60 Commits

Author SHA1 Message Date
Vinayak Mehta 6df88f90fb Update HISTORY.md 2018-11-23 21:39:42 +05:30
Vinayak Mehta e4af252280 Update HISTORY.md 2018-11-23 21:37:40 +05:30
Vinayak Mehta e7835cac33 Merge pull request #206 from socialcopsdev/stream-nurminen-detection
[MRG] Add implementation of Anssi Nurminen's table detection algorithm
2018-11-23 21:35:03 +05:30
Vinayak Mehta 23ec6b55f7 Add docstrings and update docs 2018-11-23 21:04:10 +05:30
Vinayak Mehta 1f71513004 Fix no table found warning and add tests for two tables 2018-11-23 19:28:55 +05:30
Vinayak Mehta bf894116d2 Update test data 2018-11-23 04:25:04 +05:30
Vinayak Mehta 0251422e33 Add fix to include table headers 2018-11-23 03:27:23 +05:30
Vinayak Mehta a1e1fd781d Fix comments 2018-11-23 02:51:22 +05:30
Vinayak Mehta 9b67b271e4 Add atol and fix variable declaration 2018-11-23 02:44:55 +05:30
Vinayak Mehta 9b5782f9ba Fix indent 2018-11-22 20:05:30 +05:30
Vinayak Mehta bcde67fe17 Add constant to include table headers 2018-11-22 19:56:16 +05:30
Vinayak Mehta 529914eb6f Update comment 2018-11-22 19:50:59 +05:30
Vinayak Mehta 4e2aee18c3 Add get_table_areas textedges method 2018-11-22 19:48:51 +05:30
Vinayak Mehta a587ea3782 Add get_relevant textedges method 2018-11-22 18:24:31 +05:30
Vinayak Mehta 378408a271 Remove debug statements 2018-11-22 05:42:10 +05:30
Vinayak Mehta 123227aa8c Add TextEdge and TextEdges helper classes 2018-11-22 05:31:02 +05:30
Vinayak Mehta cd3aa38f7e Change table to grid (#196) 2018-11-06 19:18:45 +05:30
Vinayak Mehta b310f16dba Bump version and update HISTORY.md 2018-11-04 01:37:27 +05:30
Vinayak Mehta defaead679 Add table bbox attribute (#193) 2018-11-04 01:33:41 +05:30
Palash Chatterjee a60ce38d4d [MRG + 1] Fix the order of coordinates in docs (#191) 2018-11-03 01:06:44 +05:30
Vinayak Mehta 36006cadc5 Bump version and update HISTORY.md 2018-11-02 23:25:07 +05:30
Vinayak Mehta db3f8c6897 [MRG] Make matplotlib optional (#190)
* Rename png files

* Convert plot to PlotMethods class and update docs

* Update test

* Update setup.py and docs

* Refactor PlotMethods

* Make matplotlib optional

* Raise ImportError in cli
2018-11-02 23:16:03 +05:30
Suyash Behera c0e9235164 [MRG + 1] Create a new figure and test each plot type #127 (#179)
* [MRG] Create a new figure and test each plot type #127

 - move `plot()` to `plotting.py` as `plot_pdf()`
 - modify plotting functions to return matplotlib figures
 - add `test_plotting.py` and baseline images
 - import `plot_pdf()` in `__init__`
 - update `cli.py` to use `plot_pdf()`
 - update advanced usage docs to reflect changes

* Change matplotlib backend for image comparison tests

* Update plotting and tests
 - use matplotlib rectangle instead of `cv2.rectangle` in
`plot_contour()`
 - set matplotlib backend in `tests/__init__`
 - update contour plot baseline image
 - update `test_plotting` with more checks

* Update plot tests and config
 - remove unnecessary asserts
 - update setup.cfg and makefile with `--mpl`

* Add  to

* Add tolerance

* remove text from baseline plots
update plot tests with `remove_text`

* Change method name, update docs and add pep8

* Update docs
2018-11-02 20:57:02 +05:30
Vinayak Mehta 79db6e3d1b Add gitter badge 2018-10-31 17:33:40 +05:30
Vinayak Mehta 29f22ad1a6 Update conda definition 2018-10-30 23:48:56 +05:30
Vinayak Mehta e8af4c2c1c Update conda install instructions 2018-10-30 23:36:31 +05:30
Vinayak Mehta 220d6ad29c Fix cli doc 2018-10-29 01:03:36 +05:30
Vinayak Mehta f73062c1c4 Bump version
Update HISTORY.md
2018-10-28 22:37:33 +05:30
Vinayak Mehta 9cffe0adbe Update HISTORY.md
Update HISTORY.md

Update HISTORY.md again
2018-10-28 22:12:47 +05:30
rbares 429640feea [MRG + 1] Add basic support for encrypted PDF files (#180)
* [MRG] Add basic support for encrypted PDF files

Update API and CLI to accept ASCII passwords to decrypt PDFs
encrypted by algorithm code 1 or 2 (limited by support from PyPDF2).
Update documentation and unit tests accordingly.

Example document health_protected.pdf generated as follows:
qpdf --encrypt userpass ownerpass 128 -- health.pdf health_protected.pdf

Issue #162

* Support encrypted PDF files in python3

Issue #162

* Address review comments

Explicitly check passwords for None rather than falsey.
Correct read_pdf documentation for Owner/User password.

Issue #162

* Correct API documentation changes for consistency

Issue #162

* Move error tests from test_common to test_errors

Issue #162

* Add qpdf example

* Remove password is not None check

* Fix merge conflict

* Fix pages example
2018-10-28 22:01:10 +05:30
gison93 4366313484 Clarify example for argument pages in read_pdf (#177) 2018-10-28 14:41:04 +05:30
Vinayak Mehta 2830ed9418 Update HISTORY.md 2018-10-25 00:07:16 +05:30
Vinicius Mesel 39cf65ffef [MRG + 1] Convert filename to lowercase to check for extension (#169)
* Creates a new variable that stores a lowercase version of the filename

* Remove variable
2018-10-24 23:53:54 +05:30
Parth P Panchal 32df09ad1c Renames the keyword table_area to table_areas (#171)
`table_areas` sounds more apt since it is a list and there can be
multiple table areas on a page.

Closes #165
2018-10-24 23:06:53 +05:30
Vinayak Mehta 8205e0e9ab Update HISTORY.md 2018-10-23 21:16:18 +05:30
Vinayak Mehta a78ef7f841 [MRG] Use find_executable for gs and raise error if not found (#166)
* Use find_executable for gs and raise error if not found

* Remove unused variable

* Add test

* Use pytest monkeypatch
2018-10-23 21:12:43 +05:30
Vinayak Mehta f734af3a0b Update HISTORY.md 2018-10-23 15:04:54 +05:30
Parth P Panchal 61963aabb6 [MRG + 1] Add __main__ (#159)
* Renames camelot.cli to camelot.__main__

Closes #154

* Keep __main__ and cli separate

* Monkey patch click HelpFormatter
2018-10-23 15:01:20 +05:30
Jonathan Lloyd 60c1270745 Fix typo in test name (#160)
test_no_tables_found_warnings_supressed -> test_no_tables_found_warnings_suppressed
2018-10-23 04:54:57 +05:30
Vinayak Mehta 72481bc1b5 Replace table_areas with table_area 2018-10-23 04:00:17 +05:30
Vinayak Mehta c5c85a2dc8 Fix index.rst 2018-10-22 21:58:51 +05:30
Vinayak Mehta 9c6ec49652 Update index.rst 2018-10-22 21:53:38 +05:30
Vinayak Mehta 2a60d1fd54 Update README 2018-10-22 21:52:49 +05:30
Vinayak Mehta 2022a8abc9 Update HISTORY.md 2018-10-19 17:00:20 +05:30
Jonathan Lloyd 3def4a5aea [MRG + 1] Add suppress_warnings flag (#155)
* Add suppress_warnings flag

* Add --quiet flag to cli (to suppress warnings)

* Remove TODO and update comment
2018-10-19 16:55:00 +05:30
Vinayak Mehta 1d064adc3e Update .editorconfig and HISTORY.md 2018-10-19 16:23:15 +05:30
KOLANICH 7baea06bca Add .editorconfig (#151) 2018-10-19 16:19:06 +05:30
Vinayak Mehta 5645ef5b62 Update setup.py 2018-10-15 04:31:54 +05:30
Krishna Sumanth 7a3b76cb76 Update conf.py 2018-10-12 21:39:38 +05:30
Krishna Sumanth 970f906435 Update conf.py 2018-10-12 21:37:53 +05:30
Krishna Sumanth 297888b18c Update conf.py 2018-10-12 20:22:02 +05:30
Vinayak Mehta 9362175a82 Update advanced.rst 2018-10-12 16:46:09 +05:30
Vinayak Mehta 9e6474e5a6 Update HISTORY.md 2018-10-11 23:51:05 +05:30
Vaibhav Mule 1ba0cfc7bc [MRG + 1] Run codecov only once (#132)
* Run codecov only once

