Skip to content

Instantly share code, notes, and snippets.

@mortonjt
Last active July 12, 2019 20:44
Show Gist options
  • Save mortonjt/1fc4959903eea785c31379339fbccb8e to your computer and use it in GitHub Desktop.
Save mortonjt/1fc4959903eea785c31379339fbccb8e to your computer and use it in GitHub Desktop.
"""
Installation can be done with conda via
conda create -n textminer beautifulsoup4 numpy pandas scipy scikit-learn nltk lxml jupyter notebook matplotlib seaborn
"""
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"https://medium.com/@datamonsters/text-preprocessing-in-python-steps-tools-and-examples-bf025f872908"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"document_metadata.txt science.xml\r\n"
]
}
],
"source": [
"!ls ../data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# its actual html, but whatever\n",
"xmlstring = open('../data/science.xml').read()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from lxml import html"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"tree = html.fromstring(xmlstring)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"abstracts = list(filter(lambda x: x.tag=='abstract_text', list(tree.iter())))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"abstracts = list(map(lambda x: x.text_content(), abstracts))"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"import nltk\n",
"nltk.download()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from nltk.tokenize import word_tokenize\n",
"from nltk.stem.porter import PorterStemmer\n",
"\n",
"notallowed = {'a','the','of','and','in','is','that','for','this','was','by','are','at',\n",
" 'an','it','to','on','as','if','is','by','for','not','no','all','than','be',\n",
" 'or', 'has', 'been', 'their', 'may', 'such',\n",
" 'q','w','e','r','t','y','u','i','o','p','s','d','f','g','h','j','k','l',\n",
" 'z','x','c','v','b','n','m','but','can','had','have','here','into', 'ii',\n",
" 'our','we','show','these','use','used','using','were','which','with','from'}\n",
"\n",
"def preprocess(x):\n",
" tokens = word_tokenize(x)\n",
" words = list(filter(lambda w: w.isalpha(), tokens))\n",
" words = list(map(lambda x: x.lower(), words))\n",
" #porter = PorterStemmer()\n",
" #words = list(map(lambda word: porter.stem(word), words)) \n",
" words = list(filter(lambda x: x not in notallowed, words))\n",
" return ' '.join(words)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"text = list(map(preprocess, abstracts))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Number of unique words\n",
"- Topic (i.e. research field)\n",
"- Title\n",
"- Number of authors\n",
"- Date\n",
"\n",
"\n",
"- Keywords?\n",
"- Author names?"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"'\\\\n WOS:000182886500041\\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n 1133-1135\\\\n \\\\n \\\\n SCIENCE\\\\n SCIENCE\\\\n Science\\\\n SCIENCE\\\\n SCIENCE\\\\n The impact of the pull of the recent on the history of marine diversity\\\\n \\\\n \\\\n \\\\n Jablonski, D\\\\n Jablonski, D\\\\n Jablonski, D\\\\n D\\\\n Jablonski\\\\n \\\\n \\\\n Roy, K\\\\n Roy, K\\\\n Roy, K\\\\n K\\\\n Roy\\\\n \\\\n \\\\n Valentine, JW\\\\n Valentine, JW\\\\n Valentine, JW\\\\n JW\\\\n Valentine\\\\n \\\\n \\\\n Price, RM\\\\n Price, RM\\\\n Price, RM\\\\n RM\\\\n Price\\\\n \\\\n \\\\n Anderson, PS\\\\n Anderson, PS\\\\n Anderson, PS\\\\n PS\\\\n Anderson\\\\n \\\\n \\\\n \\\\n Article\\\\n \\\\n \\\\n \\\\n \\\\n 1200 NEW YORK AVE, NW, WASHINGTON, DC 20005 USA\\\\n WASHINGTON\\\\n \\\\n \\\\n \\\\n AMER ASSOC ADVANCEMENT SCIENCE\\\\n AMER ASSOC ADVANCEMENT SCIENCE\\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n English\\\\n \\\\n \\\\n English\\\\n \\\\n \\\\n Article\\\\n \\\\n \\\\n \\\\n \\\\n \\\\n Univ Chicago, Dept Geophys Sci, Chicago, IL 60637 USA\\\\n \\\\n Univ Chicago\\\\n University of Chicago\\\\n \\\\n \\\\n Dept Geophys Sci\\\\n \\\\n Chicago\\\\n IL\\\\n USA\\\\n 60637\\\\n \\\\n \\\\n \\\\n \\\\n Univ Calif San Diego, Sect Ecol Behav & Evolut, La Jolla, CA 92903 USA\\\\n \\\\n Univ Calif San Diego\\\\n University of California System\\\\n University of California San Diego\\\\n \\\\n \\\\n Sect Ecol Behav & Evolut\\\\n \\\\n La Jolla\\\\n CA\\\\n USA\\\\n 92903\\\\n \\\\n \\\\n \\\\n \\\\n Univ Calif Berkeley, Dept Integrat Biol, Berkeley, CA 94720 USA\\\\n \\\\n Univ Calif Berkeley\\\\n University of California System\\\\n University of California Berkeley\\\\n \\\\n \\\\n Dept Integrat Biol\\\\n \\\\n Berkeley\\\\n CA\\\\n USA\\\\n 94720\\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n Univ Chicago, Dept Geophys Sci, 5734 S Ellis Ave, Chicago, IL 60637 USA\\\\n \\\\n Univ Chicago\\\\n University of Chicago\\\\n \\\\n \\\\n Dept Geophys Sci\\\\n \\\\n 5734 S Ellis Ave\\\\n Chicago\\\\n IL\\\\n USA\\\\n 60637\\\\n \\\\n \\\\n \\\\n Jablonski, D\\\\n Jablonski, D\\\\n Jablonski, D\\\\n D\\\\n Jablonski\\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n Science & Technology\\\\n \\\\n \\\\n Multidisciplinary Sciences\\\\n Science & Technology - Other Topics\\\\n \\\\n \\\\n \\\\n \\\\n \\\\n Up to 50% of the increase in marine animal biodiversity through the Cenozoic at the genus level has been attributed to a sampling bias termed \"the Pull of the Recent,\" the extension of stratigraphic ranges of fossil taxa by the relatively complete sampling of the Recent biota. However, 906 of 958 living genera and subgenera of bivalve mollusks having a fossil record occur in the Pliocene or Pleistocene. The Pull of the Recent thus accounts for only 5% of the Cenozoic increase in bivalve diversity, a major component of the marine record, suggesting that the diversity increase is likely to be a genuine biological pattern.\\\\n \\\\n \\\\n \\\\n \\\\n \\\\n 678VC\\\\n 300 (5622): 1133-1135 MAY 16 2003\\\\n \\\\n FOSSIL RECORD\\\\n BIODIVERSITY\\\\n DIVERSIFICATION\\\\n ORIGINATION\\\\n EXTINCTION\\\\n PAST\\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n \\\\n '"
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"journals[0].text_content()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# abstracts"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"journals = tree.getchildren()[1].getchildren()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'\\\\n \\\\n Up to 50% of the increase in marine animal biodiversity through the Cenozoic at the genus level has been attributed to a sampling bias termed \"the Pull of the Recent,\" the extension of stratigraphic ranges of fossil taxa by the relatively complete sampling of the Recent biota. However, 906 of 958 living genera and subgenera of bivalve mollusks having a fossil record occur in the Pliocene or Pleistocene. The Pull of the Recent thus accounts for only 5% of the Cenozoic increase in bivalve diversity, a major component of the marine record, suggesting that the diversity increase is likely to be a genuine biological pattern.\\\\n \\\\n '"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"journals[0].getchildren()[1].getchildren()[1].getchildren()[-1].getchildren()[0].text_content()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def abstract_func(x):\n",
" try:\n",
" return x.find('static_data').find('fullrecord_metadata').find('abstracts').text_content() \n",
" except:\n",
" return ''\n",
"full_abstracts = list(map(abstract_func, journals))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'\\\\n \\\\n \\\\n A persistent reversal in the expected polarity of the initiation of vertically polarized shear waves that graze the D\" layer (the layer at the boundary between the outer core and the lower mantle of Earth) in some regions starts at the arrival time of horizontally polarized shear waves. Full waveform modeling of the split shear waves for paths beneath the Caribbean requires azimuthal anisotropy at the base of the mantle. Models with laterally coherent patterns of transverse isotropy with the hexagonal symmetry axis of the mineral phases tilted from the vertical by as much as 20degrees are consistent with the data. Small-scale convection cells within the mantle above the D\" layer may cause the observed variations by inducing laterally variable crystallographic or shape-preferred orientation in minerals in the D\" layer.\\\\n \\\\n \\\\n '"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"full_abstracts[2]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"processed_abstracts = list(map(preprocess, full_abstracts))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def title_func(x): \n",
