1495 lines
59 KiB
Text
1495 lines
59 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import newsource.libword as libword\n",
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"import math\n",
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"from decimal import *\n",
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"import pandas as pd\n",
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"from collections import OrderedDict as odict\n",
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"\n",
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"datadir = \"./3classdata\"\n",
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"window = 3\n",
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"resolution = 50\n",
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"shift = 3"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<module 'newsource.libword' from '/_old/UNITO/lezioni/YearI/SecondSem/BDM/progetto/newsource/libword.py'>"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import importlib\n",
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"importlib.reload(libword)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"# read files from given directory\n",
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"def readDatadir(datadir):\n",
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" import glob\n",
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" frames = odict()\n",
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" for dfile in glob.glob(datadir+\"/*/*.csv\"):\n",
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" tmp = libword.read_csv(dfile)\n",
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" cord, numb = dfile.strip(datadir+'/').strip('.csv').split('/')\n",
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" frames[(cord, int(numb))] = tmp\n",
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" return frames"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"372"
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"originalDfs = readDatadir(datadir)\n",
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"len(originalDfs)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"scrolled": true
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"outputs": [
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
|
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"source": [
|
|
"list(originalDfs.keys())"
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|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
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|
"source": [
|
|
"# normalize between [-1,1]\n",
|
|
"normalizeDfs = odict()\n",
|
|
"for k, df in originalDfs.items():\n",
|
|
" normalizeDfs[k] = libword.normalize(df)"
|
|
]
|
|
},
|
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{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# discretize on a gaussian interval of 2*resolution steps\n",
|
|
"discretizeDfs = dict()\n",
|
|
"interval = libword.gaussian_interval(resolution)\n",
|
|
"discretizeDfs = libword.parallel(target=libword.discretize, iterable=normalizeDfs, \n",
|
|
" interval=interval, how=\"left\", n=12)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"#print(interval)\n",
|
|
"#discretizeDfs[0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# extract words from dataset (from window,shift given)\n",
|
|
"wordDfs = libword.parallel(target=libword.rolling_window, iterable=discretizeDfs,\n",
|
|
" w=window, s=shift, n=12)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# TF: on single columns (monovariate series) of each dataframe\n",
|
|
"# associate each series with its 3 most frequent words (according to TF)\n",
|
|
"tf_Dfs = libword.parallel(target=libword.extract_words, iterable=wordDfs, \n",
|
|
" how=libword.text_freq, n=12)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#tf_Dfs[0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
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"<div>\n",
|
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"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
|
" }\n",
|
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"\n",
|
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" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