* Update .travis.yml

* Update .travis.yml

* Add os based install to Makefile

* Add requests like .travis.yml and Makefile

* Add 'sudo: required' to .travis.yml

* Add before_install

* Make separate command
2018-10-11 23:36:36 +05:30
Vinayak Mehta 8d38907832 Update conda installation instructions
Update conda installation instructions again
2018-10-11 13:00:41 +05:30
Vinayak Mehta ac2d40aa44 Update HISTORY.md
Update HISTORY.md again
2018-10-10 00:37:25 +05:30
Vinayak Mehta c33bf9c168 Add docs badge 2018-10-09 21:33:51 +05:30
Vinayak Mehta d628e9b5df Update requirements.txt 2018-10-09 21:23:10 +05:30
Vinayak Mehta 750f955f9c Add requirements.txt for rtd 2018-10-09 21:21:50 +05:30
Vinayak Mehta 898646b73b Add conda installation instructions 2018-10-09 20:22:07 +05:30
44 changed files with 1351 additions and 505 deletions
+10
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@@ -0,0 +1,10 @@
root = true
[*]
end_of_line = lf
insert_final_newline = true
[*.py]
charset = utf-8
indent_style = space
indent_size = 4
+29 -17
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@@ -1,20 +1,32 @@
sudo: false sudo: true
language: python language: python
cache: pip cache: pip
python: addons:
- "2.7" apt:
- "3.5" update: true
- "3.6"
matrix:
include:
- python: 3.7
dist: xenial
sudo: true
before_install:
- sudo apt-get install python-tk python3-tk ghostscript
install: install:
- pip install ".[dev]" - make install
script: jobs:
- pytest --verbose --cov-config .coveragerc --cov-report term --cov-report xml --cov=camelot tests include:
after_success: - stage: test
- codecov --verbose script:
- make test
python: '2.7'
- stage: test
script:
- make test
python: '3.5'
- stage: test
script:
- make test
python: '3.6'
- stage: test
script:
- make test
python: '3.7'
dist: xenial
- stage: coverage
python: '3.6'
script:
- make test
- codecov --verbose
+57 -1
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@@ -1,6 +1,62 @@
Release History Release History
=============== ===============
master
------
0.4.0 (2018-11-23)
------------------
**Improvements**
* [#102](https://github.com/socialcopsdev/camelot/issues/102) Detect tables automatically when Stream is used. [#206](https://github.com/socialcopsdev/camelot/pull/206) Add implementation of Anssi Nurminen's table detection algorithm by Vinayak Mehta.
0.3.2 (2018-11-04)
------------------
**Improvements**
* [#186](https://github.com/socialcopsdev/camelot/issues/186) Add `_bbox` attribute to table. [#193](https://github.com/socialcopsdev/camelot/pull/193) by Vinayak Mehta.
* You can use `table._bbox` to get coordinates of the detected table.
0.3.1 (2018-11-02)
------------------
**Improvements**
* Matplotlib is now an optional requirement. [#190](https://github.com/socialcopsdev/camelot/pull/190) by Vinayak Mehta.
* You can install it using `$ pip install camelot-py[plot]`.
* [#127](https://github.com/socialcopsdev/camelot/issues/127) Add tests for plotting. Coverage is now at 87%! [#179](https://github.com/socialcopsdev/camelot/pull/179) by [Suyash Behera](https://github.com/Suyash458).
0.3.0 (2018-10-28)
------------------
**Improvements**
* [#162](https://github.com/socialcopsdev/camelot/issues/162) Add password keyword argument. [#180](https://github.com/socialcopsdev/camelot/pull/180) by [rbares](https://github.com/rbares).
* An encrypted PDF can now be decrypted by passing `password='<PASSWORD>'` to `read_pdf` or `--password <PASSWORD>` to the command-line interface. (Limited encryption algorithm support from PyPDF2.)
* [#139](https://github.com/socialcopsdev/camelot/issues/139) Add suppress_warnings keyword argument. [#155](https://github.com/socialcopsdev/camelot/pull/155) by [Jonathan Lloyd](https://github.com/jonathanlloyd).
* Warnings raised by Camelot can now be suppressed by passing `suppress_warnings=True` to `read_pdf` or `--quiet` to the command-line interface.
* [#154](https://github.com/socialcopsdev/camelot/issues/154) The CLI can now be run using `python -m`. Try `python -m camelot --help`. [#159](https://github.com/socialcopsdev/camelot/pull/159) by [Parth P Panchal](https://github.com/pqrth).
* [#165](https://github.com/socialcopsdev/camelot/issues/165) Rename `table_area` to `table_areas`. [#171](https://github.com/socialcopsdev/camelot/pull/171) by [Parth P Panchal](https://github.com/pqrth).
**Bugfixes**
* Raise error if the ghostscript executable is not on the PATH variable. [#166](https://github.com/socialcopsdev/camelot/pull/166) by Vinayak Mehta.
* Convert filename to lowercase to check for PDF extension. [#169](https://github.com/socialcopsdev/camelot/pull/169) by [Vinicius Mesel](https://github.com/vmesel).
**Files**
* [#114](https://github.com/socialcopsdev/camelot/issues/114) Add Makefile and make codecov run only once. [#132](https://github.com/socialcopsdev/camelot/pull/132) by [Vaibhav Mule](https://github.com/vaibhavmule).
* Add .editorconfig. [#151](https://github.com/socialcopsdev/camelot/pull/151) by [KOLANICH](https://github.com/KOLANICH).
* Downgrade numpy version from 1.15.2 to 1.13.3.
* Add requirements.txt for readthedocs.
**Documentation**
* Add "Using conda" section to installation instructions.
* Add readthedocs badge.
0.2.3 (2018-10-08) 0.2.3 (2018-10-08)
------------------ ------------------
@@ -63,4 +119,4 @@ Release History
0.1.0 (2018-09-24) 0.1.0 (2018-09-24)
------------------ ------------------
* Birth! * Rebirth!
+28
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@@ -0,0 +1,28 @@
.PHONY: docs
INSTALL :=
UNAME_S := $(shell uname -s)
ifeq ($(UNAME_S),Linux)
INSTALL := @sudo apt install python-tk python3-tk ghostscript
else ifeq ($(UNAME_S),Darwin)
INSTALL := @brew install tcl-tk ghostscript
else
INSTALL := @echo "Please install tk and ghostscript"
endif
install:
$(INSTALL)
pip install --upgrade pip
pip install ".[dev]"
test:
pytest --verbose --cov-config .coveragerc --cov-report term --cov-report xml --cov=camelot --mpl
docs:
cd docs && make html
@echo "\033[95m\n\nBuild successful! View the docs homepage at docs/_build/html/index.html.\n\033[0m"
publish:
pip install twine
python setup.py sdist
twine upload dist/*
rm -fr build dist .egg camelot_py.egg-info
+23 -12
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@@ -4,11 +4,14 @@
# Camelot: PDF Table Extraction for Humans # Camelot: PDF Table Extraction for Humans
[![Build Status](https://travis-ci.org/socialcopsdev/camelot.svg?branch=master)](https://travis-ci.org/socialcopsdev/camelot) [![codecov.io](https://codecov.io/github/socialcopsdev/camelot/badge.svg?branch=master&service=github)](https://codecov.io/github/socialcopsdev/camelot?branch=master) [![Build Status](https://travis-ci.org/socialcopsdev/camelot.svg?branch=master)](https://travis-ci.org/socialcopsdev/camelot) [![Documentation Status](https://readthedocs.org/projects/camelot-py/badge/?version=master)](https://camelot-py.readthedocs.io/en/master/)
[![image](https://img.shields.io/pypi/v/camelot-py.svg)](https://pypi.org/project/camelot-py/) [![image](https://img.shields.io/pypi/l/camelot-py.svg)](https://pypi.org/project/camelot-py/) [![image](https://img.shields.io/pypi/pyversions/camelot-py.svg)](https://pypi.org/project/camelot-py/) [![codecov.io](https://codecov.io/github/socialcopsdev/camelot/badge.svg?branch=master&service=github)](https://codecov.io/github/socialcopsdev/camelot?branch=master)
[![image](https://img.shields.io/pypi/v/camelot-py.svg)](https://pypi.org/project/camelot-py/) [![image](https://img.shields.io/pypi/l/camelot-py.svg)](https://pypi.org/project/camelot-py/) [![image](https://img.shields.io/pypi/pyversions/camelot-py.svg)](https://pypi.org/project/camelot-py/) [![Gitter chat](https://badges.gitter.im/camelot-dev/Lobby.png)](https://gitter.im/camelot-dev/Lobby)
**Camelot** is a Python library that makes it easy for *anyone* to extract tables from PDF files! **Camelot** is a Python library that makes it easy for *anyone* to extract tables from PDF files!
**Note:** You can also check out [Excalibur](https://github.com/camelot-dev/excalibur), which is a web interface for Camelot!
--- ---
**Here's how you can extract tables from PDF files.** Check out the PDF used in this example [here](https://github.com/socialcopsdev/camelot/blob/master/docs/_static/pdf/foo.pdf). **Here's how you can extract tables from PDF files.** Check out the PDF used in this example [here](https://github.com/socialcopsdev/camelot/blob/master/docs/_static/pdf/foo.pdf).
@@ -41,7 +44,7 @@
