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thorwhalen/sound_and_spelling_relationships.ipynb

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sound_and_spelling_relationships.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"toc": true
},
"source": [
"<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
"<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Get-the-data\" data-toc-modified-id=\"Get-the-data-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Get the data</a></span><ul class=\"toc-item\"><li><span><a href=\"#Notes-about-data-prep-(can-be-skipped-and-is-for-reading-notes-only)\" data-toc-modified-id=\"Notes-about-data-prep-(can-be-skipped-and-is-for-reading-notes-only)-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Notes about data prep (can be skipped and is for reading notes only)</a></span><ul class=\"toc-item\"><li><span><a href=\"#Are-the-phonemes-unique?\" data-toc-modified-id=\"Are-the-phonemes-unique?-1.1.1\"><span class=\"toc-item-num\">1.1.1&nbsp;&nbsp;</span>Are the phonemes unique?</a></span></li><li><span><a href=\"#Parsing-graphemes-and-example_words-csv\" data-toc-modified-id=\"Parsing-graphemes-and-example_words-csv-1.1.2\"><span class=\"toc-item-num\">1.1.2&nbsp;&nbsp;</span>Parsing graphemes and example_words csv</a></span></li><li><span><a href=\"#aligning-graphemes-and-their-example-words\" data-toc-modified-id=\"aligning-graphemes-and-their-example-words-1.1.3\"><span class=\"toc-item-num\">1.1.3&nbsp;&nbsp;</span>aligning graphemes and their example words</a></span></li></ul></li></ul></li><li><span><a href=\"#Q/A\" data-toc-modified-id=\"Q/A-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Q/A</a></span></li><li><span><a href=\"#Make-graphs-of-this-data\" data-toc-modified-id=\"Make-graphs-of-this-data-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Make graphs of this data</a></span><ul class=\"toc-item\"><li><span><a href=\"#Render-the-graph\" data-toc-modified-id=\"Render-the-graph-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>Render the graph</a></span></li></ul></li></ul></div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**How many different phonemes?**\n",
"\n",
"44\n",
"\n",
"**The most versatile phoneme? (i.e. with the most associated graphemes)**\n",
"\n",
"`eɪ`, which has 12 associated graphemes:\n",
"- a in bay\n",
"- ai in maid\n",
"- eigh in weigh\n",
"- aigh in straight\n",
"- ay in pay\n",
"- er in foyer\n",
"- et in filet\n",
"- ei in eight\n",
"- au in gauge\n",
"- a_e in mate\n",
"- ea in break\n",
"- ey in they\n",
"\n",
"**How many different unique graphemes?**\n",
"\n",
"137\n",
"\n",
"**The most versatile grapheme? (i.e. with the most associated phonemes)**\n",
"`a`, which has 7 associated phonemes:\n",
"- æ in cat\n",
"- eɪ in bay\n",
"- e in many\n",
"- ɒ in swan\n",
"- ə in about\n",
"- ɑ: in arm\n",
"- ɔ: in ball\n",
"\n",
"**How many (phoneme, grapheme) pairs are there?**\n",
"\n",
"229"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Get the data"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T16:17:29.153740Z",
"start_time": "2020-07-22T16:17:29.107405Z"
}
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import os\n",
"\n",
"prep_funcs = list()\n",
"\n",
"def append_to_prep_funcs(func):\n",
" prep_funcs.append(func)\n",
" return func\n",
"\n",
"@append_to_prep_funcs\n",
"def replace_column_names(df):\n",
" return df.rename(columns={\n",
" 'Phoneme': 'index_of_phoneme',\n",
" 'IPA Symbol': 'phoneme',\n",
" 'Graphemes': 'graphemes',\n",
" 'Examples': 'example_words',\n",
" 'Voiced?': 'is_voiced'\n",
" })\n",
" \n",
"@append_to_prep_funcs\n",
"def process_is_voices(df):\n",
" if 'is_voiced' in df.columns:\n",
" df['is_voiced'] = df['is_voiced'].fillna('Yes') # all vowels are voiced\n",
" df['is_voiced'] = df['is_voiced'].replace(to_replace={'Yes': True, 'No': False})\n",
" return df\n",
"\n",
"import re\n",
"\n",
"sep_p = re.compile('\\s*,\\s*')\n",
"\n",
"def parse_csv_row(row):\n",
" return [x.strip() for x in sep_p.split(row)]\n",
" \n",
"assert parse_csv_row(' g, gg, gh,gu,gue, last ') == ['g', 'gg', 'gh', 'gu', 'gue', 'last']\n",
"\n",
"@append_to_prep_funcs\n",
"def csv_to_lists(df, cols=['graphemes', 'example_words']):\n",
" for col in cols:\n",