|
|
" }\n",
|
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"\n",
|
|
" .dataframe thead th {\n",
|
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" 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>0</th>\n",
|
|
" <th>1</th>\n",
|
|
" <th>2</th>\n",
|
|
" <th>3</th>\n",
|
|
" <th>4</th>\n",
|
|
" <th>5</th>\n",
|
|
" <th>6</th>\n",
|
|
" <th>7</th>\n",
|
|
" <th>8</th>\n",
|
|
" <th>9</th>\n",
|
|
" <th>10</th>\n",
|
|
" <th>11</th>\n",
|
|
" <th>12</th>\n",
|
|
" <th>13</th>\n",
|
|
" <th>14</th>\n",
|
|
" <th>15</th>\n",
|
|
" <th>16</th>\n",
|
|
" <th>17</th>\n",
|
|
" <th>18</th>\n",
|
|
" <th>19</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -0.46898)</td>\n",
|
|
" <td>(0.36759, 0.43642, 0.51224)</td>\n",
|
|
" <td>(0.46898, 0.19116, -0.10077)</td>\n",
|
|
" <td>(0.58036, 0.31892, -0.01583)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.06726, 0.06726, 0.51224)</td>\n",
|
|
" <td>(-0.14360, -0.13620, 0.15881)</td>\n",
|
|
" <td>(0.22710, 0.20859, 0.01583)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.33375, 0.29221)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.51224, 0.51224, 0.58036)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.46898, 0.15881, 0.46898)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-0.16663, 0.24694, 0.05422)</td>\n",
|
|
" <td>(0.43642, 0.30513, 0.40993)</td>\n",
|
|
" <td>(-0.33375, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -0.19116, -0.12174)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-0.04776, -0.21769, -0.19975)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.38737)</td>\n",
|
|
" <td>(-1.00000, -0.58036, -0.26847)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-0.14360, -0.16663, -0.10077)</td>\n",
|
|
" <td>(0.51224, 0.38737, 0.28002)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>(0.51224, 0.33375, 0.04133)</td>\n",
|
|
" <td>(0.26847, 0.05422, -0.10077)</td>\n",
|
|
" <td>(0.58036, 0.40993, 0.18279)</td>\n",
|
|
" <td>(0.51224, 0.46898, 0.31892)</td>\n",
|
|
" <td>(-0.13620, -0.29221, 0.06726)</td>\n",
|
|
" <td>(0.25747, 0.13620, 0.06726)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -0.58036)</td>\n",
|
|
" <td>(0.43642, 0.46898, 0.46898)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-0.34987, -0.40993, -0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.03492, -0.40993, -1.00000)</td>\n",
|
|
" <td>(-0.16663, 0.05422, 0.25747)</td>\n",
|
|
" <td>(0.03492, -0.31892, -1.00000)</td>\n",
|
|
" <td>(-0.58036, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.08049, 0.06072, -0.36759)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>(-0.02218, -0.24694, -0.43642)</td>\n",
|
|
" <td>(-0.51224, -0.43642, -0.43642)</td>\n",
|
|
" <td>(0.04776, -0.10077, -0.23683)</td>\n",
|
|
" <td>(-0.00950, -0.02855, -0.29221)</td>\n",
|
|
" <td>(0.51224, 0.46898, 0.46898)</td>\n",
|
|
" <td>(-0.10767, -0.31892, -0.46898)</td>\n",
|
|
" <td>(-0.33375, -0.10767, -0.02855)</td>\n",
|
|
" <td>(0.10767, -0.58036, -1.00000)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.51224, 0.29221, -0.19975)</td>\n",
|
|
" <td>(0.51224, 0.17462, -0.30513)</td>\n",
|
|
" <td>(-0.58036, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.58036, 0.51224, 0.51224)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.46898, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.58036, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>(-0.58036, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.43642, -0.36759, -0.33375)</td>\n",
|
|
" <td>(-0.38737, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.30513, -0.22710, -0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.00316, 0.02218, 0.04133)</td>\n",
|
|
" <td>(-0.14360, 0.16663, 0.30513)</td>\n",
|
|
" <td>(0.08718, 0.28002, -0.19116)</td>\n",
|
|
" <td>(-0.14360, -0.25747, -0.46898)</td>\n",
|
|
" <td>(-0.02218, 0.20859, 0.15881)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -0.58036)</td>\n",
|
|
" <td>(0.17462, 0.00950, -0.20859)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.04776, -0.02855, -0.36759)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.04133, 0.05422, -0.04776)</td>\n",
|
|
" <td>(0.33375, 0.30513, 0.18279)</td>\n",
|
|