" return x.find('static_data').find('summary').find('titles').getchildren()[-1].text_content()\n",
"titles = list(map(title_func, journals))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'NEUROSCIENCE Dynamics of cortical dendritic membrane potential and spikes in freely behaving rats'"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"journals[-1].find('static_data').find('summary').find('titles').getchildren()[-1].text_content()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'300 (5622): 1133-1135 MAY 16 2003'"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"journals[0].find('static_data').find('item').find('bib_id').text_content()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# unique words"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"character_count = list(map(lambda x: len(preprocess(x)), full_abstracts))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# keywords"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'\\\\n FOSSIL RECORD\\\\n BIODIVERSITY\\\\n DIVERSIFICATION\\\\n ORIGINATION\\\\n EXTINCTION\\\\n PAST\\\\n '"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"journals[0].getchildren()[1].getchildren()[-1].getchildren()[-1].text_content()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# number of authors"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<Element name at 0x162fa9d68>,\n",
" <Element name at 0x162fa9db8>,\n",
" <Element name at 0x162fa94f8>,\n",
" <Element name at 0x162fa9e58>,\n",
" <Element name at 0x162fa9ea8>]"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"journals[0].getchildren()[1].getchildren()[0].getchildren()[3].getchildren()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def num_authors_func(x):\n",
" try:\n",
" return len(x.getchildren()[1].getchildren()[0].getchildren()[3].getchildren())\n",
" except:\n",
" return -1\n",
"num_authors = list(map(num_authors_func, journals))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.plot(sorted(num_authors)[::-1])\n",
"plt.yscale('log')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Year"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2003'"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"journals[0].getchildren()[1].getchildren()[-1].getchildren()[1].text_content().split(' ')[-1]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"def year_func(x):\n",
" try:\n",
" return x.find('static_data').find('item').find('bib_id').text_content().split(' ')[-1 ]\n",
" except:\n",
" return 'None'\n",
"\n",
"years = list(map(year_func, journals))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<Element uid at 0x1636bd138>,\n",
" <Element static_data at 0x1636bdae8>,\n",
" <Element dynamic_data at 0x1636bd278>]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"journals[2].getchildren()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['2003',\n",
" '2000',\n",
" '2004',\n",
" '2000',\n",
" '2015',\n",
" '1993',\n",
" '2005',\n",
" '1992',\n",
" '1999',\n",
" '2003']"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"years[:10]"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"33012"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(years)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"33012"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(num_authors)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"33012"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(character_count)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"22496"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(abstracts)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"33012"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(full_abstracts)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# PCA"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"from collections import Counter\n",
"x = np.array(list(map(lambda x: len(x.split(' ')), processed_abstracts)))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"fig, ax = plt.subplots()\n",