" df[col] = list(map(parse_csv_row, df[col]))\n",
" return df\n",
" \n",
"@append_to_prep_funcs\n",
"def add_missing_example_words(df):\n",
" t = df[df['phoneme']=='z'].iloc[0]['example_words']\n",
" if t[-1] != 'phrase':\n",
" t.append('phrase')\n",
" df[df['phoneme']=='z'].iloc[0]['example_words']\n",
" return df\n",
"\n",
"@append_to_prep_funcs\n",
"def validate(df):\n",
" # make sure phonemes are unique\n",
" assert len(set(df['phoneme'])) == len(df) \n",
" \n",
" # graphemes and example_words aligned\n",
" assert list(map(len, df['graphemes'])) == list(map(len, df['example_words'])) \n",
" return df\n",
"\n",
"def data_prep(df):\n",
" for proc_func in prep_funcs:\n",
" df = proc_func(df)\n",
" return df\n",
"\n",
"source_url = ('https://www.dyslexia-reading-well.com/44-phonemes-in-english.html#'\n",
" ':~:text=Follow%20on%20RSS-,The%2044%20Phonemes%20in%20English,used%20to%20represent%20the%20sounds.')\n",
"\n",
"def get_data(save_file='phonemes_and_graphemes.p'):\n",
" if not os.path.isfile(save_file):\n",
" import requests\n",
" url = source_url\n",
" tables = pd.read_html(requests.get(url).content)\n",
" c, v = tables[:2]\n",
" c['kind'] = 'consonant'\n",
" v['kind'] = 'vowel'\n",
" df = pd.concat([c, v]).reset_index(drop=True)\n",
" df = data_prep(df)\n",
" df.to_pickle(save_file)\n",
" else:\n",
" df = pd.read_pickle(save_file)\n",
" return df\n",
"\n",
"from itertools import repeat, chain\n",
"\n",
"def phoneme_grapheme_pairs(data):\n",
" return list(chain.from_iterable((zip(repeat(phoneme), graphemes))\n",
" for (graphemes, phoneme) in zip(data['graphemes'], data['phoneme'])))\n",
"\n",
"def grapheme_word_pairs(df):\n",
" return list(chain.from_iterable((zip(graphemes, example_words))\n",
" for (graphemes, example_words) in zip(data['graphemes'], data['example_words'])))\n",
"\n",
"\n",
"def phoneme_grapheme_word(data):\n",
" assert all(len(x) == len(y) for x, y in zip(data['graphemes'], data['example_words']))\n",
" data = list(chain.from_iterable(\n",
" (zip(repeat(phoneme), graphemes, example_words))\n",
" for (phoneme, graphemes, example_words) in zip(data['phoneme'], data['graphemes'], data['example_words'])))\n",
" return pd.DataFrame(data, columns=['phoneme', 'grapheme', 'word'])\n",
"\n",
"\n",
"##################################################################################################\n",
"# Graphing\n",
"\n",
"def mk_most_common_indexing(arr):\n",
" return {x: i for i, (x, _) in enumerate(Counter(arr).most_common())}\n",
"\n",
"def mk_indexings(df, col_indexer=mk_most_common_indexing, prefix_with_col=True):\n",
" index_for = {col: col_indexer(df[col]) for col in df.columns} # numerical indexing\n",
" if prefix_with_col:\n",
" # ... to which we add a prefix corresponding to the column name so we can distinguish between columns\n",
" index_for = {k: {kk: f\"{k}_{vv}\" for kk, vv in v.items()} for k, v in index_for.items()}\n",
" return index_for\n",
"\n",
"def apply_col_specific_func(df, func_for_col):\n",
" return pd.concat((df[col].apply(func_for_col[col]) for col in df.columns), axis=1)\n",
"\n",
"def apply_indexing(df, indexing_for_column: dict):\n",
" func_for_col = {col: indexing_for_column[col].get for col in df.columns}\n",
" return apply_col_specific_func(df, func_for_col)\n",
"\n",
"\n",
"def dict_to_attr_str(d: dict):\n",
" \"\"\"Get an graphviz attribute string from a dict\n",
" >>> assert dict_to_attr_str(d) == '[label=\"tik tok\" score=\"42\"]'\n",
" \"\"\"\n",
" if d is not None and len(d) > 0:\n",
" return '[' + ' '.join(f'{k}=\"{v}\"' for k, v in d.items()) + ']'\n",
" else:\n",
" return ''\n",
" \n",
"def graphviz_body_gen(df, from_node, to_node, edge_label=None, \n",
" directed=False, from_node_attrs=None, to_node_attrs=None, edge_attrs=None):\n",
" index_for = mk_indexings(df)\n",
" dfi = apply_indexing(df, index_for)\n",
" \n",
" edge_chr = '->' if directed else '--'\n",
" from_node_attrs = from_node_attrs or {}\n",
" to_node_attrs = to_node_attrs or {}\n",
" edge_attrs = edge_attrs or {}\n",
" \n",
" for lbl, idx in zip(df.to_dict(orient='records'), dfi.to_dict(orient='records')):\n",
" attr_str = dict_to_attr_str(\n",
" dict(edge_attrs, label=f\"{lbl[edge_label]}\" if (edge_label is not None) else ''))\n",
" yield f\"{idx[from_node]} {edge_chr} {idx[to_node]} {attr_str}\"\n",