" <td>(-0.51224, -0.31892, -0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.04776, -0.14360, -0.38737)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.21769, -0.16663, -0.13620)</td>\n",
|
|
" <td>(-0.58036, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -0.58036, -0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.58036, -1.00000, -1.00000)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -0.58036, -0.51224)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -0.43642, -0.08049)</td>\n",
|
|
" <td>(-0.38737, 0.05422, 0.58036)</td>\n",
|
|
" <td>(-0.22710, -0.46898, -0.51224)</td>\n",
|
|
" <td>(-0.11466, -0.13620, -0.08049)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.31892, 0.58036, 0.51224)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.51224, -0.51224, -0.40993)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.11466, 0.16663, 0.12174)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-0.43642, -0.31892, 0.00316)</td>\n",
|
|
" <td>(-0.14360, 0.10767, 0.36759)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.51224, 0.51224, 0.43642)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -0.46898)</td>\n",
|
|
" <td>(-0.40993, -0.38737, -0.38737)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.58036, -0.58036, -0.40993)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -0.46898, -0.34987)</td>\n",
|
|
" <td>(-0.03492, -0.25747, -0.36759)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.36759, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, 0.12174)</td>\n",
|
|
" <td>(0.43642, 0.40993, 0.40993)</td>\n",
|
|
" <td>(-0.51224, -0.43642, -0.26847)</td>\n",
|
|
" <td>(-0.34987, -0.38737, -0.40993)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-0.58036, -0.46898, -0.40993)</td>\n",
|
|
" <td>(-0.19975, 0.43642, 0.51224)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>(-1.00000, -0.33375, -0.17462)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.19975, -0.16663, -0.06726)</td>\n",
|
|
" <td>(-0.46898, -0.40993, -0.24694)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -0.51224)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -0.36759)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.46898)</td>\n",
|
|
" <td>(0.38737, 0.43642, 0.46898)</td>\n",
|
|
" <td>(-0.13620, 0.05422, 0.29221)</td>\n",
|
|
" <td>(-0.43642, -0.46898, -0.43642)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.13620)</td>\n",
|
|
" <td>(-0.30513, -0.08049, -0.04133)</td>\n",
|
|
" <td>(0.40993, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -0.46898, -0.16663)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>(0.26847, 0.33375, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.03492, -0.00950, 0.02218)</td>\n",
|
|
" <td>(0.08049, 0.22710, 0.51224)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.51224)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.10077, 0.09394, 0.03492)</td>\n",
|
|
" <td>(0.43642, 0.51224, 0.51224)</td>\n",
|
|
" <td>(-1.00000, 0.12174, 0.58036)</td>\n",
|
|
" <td>(0.51224, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.38737, 0.58036, 0.51224)</td>\n",
|
|
" <td>(-0.40993, -0.31892, -0.29221)</td>\n",
|
|
" <td>(0.21769, 0.15114, 0.06072)</td>\n",
|
|
" <td>(-0.02855, -0.00316, 0.05422)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-0.18279, 0.51224, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>11</th>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-0.58036, -1.00000, -0.30513)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.02855, 0.02855, 0.02855)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.51224, 0.43642, 0.40993)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.19975, -0.31892, -0.46898)</td>\n",
|
|
" <td>(0.40993, 0.34987, 0.29221)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.46898, 0.43642, 0.38737)</td>\n",
|
|
" <td>(-0.29221, -0.12892, 0.06726)</td>\n",
|
|
" <td>(-0.05422, -0.10767, -0.24694)</td>\n",
|
|
" <td>(0.40993, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.51224, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>12</th>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-0.33375, -0.28002, -0.22710)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(0.02218, 0.02855, 0.02855)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.34987, 0.29221, 0.23683)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" <td>(-0.58036, -1.00000, -0.19975)</td>\n",