| 2032_2 | 0.17 | 57.8 | 21.7% | 0.3% | 2.7% | 1.2% | | 2032_2 | 0.17 | 57.8 | 21.7% | 0.3% | 2.7% | 1.2% |
| 4171_1 | 0.07 | 173.9 | 58.1% | 1.6% | 2.1% | 0.5% | | 4171_1 | 0.07 | 173.9 | 58.1% | 1.6% | 2.1% | 0.5% |
There's a [command-line interface](https://camelot-py.readthedocs.io/en/latest/user/cli.html) too! There's a [command-line interface](https://camelot-py.readthedocs.io/en/master/user/cli.html) too!
**Note:** Camelot only works with text-based PDFs and not scanned documents. (As Tabula [explains](https://github.com/tabulapdf/tabula#why-tabula), "If you can click and drag to select text in your table in a PDF viewer, then your PDF is text-based".) **Note:** Camelot only works with text-based PDFs and not scanned documents. (As Tabula [explains](https://github.com/tabulapdf/tabula#why-tabula), "If you can click and drag to select text in your table in a PDF viewer, then your PDF is text-based".)
@@ -56,15 +59,25 @@ See [comparison with other PDF table extraction libraries and tools](https://git
## Installation ## Installation
After [installing the dependencies](https://camelot-py.readthedocs.io/en/latest/user/install.html) ([tk](https://packages.ubuntu.com/trusty/python-tk) and [ghostscript](https://www.ghostscript.com/)), you can simply use pip to install Camelot: ### Using conda
The easiest way to install Camelot is to install it with [conda](https://conda.io/docs/), which is a package manager and environment management system for the [Anaconda](http://docs.continuum.io/anaconda/) distribution.
<pre> <pre>
$ pip install camelot-py[all] $ conda install -c conda-forge camelot-py
</pre> </pre>
### Alternatively ### Using pip
After [installing the dependencies](https://camelot-py.readthedocs.io/en/latest/user/install.html), clone the repo using: After [installing the dependencies](https://camelot-py.readthedocs.io/en/master/user/install-deps.html) ([tk](https://packages.ubuntu.com/trusty/python-tk) and [ghostscript](https://www.ghostscript.com/)), you can simply use pip to install Camelot:
<pre>
$ pip install camelot-py[cv]
</pre>
### From the source code
After [installing the dependencies](https://camelot-py.readthedocs.io/en/master/user/install.html#using-pip), clone the repo using:
<pre> <pre>
$ git clone https://www.github.com/socialcopsdev/camelot $ git clone https://www.github.com/socialcopsdev/camelot
@@ -74,18 +87,16 @@ and install Camelot using pip:
<pre> <pre>
$ cd camelot $ cd camelot
$ pip install ".[all]" $ pip install ".[cv]"
</pre> </pre>
**Note:** Use a [virtualenv](https://virtualenv.pypa.io/en/stable/) if you don't want to affect your global Python installation.
## Documentation ## Documentation
Great documentation is available at [http://camelot-py.readthedocs.io/](http://camelot-py.readthedocs.io/). Great documentation is available at [http://camelot-py.readthedocs.io/](http://camelot-py.readthedocs.io/).
## Development ## Development
The [Contributor's Guide](https://camelot-py.readthedocs.io/en/latest/dev/contributing.html) has detailed information about contributing code, documentation, tests and more. We've included some basic information in this README. The [Contributor's Guide](https://camelot-py.readthedocs.io/en/master/dev/contributing.html) has detailed information about contributing code, documentation, tests and more. We've included some basic information in this README.
### Source code ### Source code
@@ -117,4 +128,4 @@ Camelot uses [Semantic Versioning](https://semver.org/). For the available versi
## License ## License
This project is licensed under the MIT License, see the [LICENSE](https://github.com/socialcopsdev/camelot/blob/master/LICENSE) file for details. This project is licensed under the MIT License, see the [LICENSE](https://github.com/socialcopsdev/camelot/blob/master/LICENSE) file for details.
+14
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@@ -2,10 +2,21 @@
import logging import logging
from click import HelpFormatter
from .__version__ import __version__ from .__version__ import __version__
from .io import read_pdf from .io import read_pdf
from .plotting import PlotMethods
def _write_usage(self, prog, args='', prefix='Usage: '):
return self._write_usage('camelot', args, prefix=prefix)
# monkey patch click.HelpFormatter
HelpFormatter._write_usage = HelpFormatter.write_usage
HelpFormatter.write_usage = _write_usage
# set up logging # set up logging
logger = logging.getLogger('camelot') logger = logging.getLogger('camelot')
@@ -15,3 +26,6 @@ handler = logging.StreamHandler()
handler.setFormatter(formatter) handler.setFormatter(formatter)
logger.addHandler(handler) logger.addHandler(handler)
# instantiate plot method
plot = PlotMethods()
+16
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@@ -0,0 +1,16 @@
# -*- coding: utf-8 -*-
from __future__ import absolute_import
__all__ = ('main',)
def main():
from camelot.cli import cli
cli()
if __name__ == "__main__":
main()
+14 -2
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@@ -1,11 +1,23 @@
# -*- coding: utf-8 -*- # -*- coding: utf-8 -*-
VERSION = (0, 2, 3) VERSION = (0, 4, 0)
PRERELEASE = None # alpha, beta or rc
REVISION = None
def generate_version(version, prerelease=None, revision=None):
version_parts = ['.'.join(map(str, version))]
if prerelease is not None:
version_parts.append('-{}'.format(prerelease))
if revision is not None:
version_parts.append('.{}'.format(revision))
return ''.join(version_parts)
__title__ = 'camelot-py' __title__ = 'camelot-py'
__description__ = 'PDF Table Extraction for Humans.' __description__ = 'PDF Table Extraction for Humans.'
__url__ = 'http://camelot-py.readthedocs.io/' __url__ = 'http://camelot-py.readthedocs.io/'
__version__ = '.'.join(map(str, VERSION)) __version__ = generate_version(VERSION, prerelease=PRERELEASE, revision=REVISION)
__author__ = 'Vinayak Mehta' __author__ = 'Vinayak Mehta'
__author_email__ = 'vmehta94@gmail.com' __author_email__ = 'vmehta94@gmail.com'
__license__ = 'MIT License' __license__ = 'MIT License'
+43 -20
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@@ -3,9 +3,14 @@
import logging import logging
import click import click
try:
import matplotlib.pyplot as plt
except ImportError:
_HAS_MPL = False
else:
_HAS_MPL = True
from . import __version__ from . import __version__, read_pdf, plot
from .io import read_pdf
logger = logging.getLogger('camelot') logger = logging.getLogger('camelot')
@@ -27,6 +32,7 @@ pass_config = click.make_pass_decorator(Config)
@click.version_option(version=__version__) @click.version_option(version=__version__)
@click.option('-p', '--pages', default='1', help='Comma-separated page numbers.' @click.option('-p', '--pages', default='1', help='Comma-separated page numbers.'
' Example: 1,3,4 or 1,4-end.') ' Example: 1,3,4 or 1,4-end.')
@click.option('-pw', '--password', help='Password for decryption.')
@click.option('-o', '--output', help='Output file path.') @click.option('-o', '--output', help='Output file path.')
@click.option('-f', '--format', @click.option('-f', '--format',
type=click.Choice(['csv', 'json', 'excel', 'html']), type=click.Choice(['csv', 'json', 'excel', 'html']),
@@ -38,6 +44,7 @@ pass_config = click.make_pass_decorator(Config)
' font size. Useful to detect super/subscripts.') ' font size. Useful to detect super/subscripts.')
@click.option('-M', '--margins', nargs=3, default=(1.0, 0.5, 0.1), @click.option('-M', '--margins', nargs=3, default=(1.0, 0.5, 0.1),
help='PDFMiner char_margin, line_margin and word_margin.') help='PDFMiner char_margin, line_margin and word_margin.')
@click.option('-q', '--quiet', is_flag=True, help='Suppress warnings.')
@click.pass_context @click.pass_context
def cli(ctx, *args, **kwargs): def cli(ctx, *args, **kwargs):
"""Camelot: PDF Table Extraction for Humans""" """Camelot: PDF Table Extraction for Humans"""
@@ -47,7 +54,7 @@ def cli(ctx, *args, **kwargs):
@cli.command('lattice') @cli.command('lattice')
@click.option('-T', '--table_area', default=[], multiple=True, @click.option('-T', '--table_areas', default=[], multiple=True,
help='Table areas to process. Example: x1,y1,x2,y2' help='Table areas to process. Example: x1,y1,x2,y2'
' where x1, y1 -> left-top and x2, y2 -> right-bottom.') ' where x1, y1 -> left-top and x2, y2 -> right-bottom.')
@click.option('-back', '--process_background', is_flag=True, @click.option('-back', '--process_background', is_flag=True,
@@ -78,8 +85,8 @@ def cli(ctx, *args, **kwargs):
@click.option('-I', '--iterations', default=0, @click.option('-I', '--iterations', default=0,
