Just Scraping Alpha
This commit is contained in:
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@ -1,16 +1,16 @@
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# Scraping Alpha
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### Author
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## Author
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Ben Goldsworthy
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<[email](mailto:b.goldsworthy@lancaster.ac.uk)>
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<[website](http://www.bengoldsworthy.uk/)>
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### Version
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## Version
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1.0
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### Abstract
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## Abstract
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Scraping Alpha is a series of Python scripts used to scrape
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[Seeking Alpha](http://seekingalpha.com/) earnings call transcripts and produce
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@ -18,13 +18,13 @@ SQL from them.
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It was created for Dr Lars Hass of the Lancaster University Management School.
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### Usage
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## Usage
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The instructions for each step of the process can be found at the beginning of
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each of the files involved: `transcript_spider.py`, `JSONtoSQL.py` and
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`execsAndAnalysts.py`. The are repeated here for brevity.
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#### `transcript_spider.py`
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### `transcript_spider.py`
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This file is the webspider that Scrapy uses to retrieve the information from the
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website. Left unattended, it will scrape all 4,000+ pages of results.
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@ -54,7 +54,7 @@ For installation instructions for Scrapy, see
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transcripts -o transcripts.json` at the command line (the output file will be
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placed in the directory the Terminal is currently pointing to).
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#### `JSONtoSQL.py`
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### `JSONtoSQL.py`
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This file takes the `transcripts.json` file output of `transcript_spider.py` and
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converts it into SQL.
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@ -63,7 +63,7 @@ This file should be located in the same directory as `transcripts.json`, and is
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run via `python JSONtoSQL.py > [FILE].sql`, where `[FILE]` is the desired name
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of the output file.
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#### `execsAndAnalysts.py`
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### `execsAndAnalysts.py`
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First, import the output file of `JSONtoSQL.py` to your chosen DBMS (I've tested
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it with phpMyAdmin). Then, run the following query:
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@ -80,6 +80,6 @@ into your DBMS to create two linking tables. The final instruction of
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`analysts.sql` then deletes the superfluous `execs` and `analysts` columns from
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the `transcripts` table (and for this reason, `execs.sql` must be imported first).
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### Future
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## Future
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Harvesting the URLs of slide images shouldn't be too hard to implement - `slides_spider.py` should in theory to this, but the link to a transcript's slides is added to the page later via Javascript, which means at the moment it throws up a load of HTTP 200 status codes and nowt else. [Scrapy+Splash](https://github.com/scrapy-plugins/scrapy-splash) may be the solution, however.
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@ -1,27 +0,0 @@
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# PatentSlurp
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Patent slurper for Dr Lars Hass, LUMS
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# TODO
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1) Add stripper for redundant xml tags
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2) Harvest below data from Google dumps 2001-2015:
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-------------------------------------------------------------------------------
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storage display value
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variable name type format label variable label
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-------------------------------------------------------------------------------
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sta str2 %2s assg/state
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cnt str3 %3s assg/country
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assgnum byte %8.0g assg/assignee seq. number (imc)
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cty str72 %72s assg/city
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pdpass long %12.0g Unique assignee number
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ptype str1 %9s patent type
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patnum long %12.0g patent number
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-------------------------------------------------------------------------------
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3) Compare data with NBER data (http://eml.berkeley.edu/~bhhall/NBER06.html)
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4) ...
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# Useful Tools
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http://codebeautify.org/xmlviewer
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http://www.regexr.com/
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@ -1,183 +0,0 @@
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#!/usr/bin/env perl
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use 5.010;
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#use strict;
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use warnings;
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use XML::Simple;
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use XML::Twig;
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use Time::Piece;
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=pod
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=head1 NAME
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PATENT_SLURPER - A program to process Google/USPTO data dumps
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=head1 VERSION
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0.8
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=head1 DESCRIPTION
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This program takes L<Google/USPTO data dumps|https://www.google.com/googlebooks/uspto-patents-grants-text.html>
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and produces SQL commands to generate a database from them with a
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number of selected fields.