|
|
" <td>(0.31892, 0.30513, 0.40993)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.30513, 0.51224, 0.58036)</td>\n",
|
|
" <td>(0.28002, 0.58036, 0.46898)</td>\n",
|
|
" <td>(-0.31892, -0.33375, -0.36759)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(0.58036, 0.58036, 0.58036)</td>\n",
|
|
" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" 0 1 \\\n",
|
|
"0 (0.58036, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"1 (0.58036, 0.58036, 0.58036) (0.46898, 0.15881, 0.46898) \n",
|
|
"2 (0.51224, 0.33375, 0.04133) (0.26847, 0.05422, -0.10077) \n",
|
|
"3 (-0.02218, -0.24694, -0.43642) (-0.51224, -0.43642, -0.43642) \n",
|
|
"4 (-0.58036, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
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"5 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"6 (-1.00000, -1.00000, -1.00000) (-1.00000, -0.58036, -0.51224) \n",
|
|
"7 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"8 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"9 (-1.00000, -0.33375, -0.17462) (-1.00000, -1.00000, -1.00000) \n",
|
|
"10 (0.26847, 0.33375, 0.58036) (-1.00000, -1.00000, -1.00000) \n",
|
|
"11 (0.58036, 0.58036, 0.58036) (-0.58036, -1.00000, -0.30513) \n",
|
|
"12 (0.58036, 0.58036, 0.58036) (-0.33375, -0.28002, -0.22710) \n",
|
|
"\n",
|
|
" 2 3 \\\n",
|
|
"0 (0.58036, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"1 (0.58036, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"2 (0.58036, 0.40993, 0.18279) (0.51224, 0.46898, 0.31892) \n",
|
|
"3 (0.04776, -0.10077, -0.23683) (-0.00950, -0.02855, -0.29221) \n",
|
|
"4 (-0.43642, -0.36759, -0.33375) (-0.38737, -1.00000, -1.00000) \n",
|
|
"5 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"6 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"7 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"8 (-1.00000, -1.00000, -1.00000) (-1.00000, -0.46898, -0.34987) \n",
|
|
"9 (-1.00000, -1.00000, -1.00000) (-0.19975, -0.16663, -0.06726) \n",
|
|
"10 (-1.00000, -1.00000, -1.00000) (-0.03492, -0.00950, 0.02218) \n",
|
|
"11 (-1.00000, -1.00000, -1.00000) (0.02855, 0.02855, 0.02855) \n",
|
|
"12 (-1.00000, -1.00000, -1.00000) (0.02218, 0.02855, 0.02855) \n",
|
|
"\n",
|
|
" 4 5 \\\n",
|
|
"0 (-1.00000, -1.00000, -0.46898) (0.36759, 0.43642, 0.51224) \n",
|
|
"1 (-0.16663, 0.24694, 0.05422) (0.43642, 0.30513, 0.40993) \n",
|
|
"2 (-0.13620, -0.29221, 0.06726) (0.25747, 0.13620, 0.06726) \n",
|
|
"3 (0.51224, 0.46898, 0.46898) (-0.10767, -0.31892, -0.46898) \n",
|
|
"4 (0.30513, -0.22710, -0.58036) (-1.00000, -1.00000, -1.00000) \n",
|
|
"5 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"6 (-1.00000, -0.43642, -0.08049) (-0.38737, 0.05422, 0.58036) \n",
|
|
"7 (0.11466, 0.16663, 0.12174) (0.58036, 0.58036, 0.58036) \n",
|
|
"8 (-0.03492, -0.25747, -0.36759) (0.58036, 0.58036, 0.58036) \n",
|
|
"9 (-0.46898, -0.40993, -0.24694) (0.58036, 0.58036, 0.58036) \n",
|
|
"10 (0.08049, 0.22710, 0.51224) (0.58036, 0.58036, 0.51224) \n",
|
|
"11 (0.58036, 0.58036, 0.58036) (0.51224, 0.43642, 0.40993) \n",
|
|
"12 (0.58036, 0.58036, 0.58036) (0.34987, 0.29221, 0.23683) \n",
|
|
"\n",
|
|
" 6 7 \\\n",
|
|
"0 (0.46898, 0.19116, -0.10077) (0.58036, 0.31892, -0.01583) \n",
|
|
"1 (-0.33375, -1.00000, -1.00000) (-1.00000, -0.19116, -0.12174) \n",
|
|
"2 (-1.00000, -1.00000, -0.58036) (0.43642, 0.46898, 0.46898) \n",
|
|
"3 (-0.33375, -0.10767, -0.02855) (0.10767, -0.58036, -1.00000) \n",
|
|
"4 (-0.00316, 0.02218, 0.04133) (-0.14360, 0.16663, 0.30513) \n",
|
|
"5 (0.04133, 0.05422, -0.04776) (0.33375, 0.30513, 0.18279) \n",
|
|
"6 (-0.22710, -0.46898, -0.51224) (-0.11466, -0.13620, -0.08049) \n",
|
|
"7 (-0.43642, -0.31892, 0.00316) (-0.14360, 0.10767, 0.36759) \n",
|
|
"8 (0.36759, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"9 (0.58036, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"10 (0.58036, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"11 (0.58036, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"12 (0.58036, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"\n",
|
|
" 8 9 \\\n",
|
|
"0 (0.58036, 0.58036, 0.58036) (0.06726, 0.06726, 0.51224) \n",
|
|
"1 (0.58036, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"2 (0.58036, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"3 (0.58036, 0.58036, 0.58036) (0.51224, 0.29221, -0.19975) \n",
|
|
"4 (0.08718, 0.28002, -0.19116) (-0.14360, -0.25747, -0.46898) \n",
|
|
"5 (-0.51224, -0.31892, -0.58036) (-1.00000, -1.00000, -1.00000) \n",
|
|
"6 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"7 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"8 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"9 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -0.51224) \n",
|
|
"10 (-1.00000, -1.00000, -1.00000) (-0.10077, 0.09394, 0.03492) \n",
|
|
"11 (-1.00000, -1.00000, -1.00000) (-0.19975, -0.31892, -0.46898) \n",
|
|
"12 (-1.00000, -1.00000, -1.00000) (-0.58036, -1.00000, -0.19975) \n",
|
|
"\n",
|
|
" 10 11 \\\n",
|
|
"0 (-0.14360, -0.13620, 0.15881) (0.22710, 0.20859, 0.01583) \n",
|
|
"1 (0.58036, 0.58036, 0.58036) (-0.04776, -0.21769, -0.19975) \n",
|
|
"2 (0.58036, 0.58036, 0.58036) (-0.34987, -0.40993, -0.58036) \n",
|
|
"3 (0.51224, 0.17462, -0.30513) (-0.58036, -1.00000, -1.00000) \n",
|
|
"4 (-0.02218, 0.20859, 0.15881) (-1.00000, -1.00000, -1.00000) \n",
|
|
"5 (0.04776, -0.14360, -0.38737) (-1.00000, -1.00000, -1.00000) \n",
|
|
"6 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"7 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"8 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, 0.12174) \n",
|
|
"9 (-1.00000, -1.00000, -0.36759) (0.58036, 0.58036, 0.46898) \n",
|
|
"10 (0.43642, 0.51224, 0.51224) (-1.00000, 0.12174, 0.58036) \n",
|
|
"11 (0.40993, 0.34987, 0.29221) (0.58036, 0.58036, 0.58036) \n",
|
|
"12 (0.31892, 0.30513, 0.40993) (0.58036, 0.58036, 0.58036) \n",
|
|
"\n",
|
|
" 12 13 \\\n",
|
|
"0 (-1.00000, -1.00000, -1.00000) (0.58036, 0.58036, 0.58036) \n",
|
|
"1 (-1.00000, -1.00000, -1.00000) (0.58036, 0.58036, 0.58036) \n",
|
|
"2 (-1.00000, -1.00000, -1.00000) (0.58036, 0.58036, 0.58036) \n",
|
|
"3 (-1.00000, -1.00000, -1.00000) (0.58036, 0.51224, 0.51224) \n",
|
|
"4 (-1.00000, -1.00000, -0.58036) (0.17462, 0.00950, -0.20859) \n",
|
|
"5 (-0.21769, -0.16663, -0.13620) (-0.58036, -1.00000, -1.00000) \n",
|
|
"6 (0.31892, 0.58036, 0.51224) (-1.00000, -1.00000, -1.00000) \n",
|
|
"7 (0.51224, 0.51224, 0.43642) (-1.00000, -1.00000, -0.46898) \n",
|
|
"8 (0.43642, 0.40993, 0.40993) (-0.51224, -0.43642, -0.26847) \n",
|
|
"9 (0.38737, 0.43642, 0.46898) (-0.13620, 0.05422, 0.29221) \n",
|
|
"10 (0.51224, 0.58036, 0.58036) (0.38737, 0.58036, 0.51224) \n",
|
|
"11 (0.58036, 0.58036, 0.58036) (0.46898, 0.43642, 0.38737) \n",
|
|
"12 (0.58036, 0.58036, 0.58036) (0.30513, 0.51224, 0.58036) \n",
|
|
"\n",
|
|
" 14 15 \\\n",
|
|
"0 (0.58036, 0.58036, 0.58036) (-1.00000, -1.00000, -1.00000) \n",
|
|
"1 (0.58036, 0.58036, 0.38737) (-1.00000, -0.58036, -0.26847) \n",
|
|
"2 (0.03492, -0.40993, -1.00000) (-0.16663, 0.05422, 0.25747) \n",
|
|
"3 (-1.00000, -1.00000, -1.00000) (0.46898, 0.58036, 0.58036) \n",
|
|
"4 (-1.00000, -1.00000, -1.00000) (0.58036, 0.58036, 0.58036) \n",
|
|
"5 (-1.00000, -1.00000, -1.00000) (0.58036, 0.58036, 0.58036) \n",
|
|
"6 (-0.51224, -0.51224, -0.40993) (0.58036, 0.58036, 0.58036) \n",
|
|
"7 (-0.40993, -0.38737, -0.38737) (0.58036, 0.58036, 0.58036) \n",
|
|
"8 (-0.34987, -0.38737, -0.40993) (0.58036, 0.58036, 0.58036) \n",
|
|
"9 (-0.43642, -0.46898, -0.43642) (0.58036, 0.58036, 0.13620) \n",
|
|
"10 (-0.40993, -0.31892, -0.29221) (0.21769, 0.15114, 0.06072) \n",
|
|
"11 (-0.29221, -0.12892, 0.06726) (-0.05422, -0.10767, -0.24694) \n",
|
|
"12 (0.28002, 0.58036, 0.46898) (-0.31892, -0.33375, -0.36759) \n",
|
|
"\n",
|
|
" 16 17 \\\n",
|
|
"0 (0.58036, 0.58036, 0.58036) (0.58036, 0.33375, 0.29221) \n",
|
|
"1 (0.58036, 0.58036, 0.58036) (-0.14360, -0.16663, -0.10077) \n",
|
|
"2 (0.03492, -0.31892, -1.00000) (-0.58036, -1.00000, -1.00000) \n",
|
|
"3 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"4 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"5 (-1.00000, -1.00000, -1.00000) (-1.00000, -0.58036, -0.58036) \n",
|
|
"6 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"7 (-1.00000, -1.00000, -1.00000) (-0.58036, -0.58036, -0.40993) \n",
|
|
"8 (-0.58036, -0.46898, -0.40993) (-0.19975, 0.43642, 0.51224) \n",
|
|
"9 (-0.30513, -0.08049, -0.04133) (0.40993, 0.58036, 0.58036) \n",
|
|
"10 (-0.02855, -0.00316, 0.05422) (0.58036, 0.58036, 0.58036) \n",
|
|
"11 (0.40993, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"12 (0.58036, 0.58036, 0.58036) (0.58036, 0.58036, 0.58036) \n",
|
|
"\n",
|
|
" 18 19 \n",
|
|
"0 (0.58036, 0.58036, 0.58036) (0.51224, 0.51224, 0.58036) \n",
|
|
"1 (0.51224, 0.38737, 0.28002) (0.58036, 0.58036, 0.58036) \n",
|
|
"2 (-0.08049, 0.06072, -0.36759) (0.58036, 0.58036, 0.58036) \n",
|
|
"3 (-0.58036, -1.00000, -1.00000) (0.58036, 0.58036, 0.58036) \n",
|
|
"4 (-1.00000, -1.00000, -1.00000) (0.04776, -0.02855, -0.36759) \n",
|
|
"5 (-1.00000, -1.00000, -1.00000) (-0.58036, -1.00000, -1.00000) \n",
|
|
"6 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"7 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"8 (-1.00000, -1.00000, -1.00000) (-1.00000, -1.00000, -1.00000) \n",
|
|
"9 (-1.00000, -0.46898, -0.16663) (-1.00000, -1.00000, -1.00000) \n",
|
|
"10 (-0.18279, 0.51224, 0.58036) (-1.00000, -1.00000, -1.00000) \n",
|
|
"11 (0.51224, 0.58036, 0.58036) (-1.00000, -1.00000, -1.00000) \n",
|
|
"12 (0.58036, 0.58036, 0.58036) (-1.00000, -1.00000, -1.00000) "
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"wordDfs[('X', 1)]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"tf_idfs = libword.tfidf(wordDfs, nwords=3)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
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"metadata": {
|
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"scrolled": true
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},
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"outputs": [
|
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{
|
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|
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|
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" <th>2</th>\n",
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" <th>3</th>\n",
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" <th>4</th>\n",
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" <th>5</th>\n",
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" <th>6</th>\n",
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" <th>7</th>\n",
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" <th>8</th>\n",
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" <th>9</th>\n",
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" <th>10</th>\n",
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" <th>11</th>\n",
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" <th>12</th>\n",
|
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" <th>13</th>\n",
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" <th>14</th>\n",
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" <th>15</th>\n",
|
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" <th>16</th>\n",
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" <th>17</th>\n",
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" <th>18</th>\n",
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" <th>19</th>\n",
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" </tr>\n",
|
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" <tbody>\n",
|
|
" <tr>\n",
|
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" <th>0</th>\n",
|
|
" <td>(-1.00000, -0.33375, -0.17462)</td>\n",
|
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" <td>(-0.58036, -1.00000, -0.30513)</td>\n",
|
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" <td>(-0.43642, -0.36759, -0.33375)</td>\n",
|
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" <td>(-0.19975, -0.16663, -0.06726)</td>\n",
|
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" <td>(-0.13620, -0.29221, 0.06726)</td>\n",
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" <td>(-0.33375, -0.10767, -0.02855)</td>\n",
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" <td>(0.33375, 0.30513, 0.18279)</td>\n",
|
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" <td>(-1.00000, -1.00000, -1.00000)</td>\n",
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" <td>(0.51224, 0.29221, -0.19975)</td>\n",
|
|
" <td>(0.51224, 0.17462, -0.30513)</td>\n",
|
|
" <td>(-0.04776, -0.21769, -0.19975)</td>\n",
|
|
" <td>(0.38737, 0.43642, 0.46898)</td>\n",
|
|
" <td>(-0.51224, -0.43642, -0.26847)</td>\n",
|
|