help='Number of times for erosion/dilation will be applied.') help='Number of times for erosion/dilation will be applied.')
@click.option('-plot', '--plot_type', @click.option('-plot', '--plot_type',
type=click.Choice(['text', 'table', 'contour', 'joint', 'line']), type=click.Choice(['text', 'grid', 'contour', 'joint', 'line']),
help='Plot geometry found on PDF page, for debugging.') help='Plot elements found on PDF page for visual debugging.')
@click.argument('filepath', type=click.Path(exists=True)) @click.argument('filepath', type=click.Path(exists=True))
@pass_config @pass_config
def lattice(c, *args, **kwargs): def lattice(c, *args, **kwargs):
@@ -89,31 +96,39 @@ def lattice(c, *args, **kwargs):
output = conf.pop('output') output = conf.pop('output')
f = conf.pop('format') f = conf.pop('format')
compress = conf.pop('zip') compress = conf.pop('zip')
suppress_warnings = conf.pop('quiet')
plot_type = kwargs.pop('plot_type') plot_type = kwargs.pop('plot_type')
filepath = kwargs.pop('filepath') filepath = kwargs.pop('filepath')
kwargs.update(conf) kwargs.update(conf)
table_area = list(kwargs['table_area']) table_areas = list(kwargs['table_areas'])
kwargs['table_area'] = None if not table_area else table_area kwargs['table_areas'] = None if not table_areas else table_areas
copy_text = list(kwargs['copy_text']) copy_text = list(kwargs['copy_text'])
kwargs['copy_text'] = None if not copy_text else copy_text kwargs['copy_text'] = None if not copy_text else copy_text
kwargs['shift_text'] = list(kwargs['shift_text']) kwargs['shift_text'] = list(kwargs['shift_text'])
tables = read_pdf(filepath, pages=pages, flavor='lattice', **kwargs)
click.echo('Found {} tables'.format(tables.n))
if plot_type is not None: if plot_type is not None:
for table in tables: if not _HAS_MPL:
table.plot(plot_type) raise ImportError('matplotlib is required for plotting.')
else: else:
if output is None: if output is None:
raise click.UsageError('Please specify output file path using --output') raise click.UsageError('Please specify output file path using --output')
if f is None: if f is None:
raise click.UsageError('Please specify output file format using --format') raise click.UsageError('Please specify output file format using --format')
tables = read_pdf(filepath, pages=pages, flavor='lattice',
suppress_warnings=suppress_warnings, **kwargs)
click.echo('Found {} tables'.format(tables.n))
if plot_type is not None:
for table in tables:
plot(table, kind=plot_type)
plt.show()
else:
tables.export(output, f=f, compress=compress) tables.export(output, f=f, compress=compress)
@cli.command('stream') @cli.command('stream')
@click.option('-T', '--table_area', default=[], multiple=True, @click.option('-T', '--table_areas', default=[], multiple=True,
help='Table areas to process. Example: x1,y1,x2,y2' help='Table areas to process. Example: x1,y1,x2,y2'
' where x1, y1 -> left-top and x2, y2 -> right-bottom.') ' where x1, y1 -> left-top and x2, y2 -> right-bottom.')
@click.option('-C', '--columns', default=[], multiple=True, @click.option('-C', '--columns', default=[], multiple=True,
@@ -123,8 +138,8 @@ def lattice(c, *args, **kwargs):
@click.option('-c', '--col_close_tol', default=0, help='Tolerance parameter' @click.option('-c', '--col_close_tol', default=0, help='Tolerance parameter'
' used to combine text horizontally, to generate columns.') ' used to combine text horizontally, to generate columns.')
@click.option('-plot', '--plot_type', @click.option('-plot', '--plot_type',
type=click.Choice(['text', 'table']), type=click.Choice(['text', 'grid']),
help='Plot geometry found on PDF page for debugging.') help='Plot elements found on PDF page for visual debugging.')
@click.argument('filepath', type=click.Path(exists=True)) @click.argument('filepath', type=click.Path(exists=True))
@pass_config @pass_config
def stream(c, *args, **kwargs): def stream(c, *args, **kwargs):
@@ -134,23 +149,31 @@ def stream(c, *args, **kwargs):
output = conf.pop('output') output = conf.pop('output')
f = conf.pop('format') f = conf.pop('format')
compress = conf.pop('zip') compress = conf.pop('zip')
suppress_warnings = conf.pop('quiet')
plot_type = kwargs.pop('plot_type') plot_type = kwargs.pop('plot_type')
filepath = kwargs.pop('filepath') filepath = kwargs.pop('filepath')
kwargs.update(conf) kwargs.update(conf)
table_area = list(kwargs['table_area']) table_areas = list(kwargs['table_areas'])
kwargs['table_area'] = None if not table_area else table_area kwargs['table_areas'] = None if not table_areas else table_areas
columns = list(kwargs['columns']) columns = list(kwargs['columns'])
kwargs['columns'] = None if not columns else columns kwargs['columns'] = None if not columns else columns
tables = read_pdf(filepath, pages=pages, flavor='stream', **kwargs)
click.echo('Found {} tables'.format(tables.n))
if plot_type is not None: if plot_type is not None:
for table in tables: if not _HAS_MPL:
table.plot(plot_type) raise ImportError('matplotlib is required for plotting.')
else: else:
if output is None: if output is None:
raise click.UsageError('Please specify output file path using --output') raise click.UsageError('Please specify output file path using --output')
if f is None: if f is None:
raise click.UsageError('Please specify output file format using --format') raise click.UsageError('Please specify output file format using --format')
tables = read_pdf(filepath, pages=pages, flavor='stream',
suppress_warnings=suppress_warnings, **kwargs)
click.echo('Found {} tables'.format(tables.n))
if plot_type is not None:
for table in tables:
plot(table, kind=plot_type)
plt.show()
else:
tables.export(output, f=f, compress=compress) tables.export(output, f=f, compress=compress)
+198 -28
View File
@@ -3,11 +3,208 @@
import os import os
import zipfile import zipfile
import tempfile import tempfile
from itertools import chain
from operator import itemgetter
import numpy as np import numpy as np
import pandas as pd import pandas as pd
from .plotting import *
# minimum number of vertical textline intersections for a textedge
# to be considered valid
TEXTEDGE_REQUIRED_ELEMENTS = 4
# y coordinate tolerance for extending textedge
TEXTEDGE_EXTEND_TOLERANCE = 50
# padding added to table area on the left, right and bottom
TABLE_AREA_PADDING = 10
class TextEdge(object):
"""Defines a text edge coordinates relative to a left-bottom
origin. (PDF coordinate space)
Parameters
----------
x : float
x-coordinate of the text edge.
y0 : float
y-coordinate of bottommost point.
y1 : float
y-coordinate of topmost point.
align : string, optional (default: 'left')
{'left', 'right', 'middle'}
Attributes
----------
intersections: int
Number of intersections with horizontal text rows.
is_valid: bool
A text edge is valid if it intersections with at least
TEXTEDGE_REQUIRED_ELEMENTS horizontal text rows.
"""
def __init__(self, x, y0, y1, align='left'):
self.x = x
self.y0 = y0
self.y1 = y1
self.align = align
self.intersections = 0
self.is_valid = False
def __repr__(self):
return '<TextEdge x={} y0={} y1={} align={} valid={}>'.format(
round(self.x, 2), round(self.y0, 2), round(self.y1, 2), self.align, self.is_valid)
def update_coords(self, x, y0):
"""Updates the text edge's x and bottom y coordinates and sets
the is_valid attribute.
"""
if np.isclose(self.y0, y0, atol=TEXTEDGE_EXTEND_TOLERANCE):
self.x = (self.intersections * self.x + x) / float(self.intersections + 1)
self.y0 = y0
self.intersections += 1
# a textedge is valid only if it extends uninterrupted
# over a required number of textlines
if self.intersections > TEXTEDGE_REQUIRED_ELEMENTS:
self.is_valid = True
class TextEdges(object):
"""Defines a dict of left, right and middle text edges found on
the PDF page. The dict has three keys based on the alignments,
and each key's value is a list of camelot.core.TextEdge objects.
"""
def __init__(self):
self._textedges = {'left': [], 'right': [], 'middle': []}
@staticmethod
def get_x_coord(textline, align):
"""Returns the x coordinate of a text row based on the
specified alignment.
"""
x_left = textline.x0
x_right = textline.x1
x_middle = x_left + (x_right - x_left) / 2.0
x_coord = {'left': x_left, 'middle': x_middle, 'right': x_right}
return x_coord[align]
def find(self, x_coord, align):
"""Returns the index of an existing text edge using
the specified x coordinate and alignment.
"""
for i, te in enumerate(self._textedges[align]):
if np.isclose(te.x, x_coord, atol=0.5):
return i
return None
def add(self, textline, align):
"""Adds a new text edge to the current dict.
"""