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=head1 AUTHOR
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L<Ben Goldsworthy (rumperuu)|mailto:b.goldsworthy96@gmail.com>
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=head1 LICENSE
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=cut
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# Trims the file extension from the filename argument
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my $filename = $ARGV[0];
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chomp $filename;
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my $patentTwig = new XML::Twig(TwigRoots => {
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'SDOBI/B100/B140/DATE/PDAT' => 1,
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'SDOBI/B100/B110/DNUM/PDAT' => 2,
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'SDOBI/B200/B220/DATE/PDAT' => 3,
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'SDOBI/B200/B210/DNUM/PDAT' => 4
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},
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TwigHandlers => {
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'SDOBI/B100/B140/DATE/PDAT' => sub { $_->set_tag( 'appdate') },
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'SDOBI/B100/B110/DNUM/PDAT' => sub { $_->set_tag( 'appnum') },
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'SDOBI/B200/B220/DATE/PDAT' => sub { $_->set_tag( 'pubdate') },
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'SDOBI/B200/B210/DNUM/PDAT' => sub { $_->set_tag( 'pubnum') }
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},
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pretty_print => 'indented');
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my $citationTwig = new XML::Twig(TwigRoots => {
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'SDOBI/B200/B210/DNUM/PDAT' => 1,
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'SDOBI/B500/B560/B561/PCIT/DOC/DNUM/PDAT' => 2
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},
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TwigHandlers => {
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'SDOBI/B200/B210/DNUM/PDAT' => sub { $_->set_tag( 'pubnum') },
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'SDOBI/B500/B560/B561/PCIT/DOC/DNUM/PDAT' => sub { $_->set_tag('citing') }
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},
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pretty_print => 'indented');
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my $numLines = countFile($filename);
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print "Processing $numLines lines...\n";
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processFile($filename, $numLines);
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print "File processing finished - press '1' to generate SQL statements, or '0' to quit.\n";
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while (1) {
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given (<STDIN>) {
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when(1) {
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generateSQL($filename);
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print "SQL generation finished.\n";
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exit 0;
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} when(0) {
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exit 0;
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} default {
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print "Press '1' to generate SQL statements, or '0' to quit.\n";
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}
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};
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}
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# Goes through the file serially to count the lines
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sub countFile {
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my $lineNum = 0;
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open(INFILE, "data/".$_[0].".xml") or die "Can't open ".$_[0].": $!";
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foreach(<INFILE>) {
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++$lineNum;
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}
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close(INFILE);
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return $lineNum;
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}
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# Processes the file line-by-line, removing duplicate <?xml> and
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# <!DOCTYPE> tags and extracting the fields listed above. It has to be
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# done line-by-line (hence the use of XML::Twig rather than XML:Simple)
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# rather than loading the entire .xml file into memory because the files
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# are far too big to fit.
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sub processFile {
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my $buffer = "", my $firstItem = 1, my $currentLine = 1;
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open(INFILE, "data/".$_[0].".xml") or die "Can't open ".$_[0].": $!";
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unlink("details/".$_[0].".xml");
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unlink("citations/".$_[0].".xml");
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open(my $detailsFile, ">>details/".$_[0].".xml") or die "Can't output ".$_[0].": $!";
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open(my $citationsFile, ">>citations/".$_[0].".xml") or die "Can't output ".$_[0].": $!";
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# Prints the root node to the files for XML::Simple in generateSQL()
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#print $detailsFile "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<PATDOC>";
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#print $citationsFile "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<PATDOC>\n";
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# For each line, build up a buffer (excluding the <?xml> and
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# <!DOCTYPE> tags). When the next <us-patent-grant> item is reached
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# (a.k.a. when the next <?xml> tag after the initial one is reached),
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# run the buffer through the details and citations twigs and print
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# the results to the relevant files. Then clear the buffer for the next
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# <us-patent-grant>
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foreach(<INFILE>) {
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print "Processing line ".($currentLine++)."/".$_[1]."...\n";
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#if ($_ !~ /^\<\?xml/ && $firstItem == 0) {
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#if ($_ !~ /^\<\!DOCTYPE/) {
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#}
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#} elsif ($firstItem == 1) {
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# $firstItem = 0;
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#} else {
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if ($_ =~ /^\<\?xml/ && $firstItem == 0) {
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#print "\n----\n".$buffer."\n----\n";
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$patentTwig->parse($buffer);
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$patentTwig->print($detailsFile);
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$citationTwig->parse($buffer);
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$citationTwig->print($citationsFile);
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$buffer = "";
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} elsif ($_ !~ /^\<\!/ && $_ !~ /^\]\>/) {
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if ($firstItem == 0) {
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$string = $_;
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$string =~ s/\&[a-zA-Z0-9]*;/zonk/g;
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$buffer = $buffer.$string;
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} else {
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print $detailsFile "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<patents>";
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print $citationsFile "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<patents>\n";
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$firstItem = 0;
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}
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}
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}
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print $detailsFile "</patents>";
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print $citationsFile "</patents>";
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close($detailsFile);
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close($citationsFile);
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close(INFILE);
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}
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# Generates an SQL dump of the database formed from analysing the .xml
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# files.
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sub generateSQL {
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my $xml = new XML::Simple (KeyAttr=>[]);
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my $details = $xml->XMLin("details/".$_[0].".xml");
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unlink("sql/".$_[0].".sql");
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open(my $sqlFile, ">>sql/".$_[0].".sql") or die "Can't output SQL ".$_[0].": $!";
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print $sqlFile "CREATE TABLE IF NOT EXISTS `patent`\n(\n\t`pid` INT NOT NULL AUTO_INCREMENT,\n\t`pubNum` VARCHAR(32),\n\t`pubDate` DATETIME,\n\t`appNum` VARCHAR(32),\n\t`appDate` DATETIME,\n\tPRIMARY KEY(`pid`)\n);\n\nCREATE TABLE IF NOT EXISTS `patent_cite`\n(\n\t`citing_id` VARCHAR(32) NOT NULL,\n\t`cited_id` VARCHAR(32) NOT NULL,\n\tPRIMARY KEY (`citing_id`, `cited_id`)\n);\n\n";
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print $sqlFile "INSERT INTO `patent` (`pubNum`, `pubDate`, `appNum`, `appDate`) VALUES";
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foreach my $e (@{$details->{'PATDOC'}}) {
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print $sqlFile "\n\t('".$e->{'pubnum'}."', '".$e->{'pubdate'}."', '".$e->{'appnum'}."', '".$e->{'appdate'}."'),";
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}
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print $sqlFile "\n\t('0', '0', '0', '0');\n\n-- This line and the above (0,0,0,0) tuple are needed due to the nature\n-- of the loop that builds the INSERT query, and the resultant SQL file\n-- being too long to edit from the end easily.\nDELETE FROM `patent` WHERE `pid` = '0';";
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my $citations = $xml->XMLin("citations/".$_[0].".xml");
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print $sqlFile "\n\nINSERT INTO `patent_cite` (`citing_id`, `cited_id`) VALUES";
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foreach my $f (@{$citations->{'PATDOC'}}) {
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my $pubNum = $f->{'pubnum'};
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foreach (@{$f->{'citing'}}) {
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print $sqlFile "\n\t('".$pubNum."', '".$_."'),";
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}
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}
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print $sqlFile "\n\t('0', '0', '0', '0');\n\n-- This line and the above (0,0,0,0) tuple are needed due to the nature\n-- of the loop that builds the INSERT query, and the resultant SQL file\n-- being too long to edit from the end easily.\nDELETE FROM `patent_cite` WHERE `citing_id` = '0';";
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close($sqlFile);
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}
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@ -1,401 +0,0 @@
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INSERT INTO `analysts_to_transcripts` (`analyst_id`, `transcript_id`) VALUES
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(1, 0),
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(2, 1),
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(3, 2),
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(3, 3),
|
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(3, 4),
|
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(3, 5),
|
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(3, 6),
|
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(3, 7),
|
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(3, 8),
|
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(3, 9),
|
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(3, 10),
|
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(4, 11),
|
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(4, 12),
|
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(4, 13),
|
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(4, 14),
|
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(4, 15),
|
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(4, 16),
|
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(4, 17),
|
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(4, 18),
|
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(4, 19),
|
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(4, 20),
|
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(4, 21),
|
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(4, 22),
|
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(4, 23),
|
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(4, 24),
|
||||
(4, 25),
|
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(5, 26),
|
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(5, 27),
|
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(5, 28),
|
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(6, 29),
|
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(6, 30),
|
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(6, 31),
|
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(6, 32),
|
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(6, 33),
|
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(6, 34),
|
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(6, 35),
|
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(6, 36),
|
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(6, 37),
|
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(6, 38),
|
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(6, 39),
|
||||
(7, 40),
|
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(7, 41),
|
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(7, 42),
|
||||
(7, 43),
|
||||
(7, 44),
|
||||
(7, 45),
|
||||
(7, 46),
|
||||
(7, 47),
|
||||
(7, 48),
|
||||
(8, 49),
|
||||
(8, 50),
|
||||
(8, 51),
|
||||
(8, 52),
|
||||
(8, 53),
|
||||
(8, 54),
|
||||
(8, 55),
|
||||
(8, 56),
|
||||
(8, 57),
|
||||
(8, 58),
|
||||
(8, 59),
|
||||
(8, 60),
|
||||
(8, 61),
|
||||
(8, 62),
|
||||
(8, 63),
|
||||
(8, 64),
|
||||
(8, 65),
|
||||
(8, 66),
|
||||
(8, 67),
|
||||
(8, 68),
|
||||
(9, 69),
|
||||
(9, 70),
|
||||
(9, 71),
|
||||
(10, 72),
|
||||
(10, 73),
|
||||
(10, 74),
|
||||
(10, 75),
|
||||
(10, 76),
|
||||
(10, 77),
|
||||
(10, 78),
|
||||
(10, 79),
|
||||
(10, 80),
|
||||
(10, 81),
|
||||
(11, 82),
|
||||
(11, 83),
|
||||
(11, 84),
|
||||
(11, 85),
|
||||
(11, 86),
|
||||
(11, 87),
|
||||
(11, 88),
|
||||
(11, 89),
|
||||
(11, 90),
|
||||
(11, 91),
|
||||
(11, 92),
|
||||
(11, 93),
|
||||
(11, 94),
|
||||
(11, 95),
|
||||
(12, 96),
|
||||
(12, 97),
|
||||
(12, 98),
|
||||
(12, 81),
|
||||
(12, 99),
|
||||
(13, 100),
|
||||
(13, 101),
|
||||
(13, 102),
|
||||
(13, 103),
|
||||
(13, 104),
|
||||
(13, 105),
|
||||
(13, 106),
|
||||
(14, 107),
|
||||
(14, 108),
|
||||
(14, 109),
|
||||
(14, 110),
|
||||
(14, 111),
|
||||
(14, 112),
|
||||
(14, 113),
|
||||
(14, 114),
|
||||
(14, 115),
|
||||
(14, 116),
|
||||
(14, 117),
|
||||
(15, 13),
|
||||
(15, 118),
|
||||
(15, 119),
|
||||
(15, 120),
|
||||
(15, 23),