" \n",
" attr_str = dict_to_attr_str(dict(from_node_attrs, label=f\"{lbl[from_node]}\"))\n",
" yield f\"{idx[from_node]} {attr_str}\"\n",
" \n",
" attr_str = dict_to_attr_str(dict(to_node_attrs, label=f\"{lbl[to_node]}\"))\n",
" yield f\"{idx[to_node]} {attr_str}\"\n",
"\n",
" \n",
"def df_to_graphviz(df, from_node, to_node, edge_label=None,\n",
" directed=False, from_node_attrs=None, to_node_attrs=None, edge_attrs=None,\n",
" **graph_kwargs):\n",
" body = list(graphviz_body_gen(df, from_node, to_node, edge_label=edge_label,\n",
" directed=directed, from_node_attrs=from_node_attrs,\n",
" to_node_attrs=to_node_attrs, edge_attrs=edge_attrs))\n",
" mk_graph = Digraph if directed else Graph\n",
" graph_kwargs.update(body=body)\n",
" return mk_graph(**graph_kwargs)\n"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T16:11:14.173156Z",
"start_time": "2020-07-22T16:11:14.150673Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<Sig (name=None, comment=None, filename=None, directory=None, format=None, engine=None, encoding='utf-8', graph_attr=None, node_attr=None, edge_attr=None, body=None, strict=False)>"
]
},
"execution_count": 151,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from graphviz import Digraph, Graph\n",
"from i2.signatures import Sig\n"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T16:12:18.427662Z",
"start_time": "2020-07-22T16:12:18.412120Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<Sig ()>"
]
},
"execution_count": 156,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Sig(Digraph) - Sig(Graph)"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T16:11:31.571247Z",
"start_time": "2020-07-22T16:11:31.556136Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<Sig ()>"
]
},
"execution_count": 153,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Sig(Graph) - Sig(Digraph)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T13:26:08.531394Z",
"start_time": "2020-07-22T13:26:08.334214Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(44, 6)\n"
]
},
{
"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>index_of_phoneme</th>\n",
" <th>phoneme</th>\n",
" <th>graphemes</th>\n",
" <th>example_words</th>\n",
" <th>is_voiced</th>\n",
" <th>kind</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>b</td>\n",
" <td>[b, bb]</td>\n",
" <td>[bug, bubble]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>d</td>\n",
" <td>[d, dd, ed]</td>\n",
" <td>[dad, add, milled]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>f</td>\n",
" <td>[f, ff, ph, gh, lf, ft]</td>\n",
" <td>[fat, cliff, phone, enough, half, often]</td>\n",
" <td>False</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>g</td>\n",
" <td>[g, gg, gh, gu, gue]</td>\n",
" <td>[gun, egg, ghost, guest, prologue]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>h</td>\n",
" <td>[h, wh]</td>\n",
" <td>[hop, who]</td>\n",
" <td>False</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6</td>\n",
" <td>dʒ</td>\n",
" <td>[j, ge, g, dge, di, gg]</td>\n",
" <td>[jam, wage, giraffe, edge, soldier, exaggerate]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>7</td>\n",
" <td>k</td>\n",
" <td>[k, c, ch, cc, lk, qu, q(u), ck, x]</td>\n",
" <td>[kit, cat, chris, accent, folk, bouquet, queen...</td>\n",
" <td>False</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>8</td>\n",
" <td>l</td>\n",
" <td>[l, ll]</td>\n",
" <td>[live, well]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9</td>\n",
" <td>m</td>\n",
" <td>[m, mm, mb, mn, lm]</td>\n",
" <td>[man, summer, comb, column, palm]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10</td>\n",
" <td>n</td>\n",
" <td>[n, nn, kn, gn, pn]</td>\n",
" <td>[net, funny, know, gnat, pneumonic]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>11</td>\n",
" <td>p</td>\n",
" <td>[p, pp]</td>\n",
" <td>[pin, dippy]</td>\n",
" <td>False</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>12</td>\n",
" <td>r</td>\n",
" <td>[r, rr, wr, rh]</td>\n",
" <td>[run, carrot, wrench, rhyme]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>13</td>\n",
" <td>s</td>\n",
" <td>[s, ss, c, sc, ps, st, ce, se]</td>\n",
" <td>[sit, less, circle, scene, psycho, listen, pac...</td>\n",
" <td>False</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>14</td>\n",
" <td>t</td>\n",
" <td>[t, tt, th, ed]</td>\n",
" <td>[tip, matter, thomas, ripped]</td>\n",
" <td>False</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>15</td>\n",
" <td>v</td>\n",
" <td>[v, f, ph, ve]</td>\n",
" <td>[vine, of, stephen, five]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>16</td>\n",
" <td>w</td>\n",
" <td>[w, wh, u, o]</td>\n",
" <td>[wit, why, quick, choir]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>17</td>\n",
" <td>z</td>\n",
" <td>[z, zz, s, ss, x, ze, se]</td>\n",
" <td>[zed, buzz, his, scissors, xylophone, craze, p...</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>18</td>\n",
" <td>ʒ</td>\n",
" <td>[s, si, z]</td>\n",
" <td>[treasure, division, azure]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>19</td>\n",
" <td>tʃ</td>\n",
" <td>[ch, tch, tu, ti, te]</td>\n",
" <td>[chip, watch, future, action, righteous]</td>\n",
" <td>False</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>20</td>\n",
" <td>ʃ</td>\n",
" <td>[sh, ce, s, ci, si, ch, sci, ti]</td>\n",
" <td>[sham, ocean, sure, special, pension, machine,...</td>\n",
" <td>False</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>21</td>\n",
" <td>θ</td>\n",
" <td>[th]</td>\n",
" <td>[thongs]</td>\n",
" <td>False</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>22</td>\n",
" <td>ð</td>\n",
" <td>[th]</td>\n",
" <td>[leather]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>23</td>\n",
" <td>ŋ</td>\n",
" <td>[ng, n, ngue]</td>\n",
" <td>[ring, pink, tongue]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>24</td>\n",
" <td>j</td>\n",
" <td>[y, i, j]</td>\n",
" <td>[you, onion, hallelujah]</td>\n",
" <td>True</td>\n",
" <td>consonant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>25</td>\n",
" <td>æ</td>\n",
" <td>[a, ai, au]</td>\n",
" <td>[cat, plaid, laugh]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>26</td>\n",
" <td>eɪ</td>\n",
" <td>[a, ai, eigh, aigh, ay, er, et, ei, au, a_e, e...</td>\n",
" <td>[bay, maid, weigh, straight, pay, foyer, filet...</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>27</td>\n",
" <td>e</td>\n",
" <td>[e, ea, u, ie, ai, a, eo, ei, ae]</td>\n",
" <td>[end, bread, bury, friend, said, many, leopard...</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>28</td>\n",
" <td>i:</td>\n",
" <td>[e, ee, ea, y, ey, oe, ie, i, ei, eo, ay]</td>\n",
" <td>[be, bee, meat, lady, key, phoenix, grief, ski...</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>29</td>\n",
" <td>ɪ</td>\n",
" <td>[i, e, o, u, ui, y, ie]</td>\n",
" <td>[it, england, women, busy, guild, gym, sieve]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>30</td>\n",
" <td>aɪ</td>\n",
" <td>[i, y, igh, ie, uy, ye, ai, is, eigh, i_e]</td>\n",
" <td>[spider, sky, night, pie, guy, stye, aisle, is...</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>31</td>\n",
" <td>ɒ</td>\n",
" <td>[a, ho, au, aw, ough]</td>\n",
" <td>[swan, honest, maul, slaw, fought]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>32</td>\n",
" <td>oʊ</td>\n",
" <td>[o, oa, o_e, oe, ow, ough, eau, oo, ew]</td>\n",
" <td>[open, moat, bone, toe, sow, dough, beau, broo...</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>33</td>\n",
" <td>ʊ</td>\n",
" <td>[o, oo, u, ou]</td>\n",
" <td>[wolf, look, bush, would]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>34</td>\n",
" <td>ʌ</td>\n",
" <td>[u, o, oo, ou]</td>\n",
" <td>[lug, monkey, blood, double]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>35</td>\n",
" <td>u:</td>\n",
" <td>[o, oo, ew, ue, u_e, oe, ough, ui, oew, ou]</td>\n",
" <td>[who, loon, dew, blue, flute, shoe, through, f...</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>36</td>\n",
" <td>ɔɪ</td>\n",
" <td>[oi, oy, uoy]</td>\n",
" <td>[join, boy, buoy]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>37</td>\n",
" <td>aʊ</td>\n",
" <td>[ow, ou, ough]</td>\n",
" <td>[now, shout, bough]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>38</td>\n",
" <td>ə</td>\n",
" <td>[a, er, i, ar, our, ur]</td>\n",
" <td>[about, ladder, pencil, dollar, honour, augur]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>39</td>\n",
" <td>eəʳ</td>\n",
" <td>[air, are, ear, ere, eir, ayer]</td>\n",
" <td>[chair, dare, pear, where, their, prayer]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>40</td>\n",