"_ = sns.distplot(x, ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"''"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"i = np.argmin(x)\n",
"processed_abstracts[i]"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"idx = x > 30"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"22396"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(idx)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"filtered_abstracts = list(np.array(processed_abstracts)[idx])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import TfidfTransformer\n",
"from sklearn.feature_extraction.text import CountVectorizer\n",
"count_vect = CountVectorizer()\n",
"X_train_counts = count_vect.fit_transform(filtered_abstracts)\n",
"tf_transformer = TfidfTransformer(use_idf=True).fit(X_train_counts)\n",
"X_train_counts = tf_transformer.transform(X_train_counts)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x164cf15f8>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy.sparse.linalg import svds\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"\n",
"u, s, v = svds(X_train_counts, k=100)\n",
"plt.scatter(u[:, 0], u[:, 1])"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.00532063, 0.00536088, 0.00536531, 0.00539272, 0.00543036,\n",
" 0.00544614, 0.00546002, 0.00548329, 0.0055295 , 0.0055593 ,\n",
" 0.00556389, 0.00559386, 0.00559489, 0.00566012, 0.00567554,\n",
" 0.00569906, 0.00572874, 0.00574066, 0.00580049, 0.00582552,\n",
" 0.00586376, 0.00589228, 0.00590783, 0.00595006, 0.00597522,\n",
" 0.00599552, 0.00605672, 0.00610471, 0.00611147, 0.00619193,\n",
" 0.00622579, 0.00627945, 0.00629645, 0.00633507, 0.00639694,\n",
" 0.00643362, 0.00646424, 0.0065015 , 0.00655488, 0.00663394,\n",
" 0.00670131, 0.00670478, 0.00676719, 0.00681397, 0.00687624,\n",
" 0.00689635, 0.00698958, 0.00704064, 0.00711291, 0.00714087,\n",
" 0.00723903, 0.00724965, 0.00731348, 0.00739302, 0.00750272,\n",
" 0.00753689, 0.00759111, 0.00764588, 0.00780427, 0.00793547,\n",
" 0.00800715, 0.00806888, 0.00813089, 0.00832507, 0.00846883,\n",
" 0.00860205, 0.00865427, 0.00889201, 0.00899985, 0.00907716,\n",
" 0.00925315, 0.00947215, 0.00979754, 0.00984327, 0.00997975,\n",
" 0.01013836, 0.01020836, 0.01043724, 0.01057888, 0.01077002,\n",
" 0.01092992, 0.01107722, 0.01135531, 0.01175266, 0.0122407 ,\n",
" 0.01250916, 0.0126221 , 0.01292615, 0.01347775, 0.01452563,\n",
" 0.01497932, 0.01549449, 0.01594482, 0.01776404, 0.01886842,\n",
" 0.0218297 , 0.02596778, 0.02883782, 0.04657672, 0.10495771])"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(s**2) / (s**2).sum()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"pc1_words = pd.Series(v[0, :], index=count_vect.get_feature_names())"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"core -0.193859\n",
"films -0.180772\n",
"brain -0.168716\n",
"resistance -0.130869\n",
"system -0.129405\n",
"degrees -0.127700\n",
"state -0.118507\n",
"methane -0.104639\n",
"inner -0.104181\n",
"activation -0.102006\n",
"network -0.101979\n",
"networks -0.097155\n",
"evolution -0.095265\n",
"social -0.093629\n",
"its -0.085499\n",
"film -0.084766\n",
"growth -0.079999\n",
"size -0.079112\n",
"expression -0.075907\n",
"thin -0.074868\n",
"chromosome -0.071848\n",
"more -0.069326\n",
"mutations -0.068240\n",
"disease -0.067319\n",
"mitochondrial -0.062852\n",
"replication -0.062262\n",
"antigen -0.061870\n",
"spindle -0.061405\n",
"interactions -0.061404\n",
"co -0.058382\n",
" ... \n",
"changes 0.053744\n",
"small 0.056306\n",
"field 0.057429\n",
"organic 0.060338\n",
"properties 0.060558\n",
"spin 0.061110\n",
"per 0.061263\n",
"pressure 0.061411\n",
"genes 0.061695\n",
"apoptosis 0.063110\n",
"plasma 0.063287\n",
"host 0.063669\n",
"mrna 0.068003\n",
"density 0.068456\n",
"force 0.070677\n",
"complex 0.071242\n",
"neurons 0.071336\n",
"stress 0.074859\n",
"data 0.080392\n",
"population 0.080994\n",
"materials 0.085594\n",
"synthesis 0.086590\n",
"stem 0.094475\n",
"genetic 0.095556\n",
"muscle 0.098800\n",
"mechanical 0.099550\n",
"populations 0.100224\n",
"during 0.122039\n",
"actin 0.134271\n",
"response 0.141285\n",
