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athityakumar/transMat.ipynb

Created January 13, 2018 17:20
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transMat.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#Load Corpus\n",
"f = open('polish-train-high').read().splitlines()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>source</th>\n",
" <th>target</th>\n",
" <th>type</th>\n",
" <th>props</th>\n",
" <th>subtype</th>\n",
" <th>p0</th>\n",
" <th>p1</th>\n",
" <th>p2</th>\n",
" <th>p3</th>\n",
" <th>p4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>najprzytulniejszy</td>\n",
" <td>najprzytulniejszym</td>\n",
" <td>ADJ</td>\n",
" <td>[NEUT, INS, SG]</td>\n",
" <td>NaN</td>\n",
" <td>NEUT</td>\n",
" <td>INS</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>sadystyczny</td>\n",
" <td>sadystycznemu</td>\n",
" <td>ADJ</td>\n",
" <td>[MASC, DAT, SG]</td>\n",
" <td>NaN</td>\n",
" <td>MASC</td>\n",
" <td>DAT</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>wyrzucić</td>\n",
" <td>wyrzucisz</td>\n",
" <td>V</td>\n",
" <td>[FUT, 2, SG]</td>\n",
" <td>NaN</td>\n",
" <td>FUT</td>\n",
" <td>2</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>świat</td>\n",
" <td>świat</td>\n",
" <td>N</td>\n",
" <td>[ACC, SG]</td>\n",
" <td>NaN</td>\n",
" <td>ACC</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Marsjanin</td>\n",
" <td>Marsjanami</td>\n",
" <td>N</td>\n",
" <td>[INS, PL]</td>\n",
" <td>NaN</td>\n",
" <td>INS</td>\n",
" <td>PL</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" source target type props subtype p0 \\\n",
"0 najprzytulniejszy najprzytulniejszym ADJ [NEUT, INS, SG] NaN NEUT \n",
"1 sadystyczny sadystycznemu ADJ [MASC, DAT, SG] NaN MASC \n",
"2 wyrzucić wyrzucisz V [FUT, 2, SG] NaN FUT \n",
"3 świat świat N [ACC, SG] NaN ACC \n",
"4 Marsjanin Marsjanami N [INS, PL] NaN INS \n",
"\n",
" p1 p2 p3 p4 \n",
"0 INS SG None None \n",
"1 DAT SG None None \n",
"2 2 SG None None \n",
"3 SG None None None \n",
"4 PL None None None "
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"import pandas\n",
"\n",
"from collections import defaultdict\n",
"\n",
"\n",
"# Preprocessing the shared task data to a JSON/Dictionary\n",
"fk = defaultdict(dict)\n",
"inti = 0\n",
"for item in f:\n",
" stuff = item.split('\\t')\n",
" fk[inti]['source'] = stuff[0]\n",
" fk[inti]['target'] = stuff[1]\n",
" try:\n",
" fk[inti]['type'],fk[inti]['subtype'] = stuff[2].split(';')[0].split('.')\n",
" except:\n",
" fk[inti]['type'] = stuff[2].split(';')[0]\n",
" \n",
" fk[inti]['props'] = stuff[2].split(';')[1:]\n",
" inti += 1\n",
"\n",
"# Convert a table to Dataframe\n",
"pd = pandas.DataFrame.from_dict(fk,orient='index')\n",
"\n",
"# Gramamtical categories as separate columns p0 to p4\n",
"pd = pd.join(pandas.DataFrame(pd.props.values.tolist()))\n",
"pd.columns = ['source', 'target', 'type', 'props', 'subtype', 'p0', 'p1', 'p2', 'p3', 'p4']\n",
"pd.head()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import string\n",
"import re\n",
"\n",
"# Iterative longest contiguous sequence. No one character matchings\n",
"\n",
"def lcs(s1,s2):\n",
" longest = \"\"\n",
" i = 0\n",
" for x in s1:\n",
" if re.search(x, s2):\n",
" s = x\n",
" while re.search(s, s2):\n",
" if len(s)>len(longest):\n",
" longest = s\n",
" if i+len(s) == len(s1):\n",
" break\n",
" s = s1[i:i+len(s)+1]\n",
" i += 1\n",
" return longest\n",
"\n",
"def iterLCS(pdf):\n",
" sw1 = pdf['source']\n",
" sw2 = pdf['target']\n",
" longList = []\n",
" while True:\n",
" tempVal = lcs(sw1,sw2)\n",
" if len(tempVal) <= 1:\n",
" break\n",
" \n",
" longList.append(tempVal)\n",
" sw1 = sw1.replace(tempVal,'#',1)\n",
" sw2 = sw2.replace(tempVal,'!',1)\n",
" #return [longList,[item for item in sw1.split('#') if len(item) > 0],[item for item in sw2.split('!') if len(item) > 0]]\n",
" pdf['common'] = longList\n",
" pdf['deleted'] = [item for item in sw1.split('#') if len(item) > 0]\n",
" \n",
" if len(pdf['deleted']) == 0:\n",
" pdf['deleted'] = ['ϵ']\n",
" \n",
" pdf['added'] = [item for item in sw2.split('!') if len(item) > 0]\n",
" \n",
" if len(pdf['added']) == 0:\n",
" pdf['added'] = ['ϵ']\n",
" \n",
" return pdf\n",
" \n",
"#iterLCS(newPD2.ix[3,:])"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>source</th>\n",
" <th>target</th>\n",
" <th>type</th>\n",
" <th>props</th>\n",
" <th>subtype</th>\n",
" <th>p0</th>\n",
" <th>p1</th>\n",
" <th>p2</th>\n",
" <th>p3</th>\n",
" <th>p4</th>\n",
" <th>common</th>\n",
" <th>deleted</th>\n",
" <th>added</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>najprzytulniejszy</td>\n",
" <td>najprzytulniejszym</td>\n",
" <td>ADJ</td>\n",
" <td>[NEUT, INS, SG]</td>\n",
" <td>NaN</td>\n",
" <td>NEUT</td>\n",
" <td>INS</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[najprzytulniejszy]</td>\n",
" <td>[ϵ]</td>\n",
" <td>[m]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>sadystyczny</td>\n",
" <td>sadystycznemu</td>\n",
" <td>ADJ</td>\n",
" <td>[MASC, DAT, SG]</td>\n",
" <td>NaN</td>\n",
" <td>MASC</td>\n",
" <td>DAT</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[sadystyczn]</td>\n",
" <td>[y]</td>\n",
" <td>[emu]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>wyrzucić</td>\n",
" <td>wyrzucisz</td>\n",
" <td>V</td>\n",
" <td>[FUT, 2, SG]</td>\n",
" <td>NaN</td>\n",
" <td>FUT</td>\n",
" <td>2</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[wyrzuci]</td>\n",
" <td>[ć]</td>\n",
" <td>[sz]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>świat</td>\n",
" <td>świat</td>\n",
" <td>N</td>\n",
" <td>[ACC, SG]</td>\n",
" <td>NaN</td>\n",
" <td>ACC</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[świat]</td>\n",
" <td>[ϵ]</td>\n",
" <td>[ϵ]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Marsjanin</td>\n",
" <td>Marsjanami</td>\n",
" <td>N</td>\n",
" <td>[INS, PL]</td>\n",
" <td>NaN</td>\n",
" <td>INS</td>\n",
" <td>PL</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[Marsjan]</td>\n",
" <td>[in]</td>\n",
" <td>[ami]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" source target type props subtype p0 \\\n",
"0 najprzytulniejszy najprzytulniejszym ADJ [NEUT, INS, SG] NaN NEUT \n",
"1 sadystyczny sadystycznemu ADJ [MASC, DAT, SG] NaN MASC \n",
"2 wyrzucić wyrzucisz V [FUT, 2, SG] NaN FUT \n",
"3 świat świat N [ACC, SG] NaN ACC \n",
"4 Marsjanin Marsjanami N [INS, PL] NaN INS \n",
"\n",
" p1 p2 p3 p4 common deleted added \n",
"0 INS SG None None [najprzytulniejszy] [ϵ] [m] \n",
"1 DAT SG None None [sadystyczn] [y] [emu] \n",
"2 2 SG None None [wyrzuci] [ć] [sz] \n",
"3 SG None None None [świat] [ϵ] [ϵ] \n",
"4 PL None None None [Marsjan] [in] [ami] "
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%timeit\n",
"newPD2 = pd.apply(iterLCS, axis=1)\n",
"newPD2.head()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mainInd</th>\n",
" <th>subInd</th>\n",
" <th>addedSub</th>\n",
" <th>source</th>\n",
" <th>target</th>\n",
" <th>type</th>\n",
" <th>props</th>\n",
" <th>subtype</th>\n",
" <th>p0</th>\n",
" <th>p1</th>\n",
" <th>p2</th>\n",
" <th>p3</th>\n",
" <th>p4</th>\n",
" <th>common</th>\n",
" <th>deleted</th>\n",
" <th>added</th>\n",
" <th>addObj</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>m</td>\n",
" <td>najprzytulniejszy</td>\n",
" <td>najprzytulniejszym</td>\n",
" <td>ADJ</td>\n",
" <td>[NEUT, INS, SG]</td>\n",
" <td>NaN</td>\n",
" <td>NEUT</td>\n",
" <td>INS</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[najprzytulniejszy]</td>\n",
" <td>[ϵ]</td>\n",
" <td>[m]</td>\n",
" <td>m</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>emu</td>\n",
" <td>sadystyczny</td>\n",
" <td>sadystycznemu</td>\n",
" <td>ADJ</td>\n",
" <td>[MASC, DAT, SG]</td>\n",
" <td>NaN</td>\n",
" <td>MASC</td>\n",
" <td>DAT</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[sadystyczn]</td>\n",
" <td>[y]</td>\n",
" <td>[emu]</td>\n",
" <td>emu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>sz</td>\n",
" <td>wyrzucić</td>\n",
" <td>wyrzucisz</td>\n",
" <td>V</td>\n",
" <td>[FUT, 2, SG]</td>\n",
" <td>NaN</td>\n",
" <td>FUT</td>\n",
" <td>2</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[wyrzuci]</td>\n",
" <td>[ć]</td>\n",
" <td>[sz]</td>\n",
" <td>sz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>ϵ</td>\n",
" <td>świat</td>\n",
" <td>świat</td>\n",
" <td>N</td>\n",
" <td>[ACC, SG]</td>\n",
" <td>NaN</td>\n",
" <td>ACC</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[świat]</td>\n",
" <td>[ϵ]</td>\n",
" <td>[ϵ]</td>\n",
" <td>ϵ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>ami</td>\n",
" <td>Marsjanin</td>\n",
" <td>Marsjanami</td>\n",
" <td>N</td>\n",
" <td>[INS, PL]</td>\n",
" <td>NaN</td>\n",
" <td>INS</td>\n",
" <td>PL</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[Marsjan]</td>\n",
" <td>[in]</td>\n",
" <td>[ami]</td>\n",
" <td>ami</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>ej</td>\n",
" <td>powietrzny</td>\n",
" <td>powietrznej</td>\n",
" <td>ADJ</td>\n",
" <td>[FEM, DAT, SG]</td>\n",
" <td>NaN</td>\n",
" <td>FEM</td>\n",
" <td>DAT</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[powietrzn]</td>\n",
" <td>[y]</td>\n",
" <td>[ej]</td>\n",
" <td>ej</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>ϵ</td>\n",
" <td>śniadać</td>\n",
" <td>śniadać</td>\n",
" <td>V</td>\n",
" <td>[NFIN]</td>\n",
" <td>NaN</td>\n",
" <td>NFIN</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[śniadać]</td>\n",
" <td>[ϵ]</td>\n",
" <td>[ϵ]</td>\n",
" <td>ϵ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>ujący</td>\n",
" <td>bankrutować</td>\n",
" <td>bankrutujący</td>\n",
" <td>V</td>\n",
" <td>[PST, ACT, PL, MASC, HUM]</td>\n",
" <td>PTCP</td>\n",
" <td>PST</td>\n",
" <td>ACT</td>\n",
" <td>PL</td>\n",
" <td>MASC</td>\n",
" <td>HUM</td>\n",
" <td>[bankrut]</td>\n",
" <td>[ować]</td>\n",
" <td>[ujący]</td>\n",
" <td>ujący</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>będą</td>\n",
" <td>chwiać</td>\n",
" <td>będą chwiały</td>\n",
" <td>V</td>\n",
" <td>[FUT, 3, PL]</td>\n",
" <td>NaN</td>\n",
" <td>FUT</td>\n",
" <td>3</td>\n",
" <td>PL</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[chwia]</td>\n",
" <td>[ć]</td>\n",
" <td>[będą , ły]</td>\n",
" <td>będą</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>ły</td>\n",
" <td>chwiać</td>\n",
" <td>będą chwiały</td>\n",
" <td>V</td>\n",
" <td>[FUT, 3, PL]</td>\n",
" <td>NaN</td>\n",
" <td>FUT</td>\n",
" <td>3</td>\n",
" <td>PL</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[chwia]</td>\n",
" <td>[ć]</td>\n",
" <td>[będą , ły]</td>\n",
" <td>ły</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mainInd subInd addedSub source target type \\\n",
"0 0 0 m najprzytulniejszy najprzytulniejszym ADJ \n",
"1 1 0 emu sadystyczny sadystycznemu ADJ \n",
"2 2 0 sz wyrzucić wyrzucisz V \n",
"3 3 0 ϵ świat świat N \n",
"4 4 0 ami Marsjanin Marsjanami N \n",
"5 5 0 ej powietrzny powietrznej ADJ \n",
"6 6 0 ϵ śniadać śniadać V \n",
"7 7 0 ujący bankrutować bankrutujący V \n",
"8 8 0 będą chwiać będą chwiały V \n",
"9 8 1 ły chwiać będą chwiały V \n",
"\n",
" props subtype p0 p1 p2 p3 p4 \\\n",
"0 [NEUT, INS, SG] NaN NEUT INS SG None None \n",
"1 [MASC, DAT, SG] NaN MASC DAT SG None None \n",
"2 [FUT, 2, SG] NaN FUT 2 SG None None \n",
"3 [ACC, SG] NaN ACC SG None None None \n",
"4 [INS, PL] NaN INS PL None None None \n",
"5 [FEM, DAT, SG] NaN FEM DAT SG None None \n",
"6 [NFIN] NaN NFIN None None None None \n",
"7 [PST, ACT, PL, MASC, HUM] PTCP PST ACT PL MASC HUM \n",
"8 [FUT, 3, PL] NaN FUT 3 PL None None \n",
"9 [FUT, 3, PL] NaN FUT 3 PL None None \n",
"\n",
" common deleted added addObj \n",
"0 [najprzytulniejszy] [ϵ] [m] m \n",
"1 [sadystyczn] [y] [emu] emu \n",
"2 [wyrzuci] [ć] [sz] sz \n",
"3 [świat] [ϵ] [ϵ] ϵ \n",
"4 [Marsjan] [in] [ami] ami \n",
"5 [powietrzn] [y] [ej] ej \n",
"6 [śniadać] [ϵ] [ϵ] ϵ \n",
"7 [bankrut] [ować] [ujący] ujący \n",
"8 [chwia] [ć] [będą , ły] będą \n",
"9 [chwia] [ć] [będą , ły] ły "
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Final Table\n",
"b= pandas.DataFrame(newPD2['added'].tolist(),index=newPD2.index).stack().reset_index()\n",
"b.columns = ['mainInd','subInd','addedSub']\n",
"fin = pandas.DataFrame.merge(b,newPD2,left_on='mainInd',right_index=True,how='left')\n",
"fin['addObj'] = ''\n",
"for i,item in fin.iterrows():\n",
" fin.ix[i,'addObj'] = fin.ix[i,'added'][fin.ix[i,'subInd']]\n",
"fin.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"allObjs = fin.groupby('addObj').count().sort_values('added',ascending=False).index"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mainInd</th>\n",
" <th>subInd</th>\n",
" <th>addedSub</th>\n",
" <th>source</th>\n",
" <th>target</th>\n",
" <th>type</th>\n",
" <th>props</th>\n",
" <th>subtype</th>\n",
" <th>p0</th>\n",
" <th>p1</th>\n",
" <th>p2</th>\n",
" <th>p3</th>\n",
" <th>p4</th>\n",
" <th>common</th>\n",
" <th>deleted</th>\n",
" <th>added</th>\n",
" <th>addObj</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>m</td>\n",
" <td>najprzytulniejszy</td>\n",
" <td>najprzytulniejszym</td>\n",
" <td>ADJ</td>\n",
" <td>[NEUT, INS, SG]</td>\n",
" <td>NaN</td>\n",
" <td>NEUT</td>\n",
" <td>INS</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[najprzytulniejszy]</td>\n",
" <td>[ϵ]</td>\n",
" <td>[m]</td>\n",
" <td>m</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>emu</td>\n",
" <td>sadystyczny</td>\n",
" <td>sadystycznemu</td>\n",
" <td>ADJ</td>\n",
" <td>[MASC, DAT, SG]</td>\n",
" <td>NaN</td>\n",
" <td>MASC</td>\n",
" <td>DAT</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[sadystyczn]</td>\n",
" <td>[y]</td>\n",
" <td>[emu]</td>\n",
" <td>emu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>sz</td>\n",
" <td>wyrzucić</td>\n",
" <td>wyrzucisz</td>\n",
" <td>V</td>\n",
" <td>[FUT, 2, SG]</td>\n",
" <td>NaN</td>\n",
" <td>FUT</td>\n",
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" <td>SG</td>\n",
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" <td>None</td>\n",
" <td>[wyrzuci]</td>\n",
" <td>[ć]</td>\n",
" <td>[sz]</td>\n",
" <td>sz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>ϵ</td>\n",
" <td>świat</td>\n",
" <td>świat</td>\n",
" <td>N</td>\n",
" <td>[ACC, SG]</td>\n",
" <td>NaN</td>\n",
" <td>ACC</td>\n",
" <td>SG</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[świat]</td>\n",
" <td>[ϵ]</td>\n",
" <td>[ϵ]</td>\n",
" <td>ϵ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>ami</td>\n",
" <td>Marsjanin</td>\n",
" <td>Marsjanami</td>\n",
" <td>N</td>\n",
" <td>[INS, PL]</td>\n",
" <td>NaN</td>\n",
" <td>INS</td>\n",
" <td>PL</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[Marsjan]</td>\n",
" <td>[in]</td>\n",
" <td>[ami]</td>\n",
" <td>ami</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mainInd subInd addedSub source target type \\\n",
"0 0 0 m najprzytulniejszy najprzytulniejszym ADJ \n",
"1 1 0 emu sadystyczny sadystycznemu ADJ \n",
"2 2 0 sz wyrzucić wyrzucisz V \n",
"3 3 0 ϵ świat świat N \n",
"4 4 0 ami Marsjanin Marsjanami N \n",
"\n",
" props subtype p0 p1 p2 p3 p4 common \\\n",
"0 [NEUT, INS, SG] NaN NEUT INS SG None None [najprzytulniejszy] \n",
"1 [MASC, DAT, SG] NaN MASC DAT SG None None [sadystyczn] \n",
"2 [FUT, 2, SG] NaN FUT 2 SG None None [wyrzuci] \n",
"3 [ACC, SG] NaN ACC SG None None None [świat] \n",
"4 [INS, PL] NaN INS PL None None None [Marsjan] \n",
"\n",
" deleted added addObj \n",
"0 [ϵ] [m] m \n",
"1 [y] [emu] emu \n",
"2 [ć] [sz] sz \n",
"3 [ϵ] [ϵ] ϵ \n",
"4 [in] [ami] ami "
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"workingMod = pandas.DataFrame.copy(fin,deep=True)\n",
"workingMod.head()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"from copy import deepcopy\n",
"lattices = list()\n",
"\n",
"for item in allObjs:\n",
" words = workingMod[workingMod['addObj']==item]['source'].unique()\n",
" tempLat = workingMod[workingMod['source'].isin(words)]\n",
" workingMod = workingMod[~workingMod['source'].isin(words)]\n",
" lattices.append(tempLat)\n",
"\n",
"lattices = [item for item in lattices if len(item) > 0 ]\n"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"281"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(lattices)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1742 :: 985 :: 771 :: 570 :: 436 :: 457 :: 246 :: 305 :: 300 :: 105 :: 273 :: 144 :: 223 :: 44 :: 162 :: 146 :: 113 :: 82 :: 101 :: 491 :: 93 :: 128 :: 389 :: 69 :: 281 :: 182 :: 69 :: 116 :: 35 :: 47 :: 18 :: 5 :: 6 :: 29 :: 49 :: 58 :: 2 :: 9 :: 21 :: 32 :: 36 :: 68 :: 33 :: 27 :: 27 :: 24 :: 23 :: 26 :: 23 :: 21 :: 24 :: 25 :: 21 :: 25 :: 16 :: 19 :: 18 :: 9 :: 6 :: 18 :: 2 :: 8 :: 39 :: 8 :: 6 :: 9 :: 8 :: 1 :: 21 :: 4 :: 7 :: 19 :: 14 :: 2 :: 15 :: 2 :: 10 :: 12 :: 2 :: 12 :: 7 :: 1 :: 2 :: 7 :: 7 :: 12 :: 6 :: 2 :: 8 :: 5 :: 6 :: 8 :: 1 :: 6 :: 10 :: 13 :: 5 :: 5 :: 7 :: 1 :: 1 :: 2 :: 7 :: 4 :: 4 :: 5 :: 3 :: 9 :: 1 :: 5 :: 3 :: 6 :: 4 :: 1 :: 3 :: 1 :: 5 :: 1 :: 1 :: 6 :: 5 :: 3 :: 5 :: 8 :: 2 :: 7 :: 5 :: 1 :: 5 :: 4 :: 2 :: 5 :: 2 :: 2 :: 2 :: 1 :: 3 :: 1 :: 1 :: 4 :: 1 :: 1 :: 2 :: 2 :: 2 :: 5 :: 1 :: 1 :: 2 :: 3 :: 3 :: 2 :: 1 :: 2 :: 3 :: 3 :: 5 :: 1 :: 1 :: 3 :: 3 :: 1 :: 3 :: 1 :: 1 :: 4 :: 3 :: 2 :: 1 :: 1 :: 3 :: 1 :: 1 :: 1 :: 2 :: 2 :: 1 :: 5 :: 1 :: 1 :: 2 :: 2 :: 2 :: 1 :: 2 :: 2 :: 3 :: 2 :: 2 :: 1 :: 3 :: 1 :: 4 :: 3 :: 3 :: 1 :: 1 :: 2 :: 1 :: 1 :: 1 :: 3 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 3 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 2 :: 1 :: 1 :: 2 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 2 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 2 :: 1 :: 1 :: 1 :: 3 :: 1 :: 2 :: 1 :: 1 :: 2 :: 1 :: 3 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 1 :: 2 :: 1 :: 2 :: 1 :: 2 :: 1 :: 2 :: 1 :: 1 :: 1 :: "
]
}
],
"source": [
"for i in lattices:\n",
" print(i.shape[0],end=' :: ')\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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" <td>[in]</td>\n",
" <td>[ami]</td>\n",
" <td>ami</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>ej</td>\n",
" <td>powietrzny</td>\n",
" <td>powietrznej</td>\n",
" <td>ADJ</td>\n",
" <td>[FEM, DAT, SG]</td>\n",
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" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>ϵ</td>\n",
" <td>śniadać</td>\n",
" <td>śniadać</td>\n",
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" <td>None</td>\n",
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" <td>[ϵ]</td>\n",
" <td>[ϵ]</td>\n",
" <td>ϵ</td>\n",
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" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>ujący</td>\n",
" <td>bankrutować</td>\n",
" <td>bankrutujący</td>\n",
" <td>V</td>\n",
" <td>[PST, ACT, PL, MASC, HUM]</td>\n",
" <td>PTCP</td>\n",
" <td>PST</td>\n",
" <td>ACT</td>\n",
" <td>PL</td>\n",
" <td>MASC</td>\n",
" <td>HUM</td>\n",
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" <td>[ujący]</td>\n",
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" <tr>\n",
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" <td>będą</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>8</td>\n",
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" <td>PL</td>\n",
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" <tr>\n",
" <th>10</th>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>om</td>\n",
" <td>bijekcja</td>\n",
" <td>bijekcjom</td>\n",
" <td>N</td>\n",
" <td>[DAT, PL]</td>\n",
" <td>NaN</td>\n",
" <td>DAT</td>\n",
" <td>PL</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[bijekcj]</td>\n",
" <td>[a]</td>\n",
" <td>[om]</td>\n",
" <td>om</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>e</td>\n",
" <td>wpływowy</td>\n",
" <td>wpływowe</td>\n",
" <td>ADJ</td>\n",
" <td>[ACC, PL]</td>\n",
" <td>NaN</td>\n",
" <td>ACC</td>\n",
" <td>PL</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>[wpływow]</td>\n",
" <td>[y]</td>\n",
" <td>[e]</td>\n",
" <td>e</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mainInd subInd addedSub source target type \\\n",
"0 0 0 m najprzytulniejszy najprzytulniejszym ADJ \n",
"1 1 0 emu sadystyczny sadystycznemu ADJ \n",
"2 2 0 sz wyrzucić wyrzucisz V \n",
"3 3 0 ϵ świat świat N \n",
"4 4 0 ami Marsjanin Marsjanami N \n",
"5 5 0 ej powietrzny powietrznej ADJ \n",
"6 6 0 ϵ śniadać śniadać V \n",
"7 7 0 ujący bankrutować bankrutujący V \n",
"8 8 0 będą chwiać będą chwiały V \n",
"9 8 1 ły chwiać będą chwiały V \n",
"10 9 0 om bijekcja bijekcjom N \n",
"11 10 0 e wpływowy wpływowe ADJ \n",
"\n",
" props subtype p0 p1 p2 p3 p4 \\\n",
"0 [NEUT, INS, SG] NaN NEUT INS SG None None \n",
"1 [MASC, DAT, SG] NaN MASC DAT SG None None \n",
"2 [FUT, 2, SG] NaN FUT 2 SG None None \n",
"3 [ACC, SG] NaN ACC SG None None None \n",
"4 [INS, PL] NaN INS PL None None None \n",
"5 [FEM, DAT, SG] NaN FEM DAT SG None None \n",
"6 [NFIN] NaN NFIN None None None None \n",
"7 [PST, ACT, PL, MASC, HUM] PTCP PST ACT PL MASC HUM \n",
"8 [FUT, 3, PL] NaN FUT 3 PL None None \n",
"9 [FUT, 3, PL] NaN FUT 3 PL None None \n",
"10 [DAT, PL] NaN DAT PL None None None \n",
"11 [ACC, PL] NaN ACC PL None None None \n",
"\n",
" common deleted added addObj \n",
"0 [najprzytulniejszy] [ϵ] [m] m \n",
"1 [sadystyczn] [y] [emu] emu \n",
"2 [wyrzuci] [ć] [sz] sz \n",
"3 [świat] [ϵ] [ϵ] ϵ \n",
"4 [Marsjan] [in] [ami] ami \n",
"5 [powietrzn] [y] [ej] ej \n",
"6 [śniadać] [ϵ] [ϵ] ϵ \n",
"7 [bankrut] [ować] [ujący] ujący \n",
"8 [chwia] [ć] [będą , ły] będą \n",
"9 [chwia] [ć] [będą , ły] ły \n",
"10 [bijekcj] [a] [om] om \n",
"11 [wpływow] [y] [e] e "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fin.head(12)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# No need to look further"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" <th>m</th>\n",
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" <td>476</td>\n",
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" <td>397</td>\n",
" <td>194</td>\n",
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" <td>397</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ej</th>\n",
" <td>313</td>\n",
" <td>313</td>\n",
" <td>313</td>\n",
" <td>313</td>\n",
" <td>313</td>\n",
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" <td>313</td>\n",
" <td>313</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ch</th>\n",
" <td>289</td>\n",
" <td>289</td>\n",
" <td>289</td>\n",
" <td>289</td>\n",
" <td>289</td>\n",
" <td>289</td>\n",
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" <td>92</td>\n",
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" <td>289</td>\n",
" <td>289</td>\n",
" <td>289</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ą</th>\n",
" <td>192</td>\n",
" <td>192</td>\n",
" <td>192</td>\n",
" <td>192</td>\n",
" <td>192</td>\n",
" <td>192</td>\n",
" <td>0</td>\n",
" <td>192</td>\n",
" <td>192</td>\n",
" <td>192</td>\n",
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" <td>192</td>\n",
" <td>192</td>\n",
" <td>192</td>\n",
" </tr>\n",
" <tr>\n",
" <th>emu</th>\n",
" <td>184</td>\n",
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" <td>116</td>\n",
" <td>116</td>\n",
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" <td>104</td>\n",
" <td>104</td>\n",
" </tr>\n",
" <tr>\n",
" <th>i</th>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
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" <td>0</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
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" <tr>\n",
" <th>cy</th>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ym</th>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>10</td>\n",
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" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>y</th>\n",
" <td>4</td>\n",
" <td>4</td>\n",
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" <td>1</td>\n",
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" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ych</th>\n",
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" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
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" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ymi</th>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
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" <td>0</td>\n",
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" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>an</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
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" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>li</th>\n",
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" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
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" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu</th>\n",
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" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
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" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dzy</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
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" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>zy</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ci</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ko</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>kiej</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
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" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>go</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eni</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>j</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mainInd subInd source type target props subtype 0 1 \\\n",
"addedSub \n",
"m 476 476 476 476 476 476 0 476 476 \n",
"e 400 400 400 400 400 400 0 400 400 \n",
"ego 397 397 397 397 397 397 0 397 397 \n",
"ej 313 313 313 313 313 313 0 313 313 \n",
"ch 289 289 289 289 289 289 0 289 289 \n",
"ą 192 192 192 192 192 192 0 192 192 \n",
"emu 184 184 184 184 184 184 0 184 184 \n",
"a 116 116 116 116 116 116 0 116 116 \n",
"mi 104 104 104 104 104 104 0 104 104 \n",
"i 76 76 76 76 76 76 0 76 76 \n",
"cy 14 14 14 14 14 14 0 14 14 \n",
"ym 10 10 10 10 10 10 0 10 10 \n",
"y 4 4 4 4 4 4 0 4 4 \n",
"ych 4 4 4 4 4 4 0 4 4 \n",
"ymi 3 3 3 3 3 3 0 3 3 \n",
"an 2 2 2 2 2 2 0 2 2 \n",
"li 2 2 2 2 2 2 0 2 2 \n",
"mu 2 2 2 2 2 2 0 2 2 \n",
"dzy 1 1 1 1 1 1 0 1 1 \n",
"zy 1 1 1 1 1 1 0 1 1 \n",
"ci 1 1 1 1 1 1 0 1 1 \n",
"ko 1 1 1 1 1 1 0 1 1 \n",
"kiej 1 1 1 1 1 1 0 1 1 \n",
"go 1 1 1 1 1 1 0 1 1 \n",
"eni 1 1 1 1 1 1 0 1 1 \n",
"j 1 1 1 1 1 1 0 1 1 \n",
"\n",
" 2 3 4 common deleted added \n",
"addedSub \n",
"m 370 0 0 476 476 476 \n",
"e 184 0 0 400 400 400 \n",
"ego 397 194 0 397 397 397 \n",
"ej 313 0 0 313 313 313 \n",
"ch 92 92 0 289 289 289 \n",
"ą 192 0 0 192 192 192 \n",
"emu 184 0 0 184 184 184 \n",
"a 116 0 0 116 116 116 \n",
"mi 0 0 0 104 104 104 \n",
"i 76 76 0 76 76 76 \n",
"cy 14 14 0 14 14 14 \n",
"ym 10 0 0 10 10 10 \n",
"y 4 1 0 4 4 4 \n",
"ych 1 1 0 4 4 4 \n",
"ymi 0 0 0 3 3 3 \n",
"an 0 0 0 2 2 2 \n",
"li 2 2 0 2 2 2 \n",
"mu 2 0 0 2 2 2 \n",
"dzy 1 1 0 1 1 1 \n",
"zy 1 1 0 1 1 1 \n",
"ci 1 1 0 1 1 1 \n",
"ko 1 0 0 1 1 1 \n",
"kiej 1 0 0 1 1 1 \n",
"go 1 0 0 1 1 1 \n",
"eni 1 1 0 1 1 1 \n",
"j 1 0 0 1 1 1 "
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fin[fin['type']=='ADJ'].groupby(['addedSub']).count().sort_values('added',ascending=False).head(200)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
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" <td>176</td>\n",
" <td>0</td>\n",
" <td>176</td>\n",
" <td>176</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>176</td>\n",
" <td>176</td>\n",
" <td>176</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FEM</th>\n",
" <th>a</th>\n",
" <td>116</td>\n",
" <td>116</td>\n",
" <td>116</td>\n",
" <td>116</td>\n",
" <td>116</td>\n",
" <td>116</td>\n",
" <td>0</td>\n",
" <td>116</td>\n",
" <td>116</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>116</td>\n",
" <td>116</td>\n",
" <td>116</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NOM</th>\n",
" <th>e</th>\n",
" <td>109</td>\n",
" <td>109</td>\n",
" <td>109</td>\n",
" <td>109</td>\n",
" <td>109</td>\n",
" <td>109</td>\n",
" <td>0</td>\n",
" <td>109</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>109</td>\n",
" <td>109</td>\n",
" <td>109</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ACC</th>\n",
" <th>e</th>\n",
" <td>107</td>\n",
" <td>107</td>\n",
" <td>107</td>\n",
" <td>107</td>\n",
" <td>107</td>\n",
" <td>107</td>\n",
" <td>0</td>\n",
" <td>107</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>107</td>\n",
" <td>107</td>\n",
" <td>107</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DAT</th>\n",
" <th>m</th>\n",
" <td>106</td>\n",
" <td>106</td>\n",
" <td>106</td>\n",
" <td>106</td>\n",
" <td>106</td>\n",
" <td>106</td>\n",
" <td>0</td>\n",
" <td>106</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>106</td>\n",
" <td>106</td>\n",
" <td>106</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GEN</th>\n",
" <th>ch</th>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>0</td>\n",
" <td>104</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INS</th>\n",
" <th>mi</th>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>0</td>\n",
" <td>104</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" <td>104</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NEUT</th>\n",
" <th>ego</th>\n",
" <td>97</td>\n",
" <td>97</td>\n",
" <td>97</td>\n",
" <td>97</td>\n",
" <td>97</td>\n",
" <td>97</td>\n",
" <td>0</td>\n",
" <td>97</td>\n",
" <td>97</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>97</td>\n",
" <td>97</td>\n",
" <td>97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ESS</th>\n",
" <th>ch</th>\n",
" <td>93</td>\n",
" <td>93</td>\n",
" <td>93</td>\n",
" <td>93</td>\n",
" <td>93</td>\n",
" <td>93</td>\n",
" <td>0</td>\n",
" <td>93</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>93</td>\n",
" <td>93</td>\n",
" <td>93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MASC</th>\n",
" <th>emu</th>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>0</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NEUT</th>\n",
" <th>emu</th>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>0</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"4\" valign=\"top\">MASC</th>\n",
" <th>ch</th>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>0</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>0</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>i</th>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>0</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>0</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" <td>76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>cy</th>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ym</th>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NEUT</th>\n",
" <th>ym</th>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MASC</th>\n",
" <th>y</th>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INS</th>\n",
" <th>ymi</th>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GEN</th>\n",
" <th>ych</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">MASC</th>\n",
" <th>li</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dzy</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ci</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">NEUT</th>\n",
" <th>mu</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ko</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INS</th>\n",
" <th>an</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">MASC</th>\n",
" <th>ych</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>zy</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DAT</th>\n",
" <th>an</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MASC</th>\n",
" <th>mu</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ESS</th>\n",
" <th>ych</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FEM</th>\n",
" <th>j</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">MASC</th>\n",
" <th>go</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eni</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FEM</th>\n",
" <th>kiej</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mainInd subInd source type target props subtype 1 \\\n",
"0 addedSub \n",
"FEM ej 313 313 313 313 313 313 0 313 \n",
"MASC ego 300 300 300 300 300 300 0 300 \n",
" m 194 194 194 194 194 194 0 194 \n",
"FEM ą 192 192 192 192 192 192 0 192 \n",
"NEUT e 184 184 184 184 184 184 0 184 \n",
" m 176 176 176 176 176 176 0 176 \n",
"FEM a 116 116 116 116 116 116 0 116 \n",
"NOM e 109 109 109 109 109 109 0 109 \n",
"ACC e 107 107 107 107 107 107 0 107 \n",
"DAT m 106 106 106 106 106 106 0 106 \n",
"GEN ch 104 104 104 104 104 104 0 104 \n",
"INS mi 104 104 104 104 104 104 0 104 \n",
"NEUT ego 97 97 97 97 97 97 0 97 \n",
"ESS ch 93 93 93 93 93 93 0 93 \n",
"MASC emu 92 92 92 92 92 92 0 92 \n",
"NEUT emu 92 92 92 92 92 92 0 92 \n",
"MASC ch 92 92 92 92 92 92 0 92 \n",
" i 76 76 76 76 76 76 0 76 \n",
" cy 14 14 14 14 14 14 0 14 \n",
" ym 6 6 6 6 6 6 0 6 \n",
"NEUT ym 4 4 4 4 4 4 0 4 \n",
"MASC y 4 4 4 4 4 4 0 4 \n",
"INS ymi 3 3 3 3 3 3 0 3 \n",
"GEN ych 2 2 2 2 2 2 0 2 \n",
"MASC li 2 2 2 2 2 2 0 2 \n",
" dzy 1 1 1 1 1 1 0 1 \n",
" ci 1 1 1 1 1 1 0 1 \n",
"NEUT mu 1 1 1 1 1 1 0 1 \n",
" ko 1 1 1 1 1 1 0 1 \n",
"INS an 1 1 1 1 1 1 0 1 \n",
"MASC ych 1 1 1 1 1 1 0 1 \n",
" zy 1 1 1 1 1 1 0 1 \n",
"DAT an 1 1 1 1 1 1 0 1 \n",
"MASC mu 1 1 1 1 1 1 0 1 \n",
"ESS ych 1 1 1 1 1 1 0 1 \n",
"FEM j 1 1 1 1 1 1 0 1 \n",
"MASC go 1 1 1 1 1 1 0 1 \n",
" eni 1 1 1 1 1 1 0 1 \n",
"FEM kiej 1 1 1 1 1 1 0 1 \n",
"\n",
" 2 3 4 common deleted added \n",
"0 addedSub \n",
"FEM ej 313 0 0 313 313 313 \n",
"MASC ego 300 194 0 300 300 300 \n",
" m 194 0 0 194 194 194 \n",
"FEM ą 192 0 0 192 192 192 \n",
"NEUT e 184 0 0 184 184 184 \n",
" m 176 0 0 176 176 176 \n",
"FEM a 116 0 0 116 116 116 \n",
"NOM e 0 0 0 109 109 109 \n",
"ACC e 0 0 0 107 107 107 \n",
"DAT m 0 0 0 106 106 106 \n",
"GEN ch 0 0 0 104 104 104 \n",
"INS mi 0 0 0 104 104 104 \n",
"NEUT ego 97 0 0 97 97 97 \n",
"ESS ch 0 0 0 93 93 93 \n",
"MASC emu 92 0 0 92 92 92 \n",
"NEUT emu 92 0 0 92 92 92 \n",
"MASC ch 92 92 0 92 92 92 \n",
" i 76 76 0 76 76 76 \n",
" cy 14 14 0 14 14 14 \n",
" ym 6 0 0 6 6 6 \n",
"NEUT ym 4 0 0 4 4 4 \n",
"MASC y 4 1 0 4 4 4 \n",
"INS ymi 0 0 0 3 3 3 \n",
"GEN ych 0 0 0 2 2 2 \n",
"MASC li 2 2 0 2 2 2 \n",
" dzy 1 1 0 1 1 1 \n",
" ci 1 1 0 1 1 1 \n",
"NEUT mu 1 0 0 1 1 1 \n",
" ko 1 0 0 1 1 1 \n",
"INS an 0 0 0 1 1 1 \n",
"MASC ych 1 1 0 1 1 1 \n",
" zy 1 1 0 1 1 1 \n",
"DAT an 0 0 0 1 1 1 \n",
"MASC mu 1 0 0 1 1 1 \n",
"ESS ych 0 0 0 1 1 1 \n",
"FEM j 1 0 0 1 1 1 \n",
"MASC go 1 0 0 1 1 1 \n",
" eni 1 1 0 1 1 1 \n",
"FEM kiej 1 0 0 1 1 1 "
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fin[fin['type']=='ADJ'].groupby([0,'addedSub']).count().sort_values('mainInd',ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 888 ms, sys: 68 ms, total: 956 ms\n",
"Wall time: 882 ms\n"
]
}
],
"source": [
"%%time\n",
"import jellyfish\n",
"\n",
"edVal = dict()\n",
"edList = dict()\n",
"\n",
"for item in verbs:\n",
" edVal[item] = 1000\n",
" edList[item] = list()\n",
" for stuff in verbs:\n",
" if item != stuff:\n",
" nVal = jellyfish.levenshtein_distance(item,stuff)\n",
" if nVal < edVal[item]:\n",
" edVal[item] = nVal\n",
" edList[item] = list()\n",
" edList[item].append(stuff)\n",
" elif nVal == edVal[item]:\n",
" edList[item].append(stuff)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{u'abonowa\\u0107': [u'sabotowa\\u0107'],\n",
" u'analizowa\\u0107': [u'nalewa\\u0107',\n",
" u'jonizowa\\u0107',\n",
" u'zalogowa\\u0107',\n",
" u'atakowa\\u0107',\n",
" u'mulczowa\\u0107',\n",
" u'nazywa\\u0107',\n",
" u'organizowa\\u0107',\n",
" u'galopowa\\u0107',\n",
" u'znajdowa\\u0107'],\n",
" u'atakowa\\u0107': [u'smakowa\\u0107'],\n",
" u'bada\\u0107': [u'pada\\u0107', u'gada\\u0107', u'zada\\u0107', u'jada\\u0107'],\n",
" u'bangla\\u0107': [u'bada\\u0107',\n",
" u'obala\\u0107',\n",
" u'panowa\\u0107',\n",
" u'gugla\\u0107'],\n",
" u'bankrutowa\\u0107': [u'\\u017cartowa\\u0107', u'konkurowa\\u0107'],\n",
" u'bawi\\u0107': [u'gasi\\u0107',\n",
" u'obali\\u0107',\n",
" u'broi\\u0107',\n",
" u'\\u0142azi\\u0107',\n",
" u'razi\\u0107',\n",
" u'dawa\\u0107',\n",
" u'pali\\u0107',\n",
" u'bada\\u0107',\n",
" u'zabi\\u0107'],\n",
" u'bawi\\u0107 si\\u0119': [u'jawi\\u0107 si\\u0119'],\n",
" u'betonowa\\u0107': [u'abonowa\\u0107', u'imponowa\\u0107'],\n",
" u'be\\u0142ta\\u0107': [u'pe\\u0142za\\u0107'],\n",
" u'bluzga\\u0107': [u'mruga\\u0107', u'liza\\u0107', u'bucha\\u0107'],\n",
" u'bohatyrn\\u0105\\u0107': [u'dotkn\\u0105\\u0107',\n",
" u'wygarn\\u0105\\u0107',\n",
" u'stygn\\u0105\\u0107'],\n",
" u'boja\\u0107 si\\u0119': [u'\\u015bmia\\u0107 si\\u0119',\n",
" u'goli\\u0107 si\\u0119',\n",
" u'poci\\u0107 si\\u0119',\n",
" u'l\\u0119ka\\u0107 si\\u0119',\n",
" u'bawi\\u0107 si\\u0119',\n",
" u'waha\\u0107 si\\u0119',\n",
" u'pojawi\\u0107 si\\u0119'],\n",
" u'bredzi\\u0107': [u'brudzi\\u0107', u'brodzi\\u0107'],\n",
" u'brodzi\\u0107': [u'brudzi\\u0107', u'urodzi\\u0107', u'bredzi\\u0107'],\n",
" u'broi\\u0107': [u'broni\\u0107', u'kroi\\u0107'],\n",
" u'broni\\u0107': [u'broi\\u0107'],\n",
" u'brudzi\\u0107': [u'budzi\\u0107', u'bredzi\\u0107', u'brodzi\\u0107'],\n",
" u'brz\\u0119cze\\u0107': [u'krzycze\\u0107'],\n",
" u'bucha\\u0107': [u'rucha\\u0107'],\n",
" u'budzi\\u0107': [u'\\u0142udzi\\u0107', u'brudzi\\u0107'],\n",
" u'burzy\\u0107': [u'zburzy\\u0107'],\n",
" u'b\\u0119bni\\u0107': [u'broni\\u0107'],\n",
" u'b\\u0142yska\\u0107': [u'parska\\u0107',\n",
" u'iska\\u0107',\n",
" u'p\\u0142aka\\u0107',\n",
" u'po\\u0142yka\\u0107',\n",
" u's\\u0142ysze\\u0107'],\n",
" u'b\\u0142\\u0105dzi\\u0107': [u's\\u0105dzi\\u0107',\n",
" u'\\u0142udzi\\u0107',\n",
" u'budzi\\u0107',\n",
" u'brudzi\\u0107',\n",
" u'bredzi\\u0107',\n",
" u'brodzi\\u0107',\n",
" u'rz\\u0105dzi\\u0107'],\n",
" u'ca\\u0142owa\\u0107': [u'\\u017ca\\u0142owa\\u0107'],\n",
" u'cedzi\\u0107': [u's\\u0105dzi\\u0107',\n",
" u'\\u015bledzi\\u0107',\n",
" u'\\u0142udzi\\u0107',\n",
" u'budzi\\u0107',\n",
" u'je\\u017adzi\\u0107',\n",
" u'radzi\\u0107',\n",
" u'bredzi\\u0107',\n",
" u'p\\u0119dzi\\u0107',\n",
" u'ceni\\u0107'],\n",
" u'ceni\\u0107': [u'oceni\\u0107'],\n",
" u'chadza\\u0107': [u'charka\\u0107'],\n",
" u'charka\\u0107': [u'chadza\\u0107', u'sarka\\u0107', u'smarka\\u0107'],\n",
" u'chcie\\u0107': [u'chwia\\u0107'],\n",
" u'che\\u0142pi\\u0107 si\\u0119': [u'czai\\u0107 si\\u0119',\n",
" u'gapi\\u0107 si\\u0119'],\n",
" u'chowa\\u0107': [u'schowa\\u0107'],\n",
" u'chroni\\u0107': [u'broni\\u0107', u'chrzci\\u0107', u'poroni\\u0107'],\n",
" u'chrzci\\u0107': [u'chroni\\u0107'],\n",
" u'chwali\\u0107': [u'chwia\\u0107',\n",
" u'czai\\u0107',\n",
" u'obali\\u0107',\n",
" u'ocali\\u0107',\n",
" u'pali\\u0107',\n",
" u'chrzci\\u0107',\n",
" u'zapali\\u0107',\n",
" u'kwili\\u0107',\n",
" u'chroni\\u0107',\n",
" u'krwawi\\u0107',\n",
" u'chowa\\u0107'],\n",
" u'chwia\\u0107': [u'chcie\\u0107', u'wia\\u0107', u'chowa\\u0107'],\n",
" u'ch\\u0142epta\\u0107': [u'chwia\\u0107',\n",
" u'chadza\\u0107',\n",
" u'czesa\\u0107',\n",
" u'czerpa\\u0107',\n",
" u'be\\u0142ta\\u0107',\n",
" u'schlebia\\u0107',\n",
" u'z\\u0142apa\\u0107',\n",
" u'ca\\u0142owa\\u0107',\n",
" u'czyta\\u0107',\n",
" u'czeka\\u0107',\n",
" u'charka\\u0107',\n",
" u'chowa\\u0107'],\n",
" u'ciec': [u'rzec'],\n",
" u'cofa\\u0107': [u'ola\\u0107',\n",
" u'wo\\u0142a\\u0107',\n",
" u'ufa\\u0107',\n",
" u'chowa\\u0107',\n",
" u'doda\\u0107'],\n",
" u'cudzo\\u0142o\\u017cy\\u0107': [u'za\\u0142o\\u017cy\\u0107',\n",
" u'z\\u0142o\\u017cy\\u0107'],\n",
" u'cytowa\\u0107': [u'edytowa\\u0107',\n",
" u'gotowa\\u0107',\n",
" u'notowa\\u0107',\n",
" u'lutowa\\u0107',\n",
" u'ratowa\\u0107',\n",
" u'ca\\u0142owa\\u0107',\n",
" u'chowa\\u0107'],\n",
" u'czai\\u0107': [u'czyni\\u0107', u'czu\\u0107', u'ceni\\u0107', u'zabi\\u0107'],\n",
" u'czai\\u0107 si\\u0119': [u'goli\\u0107 si\\u0119',\n",
" u'poci\\u0107 si\\u0119',\n",
" u'bawi\\u0107 si\\u0119',\n",
" u'jawi\\u0107 si\\u0119',\n",
" u'gapi\\u0107 si\\u0119'],\n",
" u'czeka\\u0107': [u'czesa\\u0107'],\n",
" u'czerpa\\u0107': [u'czesa\\u0107',\n",
" u'zerwa\\u0107',\n",
" u'zerka\\u0107',\n",
" u'czeka\\u0107'],\n",
" u'czesa\\u0107': [u'czeka\\u0107'],\n",
" u'czezn\\u0105\\u0107': [u'wi\\u0119zn\\u0105\\u0107',\n",
" u'grz\\u0119zn\\u0105\\u0107',\n",
" u'czyni\\u0107',\n",
" u'czesa\\u0107',\n",
" u'wdepn\\u0105\\u0107',\n",
" u'czerpa\\u0107',\n",
" u'ceni\\u0107',\n",
" u'jebn\\u0105\\u0107',\n",
" u'czeka\\u0107',\n",
" u'marzn\\u0105\\u0107'],\n",
" u'czu\\u0107': [u'czai\\u0107',\n",
" u'uczy\\u0107',\n",
" u'psu\\u0107',\n",
" u'\\u017cu\\u0107',\n",
" u'plu\\u0107',\n",
" u'szczu\\u0107',\n",
" u'obu\\u0107',\n",
" u'k\\u0142u\\u0107'],\n",
" u'czyni\\u0107': [u'czai\\u0107',\n",
" u'odczyni\\u0107',\n",
" u'czy\\u015bci\\u0107',\n",
" u'ceni\\u0107',\n",
" u'czyta\\u0107'],\n",
" u'czyta\\u0107': [u'rzyga\\u0107',\n",
" u'pyta\\u0107',\n",
" u'czyni\\u0107',\n",
" u'czesa\\u0107',\n",
" u'czeka\\u0107'],\n",
" u'czy\\u015bci\\u0107': [u'czyni\\u0107'],\n",
" u'dawa\\u0107': [u'kara\\u0107',\n",
" u'dyma\\u0107',\n",
" u'drga\\u0107',\n",
" u'oddawa\\u0107',\n",
" u'pada\\u0107',\n",
" u'dba\\u0107',\n",
" u'sapa\\u0107',\n",
" u'gada\\u0107',\n",
" u'd\\u0105sa\\u0107',\n",
" u'bada\\u0107',\n",
" u'zada\\u0107',\n",
" u'hasa\\u0107',\n",
" u'jada\\u0107',\n",
" u'bawi\\u0107',\n",
" u'dodawa\\u0107',\n",
" u'kaja\\u0107',\n",
" u'trwa\\u0107',\n",
" u'gdaka\\u0107',\n",
" u'drapa\\u0107',\n",
" u'dzia\\u0107',\n",
" u'duma\\u0107',\n",
" u'taja\\u0107',\n",
" u'lata\\u0107',\n",
" u'stawa\\u0107',\n",
" u'\\u0142ama\\u0107',\n",
" u'doda\\u0107'],\n",
" u'dba\\u0107': [u'doby\\u0107',\n",
" u'zby\\u0107',\n",
" u'dyma\\u0107',\n",
" u'drga\\u0107',\n",
" u'sra\\u0107',\n",
" u'r\\u0105ba\\u0107',\n",
" u'dawa\\u0107',\n",
" u'd\\u0105sa\\u0107',\n",
" u'zna\\u0107',\n",
" u'ola\\u0107',\n",
" u'\\u0107pa\\u0107',\n",
" u'wia\\u0107',\n",
" u'odda\\u0107',\n",
" u'dzia\\u0107',\n",
" u'doi\\u0107',\n",
" u'gna\\u0107',\n",
" u'duma\\u0107',\n",
" u'obu\\u0107',\n",
" u'pra\\u0107',\n",
" u'zia\\u0107',\n",
" u'ufa\\u0107',\n",
" u'doda\\u0107'],\n",
" u'dedykowa\\u0107': [u'edytowa\\u0107'],\n",
" u'dementowa\\u0107': [u'zdementowa\\u0107'],\n",
" u'denerwowa\\u0107': [u'obserwowa\\u0107', u'dementowa\\u0107'],\n",
" u'diagnozowa\\u0107': [u'zdiagnozowa\\u0107'],\n",
" u'dmucha\\u0107': [u'macha\\u0107',\n",
" u'rucha\\u0107',\n",
" u'bucha\\u0107',\n",
" u's\\u0142ucha\\u0107'],\n",
" u'doby\\u0107': [u'do\\u017cy\\u0107'],\n",
" u'docenia\\u0107': [u'ocenia\\u0107'],\n",
" u'dochodzi\\u0107': [u'pochodzi\\u0107'],\n",
" u'dodawa\\u0107': [u'oddawa\\u0107',\n",
" u'dawa\\u0107',\n",
" u'dostawa\\u0107',\n",
" u'doda\\u0107'],\n",
" u'doda\\u0107': [u'doby\\u0107',\n",
" u'cofa\\u0107',\n",
" u'dyma\\u0107',\n",
" u'drga\\u0107',\n",
" u'pada\\u0107',\n",
" u'dba\\u0107',\n",
" u'dawa\\u0107',\n",
" u'\\u017c\\u0105da\\u0107',\n",
" u'gada\\u0107',\n",
" u'd\\u0105sa\\u0107',\n",
" u'bada\\u0107',\n",
" u'zada\\u0107',\n",
" u'ola\\u0107',\n",
" u'jada\\u0107',\n",
" u'dodawa\\u0107',\n",
" u'wo\\u0142a\\u0107',\n",
" u'odda\\u0107',\n",
" u'dzia\\u0107',\n",
" u'doi\\u0107',\n",
" u'duma\\u0107',\n",
" u'dosra\\u0107',\n",
" u'do\\u017cy\\u0107'],\n",
" u'dodzwoni\\u0107 si\\u0119': [u'rozwija\\u0107 si\\u0119',\n",
" u'ogoli\\u0107 si\\u0119',\n",
" u'pojawi\\u0107 si\\u0119',\n",
" u'modli\\u0107 si\\u0119'],\n",
" u'doi\\u0107': [u'koi\\u0107', u'poi\\u0107'],\n",
" u'dojrze\\u0107': [u'gorze\\u0107'],\n",
" u'dokona\\u0107': [u'pokona\\u0107'],\n",
" u'dokonywa\\u0107': [u'dokona\\u0107'],\n",
" u'doprowadza\\u0107': [u'poprowadzi\\u0107'],\n",
" u'dosi\\u0119gn\\u0105\\u0107': [u'd\\u017awign\\u0105\\u0107'],\n",
" u'dosra\\u0107': [u'sra\\u0107',\n",
" u'd\\u0105sa\\u0107',\n",
" u'pobra\\u0107',\n",
" u'doda\\u0107'],\n",
" u'dostarcza\\u0107': [u'wystarcza\\u0107'],\n",
" u'dostawa\\u0107': [u'wydostawa\\u0107',\n",
" u'dodawa\\u0107',\n",
" u'zostawi\\u0107',\n",
" u'stawa\\u0107',\n",
" u'wstawa\\u0107'],\n",
" u'dotkn\\u0105\\u0107': [u'po\\u0142kn\\u0105\\u0107'],\n",
" u'dotyka\\u0107': [u'po\\u0142yka\\u0107'],\n",
" u'dowodzi\\u0107': [u'dochodzi\\u0107'],\n",
" u'do\\u017cy\\u0107': [u'doby\\u0107'],\n",
" u'drapa\\u0107': [u'drga\\u0107',\n",
" u'wraca\\u0107',\n",
" u'dawa\\u0107',\n",
" u'sapa\\u0107',\n",
" u'kraka\\u0107',\n",
" u'z\\u0142apa\\u0107'],\n",
" u'dra\\u017cni\\u0107': [u'razi\\u0107',\n",
" u'dr\\u017ce\\u0107',\n",
" u'broni\\u0107',\n",
" u'traci\\u0107',\n",
" u'grabi\\u0107',\n",
" u'radzi\\u0107',\n",
" u'opr\\xf3\\u017cni\\u0107',\n",
" u'drapa\\u0107'],\n",
" u'drga\\u0107': [u'mruga\\u0107',\n",
" u'dyma\\u0107',\n",
" u'sra\\u0107',\n",
" u'dr\\u017ce\\u0107',\n",
" u'dba\\u0107',\n",
" u'dawa\\u0107',\n",
" u'd\\u0105sa\\u0107',\n",
" u'g\\u0119ga\\u0107',\n",
" u'trwa\\u0107',\n",
" u'drapa\\u0107',\n",
" u'dzia\\u0107',\n",
" u'duma\\u0107',\n",
" u'pra\\u0107',\n",
" u'doda\\u0107'],\n",
" u'drukowa\\u0107': [u'drylowa\\u0107'],\n",
" u'drylowa\\u0107': [u'drukowa\\u0107'],\n",
" u'drzema\\u0107': [u'grzeba\\u0107', u'trzyma\\u0107'],\n",
" u'dr\\u0119czy\\u0107': [u'm\\u0119czy\\u0107', u'dupczy\\u0107'],\n",
" u'dr\\u017ce\\u0107': [u'r\\u017ce\\u0107'],\n",
" u'duma\\u0107': [u'dyma\\u0107', u'kuma\\u0107'],\n",
" u'dupczy\\u0107': [u'uczy\\u0107', u'wydupczy\\u0107', u'dr\\u0119czy\\u0107'],\n",
" u'dusi\\u0107': [u'kusi\\u0107'],\n",
" u'dyma\\u0107': [u'dymi\\u0107', u'duma\\u0107'],\n",
" u'dymi\\u0107': [u'dyma\\u0107'],\n",
" u'dysze\\u0107': [u'rycze\\u0107', u's\\u0142ysze\\u0107'],\n",
" u'dzia\\u0107': [u'zia\\u0107'],\n",
" u'dzia\\u0142a\\u0107': [u'dzioba\\u0107', u'dzia\\u0107'],\n",
" u'dzier\\u017cy\\u0107': [u'mierzy\\u0107'],\n",
" u'dzioba\\u0107': [u'dzia\\u0142a\\u0107', u'dzia\\u0107'],\n",
" u'dziwi\\u0107': [u'dzia\\u0107'],\n",
" u'dzi\\u0119kowa\\u0107': [u'zimowa\\u0107',\n",
" u'drukowa\\u0107',\n",
" u'dzioba\\u0107',\n",
" u'dedykowa\\u0107'],\n",
" u'd\\u0105sa\\u0107': [u'k\\u0105sa\\u0107'],\n",
" u'd\\u017awiga\\u0107': [u'd\\u017awign\\u0105\\u0107'],\n",
" u'd\\u017awign\\u0105\\u0107': [u'd\\u017awiga\\u0107'],\n",
" u'edytowa\\u0107': [u'cytowa\\u0107', u'dedykowa\\u0107'],\n",
" u'egzaminowa\\u0107': [u'szanowa\\u0107'],\n",
" u'eksperymentowa\\u0107': [u'eksportowa\\u0107'],\n",
" u'eksportowa\\u0107': [u'kserowa\\u0107', u'ripostowa\\u0107'],\n",
" u'esemesowa\\u0107': [u'symulowa\\u0107',\n",
" u'smakowa\\u0107',\n",
" u'kserowa\\u0107',\n",
" u'numerowa\\u0107',\n",
" u'zdementowa\\u0107',\n",
" u'dementowa\\u0107'],\n",
" u'filmowa\\u0107': [u'zimowa\\u0107'],\n",
" u'fruwa\\u0107': [u'mruga\\u0107', u'trwa\\u0107', u'usuwa\\u0107'],\n",
" u'gada\\u0107': [u'pada\\u0107', u'bada\\u0107', u'zada\\u0107', u'jada\\u0107'],\n",
" u'galopowa\\u0107': [u'zalogowa\\u0107'],\n",
" u'gapi\\u0107 si\\u0119': [u'goli\\u0107 si\\u0119',\n",
" u'bawi\\u0107 si\\u0119',\n",
" u'jawi\\u0107 si\\u0119'],\n",
" u'gasi\\u0107': [u'nosi\\u0107',\n",
" u'\\u0142azi\\u0107',\n",
" u'razi\\u0107',\n",
" u'goni\\u0107',\n",
" u'pali\\u0107',\n",
" u'gada\\u0107',\n",
" u'hasa\\u0107',\n",
" u'kusi\\u0107',\n",
" u'bawi\\u0107',\n",
" u'grabi\\u0107',\n",
" u'goli\\u0107',\n",
" u'zabi\\u0107',\n",
" u'gni\\u0107',\n",
" u'kosi\\u0107',\n",
" u'dusi\\u0107'],\n",
" u'gaworzy\\u0107': [u'tworzy\\u0107', u'otworzy\\u0107'],\n",
" u'gdaka\\u0107': [u'skaka\\u0107',\n",
" u'dawa\\u0107',\n",
" u'gada\\u0107',\n",
" u'p\\u0142aka\\u0107',\n",
" u'kraka\\u0107'],\n",
" u'gin\\u0105\\u0107': [u'lgn\\u0105\\u0107',\n",
" u'sun\\u0105\\u0107',\n",
" u'goni\\u0107',\n",
" u'ton\\u0105\\u0107',\n",
" u'pi\\u0105\\u0107',\n",
" u'gni\\u0107',\n",
" u'gna\\u0107',\n",
" u'run\\u0105\\u0107',\n",
" u'nikn\\u0105\\u0107',\n",
" u'mkn\\u0105\\u0107'],\n",
" u'gna\\u0107': [u'zna\\u0107', u'gni\\u0107'],\n",
" u'gni\\u0107': [u'\\u015bni\\u0107', u'goni\\u0107', u'gna\\u0107'],\n",
" u'goli\\u0107': [u'goni\\u0107'],\n",
" u'goli\\u0107 si\\u0119': [u'ogoli\\u0107 si\\u0119'],\n",
" u'goni\\u0107': [u'goli\\u0107', u'gni\\u0107'],\n",
" u'googlowa\\u0107': [u'gotowa\\u0107', u'g\\u0142osowa\\u0107', u'polowa\\u0107'],\n",
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" u'mordowa\\u0107': [u'marnowa\\u0107', u'zamordowa\\u0107'],\n",
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" u'rycze\\u0107'],\n",
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" u'mrze\\u0107': [u'umrze\\u0107'],\n",
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" u'notowa\\u0107': [u'gotowa\\u0107'],\n",
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" u'oceni\\u0107': [u'ocenia\\u0107', u'ceni\\u0107'],\n",
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" u'pokazywa\\u0107': [u'wskazywa\\u0107', u'pokaza\\u0107', u'pokrywa\\u0107'],\n",
" u'pokona\\u0107': [u'dokona\\u0107'],\n",
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" u'poprawi\\u0107': [u'poprawia\\u0107'],\n",
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" u'poroni\\u0107',\n",
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" u'poprzedza\\u0107': [u'pogrzeba\\u0107', u'uprzedzi\\u0107'],\n",
" u'poroni\\u0107': [u'broni\\u0107',\n",
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" u'zweryfikowa\\u0107': [u'zaryzykowa\\u0107', u'identyfikowa\\u0107'],\n",
" u'zwymy\\u015bla\\u0107': [u'wymy\\u015bla\\u0107'],\n",
" u'z\\u0142ama\\u0107': [u'z\\u0142apa\\u0107',\n",
" u'k\\u0142ama\\u0107',\n",
" u'\\u0142ama\\u0107'],\n",
" u'z\\u0142apa\\u0107': [u'z\\u0142ama\\u0107'],\n",
" u'z\\u0142o\\u017cy\\u0107': [u'za\\u0142o\\u017cy\\u0107'],\n",
" u'z\\u0142upi\\u0107': [u'zgubi\\u0107', u'z\\u0142apa\\u0107'],\n",
" u'\\u0107pa\\u0107': [u'sra\\u0107',\n",
" u'dba\\u0107',\n",
" u'sapa\\u0107',\n",
" u'sypa\\u0107',\n",
" u'zna\\u0107',\n",
" u'ola\\u0107',\n",
" u'wia\\u0107',\n",
" u'gna\\u0107',\n",
" u'pra\\u0107',\n",
" u'zia\\u0107',\n",
" u'ufa\\u0107'],\n",
" u'\\u0107wiczy\\u0107': [u'uczy\\u0107',\n",
" u'm\\u0119czy\\u0107',\n",
" u'tworzy\\u0107',\n",
" u'dupczy\\u0107',\n",
" u'ta\\u0144czy\\u0107',\n",
" u'leczy\\u0107',\n",
" u'moczy\\u0107',\n",
" u'znaczy\\u0107',\n",
" u'\\u017cyczy\\u0107',\n",
" u'w\\u0119szy\\u0107',\n",
" u'dr\\u0119czy\\u0107'],\n",
" u'\\u0142adowa\\u0107': [u'parowa\\u0107',\n",
" u'kapowa\\u0107',\n",
" u'harowa\\u0107',\n",
" u'panowa\\u0107',\n",
" u'ratowa\\u0107',\n",
" u'\\u017ca\\u0142owa\\u0107',\n",
" u'ca\\u0142owa\\u0107',\n",
" u'hamowa\\u0107'],\n",
" u'\\u0142akn\\u0105\\u0107': [u'zamkn\\u0105\\u0107',\n",