|
||||
(15, 121),
|
||||
(16, 122),
|
||||
(16, 39),
|
||||
(16, 123),
|
||||
(16, 124),
|
||||
(16, 125),
|
||||
(16, 126),
|
||||
(17, 127),
|
||||
(17, 128),
|
||||
(17, 129),
|
||||
(17, 130),
|
||||
(17, 131),
|
||||
(18, 132),
|
||||
(18, 133),
|
||||
(19, 134),
|
||||
(19, 135),
|
||||
(19, 136),
|
||||
(19, 137),
|
||||
(19, 138),
|
||||
(19, 139),
|
||||
(19, 140),
|
||||
(19, 141),
|
||||
(19, 142),
|
||||
(20, 141),
|
||||
(20, 143),
|
||||
(20, 144),
|
||||
(20, 145),
|
||||
(20, 146),
|
||||
(20, 142),
|
||||
(20, 147),
|
||||
(20, 148),
|
||||
(20, 149),
|
||||
(20, 95),
|
||||
(20, 150),
|
||||
(20, 151),
|
||||
(20, 152),
|
||||
(20, 153),
|
||||
(21, 154),
|
||||
(21, 155),
|
||||
(21, 156),
|
||||
(21, 157),
|
||||
(21, 158),
|
||||
(21, 159),
|
||||
(21, 160),
|
||||
(21, 161),
|
||||
(21, 162),
|
||||
(21, 163),
|
||||
(21, 164),
|
||||
(21, 165),
|
||||
(21, 166),
|
||||
(21, 167),
|
||||
(21, 168),
|
||||
(21, 169),
|
||||
(21, 170),
|
||||
(22, 171),
|
||||
(22, 172),
|
||||
(22, 173),
|
||||
(22, 174),
|
||||
(23, 175),
|
||||
(23, 176),
|
||||
(23, 177),
|
||||
(23, 178),
|
||||
(23, 179),
|
||||
(23, 180),
|
||||
(23, 181),
|
||||
(24, 182),
|
||||
(24, 183),
|
||||
(25, 184),
|
||||
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||||
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|
||||
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|
||||
|
||||
ALTER TABLE `transcripts`
|
||||
DROP COLUMN `execs`,
|
||||
DROP COLUMN `analysts`;
|
||||
|
||||
DELETE FROM `transcripts` WHERE `id` = 1;
|
||||
DELETE FROM `execs` WHERE `id` = 1;
|
||||
DELETE FROM `analysts` WHERE `id` = 1;
|
||||
DELETE FROM `execs_to_transcripts` WHERE `transcript_id` = 0;
|
||||
DELETE FROM `analysts_to_transcripts` WHERE `transcript_id` = 0;
|
||||
|
|
@ -1,208 +0,0 @@
|
|||
INSERT INTO `execs_to_transcripts` (`exec_id`, `transcript_id`) VALUES
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|
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|
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
File diff suppressed because one or more lines are too long
|
|
@ -1,110 +0,0 @@
|
|||
-- phpMyAdmin SQL Dump
|
||||
-- version 4.0.10.14
|
||||
-- http://www.phpmyadmin.net
|
||||
--
|
||||
-- Host: localhost:3306
|
||||
-- Generation Time: Dec 26, 2016 at 02:39 PM
|
||||
-- Server version: 5.5.52-cll-lve
|
||||
-- PHP Version: 5.6.20
|
||||
|
||||
SET SQL_MODE = "NO_AUTO_VALUE_ON_ZERO";
|
||||
SET time_zone = "+00:00";
|
||||
|
||||
|
||||
/*!40101 SET @OLD_CHARACTER_SET_CLIENT=@@CHARACTER_SET_CLIENT */;
|
||||
/*!40101 SET @OLD_CHARACTER_SET_RESULTS=@@CHARACTER_SET_RESULTS */;
|
||||
/*!40101 SET @OLD_COLLATION_CONNECTION=@@COLLATION_CONNECTION */;
|
||||
/*!40101 SET NAMES utf8 */;
|
||||
|
||||
--
|
||||
-- Database: `bengoldsworthy`
|
||||
--
|
||||
|
||||
-- --------------------------------------------------------
|
||||
|
||||
--
|
||||
-- Table structure for table `transcripts`
|
||||
--
|
||||
|
||||
CREATE TABLE IF NOT EXISTS `transcripts` (
|
||||
`id` int(11) NOT NULL AUTO_INCREMENT,
|
||||
`title` varchar(255) DEFAULT NULL,
|
||||
`company` varchar(255) DEFAULT NULL,
|
||||
`execs` varchar(255) DEFAULT NULL,
|
||||
`analysts` varchar(255) DEFAULT NULL,
|
||||
`transcript` text,
|
||||
PRIMARY KEY (`id`),
|
||||
UNIQUE KEY `id` (`id`)
|
||||
) ENGINE=MyISAM DEFAULT CHARSET=latin1 AUTO_INCREMENT=63 ;
|
||||
|
||||
--
|
||||
-- Dumping data for table `transcripts`
|
||||
--
|
||||
|
||||
INSERT INTO `transcripts` (`id`, `execs`, `analysts`) VALUES
|
||||
(1, '0', '0'),
|
||||
(2, '1;2;3;4', '1'),
|
||||
(3, '5;6;7', '2;3;4;5;6;7;8;9;10'),
|
||||
(4, '8;9;10', '11;12;13;14;15;16;17;18;19;20;21;22;23;24;25'),
|
||||
(5, '11;12;13;14', '26;27;28'),
|
||||
(6, '15;16;17;18;19', '29;30;31;32;33;34;35;36;37;38;39'),
|
||||
(7, '20;21;22;23', '40;41;42;43;44;45;46;47;48'),
|
||||
(8, '24;25;26', '49;50;51;52;53;54;55;56;57;58;59;60;61;62;63;64;65;66;67;68'),
|
||||
(9, '27;28;29;30', '69;70;71'),
|
||||
(10, '31;32', '72;73;74;75;76;77;78;79;80;81'),
|
||||
(11, '33;34;35', '82;83;84;85;86;87;88;89;90;91;92;93;94;95'),
|
||||
(12, '36;37;38;39', '96;97;98;81;99'),
|
||||
(13, '40;41;42', '100;101;102;103;104;105;106'),
|
||||
(14, '43;44;45;46;47;48;49;50;51', '107;108;109;110;111;112;113;114;115;116;117'),
|
||||
(15, '52;53;54', '13;118;119;120;23;121'),
|
||||
(16, '55;56;57', '122;39;123;124;125;126'),
|
||||
(17, '58;59;60;61', '127;128;129;130;131'),
|
||||
(18, '62;63', '132;133'),
|
||||
(19, '64;65;66', '134;135;136;137;138;139;140;141;142'),
|
||||
(20, '67;68', '141;143;144;145;146;142;147;148;149;95;150;151;152;153'),
|
||||
(21, '69;70;71', '154;155;156;157;158;159;160;161;162;163;164;165;166;167;168;169;170'),
|
||||
(22, '72;73;74', '171;172;173;174'),
|
||||
(23, '75;76;77;78', '175;176;177;178;179;180;181'),
|
||||
(24, '79;80;81', '182;183'),
|
||||
(25, '82;83;84', '184;185;186;187;188;189;190;191;192;193;194;195;196;197;198'),
|
||||
(26, '85;86;87;88', '199;200;201;202;203;204;205;206;207;208;209;210;211;212;213'),
|
||||
(27, '89;90;91;92;93', '214;215;216;44;217;218;41;219;45;220'),
|
||||
(28, '94;95;96', '71;70'),
|
||||
(29, '97;98;99', ''),
|
||||
(30, '100;101', '221;222;131'),
|
||||
(31, '102;103;104;105', '223;224;225'),
|
||||
(32, '106;107', '226;85;227;228;229;230;231;232;112;233;234;235'),
|
||||
(33, '108;109', '236;237;238'),
|
||||
(34, '110;111', '239;240;241;242;243;244'),
|
||||
(35, '112;113;114', '245;246'),
|
||||
(36, '115;116;117;118', '247;248'),
|
||||
(37, '119;120;121', '249;250'),
|
||||
(38, '122;123', '251;252;253'),
|
||||
(39, '124;125;126', '254;255;256;257;258;259;260;261;262'),
|
||||
(40, '127;128;129', '263;264;265'),
|
||||
(41, '130;131;132;133', '266;267'),
|
||||
(42, '134;135;136;137;138;139', '268;269;270;271;272'),
|
||||
(43, '140;141;142', '190;273;274;275;276;277;278;279;280;186'),
|
||||
(44, '143;144;145', '281;164;282;154;283;284;285;286;287;288;289;290;291'),
|
||||
(45, '146;147;148', '292;293;294'),
|
||||
(46, '149;150;151', '295'),
|
||||
(47, '152;153;154;155', '165;296;166;297;298;299;160;300'),
|
||||
(48, '156;157;158', '301;302;303;304;305;306;307;308'),
|
||||
(49, '159;160;161', '309;310;311'),
|
||||
(50, '162;163', '312;313'),
|
||||
(51, '164;165', '314'),
|
||||
(52, '166;167;168', '315;316;317;318'),
|
||||
(53, '169;170;171', '319;320'),
|
||||
(54, '172;173;174;175;176;177', '321;322;323;324;325;326;327;328'),
|
||||
(55, '178;179;180', '329;330;331;332;333'),
|
||||
(56, '181;182', '334;335'),
|
||||
(57, '183;184;185', '336;337;338;339;340;341;342;343'),
|
||||
(58, '186;187;188;189;190;191;192;193;194;195', '344;345;238;346;347;348;349;350;351;352;353;237;354'),
|
||||
(59, '196;197;198', '355;356;357;358;359'),
|
||||
(60, '199;200;201', '360;361'),
|
||||
(61, '202;203', '362;363'),
|
||||
(62, '204;205;206', '364;365');
|
||||
|
||||
/*!40101 SET CHARACTER_SET_CLIENT=@OLD_CHARACTER_SET_CLIENT */;
|
||||
/*!40101 SET CHARACTER_SET_RESULTS=@OLD_CHARACTER_SET_RESULTS */;
|
||||
/*!40101 SET COLLATION_CONNECTION=@OLD_COLLATION_CONNECTION */;
|
||||
Reference in New Issue