"Length: 49167, dtype: float64"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pc1_words.sort_values()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<bound method BaseEstimator.get_params of TfidfTransformer(norm='l2', smooth_idf=True, sublinear_tf=False, use_idf=True)>"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tf_transformer.get_params"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"#s = np.linalg.svd(X_train_counts.todense())[1]\n",
"#p = s**2 / np.sum(s**2)\n",
"#p"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import CountVectorizer\n",
"count_vect = CountVectorizer()\n",
"X_train_counts = count_vect.fit_transform(filtered_abstracts)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<22396x49167 sparse matrix of type '<class 'numpy.int64'>'\n",
"\twith 1252407 stored elements in Compressed Sparse Row format>"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train_counts"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"X_train_counts = X_train_counts.astype(np.float64)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x16508ff60>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"u, s, v = svds(X_train_counts, k=2)\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"plt.scatter(u[:, 0], u[:, 1])"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"#s = np.linalg.svd(X_train_counts.todense())[1]"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"#p = s**2 / np.sum(s**2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# LDA"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import LatentDirichletAllocation\n",
"n_components = 10\n",
"lda = LatentDirichletAllocation(n_components=n_components, max_iter=5,\n",
" learning_method='online',\n",
" learning_offset=50.,\n",
" random_state=0)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<22396x49167 sparse matrix of type '<class 'numpy.float64'>'\n",
"\twith 1252407 stored elements in Compressed Sparse Row format>"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train_counts"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LatentDirichletAllocation(batch_size=128, doc_topic_prior=None,\n",
" evaluate_every=-1, learning_decay=0.7,\n",
" learning_method='online', learning_offset=50.0,\n",
" max_doc_update_iter=100, max_iter=5,\n",
" mean_change_tol=0.001, n_components=10, n_jobs=None,\n",
" perp_tol=0.1, random_state=0, topic_word_prior=None,\n",
" total_samples=1000000.0, verbose=0)"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lda.fit(X_train_counts)"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LatentDirichletAllocation(batch_size=128, doc_topic_prior=None,\n",
" evaluate_every=-1, learning_decay=0.7,\n",
" learning_method='online', learning_offset=50.0,\n",
" max_doc_update_iter=100, max_iter=5,\n",
" mean_change_tol=0.001, n_components=3, n_jobs=None,\n",
" perp_tol=0.1, random_state=0, topic_word_prior=None,\n",
" total_samples=1000000.0, verbose=0)"
]
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#for n in [5, 10, 20]:\n",
"n=3\n",
"lda3 = LatentDirichletAllocation(n_components=n, max_iter=5,\n",
" learning_method='online',\n",
" learning_offset=50.,\n",
" random_state=0)\n",
"lda3.fit(X_train_counts)"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LatentDirichletAllocation(batch_size=128, doc_topic_prior=None,\n",
" evaluate_every=-1, learning_decay=0.7,\n",
" learning_method='online', learning_offset=50.0,\n",
" max_doc_update_iter=100, max_iter=5,\n",
" mean_change_tol=0.001, n_components=100, n_jobs=None,\n",
" perp_tol=0.1, random_state=0, topic_word_prior=None,\n",
" total_samples=1000000.0, verbose=0)"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"n=100\n",
"lda = LatentDirichletAllocation(n_components=n, max_iter=5,\n",
" learning_method='online',\n",
" learning_offset=50.,\n",
" random_state=0)\n",
"lda.fit(X_train_counts)"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [],
"source": [
"topic3_props = lda3.transform(X_train_counts)\n",
"topic_props = lda.transform(X_train_counts)"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100, 49167)"
]
},
"execution_count": 127,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lda.components_.shape"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-8.64822145, -8.64822145, -8.64822145, ..., -8.64822145,\n",