" <td>ɑ:</td>\n",
" <td>[a]</td>\n",
" <td>[arm]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>41</td>\n",
" <td>ɜ:ʳ</td>\n",
" <td>[ir, er, ur, ear, or, our, yr]</td>\n",
" <td>[bird, term, burn, pearl, word, journey, myrtle]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>42</td>\n",
" <td>ɔ:</td>\n",
" <td>[aw, a, or, oor, ore, oar, our, augh, ar, ough...</td>\n",
" <td>[paw, ball, fork, poor, fore, board, four, tau...</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>43</td>\n",
" <td>ɪəʳ</td>\n",
" <td>[ear, eer, ere, ier]</td>\n",
" <td>[ear, steer, here, tier]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>44</td>\n",
" <td>ʊəʳ</td>\n",
" <td>[ure, our]</td>\n",
" <td>[cure, tourist]</td>\n",
" <td>True</td>\n",
" <td>vowel</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index_of_phoneme phoneme \\\n",
"0 1 b \n",
"1 2 d \n",
"2 3 f \n",
"3 4 g \n",
"4 5 h \n",
"5 6 dʒ \n",
"6 7 k \n",
"7 8 l \n",
"8 9 m \n",
"9 10 n \n",
"10 11 p \n",
"11 12 r \n",
"12 13 s \n",
"13 14 t \n",
"14 15 v \n",
"15 16 w \n",
"16 17 z \n",
"17 18 ʒ \n",
"18 19 tʃ \n",
"19 20 ʃ \n",
"20 21 θ \n",
"21 22 ð \n",
"22 23 ŋ \n",
"23 24 j \n",
"24 25 æ \n",
"25 26 eɪ \n",
"26 27 e \n",
"27 28 i: \n",
"28 29 ɪ \n",
"29 30 aɪ \n",
"30 31 ɒ \n",
"31 32 oʊ \n",
"32 33 ʊ \n",
"33 34 ʌ \n",
"34 35 u: \n",
"35 36 ɔɪ \n",
"36 37 aʊ \n",
"37 38 ə \n",
"38 39 eəʳ \n",
"39 40 ɑ: \n",
"40 41 ɜ:ʳ \n",
"41 42 ɔ: \n",
"42 43 ɪəʳ \n",
"43 44 ʊəʳ \n",
"\n",
" graphemes \\\n",
"0 [b, bb] \n",
"1 [d, dd, ed] \n",
"2 [f, ff, ph, gh, lf, ft] \n",
"3 [g, gg, gh, gu, gue] \n",
"4 [h, wh] \n",
"5 [j, ge, g, dge, di, gg] \n",
"6 [k, c, ch, cc, lk, qu, q(u), ck, x] \n",
"7 [l, ll] \n",
"8 [m, mm, mb, mn, lm] \n",
"9 [n, nn, kn, gn, pn] \n",
"10 [p, pp] \n",
"11 [r, rr, wr, rh] \n",
"12 [s, ss, c, sc, ps, st, ce, se] \n",
"13 [t, tt, th, ed] \n",
"14 [v, f, ph, ve] \n",
"15 [w, wh, u, o] \n",
"16 [z, zz, s, ss, x, ze, se] \n",
"17 [s, si, z] \n",
"18 [ch, tch, tu, ti, te] \n",
"19 [sh, ce, s, ci, si, ch, sci, ti] \n",
"20 [th] \n",
"21 [th] \n",
"22 [ng, n, ngue] \n",
"23 [y, i, j] \n",
"24 [a, ai, au] \n",
"25 [a, ai, eigh, aigh, ay, er, et, ei, au, a_e, e... \n",
"26 [e, ea, u, ie, ai, a, eo, ei, ae] \n",
"27 [e, ee, ea, y, ey, oe, ie, i, ei, eo, ay] \n",
"28 [i, e, o, u, ui, y, ie] \n",
"29 [i, y, igh, ie, uy, ye, ai, is, eigh, i_e] \n",
"30 [a, ho, au, aw, ough] \n",
"31 [o, oa, o_e, oe, ow, ough, eau, oo, ew] \n",
"32 [o, oo, u, ou] \n",
"33 [u, o, oo, ou] \n",
"34 [o, oo, ew, ue, u_e, oe, ough, ui, oew, ou] \n",
"35 [oi, oy, uoy] \n",
"36 [ow, ou, ough] \n",
"37 [a, er, i, ar, our, ur] \n",
"38 [air, are, ear, ere, eir, ayer] \n",
"39 [a] \n",
"40 [ir, er, ur, ear, or, our, yr] \n",
"41 [aw, a, or, oor, ore, oar, our, augh, ar, ough... \n",
"42 [ear, eer, ere, ier] \n",
"43 [ure, our] \n",
"\n",
" example_words is_voiced kind \n",
"0 [bug, bubble] True consonant \n",
"1 [dad, add, milled] True consonant \n",
"2 [fat, cliff, phone, enough, half, often] False consonant \n",
"3 [gun, egg, ghost, guest, prologue] True consonant \n",
"4 [hop, who] False consonant \n",
"5 [jam, wage, giraffe, edge, soldier, exaggerate] True consonant \n",
"6 [kit, cat, chris, accent, folk, bouquet, queen... False consonant \n",
"7 [live, well] True consonant \n",
"8 [man, summer, comb, column, palm] True consonant \n",
"9 [net, funny, know, gnat, pneumonic] True consonant \n",
"10 [pin, dippy] False consonant \n",
"11 [run, carrot, wrench, rhyme] True consonant \n",
"12 [sit, less, circle, scene, psycho, listen, pac... False consonant \n",
"13 [tip, matter, thomas, ripped] False consonant \n",
"14 [vine, of, stephen, five] True consonant \n",
"15 [wit, why, quick, choir] True consonant \n",
"16 [zed, buzz, his, scissors, xylophone, craze, p... True consonant \n",
"17 [treasure, division, azure] True consonant \n",
"18 [chip, watch, future, action, righteous] False consonant \n",
"19 [sham, ocean, sure, special, pension, machine,... False consonant \n",
"20 [thongs] False consonant \n",
"21 [leather] True consonant \n",
"22 [ring, pink, tongue] True consonant \n",
"23 [you, onion, hallelujah] True consonant \n",
"24 [cat, plaid, laugh] True vowel \n",
"25 [bay, maid, weigh, straight, pay, foyer, filet... True vowel \n",
"26 [end, bread, bury, friend, said, many, leopard... True vowel \n",
"27 [be, bee, meat, lady, key, phoenix, grief, ski... True vowel \n",
"28 [it, england, women, busy, guild, gym, sieve] True vowel \n",
"29 [spider, sky, night, pie, guy, stye, aisle, is... True vowel \n",
"30 [swan, honest, maul, slaw, fought] True vowel \n",
"31 [open, moat, bone, toe, sow, dough, beau, broo... True vowel \n",
"32 [wolf, look, bush, would] True vowel \n",
"33 [lug, monkey, blood, double] True vowel \n",
"34 [who, loon, dew, blue, flute, shoe, through, f... True vowel \n",
"35 [join, boy, buoy] True vowel \n",
"36 [now, shout, bough] True vowel \n",
"37 [about, ladder, pencil, dollar, honour, augur] True vowel \n",
"38 [chair, dare, pear, where, their, prayer] True vowel \n",
"39 [arm] True vowel \n",
"40 [bird, term, burn, pearl, word, journey, myrtle] True vowel \n",
"41 [paw, ball, fork, poor, fore, board, four, tau... True vowel \n",
"42 [ear, steer, here, tier] True vowel \n",
"43 [cure, tourist] True vowel "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = get_data()\n",
"print(data.shape)\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T15:39:29.907013Z",
"start_time": "2020-07-22T15:39:29.888590Z"
}
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T13:26:14.651281Z",
"start_time": "2020-07-22T13:26:14.630270Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"229\n"
]
},
{
"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>phoneme</th>\n",
" <th>grapheme</th>\n",
" <th>word</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>b</td>\n",
" <td>b</td>\n",
" <td>bug</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>b</td>\n",
" <td>bb</td>\n",
" <td>bubble</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>d</td>\n",
" <td>d</td>\n",
" <td>dad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>d</td>\n",
" <td>dd</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>d</td>\n",
" <td>ed</td>\n",
" <td>milled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>f</td>\n",
" <td>f</td>\n",
" <td>fat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>f</td>\n",
" <td>ff</td>\n",
" <td>cliff</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" phoneme grapheme word\n",
"0 b b bug\n",
"1 b bb bubble\n",
"2 d d dad\n",
"3 d dd add\n",
"4 d ed milled\n",
"5 f f fat\n",
"6 f ff cliff"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = phoneme_grapheme_word(data)\n",
"print(len(df))\n",
"df.head(7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Notes about data prep (can be skipped and is for reading notes only)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Are the phonemes unique?"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-21T18:49:41.308343Z",
"start_time": "2020-07-21T18:49:41.289420Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(set(data['phoneme'])) == len(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Parsing graphemes and example_words csv"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-21T18:58:28.607646Z",
"start_time": "2020-07-21T18:58:28.590450Z"
}
},
"outputs": [],
"source": [
"import re\n",
"\n",
"sep_p = re.compile('\\s*,\\s*')\n",
"\n",
"def parse_csv_row(row):\n",
" return [x.strip() for x in sep_p.split(row)]\n",
" \n",
"assert parse_csv_row(' g, gg, gh,gu,gue , last ') == ['g', 'gg', 'gh', 'gu', 'gue', 'last']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### aligning graphemes and their example words"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-21T19:06:31.767770Z",
"start_time": "2020-07-21T19:06:31.749659Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16: phoneme==z: ['z', 'zz', 's', 'ss', 'x', 'ze', 'se'] -- ['zed', 'buzz', 'his', 'scissors', 'xylophone', 'craze']\n"
]
}
],
"source": [
"for i, (graphemes, example_words) in enumerate(zip(data['graphemes'], data['example_words'])):\n",
" if len(graphemes) != len(example_words):\n",
" print(f\"{i}: phoneme=={data.iloc[i]['phoneme']}: {graphemes} -- {example_words}\")\n",
" \n",
"# Only one misalignment: \n",
"# z, zz, s, ss, x, ze, se -- zed, buzz, his, scissors, xylophone, craze\n",
"# --> se has no match\n",
"# Manually adding \"phrase\"\n",
"# (Searched and found on 'https://www.rhymezone.com/r/rhyme.cgi?typeofrhyme=perfect&loc=thesql&Word=aze')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Q/A"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T13:38:13.784770Z",
"start_time": "2020-07-22T13:38:13.770641Z"
}
},
"outputs": [],
"source": [
"from collections import Counter\n",
"\n",
"def kv_print(mapping):\n",
" for k, v in mapping.items():\n",
" print(f\"{k}\\n {v}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T17:14:44.581556Z",
"start_time": "2020-07-22T17:14:44.563692Z"
}
},
"outputs": [],
"source": [
"most_common_phoneme = Counter(df.phoneme).most_common()[0][0]\n",
"most_common_phoneme_df = df[df.phoneme == most_common_phoneme]\n",
"t = most_common_phoneme_df\n",
"most_common_phoneme_info = [f\"{x} in {y}\" for x, y in zip(t.grapheme, t.word)]\n",
"\n",
"most_common_grapheme = Counter(df.grapheme).most_common()[0][0]\n",
"most_common_grapheme_df = df[df.grapheme == most_common_grapheme]\n",
"t = most_common_grapheme_df\n",
"most_common_grapheme_info = [f\"{x} in {y}\" for x, y in zip(t.phoneme, t.word)]"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T17:21:34.491680Z",
"start_time": "2020-07-22T17:21:34.474039Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"How many different phonemes?\n",
" 44\n",
"\n",
"The most versatile phoneme? (i.e. with the most associated graphemes)\n",
" eɪ, which has 12 associated graphemes:\n",
"- a in bay\n",
"- ai in maid\n",
"- eigh in weigh\n",
"- aigh in straight\n",
"- ay in pay\n",
"- er in foyer\n",
"- et in filet\n",
"- ei in eight\n",
"- au in gauge\n",
"- a_e in mate\n",
"- ea in break\n",
"- ey in they\n",
"\n",
"How many different unique graphemes?\n",
" 137\n",
"\n",
"The most versatile grapheme? (i.e. with the most associated phonemes)\n",
" a, which has 7 associated phonemes:\n",
"- æ in cat\n",
"- eɪ in bay\n",
"- e in many\n",
"- ɒ in swan\n",
"- ə in about\n",
"- ɑ: in arm\n",
"- ɔ: in ball\n",
"\n",
"How many (phoneme, grapheme) pairs are there?\n",
" 229\n",
"\n"
]
}
],
"source": [
"qa = {\n",
" \"How many different phonemes?\": len(set(df.phoneme)),\n",
" \"The most versatile phoneme? (i.e. with the most associated graphemes)\": (\n",
" f\"{most_common_phoneme}, which has {len(most_common_phoneme_df)} associated graphemes:\\n\" +\n",
" '\\n'.join((f\"- {x}\" for x in most_common_phoneme_info))\n",
" ),\n",
" \"How many different unique graphemes?\": len(set(df.grapheme)),\n",
" \"The most versatile grapheme? (i.e. with the most associated phonemes)\": (\n",
" f\"{most_common_grapheme}, which has {len(most_common_grapheme_df)} associated phonemes:\\n\" +\n",
" '\\n'.join((f\"- {x}\" for x in most_common_grapheme_info))\n",
"\n",
" ),\n",
" \"How many (phoneme, grapheme) pairs are there?\": len(df)\n",
"}\n",
"\n",
"kv_print(qa)"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T17:15:13.613240Z",
"start_time": "2020-07-22T17:15:13.596085Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'- æ in cat\\n- eɪ in bay\\n- e in many\\n- ɒ in swan\\n- ə in about\\n- ɑ: in arm\\n- ɔ: in ball'"
]
},
"execution_count": 187,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'\\n'.join((f\"- {x}\" for x in most_common_grapheme_info))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Make graphs of this data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Render the graph"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T16:47:14.428594Z",
"start_time": "2020-07-22T16:47:14.409943Z"
}
},
"outputs": [],
"source": [
"mk_graph_kwargs = dict(\n",
" from_node='phoneme', to_node='grapheme', edge_label='word', \n",
" from_node_attrs={'style': 'filled', 'color': 'gray82'}, \n",
" to_node_attrs={'shape': 'box'})\n",
"\n",
"def mk_and_save_graph_with_engine(engine='dot', format='pdf', prefix='phonemes_and_graphemes__'):\n",
" g = df_to_graphviz(df, engine=engine, **mk_graph_kwargs)\n",
" g.render(f'{prefix}{engine}', format=format)\n",
" return g"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T16:47:25.188085Z",
"start_time": "2020-07-22T16:47:24.175313Z"
}
},
"outputs": [
{
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" -->\n",
"<!-- Pages: 1 -->\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
"<!-- grapheme_22 -->\n",
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"</g>\n",
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"</g>\n",