" u'p\\u0119kn\\u0105\\u0107',\n",
" u'nikn\\u0105\\u0107',\n",
" u'mkn\\u0105\\u0107'],\n",
" u'\\u0142ama\\u0107': [u'z\\u0142ama\\u0107', u'k\\u0142ama\\u0107'],\n",
" u'\\u0142azi\\u0107': [u'razi\\u0107'],\n",
" u'\\u0142udzi\\u0107': [u'budzi\\u0107'],\n",
" u'\\u015bci\\u0105ga\\u0107': [u'\\u015bniada\\u0107',\n",
" u'\\u015bpiewa\\u0107',\n",
" u'zbiega\\u0107',\n",
" u'ucieka\\u0107',\n",
" u'obci\\u0105\\u017ca\\u0107'],\n",
" u'\\u015bledzi\\u0107': [u'bredzi\\u0107', u'cedzi\\u0107'],\n",
" u'\\u015bmia\\u0107 si\\u0119': [u'boja\\u0107 si\\u0119',\n",
" u'umy\\u0107 si\\u0119',\n",
" u'umawia\\u0107 si\\u0119',\n",
" u'l\\u0119ka\\u0107 si\\u0119',\n",
" u'waha\\u0107 si\\u0119',\n",
" u'my\\u0107 si\\u0119'],\n",
" u'\\u015bmierdzie\\u0107': [u'twierdzi\\u0107',\n",
" u'siedzie\\u0107',\n",
" u'mierzi\\u0107'],\n",
" u'\\u015bmieszkowa\\u0107': [u'mieszka\\u0107'],\n",
" u'\\u015bniada\\u0107': [u'siada\\u0107'],\n",
" u'\\u015bni\\u0107': [u'gni\\u0107'],\n",
" u'\\u015bpieszy\\u0107': [u'mierzy\\u0107',\n",
" u'pieprzy\\u0107',\n",
" u'\\u015bpiewa\\u0107',\n",
" u'grzeszy\\u0107',\n",
" u'spieprzy\\u0107',\n",
" u'miesza\\u0107',\n",
" u'pocieszy\\u0107'],\n",
" u'\\u015bpiewa\\u0107': [u'miewa\\u0107', u'ziewa\\u0107'],\n",
" u'\\u015bwierzbi\\u0107': [u'twierdzi\\u0107', u'mierzi\\u0107'],\n",
" u'\\u017cartowa\\u0107': [u'parowa\\u0107',\n",
" u'marnowa\\u0107',\n",
" u'harowa\\u0107',\n",
" u'parkowa\\u0107',\n",
" u'ratowa\\u0107',\n",
" u'\\u017ca\\u0142owa\\u0107',\n",
" u'haftowa\\u0107'],\n",
" u'\\u017ca\\u0142owa\\u0107': [u'ca\\u0142owa\\u0107'],\n",
" u'\\u017cu\\u0107': [u'\\u017cy\\u0107'],\n",
" u'\\u017cyczy\\u0107': [u'uczy\\u0107',\n",
" u'm\\u0119czy\\u0107',\n",
" u'po\\u017cyczy\\u0107',\n",
" u'leczy\\u0107',\n",
" u'moczy\\u0107',\n",
" u'rycze\\u0107'],\n",
" u'\\u017cy\\u0107': [u'ty\\u0107', u'\\u017cu\\u0107', u'my\\u0107', u'wy\\u0107'],\n",
" u'\\u017c\\u0105da\\u0107': [u'r\\u0105ba\\u0107',\n",
" u'pada\\u0107',\n",
" u'gada\\u0107',\n",
" u'd\\u0105sa\\u0107',\n",
" u'bada\\u0107',\n",
" u'zada\\u0107',\n",
" u'po\\u017c\\u0105da\\u0107',\n",
" u'jada\\u0107',\n",
" u'odda\\u0107',\n",
" u'j\\u0105ka\\u0107',\n",
" u'k\\u0105sa\\u0107',\n",
" u'doda\\u0107']}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"edList"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>source</th>\n",
" <th>inf</th>\n",
" <th>pos</th>\n",
" <th>num</th>\n",
" <th>case</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>aaltopelti</td>\n",
" <td>aaltopellit</td>\n",
" <td>N</td>\n",
" <td>PL</td>\n",
" <td>NOM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>aamupuku</td>\n",
" <td>aamupuvut</td>\n",
" <td>N</td>\n",
" <td>PL</td>\n",
" <td>NOM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>äänennopeus</td>\n",
" <td>äänennopeudet</td>\n",
" <td>N</td>\n",
" <td>PL</td>\n",
" <td>NOM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>aasianmarmorimurri</td>\n",
" <td>aasianmarmorimurrit</td>\n",
" <td>N</td>\n",
" <td>PL</td>\n",
" <td>NOM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>aasinmaksaruoho</td>\n",
" <td>aasinmaksaruohot</td>\n",
" <td>N</td>\n",
" <td>PL</td>\n",
" <td>NOM</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" source inf pos num case\n",
"9 aaltopelti aaltopellit N PL NOM\n",
"21 aamupuku aamupuvut N PL NOM\n",
"27 äänennopeus äänennopeudet N PL NOM\n",
"50 aasianmarmorimurri aasianmarmorimurrit N PL NOM\n",
"58 aasinmaksaruoho aasinmaksaruohot N PL NOM"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"# Ignore the statements below\n",
"nouns = pd[pd['pos']=='N'].dropna(axis=1)\n",
"nouns.groupby(['num','case']).count()\n",
"pd[pd['pos']=='N'].dropna(axis=1)\n",
"nouns[(nouns['num']=='PL') &(nouns['case']=='NOM') ].head(5)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 19min 56s, sys: 6min 29s, total: 26min 26s\n",
"Wall time: 26min 27s\n"
]
}
],
"source": [
"%%time\n",
"rw3= pandas.DataFrame()\n",
"transM = pandas.DataFrame()\n",
"for i,item in pd.iterrows():\n",
" charPairs = list()\n",
" sourLen = len(item['source'])\n",
" for j,chara in enumerate(item['source']):\n",
" charPairs.append([i,chara,j+1,(sourLen - j)*-1])\n",
" \n",
" tempDF = pandas.DataFrame.from_records(charPairs,columns=['indi','chara','lpos','rpos'])\n",
" tempTrans = pandas.merge(tempDF, tempDF,how='outer',on='indi')\n",
" tempTrans = tempTrans[(tempTrans['chara_x'] != tempTrans['chara_y']) | (tempTrans['lpos_x'] != tempTrans['lpos_y']) | (tempTrans['rpos_x'] != tempTrans['rpos_y']) ]\n",
" \n",
" try:\n",
" transM = transM.append(tempTrans)\n",
" except:\n",
" transM = pandas.DataFrame(tempTrans)\n",
" \n",
" try:\n",
" rw3 = rw3.append(tempDF)\n",
" except NameError:\n",
" rw3 = pandas.DataFrame(tempDF)\n",
" print(rw3)\n",
" \n",
"rw3 = rw3.reset_index(drop=True)\n",
"rw3"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"transM.to_csv('transM.csv')\n",
"rw3.to_csv('sourceVector.csv')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def lcs(SB,TB):\n",
" S = SB\n",
" T = TB\n",
" m = len(S)\n",
" n = len(T)\n",
" \n",
" \n",
" globList = list()\n",
" \n",
" while True:\n",
" lcs_set = set()\n",
" lcsList = list()\n",
" counter = [[0]*(n+1) for x in range(m+1)]\n",
" longest = 0\n",
" for i in range(m):\n",
" for j in range(n):\n",
" if S[i] == T[j]:\n",
" c = counter[i][j] + 1\n",
" counter[i+1][j+1] = c\n",
" if c > longest:\n",
" lcs_set = set()\n",
" longest = c\n",
" lcs_set.add(S[i-c+1:i+1])\n",
" elif c == longest:\n",
" lcs_set.add(S[i-c+1:i+1])\n",
" \n",
" lcsList = list(lcs_set) \n",
" globList.extend(lcsList)\n",
" if len(lcs_set) == 0:\n",
" break\n",
" for item in lcsList:\n",
" S = S.replace(item,'_',1)\n",
" T = T.replace(item,'$',1)\n",
" m = len(S)\n",
" n = len(T)\n",
" \n",
" return [item for item in globList if len(item) > 1] "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1min 1s, sys: 0 ns, total: 1min 1s\n",
"Wall time: 1min 1s\n"
]
}
],
"source": [
"%%time\n",
"rw4= pandas.DataFrame()\n",
"for i,item in pd.iterrows():\n",
" charPairs = list()\n",
" maxSeq = lcs(item['source'],item['inf'])\n",
"\n",
" str1,str2 = item['source'],item['inf']\n",
"\n",
" for pat in maxSeq:\n",
" str1 = str1.replace(pat,'$'*len(pat),1)\n",
" str2 = str2.replace(pat,'_'*len(pat),1)\n",
" str1Rems = [stuff for stuff in str1.split('$') if len(stuff) > 0]\n",
" str2Rems = [stuff for stuff in str2.split('_') if len(stuff) > 0]\n",
" for indx,chara in enumerate(str1):\n",
" if chara != '$':\n",
" if (len(str1)-indx)*-1 < 0:\n",
" charPairs.append([i,'del',chara,indx+1,(len(str1)-indx)*-1])\n",
" else:\n",
" charPairs.append([i,'del',chara,indx+1,((len(str1)-indx)*-1)+1])\n",
" for indx,chara in enumerate(str2):\n",
" if chara != '_':\n",
" if (len(str1)-indx)*-1 < 0:\n",
" charPairs.append([i,'ins',chara,indx+1,(len(str1)-indx)*-1])\n",
" else:\n",
" charPairs.append([i,'ins',chara,indx+1,((len(str1)-indx)*-1)+1])\n",
" tempDF = pandas.DataFrame.from_records(charPairs,columns=['indi','opn','chara','lpos','rpos'])\n",
"\n",
" try:\n",
" rw4 = rw4.append(tempDF)\n",
" except NameError:\n",
" rw4 = pandas.DataFrame(tempDF)\n",
" print(rw4)\n",
"\n",
"#rw4 = rw4.reset_index(drop=True)\n",
"rw4.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>indi</th>\n",
" <th>opn</th>\n",
" <th>chara</th>\n",
" <th>lpos</th>\n",
" <th>rpos</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.0</td>\n",
" <td>del</td>\n",
" <td>ä</td>\n",
" <td>9.0</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.0</td>\n",
" <td>ins</td>\n",
" <td>k</td>\n",
" <td>9.0</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.0</td>\n",
" <td>ins</td>\n",
" <td>ö</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.0</td>\n",
" <td>ins</td>\n",
" <td>ö</td>\n",
" <td>11.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.0</td>\n",
" <td>ins</td>\n",
" <td>n</td>\n",
" <td>12.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.0</td>\n",
" <td>del</td>\n",
" <td>ä</td>\n",
" <td>9.0</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.0</td>\n",
" <td>ins</td>\n",
" <td>m</td>\n",
" <td>9.0</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.0</td>\n",
" <td>ins</td>\n",
" <td>ä</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.0</td>\n",
" <td>ins</td>\n",
" <td>i</td>\n",
" <td>11.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.0</td>\n",
" <td>ins</td>\n",
" <td>s</td>\n",
" <td>12.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1.0</td>\n",
" <td>ins</td>\n",
" <td>i</td>\n",
" <td>13.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>1.0</td>\n",
" <td>ins</td>\n",
" <td>l</td>\n",
" <td>14.0</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>1.0</td>\n",
" <td>ins</td>\n",
" <td>l</td>\n",
" <td>15.0</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>1.0</td>\n",
" <td>ins</td>\n",
" <td>ä</td>\n",
" <td>16.0</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>1.0</td>\n",
" <td>ins</td>\n",
" <td>ä</td>\n",
" <td>17.0</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>1.0</td>\n",
" <td>ins</td>\n",
" <td>n</td>\n",
" <td>18.0</td>\n",
" <td>9.0</td>\n",
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" <tr>\n",
" <th>0</th>\n",
" <td>2.0</td>\n",
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" <td>s</td>\n",
" <td>14.0</td>\n",
" <td>-1.0</td>\n",
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" <td>2.0</td>\n",
" <td>ins</td>\n",
" <td>k</td>\n",
" <td>14.0</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2.0</td>\n",
" <td>ins</td>\n",
" <td>s</td>\n",
" <td>15.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2.0</td>\n",
" <td>ins</td>\n",
" <td>i</td>\n",
" <td>16.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2.0</td>\n",
" <td>ins</td>\n",
" <td>l</td>\n",
" <td>17.0</td>\n",
" <td>3.0</td>\n",
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" <tr>\n",
" <th>5</th>\n",
" <td>2.0</td>\n",
" <td>ins</td>\n",
" <td>l</td>\n",
" <td>18.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2.0</td>\n",
" <td>ins</td>\n",
" <td>a</td>\n",
" <td>19.0</td>\n",
" <td>5.0</td>\n",
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" <tr>\n",
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" <td>k</td>\n",
" <td>7.0</td>\n",
" <td>-2.0</td>\n",
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" <td>3.0</td>\n",
" <td>ins</td>\n",
" <td>a</td>\n",
" <td>8.0</td>\n",
" <td>-1.0</td>\n",
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" <th>4</th>\n",
" <td>3.0</td>\n",
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" <td>1.0</td>\n",
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" <tr>\n",
" <th>5</th>\n",
" <td>3.0</td>\n",
" <td>ins</td>\n",
" <td>n</td>\n",
" <td>10.0</td>\n",
" <td>2.0</td>\n",
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" <tr>\n",
" <th>6</th>\n",
" <td>3.0</td>\n",
" <td>ins</td>\n",
" <td>a</td>\n",
" <td>11.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>12687.0</td>\n",
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" <td>12687.0</td>\n",
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" <tr>\n",
" <th>0</th>\n",
" <td>12688.0</td>\n",
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" <td>7.0</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>12688.0</td>\n",
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" <td>12688.0</td>\n",
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" <td>1.0</td>\n",
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" <td>12688.0</td>\n",
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" <td>9.0</td>\n",
" <td>2.0</td>\n",
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" <tr>\n",
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" <td>12688.0</td>\n",
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" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>12689.0</td>\n",
" <td>del</td>\n",
" <td>t</td>\n",
" <td>6.0</td>\n",
" <td>-2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>12689.0</td>\n",
" <td>del</td>\n",
" <td>a</td>\n",
" <td>7.0</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>12689.0</td>\n",
" <td>ins</td>\n",
" <td>n</td>\n",
" <td>6.0</td>\n",
" <td>-2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>12689.0</td>\n",
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" <td>-1.0</td>\n",
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" <tr>\n",
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" <td>12689.0</td>\n",
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" <td>8.0</td>\n",
" <td>1.0</td>\n",
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" <tr>\n",
" <th>5</th>\n",
" <td>12689.0</td>\n",
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" <td>t</td>\n",
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" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
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" <td>ins</td>\n",
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" <td>9.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>12690.0</td>\n",
" <td>ins</td>\n",
" <td>t</td>\n",
" <td>10.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>12690.0</td>\n",
" <td>ins</td>\n",
" <td>a</td>\n",
" <td>11.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>12691.0</td>\n",
" <td>del</td>\n",
" <td>i</td>\n",
" <td>6.0</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>12691.0</td>\n",
" <td>ins</td>\n",
" <td>e</td>\n",
" <td>6.0</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>12691.0</td>\n",
" <td>ins</td>\n",
" <td>i</td>\n",
" <td>7.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>12691.0</td>\n",
" <td>ins</td>\n",
" <td>h</td>\n",
" <td>8.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>12691.0</td>\n",
" <td>ins</td>\n",
" <td>i</td>\n",
" <td>9.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>12691.0</td>\n",
" <td>ins</td>\n",
" <td>n</td>\n",
" <td>10.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>12692.0</td>\n",
" <td>del</td>\n",
" <td>t</td>\n",
" <td>6.0</td>\n",
" <td>-2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>12692.0</td>\n",
" <td>del</td>\n",
" <td>a</td>\n",
" <td>7.0</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>12692.0</td>\n",
" <td>ins</td>\n",
" <td>n</td>\n",
" <td>6.0</td>\n",
" <td>-2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>12692.0</td>\n",
" <td>ins</td>\n",
" <td>n</td>\n",
" <td>7.0</td>\n",
" <td>-1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>12692.0</td>\n",
" <td>ins</td>\n",
" <td>e</td>\n",
" <td>8.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>12692.0</td>\n",
" <td>ins</td>\n",
" <td>t</td>\n",
" <td>9.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>12692.0</td>\n",
" <td>ins</td>\n",
" <td>t</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>12692.0</td>\n",
" <td>ins</td>\n",
" <td>e</td>\n",
" <td>11.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>60651 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" indi opn chara lpos rpos\n",
"0 0.0 del ä 9.0 -1.0\n",
"1 0.0 ins k 9.0 -1.0\n",
"2 0.0 ins ö 10.0 1.0\n",
"3 0.0 ins ö 11.0 2.0\n",
"4 0.0 ins n 12.0 3.0\n",
"0 1.0 del ä 9.0 -1.0\n",
"1 1.0 ins m 9.0 -1.0\n",
"2 1.0 ins ä 10.0 1.0\n",
"3 1.0 ins i 11.0 2.0\n",
"4 1.0 ins s 12.0 3.0\n",
"5 1.0 ins i 13.0 4.0\n",
"6 1.0 ins l 14.0 5.0\n",
"7 1.0 ins l 15.0 6.0\n",
"8 1.0 ins ä 16.0 7.0\n",
"9 1.0 ins ä 17.0 8.0\n",
"10 1.0 ins n 18.0 9.0\n",
"0 2.0 del s 14.0 -1.0\n",
"1 2.0 ins k 14.0 -1.0\n",
"2 2.0 ins s 15.0 1.0\n",
"3 2.0 ins i 16.0 2.0\n",
"4 2.0 ins l 17.0 3.0\n",
"5 2.0 ins l 18.0 4.0\n",
"6 2.0 ins a 19.0 5.0\n",
"0 3.0 del a 7.0 -2.0\n",
"1 3.0 del s 8.0 -1.0\n",
"2 3.0 ins k 7.0 -2.0\n",
"3 3.0 ins a 8.0 -1.0\n",
"4 3.0 ins i 9.0 1.0\n",
"5 3.0 ins n 10.0 2.0\n",
"6 3.0 ins a 11.0 3.0\n",
".. ... ... ... ... ...\n",
"4 12687.0 ins t 11.0 3.0\n",
"5 12687.0 ins a 12.0 4.0\n",
"0 12688.0 del i 7.0 -1.0\n",
"1 12688.0 ins e 7.0 -1.0\n",
"2 12688.0 ins i 8.0 1.0\n",
"3 12688.0 ins n 9.0 2.0\n",
"4 12688.0 ins a 10.0 3.0\n",
"0 12689.0 del t 6.0 -2.0\n",
"1 12689.0 del a 7.0 -1.0\n",
"2 12689.0 ins n 6.0 -2.0\n",
"3 12689.0 ins n 7.0 -1.0\n",
"4 12689.0 ins e 8.0 1.0\n",
"5 12689.0 ins t 9.0 2.0\n",
"0 12690.0 ins t 9.0 1.0\n",
"1 12690.0 ins t 10.0 2.0\n",
"2 12690.0 ins a 11.0 3.0\n",
"0 12691.0 del i 6.0 -1.0\n",
"1 12691.0 ins e 6.0 -1.0\n",
"2 12691.0 ins i 7.0 1.0\n",
"3 12691.0 ins h 8.0 2.0\n",
"4 12691.0 ins i 9.0 3.0\n",
"5 12691.0 ins n 10.0 4.0\n",
"0 12692.0 del t 6.0 -2.0\n",
"1 12692.0 del a 7.0 -1.0\n",
"2 12692.0 ins n 6.0 -2.0\n",
"3 12692.0 ins n 7.0 -1.0\n",
"4 12692.0 ins e 8.0 1.0\n",
"5 12692.0 ins t 9.0 2.0\n",
"6 12692.0 ins t 10.0 3.0\n",
"7 12692.0 ins e 11.0 4.0\n",
"\n",
"[60651 rows x 5 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rw4"
]
}
],
"metadata": {
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