" -8.64822145, -8.64822145],\n",
" [-8.85366543, -8.85366543, -8.85366543, ..., -8.85366543,\n",
" -8.85366543, -8.85366543],\n",
" [-8.89562963, -8.89562963, -8.89562963, ..., -8.89562963,\n",
" -8.89562963, -8.89562963],\n",
" ...,\n",
" [-9.01188943, -9.01188943, -9.01188943, ..., -9.01188943,\n",
" -9.01188943, -9.01188943],\n",
" [-8.8818363 , -8.8818363 , -8.8818363 , ..., -8.8818363 ,\n",
" -8.8818363 , -8.8818363 ],\n",
" [-8.99961934, -8.99961934, -8.99961934, ..., -8.99961934,\n",
" -8.99961934, -8.99961934]])"
]
},
"execution_count": 128,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.log(topic_props)"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [],
"source": [
"from scipy.sparse.linalg import svds\n",
"\n",
"T = np.log(topic_props)\n",
"Y = T - T.mean(axis=1).reshape(-1, 1)\n",
"Y = Y - Y.mean(axis=0)\n",
"u, s, v = svds(Y, k=2)"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x1762b6550>"
]
},
"execution_count": 130,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"plt.scatter(u[:, 0], u[:, 1])"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [],
"source": [
"import umap"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x176a8ceb8>"
]
},
"execution_count": 132,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy.spatial.distance import pdist\n",
"idx = np.random.random(Y.shape[0]) < 0.1\n",
"sns.distplot(pdist(Y[idx]))"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [],
"source": [
"umap.UMAP?"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jmorton/miniconda3/envs/textminer/lib/python3.7/site-packages/numba/compiler.py:588: NumbaPerformanceWarning: \n",
"The keyword argument 'parallel=True' was specified but no transformation for parallel execution was possible.\n",
"\n",
"To find out why, try turning on parallel diagnostics, see http://numba.pydata.org/numba-doc/latest/user/parallel.html#diagnostics for help.\n",
"\n",
"File \"../../../../miniconda3/envs/textminer/lib/python3.7/site-packages/umap/nndescent.py\", line 47:\n",
" @numba.njit(parallel=True)\n",
" def nn_descent(\n",
" ^\n",
"\n",
" self.func_ir.loc))\n"
]
}
],
"source": [
"from sklearn.manifold import TSNE\n",
"\n",
"embedding = umap.UMAP(n_neighbors=20,\n",
" metric='euclidean').fit_transform(Y)\n",
"\n",
"#X_embedded = TSNE(n_components=3, perplexity=100).fit_transform(u)"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {},
"outputs": [],
"source": [
"topic_ids = np.argmax(topic3_props, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 240,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib as mpl\n",
"cmap = plt.cm.tab10\n",
"# extract all colors from the .jet map\n",
"cmaplist = [cmap(i) for i in range(cmap.N)]\n",
"# create the new map\n",
"cmap = mpl.colors.ListedColormap(cmaplist)\n",
"bounds = np.linspace(0, 3, 4)\n",
"norm = mpl.colors.BoundaryNorm(bounds, cmap.N)"
]
},
{
"cell_type": "code",
"execution_count": 241,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 1, 1, ..., 0, 0, 2])"
]
},
"execution_count": 241,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topic_ids"
]
},
{
"cell_type": "code",
"execution_count": 242,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x1080 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 15))\n",
"scat = plt.scatter(embedding[:, 0], embedding[:, 1], \n",
" c=topic_ids, cmap=cmap, alpha=0.7, s=1,\n",
" norm=norm)\n",
"cb = plt.colorbar(scat, spacing='proportional',ticks=bounds)\n",
"\n",
"plt.xticks([])\n",
"plt.yticks([])\n",
"label = ['Biology', 'Geology', 'Physics']\n",
"cb.ax.tick_params(labelsize=12) \n",
"cb.set_ticklabels(label)"
]
},
{
"cell_type": "code",
"execution_count": 206,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1991.0, 2019.0)"
]
},
"execution_count": 206,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"years = metadata.years.astype(np.float64)\n",
"y = (years - years.min()) / (years.max() - years.min())\n",
"years.min(), years.max()"
]
},
{
"cell_type": "code",
"execution_count": 210,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"([], <a list of 0 Text yticklabel objects>)"
]
},
"execution_count": 210,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment