6526) \n",
+ "2 (harpago, 0.6358) \n",
+ "3 (munitio, 0.6333) \n",
+ "4 (munio, 0.6248) \n",
+ "5 (oppugnatio, 0.6231) \n",
+ "6 (turris, 0.6168) \n",
+ "7 (opifex, 0.5998) \n",
+ "8 (uallus, 0.5973) \n",
+ "9 (locus, 0.5957) "
]
},
- "execution_count": 10,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "neighbors('pecunia', models, 5)"
+ "neighbors('opus', models, 10)"
]
},
{
@@ -211,4 +256,4 @@
},
"nbformat": 4,
"nbformat_minor": 2
-}
\ No newline at end of file
+}
--
GitLab