x = self.get_x_coord(textline, align)
y0 = textline.y0
y1 = textline.y1
te = TextEdge(x, y0, y1, align=align)
self._textedges[align].append(te)
def update(self, textline):
"""Updates an existing text edge in the current dict.
"""
for align in ['left', 'right', 'middle']:
x_coord = self.get_x_coord(textline, align)
idx = self.find(x_coord, align)
if idx is None:
self.add(textline, align)
else:
self._textedges[align][idx].update_coords(x_coord, textline.y0)
def generate(self, textlines):
"""Generates the text edges dict based on horizontal text
rows.
"""
for tl in textlines:
if len(tl.get_text().strip()) > 1: # TODO: hacky
self.update(tl)
def get_relevant(self):
"""Returns the list of relevant text edges (all share the same
alignment) based on which list intersects horizontal text rows
the most.
"""
intersections_sum = {
'left': sum(te.intersections for te in self._textedges['left'] if te.is_valid),
'right': sum(te.intersections for te in self._textedges['right'] if te.is_valid),
'middle': sum(te.intersections for te in self._textedges['middle'] if te.is_valid)
}
# TODO: naive
# get vertical textedges that intersect maximum number of
# times with horizontal textlines
relevant_align = max(intersections_sum.items(), key=itemgetter(1))[0]
return self._textedges[relevant_align]
def get_table_areas(self, textlines, relevant_textedges):
"""Returns a dict of interesting table areas on the PDF page
calculated using relevant text edges.
"""
def pad(area, average_row_height):
x0 = area[0] - TABLE_AREA_PADDING
y0 = area[1] - TABLE_AREA_PADDING
x1 = area[2] + TABLE_AREA_PADDING
# add a constant since table headers can be relatively up
y1 = area[3] + average_row_height * 5
return (x0, y0, x1, y1)
# sort relevant textedges in reading order
relevant_textedges.sort(key=lambda te: (-te.y0, te.x))
table_areas = {}
for te in relevant_textedges:
if te.is_valid:
if not table_areas:
table_areas[(te.x, te.y0, te.x, te.y1)] = None
else:
found = None
for area in table_areas:
# check for overlap
if te.y1 >= area[1] and te.y0 <= area[3]:
found = area
break
if found is None:
table_areas[(te.x, te.y0, te.x, te.y1)] = None
else:
table_areas.pop(found)
updated_area = (
found[0], min(te.y0, found[1]), max(found[2], te.x), max(found[3], te.y1))
table_areas[updated_area] = None
# extend table areas based on textlines that overlap
# vertically. it's possible that these textlines were
# eliminated during textedges generation since numbers and
# chars/words/sentences are often aligned differently.
# drawback: table areas that have paragraphs on their sides
# will include the paragraphs too.
sum_textline_height = 0
for tl in textlines:
sum_textline_height += tl.y1 - tl.y0
found = None
for area in table_areas:
# check for overlap
if tl.y0 >= area[1] and tl.y1 <= area[3]:
found = area
break
if found is not None:
table_areas.pop(found)
updated_area = (
min(tl.x0, found[0]), min(tl.y0, found[1]), max(found[2], tl.x1), max(found[3], tl.y1))
table_areas[updated_area] = None
average_textline_height = sum_textline_height / float(len(textlines))
# add some padding to table areas
table_areas_padded = {}
for area in table_areas:
table_areas_padded[pad(area, average_textline_height)] = None
return table_areas_padded
class Cell(object): class Cell(object):
@@ -321,33 +518,6 @@ class Table(object):
cell.hspan = True cell.hspan = True
return self return self
def plot(self, geometry_type):
"""Plot geometry found on PDF page based on geometry_type
specified, useful for debugging and playing with different
parameters to get the best output.
Parameters
----------
geometry_type : str
The geometry type for which a plot should be generated.
Can be 'text', 'table', 'contour', 'joint', 'line'
"""
if self.flavor == 'stream' and geometry_type in ['contour', 'joint', 'line']:
raise NotImplementedError("{} cannot be plotted with flavor='stream'".format(
geometry_type))
if geometry_type == 'text':
plot_text(self._text)
elif geometry_type == 'table':
plot_table(self)
elif geometry_type == 'contour':
plot_contour(self._image)
elif geometry_type == 'joint':
plot_joint(self._image)
elif geometry_type == 'line':
plot_line(self._segments)
def to_csv(self, path, **kwargs): def to_csv(self, path, **kwargs):
"""Writes Table to a comma-separated values (csv) file. """Writes Table to a comma-separated values (csv) file.
+16 -8
View File
@@ -1,6 +1,7 @@
# -*- coding: utf-8 -*- # -*- coding: utf-8 -*-
import os import os
import sys
from PyPDF2 import PdfFileReader, PdfFileWriter from PyPDF2 import PdfFileReader, PdfFileWriter
@@ -21,14 +22,22 @@ class PDFHandler(object):
Path to PDF file. Path to PDF file.
pages : str, optional (default: '1') pages : str, optional (default: '1')
Comma-separated page numbers. Comma-separated page numbers.
Example: 1,3,4 or 1,4-end. Example: '1,3,4' or '1,4-end'.
password : str, optional (default: None)
Password for decryption.
""" """
def __init__(self, filename, pages='1'): def __init__(self, filename, pages='1', password=None):
self.filename = filename self.filename = filename
if not self.filename.endswith('.pdf'): if not filename.lower().endswith('.pdf'):
raise NotImplementedError("File format not supported") raise NotImplementedError("File format not supported")
self.pages = self._get_pages(self.filename, pages) self.pages = self._get_pages(self.filename, pages)
if password is None:
self.password = ''
else:
self.password = password
if sys.version_info[0] < 3:
self.password = self.password.encode('ascii')
def _get_pages(self, filename, pages): def _get_pages(self, filename, pages):
"""Converts pages string to list of ints. """Converts pages string to list of ints.
@@ -52,6 +61,8 @@ class PDFHandler(object):
page_numbers.append({'start': 1, 'end': 1}) page_numbers.append({'start': 1, 'end': 1})
else: else:
infile = PdfFileReader(open(filename, 'rb'), strict=False) infile = PdfFileReader(open(filename, 'rb'), strict=False)
if infile.isEncrypted:
infile.decrypt(self.password)
if pages == 'all': if pages == 'all':
page_numbers.append({'start': 1, 'end': infile.getNumPages()}) page_numbers.append({'start': 1, 'end': infile.getNumPages()})
else: else:
@@ -84,7 +95,7 @@ class PDFHandler(object):
with open(filename, 'rb') as fileobj: with open(filename, 'rb') as fileobj:
infile = PdfFileReader(fileobj, strict=False) infile = PdfFileReader(fileobj, strict=False)
if infile.isEncrypted: if infile.isEncrypted:
infile.decrypt('') infile.decrypt(self.password)
fpath = os.path.join(temp, 'page-{0}.pdf'.format(page)) fpath = os.path.join(temp, 'page-{0}.pdf'.format(page))
froot, fext = os.path.splitext(fpath) froot, fext = os.path.splitext(fpath)
p = infile.getPage(page - 1) p = infile.getPage(page - 1)
@@ -103,7 +114,7 @@ class PDFHandler(object):
os.rename(fpath, fpath_new) os.rename(fpath, fpath_new)
infile = PdfFileReader(open(fpath_new, 'rb'), strict=False) infile = PdfFileReader(open(fpath_new, 'rb'), strict=False)
if infile.isEncrypted: if infile.isEncrypted:
infile.decrypt('') infile.decrypt(self.password)
outfile = PdfFileWriter() outfile = PdfFileWriter()
p = infile.getPage(0) p = infile.getPage(0)
if rotation == 'anticlockwise': if rotation == 'anticlockwise':
@@ -130,9 +141,6 @@ class PDFHandler(object):
------- -------
tables : camelot.core.TableList tables : camelot.core.TableList
List of tables found in PDF. List of tables found in PDF.
geometry : camelot.core.GeometryList
List of geometry objects (contours, lines, joints) found
in PDF.
""" """
tables = [] tables = []
+18 -8
View File
@@ -1,10 +1,12 @@
# -*- coding: utf-8 -*- # -*- coding: utf-8 -*-
import warnings
from .handlers import PDFHandler from .handlers import PDFHandler
from .utils import validate_input, remove_extra from .utils import validate_input, remove_extra
def read_pdf(filepath, pages='1', flavor='lattice', **kwargs): def read_pdf(filepath, pages='1', password=None, flavor='lattice',
suppress_warnings=False, **kwargs):
"""Read PDF and return extracted tables. """Read PDF and return extracted tables.
Note: kwargs annotated with ^ can only be used with flavor='stream' Note: kwargs annotated with ^ can only be used with flavor='stream'
@@ -16,11 +18,15 @@ def read_pdf(filepath, pages='1', flavor='lattice', **kwargs):
Path to PDF file. Path to PDF file.
pages : str, optional (default: '1') pages : str, optional (default: '1')
Comma-separated page numbers. Comma-separated page numbers.
Example: 1,3,4 or 1,4-end. Example: '1,3,4' or '1,4-end'.
password : str, optional (default: None)
Password for decryption.