" <td>(-0.40993, -0.31892, -0.29221)</td>\n",
|
|
" <td>(-0.05422, -0.10767, -0.24694)</td>\n",
|
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|
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|
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|
|
" <td>(-0.02218, -0.24694, -0.43642)</td>\n",
|
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|
|
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|
|
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|
|
" <td>(-0.03492, -0.25747, -0.36759)</td>\n",
|
|
" <td>(-0.38737, 0.05422, 0.58036)</td>\n",
|
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" <td>(0.04133, 0.05422, -0.04776)</td>\n",
|
|
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|
|
" <td>(0.08718, 0.28002, -0.19116)</td>\n",
|
|
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|
|
" <td>(-1.00000, 0.12174, 0.58036)</td>\n",
|
|
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|
|
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|
|
" <td>(0.03492, -0.40993, -1.00000)</td>\n",
|
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" <td>(0.21769, 0.15114, 0.06072)</td>\n",
|
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" <td>(0.03492, -0.31892, -1.00000)</td>\n",
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|
|
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|
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" <td>(0.51224, 0.51224, 0.58036)</td>\n",
|
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|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>(0.51224, 0.33375, 0.04133)</td>\n",
|
|
" <td>(0.26847, 0.05422, -0.10077)</td>\n",
|
|
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|
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|
" <td>(-0.00316, 0.02218, 0.04133)</td>\n",
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|
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"\n",
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"0 (-0.33375, -0.10767, -0.02855) (0.33375, 0.30513, 0.18279) \n",
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"2 (-0.00316, 0.02218, 0.04133) (-1.00000, -0.19116, -0.12174) \n",
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"\n",
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"0 (-1.00000, -1.00000, -1.00000) (0.51224, 0.29221, -0.19975) \n",
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|
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]
|
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},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"tf_idfs[('X', 1)]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"g1 = odict((k,v) for k,v in wordDfs.items() if k[1] <= 31 )\n",
|
|
"g2 = odict((k,v) for k,v in wordDfs.items() if k[1] > 31 and k[1] < 280 )\n",
|
|
"g3 = odict((k,v) for k,v in wordDfs.items() if k[1] > 280 )\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"g1_tfidfs = libword.tfidf(g1, nwords=3)\n",
|
|
"g2_tfidfs = libword.tfidf(g2, nwords=3)\n",
|
|
"g3_tfidfs = libword.tfidf(g3, nwords=3)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {
|
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"scrolled": true
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|
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|
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|
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|
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|
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|
|
" <th>1</th>\n",
|
|
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|
|
" <td>(0.26847, 0.05422, -0.10077)</td>\n",
|
|
" <td>(0.04776, -0.10077, -0.23683)</td>\n",
|
|
" <td>(-0.03492, -0.00950, 0.02218)</td>\n",
|
|
" <td>(0.11466, 0.16663, 0.12174)</td>\n",
|
|
" <td>(-0.38737, 0.05422, 0.58036)</td>\n",
|
|
" <td>(0.04133, 0.05422, -0.04776)</td>\n",
|
|
" <td>(-0.14360, 0.10767, 0.36759)</td>\n",
|
|
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|
|
" <td>(-0.58036, -1.00000, -0.19975)</td>\n",
|
|
" <td>(0.04776, -0.14360, -0.38737)</td>\n",
|
|
" <td>(0.22710, 0.20859, 0.01583)</td>\n",
|
|
" <td>(-0.21769, -0.16663, -0.13620)</td>\n",
|
|
" <td>(0.17462, 0.00950, -0.20859)</td>\n",
|
|
" <td>(0.03492, -0.40993, -1.00000)</td>\n",
|
|
" <td>(0.21769, 0.15114, 0.06072)</td>\n",
|
|
" <td>(0.03492, -0.31892, -1.00000)</td>\n",
|
|
" <td>(-0.14360, -0.16663, -0.10077)</td>\n",
|
|
" <td>(-0.18279, 0.51224, 0.58036)</td>\n",
|
|
" <td>(0.51224, 0.51224, 0.58036)</td>\n",
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|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>(0.51224, 0.33375, 0.04133)</td>\n",
|
|
" <td>(-0.58036, -1.00000, -0.30513)</td>\n",
|
|
" <td>(0.58036, 0.40993, 0.18279)</td>\n",
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|
" <td>(-0.00950, -0.02855, -0.29221)</td>\n",
|
|
" <td>(-1.00000, -0.43642, -0.08049)</td>\n",
|
|
" <td>(0.43642, 0.30513, 0.40993)</td>\n",
|
|
" <td>(-0.00316, 0.02218, 0.04133)</td>\n",
|
|
" <td>(-1.00000, -0.19116, -0.12174)</td>\n",
|
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|
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" <td>(-0.19975, -0.31892, -0.46898)</td>\n",
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|
" <td>(-0.14360, -0.13620, 0.15881)</td>\n",
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|
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" <td>(-0.13620, 0.05422, 0.29221)</td>\n",
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" <td>(-0.16663, 0.05422, 0.25747)</td>\n",
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|
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|
|
" <td>(-0.19975, 0.43642, 0.51224)</td>\n",
|
|
" <td>(-0.08049, 0.06072, -0.36759)</td>\n",
|
|
" <td>(0.04776, -0.02855, -0.36759)</td>\n",
|
|
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|
|
"0 (0.26847, 0.33375, 0.58036) (0.46898, 0.15881, 0.46898) \n",
|
|
"1 (-0.02218, -0.24694, -0.43642) (0.26847, 0.05422, -0.10077) \n",
|
|
"2 (0.51224, 0.33375, 0.04133) (-0.58036, -1.00000, -0.30513) \n",
|
|
"\n",
|
|
" 2 3 \\\n",
|
|
"0 (-0.43642, -0.36759, -0.33375) (0.02855, 0.02855, 0.02855) \n",
|
|
"1 (0.04776, -0.10077, -0.23683) (-0.03492, -0.00950, 0.02218) \n",
|
|
"2 (0.58036, 0.40993, 0.18279) (-0.00950, -0.02855, -0.29221) \n",
|
|
"\n",
|
|
" 4 5 \\\n",
|
|
"0 (-0.03492, -0.25747, -0.36759) (-0.10767, -0.31892, -0.46898) \n",
|
|
"1 (0.11466, 0.16663, 0.12174) (-0.38737, 0.05422, 0.58036) \n",
|
|
"2 (-1.00000, -0.43642, -0.08049) (0.43642, 0.30513, 0.40993) \n",
|
|
"\n",
|
|
" 6 7 \\\n",
|
|
"0 (-0.33375, -0.10767, -0.02855) (0.33375, 0.30513, 0.18279) \n",
|
|
"1 (0.04133, 0.05422, -0.04776) (-0.14360, 0.10767, 0.36759) \n",
|
|
"2 (-0.00316, 0.02218, 0.04133) (-1.00000, -0.19116, -0.12174) \n",
|
|
"\n",
|
|
" 8 9 \\\n",
|
|
"0 (-1.00000, -1.00000, -1.00000) (-0.10077, 0.09394, 0.03492) \n",
|
|
"1 (0.08718, 0.28002, -0.19116) (-0.58036, -1.00000, -0.19975) \n",
|
|
"2 (-0.51224, -0.31892, -0.58036) (-0.19975, -0.31892, -0.46898) \n",
|
|
"\n",
|
|
" 10 11 \\\n",
|
|
"0 (0.51224, 0.17462, -0.30513) (-0.34987, -0.40993, -0.58036) \n",
|
|
"1 (0.04776, -0.14360, -0.38737) (0.22710, 0.20859, 0.01583) \n",
|
|
"2 (-0.14360, -0.13620, 0.15881) (-0.04776, -0.21769, -0.19975) \n",
|
|
"\n",
|
|
" 12 13 \\\n",
|
|
"0 (0.31892, 0.58036, 0.51224) (-0.51224, -0.43642, -0.26847) \n",
|
|
"1 (-0.21769, -0.16663, -0.13620) (0.17462, 0.00950, -0.20859) \n",
|
|
"2 (0.38737, 0.43642, 0.46898) (-0.13620, 0.05422, 0.29221) \n",
|
|
"\n",
|
|
" 14 15 \\\n",
|
|
"0 (-0.29221, -0.12892, 0.06726) (-0.05422, -0.10767, -0.24694) \n",
|
|
"1 (0.03492, -0.40993, -1.00000) (0.21769, 0.15114, 0.06072) \n",
|
|
"2 (0.28002, 0.58036, 0.46898) (-0.16663, 0.05422, 0.25747) \n",
|
|
"\n",
|
|
" 16 17 \\\n",
|
|
"0 (-0.02855, -0.00316, 0.05422) (0.58036, 0.33375, 0.29221) \n",
|
|
"1 (0.03492, -0.31892, -1.00000) (-0.14360, -0.16663, -0.10077) \n",
|
|
"2 (-0.30513, -0.08049, -0.04133) (-0.19975, 0.43642, 0.51224) \n",
|
|
"\n",
|
|
" 18 19 \n",
|
|
"0 (-1.00000, -0.46898, -0.16663) (-0.58036, -1.00000, -1.00000) \n",
|
|
"1 (-0.18279, 0.51224, 0.58036) (0.51224, 0.51224, 0.58036) \n",
|
|
"2 (-0.08049, 0.06072, -0.36759) (0.04776, -0.02855, -0.36759) "
|
|
]
|
|
},
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"g1_tfidfs[('X', 1)]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pickle\n",
|
|
"with open('wordDfs.pickle', 'wb') as fp:\n",
|
|
" pickle.dump(wordDfs, fp)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.5.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|