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"text/plain": [
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},
"execution_count": 168,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mk_and_save_graph_with_engine('dot')"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T16:47:34.317390Z",
"start_time": "2020-07-22T16:47:31.804077Z"
}
},
"outputs": [
{
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"</g>\n",
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"<title>phoneme_40</title>\n",
"<ellipse fill=\"#d1d1d1\" stroke=\"#d1d1d1\" cx=\"1972.84\" cy=\"-3883.17\" rx=\"27\" ry=\"18\"/>\n",
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"</g>\n",
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"<text text-anchor=\"middle\" x=\"1985.44\" y=\"-3753.1\" font-family=\"Times,serif\" font-size=\"14.00\">tourist</text>\n",
"</g>\n",
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"</g>\n",
"</g>\n",
"</svg>\n"
],
"text/plain": [
"<graphviz.dot.Graph at 0x119111640>"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mk_and_save_graph_with_engine('fdp')"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T16:47:47.780638Z",
"start_time": "2020-07-22T16:47:47.758933Z"
}
},
"source": [
"**Engines**\n",
"\n",
"dot - “hierarchical” or layered drawings of directed graphs. This is the default tool to use if edges have directionality.\n",
"\n",
"neato - “spring model” layouts. This is the default tool to use if the graph is not too large (about 100 nodes) and you don't know anything else about it. Neato attempts to minimize a global energy function, which is equivalent to statistical multi-dimensional scaling.\n",
"\n",
"fdp - “spring model” layouts similar to those of neato, but does this by reducing forces rather than working with energy.\n",
"\n",
"sfdp - multiscale version of fdp for the layout of large graphs.\n",
"\n",
"twopi - radial layouts, after Graham Wills 97. Nodes are placed on concentric circles depending their distance from a given root node.\n",
"\n",
"circo - circular layout, after Six and Tollis 99, Kauffman and Wiese 02. This is suitable for certain diagrams of multiple cyclic structures, such as certain telecommunications networks."
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T16:48:53.097451Z",
"start_time": "2020-07-22T16:48:49.308318Z"
}
},
"outputs": [],
"source": [
"for engine in ['dot', 'fdp', 'neato', 'sfdp', 'twopi', 'circo']:\n",
" mk_and_save_graph_with_engine(engine)"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {
"ExecuteTime": {
"end_time": "2020-07-22T17:06:09.815108Z",
"start_time": "2020-07-22T17:06:09.793762Z"
}
},
"outputs": [
{
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"<table border=\"1\" class=\"dataframe\">\n",
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>phoneme</th>\n",
" <th>grapheme</th>\n",
" <th>word</th>\n",
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" </thead>\n",
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" <th>7</th>\n",
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" <td>pin</td>\n",
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" <th>65</th>\n",
" <td>v</td>\n",
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"text/plain": [
" phoneme grapheme word\n",
"7 f ph phone\n",
"44 n pn pneumonic\n",
"45 p p pin\n",
"46 p pp dippy\n",
"55 s ps psycho\n",
"65 v ph stephen"
]
},
"execution_count": 178,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[['p' in x for x in df.grapheme]]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
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"metadata": {},
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{
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{
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phonemes_and_graphemes__fdp

phonemes_and_graphemes__circo

phonemes_and_graphemes__dot

phonemes_and_graphemes__twopi

phonemes_and_graphemes__sfdp

phonemes_and_graphemes__neato

@thorwhalen
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The data was parsed from this webpage

Other sources (not used, but mentioned for reference):
https://www.boardman.k12.oh.us/userfiles/363/Phonological%20Awareness/44Phonemes.pdf

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