flavor : str (default: 'lattice') flavor : str (default: 'lattice')
The parsing method to use ('lattice' or 'stream'). The parsing method to use ('lattice' or 'stream').
Lattice is used by default. Lattice is used by default.
table_area : list, optional (default: None) suppress_warnings : bool, optional (default: False)
Prevent warnings from being emitted by Camelot.
table_areas : list, optional (default: None)
List of table area strings of the form x1,y1,x2,y2 List of table area strings of the form x1,y1,x2,y2
where (x1, y1) -> left-top and (x2, y2) -> right-bottom where (x1, y1) -> left-top and (x2, y2) -> right-bottom
in PDF coordinate space. in PDF coordinate space.
@@ -85,8 +91,12 @@ def read_pdf(filepath, pages='1', flavor='lattice', **kwargs):
raise NotImplementedError("Unknown flavor specified." raise NotImplementedError("Unknown flavor specified."
" Use either 'lattice' or 'stream'") " Use either 'lattice' or 'stream'")
validate_input(kwargs, flavor=flavor) with warnings.catch_warnings():
p = PDFHandler(filepath, pages) if suppress_warnings:
kwargs = remove_extra(kwargs, flavor=flavor) warnings.simplefilter("ignore")
tables = p.parse(flavor=flavor, **kwargs)
return tables validate_input(kwargs, flavor=flavor)
p = PDFHandler(filepath, pages=pages, password=password)
kwargs = remove_extra(kwargs, flavor=flavor)
tables = p.parse(flavor=flavor, **kwargs)
return tables
+40 -21
View File
@@ -28,7 +28,7 @@ class Lattice(BaseParser):
Parameters Parameters
---------- ----------
table_area : list, optional (default: None) table_areas : list, optional (default: None)
List of table area strings of the form x1,y1,x2,y2 List of table area strings of the form x1,y1,x2,y2
where (x1, y1) -> left-top and (x2, y2) -> right-bottom where (x1, y1) -> left-top and (x2, y2) -> right-bottom
in PDF coordinate space. in PDF coordinate space.
@@ -76,12 +76,12 @@ class Lattice(BaseParser):
For more information, refer `PDFMiner docs <https://euske.github.io/pdfminer/>`_. For more information, refer `PDFMiner docs <https://euske.github.io/pdfminer/>`_.
""" """
def __init__(self, table_area=None, process_background=False, def __init__(self, table_areas=None, process_background=False,
line_size_scaling=15, copy_text=None, shift_text=['l', 't'], line_size_scaling=15, copy_text=None, shift_text=['l', 't'],
split_text=False, flag_size=False, line_close_tol=2, split_text=False, flag_size=False, line_close_tol=2,
joint_close_tol=2, threshold_blocksize=15, threshold_constant=-2, joint_close_tol=2, threshold_blocksize=15, threshold_constant=-2,
iterations=0, margins=(1.0, 0.5, 0.1), **kwargs): iterations=0, margins=(1.0, 0.5, 0.1), **kwargs):
self.table_area = table_area self.table_areas = table_areas
self.process_background = process_background self.process_background = process_background
self.line_size_scaling = line_size_scaling self.line_size_scaling = line_size_scaling
self.copy_text = copy_text self.copy_text = copy_text
@@ -174,15 +174,39 @@ class Lattice(BaseParser):
return t return t
def _generate_image(self): def _generate_image(self):
# TODO: hacky, get rid of ghostscript #96 # TODO: get rid of ghostscript #96
def get_platform(): def get_executable():
import platform import platform
from distutils.spawn import find_executable
info = { class GhostscriptNotFound(Exception): pass
'system': platform.system().lower(),
'machine': platform.machine().lower() gs = None
} system = platform.system().lower()
return info try:
if system == 'windows':
if find_executable('gswin32c.exe'):
gs = 'gswin32c.exe'
elif find_executable('gswin64c.exe'):
gs = 'gswin64c.exe'
else:
raise ValueError
else:
if find_executable('gs'):
gs = 'gs'
elif find_executable('gsc'):
gs = 'gsc'
else:
raise ValueError
if 'ghostscript' not in subprocess.check_output(
[gs, '-version']).decode('utf-8').lower():
raise ValueError
except ValueError:
raise GhostscriptNotFound(
'Please make sure that Ghostscript is installed'
' and available on the PATH environment variable')
return gs
self.imagename = ''.join([self.rootname, '.png']) self.imagename = ''.join([self.rootname, '.png'])
gs_call = [ gs_call = [
@@ -193,15 +217,9 @@ class Lattice(BaseParser):
'-r600', '-r600',
self.filename self.filename
] ]
info = get_platform() gs = get_executable()
if info['system'] == 'windows': gs_call.insert(0, gs)
bit = info['machine'][-2:]
gs_call.insert(0, 'gswin{}c.exe'.format(bit))
else:
if 'ghostscript' in subprocess.check_output(['gs', '-version']).decode('utf-8').lower():
gs_call.insert(0, 'gs')
else:
gs_call.insert(0, "gsc")
subprocess.call( subprocess.call(
gs_call, stdout=open(os.devnull, 'w'), gs_call, stdout=open(os.devnull, 'w'),
stderr=subprocess.STDOUT) stderr=subprocess.STDOUT)
@@ -226,9 +244,9 @@ class Lattice(BaseParser):
self.threshold, direction='horizontal', self.threshold, direction='horizontal',
line_size_scaling=self.line_size_scaling, iterations=self.iterations) line_size_scaling=self.line_size_scaling, iterations=self.iterations)
if self.table_area is not None: if self.table_areas is not None:
areas = [] areas = []
for area in self.table_area: for area in self.table_areas:
x1, y1, x2, y2 = area.split(",") x1, y1, x2, y2 = area.split(",")
x1 = float(x1) x1 = float(x1)
y1 = float(y1) y1 = float(y1)
@@ -344,6 +362,7 @@ class Lattice(BaseParser):
self.table_bbox.keys(), key=lambda x: x[1], reverse=True)): self.table_bbox.keys(), key=lambda x: x[1], reverse=True)):
cols, rows, v_s, h_s = self._generate_columns_and_rows(table_idx, tk) cols, rows, v_s, h_s = self._generate_columns_and_rows(table_idx, tk)
table = self._generate_table(table_idx, cols, rows, v_s=v_s, h_s=h_s) table = self._generate_table(table_idx, cols, rows, v_s=v_s, h_s=h_s)
table._bbox = tk
_tables.append(table) _tables.append(table)
return _tables return _tables
+51 -13
View File
@@ -9,7 +9,7 @@ import numpy as np
import pandas as pd import pandas as pd
from .base import BaseParser from .base import BaseParser
from ..core import Table from ..core import TextEdges, Table
from ..utils import (text_in_bbox, get_table_index, compute_accuracy, from ..utils import (text_in_bbox, get_table_index, compute_accuracy,
compute_whitespace) compute_whitespace)
@@ -26,7 +26,7 @@ class Stream(BaseParser):
Parameters Parameters
---------- ----------
table_area : list, optional (default: None) table_areas : list, optional (default: None)
List of table area strings of the form x1,y1,x2,y2 List of table area strings of the form x1,y1,x2,y2
where (x1, y1) -> left-top and (x2, y2) -> right-bottom where (x1, y1) -> left-top and (x2, y2) -> right-bottom
in PDF coordinate space. in PDF coordinate space.
@@ -50,10 +50,10 @@ class Stream(BaseParser):
For more information, refer `PDFMiner docs <https://euske.github.io/pdfminer/>`_. For more information, refer `PDFMiner docs <https://euske.github.io/pdfminer/>`_.
""" """
def __init__(self, table_area=None, columns=None, split_text=False, def __init__(self, table_areas=None, columns=None, split_text=False,
flag_size=False, row_close_tol=2, col_close_tol=0, flag_size=False, row_close_tol=2, col_close_tol=0,
margins=(1.0, 0.5, 0.1), **kwargs): margins=(1.0, 0.5, 0.1), **kwargs):
self.table_area = table_area self.table_areas = table_areas
self.columns = columns self.columns = columns
self._validate_columns() self._validate_columns()
self.split_text = split_text self.split_text = split_text
@@ -116,7 +116,7 @@ class Stream(BaseParser):
row_y = t.y0 row_y = t.y0
temp.append(t) temp.append(t)
rows.append(sorted(temp, key=lambda t: t.x0)) rows.append(sorted(temp, key=lambda t: t.x0))
__ = rows.pop(0) # hacky __ = rows.pop(0) # TODO: hacky
return rows return rows
@staticmethod @staticmethod
@@ -241,15 +241,40 @@ class Stream(BaseParser):
return cols return cols
def _validate_columns(self): def _validate_columns(self):
if self.table_area is not None and self.columns is not None: if self.table_areas is not None and self.columns is not None:
if len(self.table_area) != len(self.columns): if len(self.table_areas) != len(self.columns):
raise ValueError("Length of table_area and columns" raise ValueError("Length of table_areas and columns"
" should be equal") " should be equal")
def _nurminen_table_detection(self, textlines):
"""A general implementation of the table detection algorithm
described by Anssi Nurminen's master's thesis.
Link: https://dspace.cc.tut.fi/dpub/bitstream/handle/123456789/21520/Nurminen.pdf?sequence=3
Assumes that tables are situated relatively far apart
vertically.
"""
# TODO: add support for arabic text #141
# sort textlines in reading order
textlines.sort(key=lambda x: (-x.y0, x.x0))
textedges = TextEdges()
# generate left, middle and right textedges
textedges.generate(textlines)
# select relevant edges
relevant_textedges = textedges.get_relevant()
# guess table areas using textlines and relevant edges
table_bbox = textedges.get_table_areas(textlines, relevant_textedges)
# treat whole page as table area if no table areas found
if not len(table_bbox):
table_bbox = {(0, 0, self.pdf_width, self.pdf_height): None}
return table_bbox
def _generate_table_bbox(self): def _generate_table_bbox(self):
if self.table_area is not None: if self.table_areas is not None:
table_bbox = {} table_bbox = {}
for area in self.table_area: for area in self.table_areas:
x1, y1, x2, y2 = area.split(",") x1, y1, x2, y2 = area.split(",")
x1 = float(x1) x1 = float(x1)
y1 = float(y1) y1 = float(y1)
@@ -257,7 +282,8 @@ class Stream(BaseParser):
y2 = float(y2) y2 = float(y2)
table_bbox[(x1, y2, x2, y1)] = None table_bbox[(x1, y2, x2, y1)] = None
else: else:
table_bbox = {(0, 0, self.pdf_width, self.pdf_height): None} # find tables based on nurminen's detection algorithm
table_bbox = self._nurminen_table_detection(self.horizontal_text)
self.table_bbox = table_bbox self.table_bbox = table_bbox
def _generate_columns_and_rows(self, table_idx, tk): def _generate_columns_and_rows(self, table_idx, tk):
@@ -286,10 +312,21 @@ class Stream(BaseParser):
cols.append(text_x_max) cols.append(text_x_max)
cols = [(cols[i], cols[i + 1]) for i in range(0, len(cols) - 1)] cols = [(cols[i], cols[i + 1]) for i in range(0, len(cols) - 1)]
else: else:
# calculate mode of the list of number of elements in
# each row to guess the number of columns
ncols = max(set(elements), key=elements.count) ncols = max(set(elements), key=elements.count)
if ncols == 1: if ncols == 1:
warnings.warn("No tables found on {}".format( # if mode is 1, the page usually contains not tables
os.path.basename(self.rootname))) # but there can be cases where the list can be skewed,
# try to remove all 1s from list in this case and
# see if the list contains elements, if yes, then use
# the mode after removing 1s
elements = list(filter(lambda x: x != 1, elements))
if len(elements):
ncols = max(set(elements), key=elements.count)
else:
warnings.warn("No tables found in table area {}".format(
table_idx + 1))
cols = [(t.x0, t.x1) for r in rows_grouped if len(r) == ncols for t in r] cols = [(t.x0, t.x1) for r in rows_grouped if len(r) == ncols for t in r]
cols = self._merge_columns(sorted(cols), col_close_tol=self.col_close_tol) cols = self._merge_columns(sorted(cols), col_close_tol=self.col_close_tol)
inner_text = [] inner_text = []
@@ -361,6 +398,7 @@ class Stream(BaseParser):
self.table_bbox.keys(), key=lambda x: x[1], reverse=True)): self.table_bbox.keys(), key=lambda x: x[1], reverse=True)):
cols, rows = self._generate_columns_and_rows(table_idx, tk) cols, rows = self._generate_columns_and_rows(table_idx, tk)
table = self._generate_table(table_idx, cols, rows) table = self._generate_table(table_idx, cols, rows)
table._bbox = tk
_tables.append(table) _tables.append(table)
return _tables return _tables
+158 -87
View File
@@ -1,108 +1,179 @@
import cv2 # -*- coding: utf-8 -*-
import matplotlib.pyplot as plt
import matplotlib.patches as patches try:
import matplotlib.pyplot as plt
import matplotlib.patches as patches
except ImportError:
_HAS_MPL = False
else:
_HAS_MPL = True
def plot_text(text): class PlotMethods(object):
"""Generates a plot for all text present on the PDF page. def __call__(self, table, kind='text', filename=None):
"""Plot elements found on PDF page based on kind
specified, useful for debugging and playing with different
parameters to get the best output.
Parameters Parameters
---------- ----------
text : list table: camelot.core.Table
A Camelot Table.
kind : str, optional (default: 'text')
{'text', 'grid', 'contour', 'joint', 'line'}
The element type for which a plot should be generated.
filepath: str, optional (default: None)
Absolute path for saving the generated plot.
""" Returns
fig = plt.figure() -------
ax = fig.add_subplot(111, aspect='equal') fig : matplotlib.fig.Figure
xs, ys = [], []
for t in text: """
xs.extend([t[0], t[2]]) if not _HAS_MPL:
ys.extend([t[1], t[3]]) raise ImportError('matplotlib is required for plotting.')
ax.add_patch(
patches.Rectangle( if table.flavor == 'stream' and kind in ['contour', 'joint', 'line']:
(t[0], t[1]), raise NotImplementedError("Stream flavor does not support kind='{}'".format(
t[2] - t[0], kind))
t[3] - t[1]
plot_method = getattr(self, kind)
return plot_method(table)
def text(self, table):
"""Generates a plot for all text elements present
on the PDF page.
Parameters
----------
table : camelot.core.Table
Returns
-------
fig : matplotlib.fig.Figure
"""
fig = plt.figure()
ax = fig.add_subplot(111, aspect='equal')
xs, ys = [], []
for t in table._text:
xs.extend([t[0], t[2]])
ys.extend([t[1], t[3]])
ax.add_patch(
patches.Rectangle(
(t[0], t[1]),
t[2] - t[0],
t[3] - t[1]
)
) )
) ax.set_xlim(min(xs) - 10, max(xs) + 10)
ax.set_xlim(min(xs) - 10, max(xs) + 10) ax.set_ylim(min(ys) - 10, max(ys) + 10)
ax.set_ylim(min(ys) - 10, max(ys) + 10) return fig
plt.show()
def grid(self, table):
"""Generates a plot for the detected table grids
on the PDF page.
def plot_table(table): Parameters
"""Generates a plot for the table. ----------
table : camelot.core.Table
Parameters Returns
---------- -------
table : camelot.core.Table fig : matplotlib.fig.Figure
""" """
for row in table.cells: fig = plt.figure()
for cell in row: ax = fig.add_subplot(111, aspect='equal')
if cell.left: for row in table.cells:
plt.plot([cell.lb[0], cell.lt[0]], for cell in row:
[cell.lb[1], cell.lt[1]]) if cell.left:
if cell.right: ax.plot([cell.lb[0], cell.lt[0]],
plt.plot([cell.rb[0], cell.rt[0]], [cell.lb[1], cell.lt[1]])
[cell.rb[1], cell.rt[1]]) if cell.right:
if cell.top: ax.plot([cell.rb[0], cell.rt[0]],
plt.plot([cell.lt[0], cell.rt[0]], [cell.rb[1], cell.rt[1]])
[cell.lt[1], cell.rt[1]]) if cell.top:
if cell.bottom: ax.plot([cell.lt[0], cell.rt[0]],
plt.plot([cell.lb[0], cell.rb[0]], [cell.lt[1], cell.rt[1]])
[cell.lb[1], cell.rb[1]]) if cell.bottom:
plt.show() ax.plot([cell.lb[0], cell.rb[0]],
[cell.lb[1], cell.rb[1]])
return fig
def contour(self, table):
"""Generates a plot for all table boundaries present
on the PDF page.
def plot_contour(image): Parameters
"""Generates a plot for all table boundaries present on the ----------
PDF page. table : camelot.core.Table
Parameters Returns
---------- -------
image : tuple fig : matplotlib.fig.Figure
""" """
img, table_bbox = image img, table_bbox = table._image
for t in table_bbox.keys(): fig = plt.figure()
cv2.rectangle(img, (t[0], t[1]), ax = fig.add_subplot(111, aspect='equal')
(t[2], t[3]), (255, 0, 0), 20) for t in table_bbox.keys():
plt.imshow(img) ax.add_patch(
plt.show() patches.Rectangle(
(t[0], t[1]),
t[2] - t[0],
t[3] - t[1],
fill=None,
edgecolor='red'
)
)
ax.imshow(img)
return fig
def joint(self, table):
"""Generates a plot for all line intersections present
on the PDF page.
def plot_joint(image): Parameters
"""Generates a plot for all line intersections present on the ----------
PDF page. table : camelot.core.Table
Parameters Returns
---------- -------
image : tuple fig : matplotlib.fig.Figure
""" """
img, table_bbox = image img, table_bbox = table._image
x_coord = [] fig = plt.figure()
y_coord = [] ax = fig.add_subplot(111, aspect='equal')
for k in table_bbox.keys(): x_coord = []
for coord in table_bbox[k]: y_coord = []
x_coord.append(coord[0]) for k in table_bbox.keys():
y_coord.append(coord[1]) for coord in table_bbox[k]:
plt.plot(x_coord, y_coord, 'ro') x_coord.append(coord[0])
plt.imshow(img) y_coord.append(coord[1])
plt.show() ax.plot(x_coord, y_coord, 'ro')
ax.imshow(img)
return fig
def line(self, table):
"""Generates a plot for all line segments present
on the PDF page.
def plot_line(segments): Parameters
"""Generates a plot for all line segments present on the PDF page. ----------
table : camelot.core.Table
Parameters Returns
---------- -------
segments : tuple fig : matplotlib.fig.Figure
""" """
vertical, horizontal = segments fig = plt.figure()
for v in vertical: ax = fig.add_subplot(111, aspect='equal')
plt.plot([v[0], v[2]], [v[1], v[3]]) vertical, horizontal = table._segments
for h in horizontal: for v in vertical:
plt.plot([h[0], h[2]], [h[1], h[3]]) ax.plot([v[0], v[2]], [v[1], v[3]])
plt.show() for h in horizontal:
ax.plot([h[0], h[2]], [h[1], h[3]])
return fig

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+1 -1
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@@ -63,7 +63,7 @@ master_doc = 'index'
# General information about the project. # General information about the project.
project = u'Camelot' project = u'Camelot'
copyright = u'2018, Peeply Private Ltd (Singapore)' copyright = u'2018, <a href="https://socialcops.com" target="_blank">SocialCops</a>'
author = u'Vinayak Mehta' author = u'Vinayak Mehta'
# The version info for the project you're documenting, acts as replacement for # The version info for the project you're documenting, acts as replacement for
+1 -1
View File
@@ -7,7 +7,7 @@ If you're reading this, you're probably looking to contributing to Camelot. *Tim
This document will help you get started with contributing documentation, code, testing and filing issues. If you have any questions, feel free to reach out to `Vinayak Mehta`_, the author and maintainer. This document will help you get started with contributing documentation, code, testing and filing issues. If you have any questions, feel free to reach out to `Vinayak Mehta`_, the author and maintainer.
.. _Vinayak Mehta: https://vinayak-mehta.github.io .. _Vinayak Mehta: https://www.vinayakmehta.com
Code Of Conduct Code Of Conduct
--------------- ---------------
+13 -1
View File
@@ -11,6 +11,10 @@ Release v\ |version|. (:ref:`Installation <install>`)
.. image:: https://travis-ci.org/socialcopsdev/camelot.svg?branch=master .. image:: https://travis-ci.org/socialcopsdev/camelot.svg?branch=master
:target: https://travis-ci.org/socialcopsdev/camelot :target: https://travis-ci.org/socialcopsdev/camelot
.. image:: https://readthedocs.org/projects/camelot-py/badge/?version=master
:target: https://camelot-py.readthedocs.io/en/master/
:alt: Documentation Status
.. image:: https://codecov.io/github/socialcopsdev/camelot/badge.svg?branch=master&service=github .. image:: https://codecov.io/github/socialcopsdev/camelot/badge.svg?branch=master&service=github
:target: https://codecov.io/github/socialcopsdev/camelot?branch=master :target: https://codecov.io/github/socialcopsdev/camelot?branch=master
@@ -23,8 +27,15 @@ Release v\ |version|. (:ref:`Installation <install>`)
.. image:: https://img.shields.io/pypi/pyversions/camelot-py.svg .. image:: https://img.shields.io/pypi/pyversions/camelot-py.svg
:target: https://pypi.org/project/camelot-py/ :target: https://pypi.org/project/camelot-py/
.. image:: https://badges.gitter.im/camelot-dev/Lobby.png
:target: https://gitter.im/camelot-dev/Lobby
**Camelot** is a Python library that makes it easy for *anyone* to extract tables from PDF files! **Camelot** is a Python library that makes it easy for *anyone* to extract tables from PDF files!
.. note:: You can also check out `Excalibur`_, which is a web interface for Camelot!
.. _Excalibur: https://github.com/camelot-dev/excalibur
---- ----
**Here's how you can extract tables from PDF files.** Check out the PDF used in this example `here`_. **Here's how you can extract tables from PDF files.** Check out the PDF used in this example `here`_.
@@ -81,6 +92,7 @@ This part of the documentation begins with some background information about why
:maxdepth: 2 :maxdepth: 2
user/intro user/intro
user/install-deps
user/install user/install
user/how-it-works user/how-it-works
user/quickstart user/quickstart
@@ -107,4 +119,4 @@ you.
.. toctree:: .. toctree::
:maxdepth: 2 :maxdepth: 2
dev/contributing dev/contributing
+36 -37
View File
@@ -27,22 +27,24 @@ To process background lines, you can pass ``process_background=True``.
.. csv-table:: .. csv-table::
:file: ../_static/csv/background_lines.csv :file: ../_static/csv/background_lines.csv
Plot geometry Visual debugging
------------- ----------------
You can use a :class:`table <camelot.core.Table>` object's :meth:`plot() <camelot.core.TableList.plot>` method to plot various geometries that were detected by Camelot while processing the PDF page. This can help you select table areas, column separators and debug bad table outputs, by tweaking different configuration parameters. .. note:: Visual debugging using ``plot()`` requires `matplotlib <https://matplotlib.org/>`_ which is an optional dependency. You can install it using ``$ pip install camelot-py[plot]``.
The following geometries are available for plotting. You can pass them to the :meth:`plot() <camelot.core.TableList.plot>` method, which will then generate a `matplotlib <https://matplotlib.org/>`_ plot for the passed geometry. You can use the :class:`plot() <camelot.plotting.PlotMethods>` method to generate a `matplotlib <https://matplotlib.org/>`_ plot of various elements that were detected on the PDF page while processing it. This can help you select table areas, column separators and debug bad table outputs, by tweaking different configuration parameters.
You can specify the type of element you want to plot using the ``kind`` keyword argument. The generated plot can be saved to a file by passing a ``filename`` keyword argument. The following plot types are supported:
- 'text' - 'text'
- 'table' - 'grid'
- 'contour' - 'contour'
- 'line' - 'line'
- 'joint' - 'joint'
.. note:: The last three geometries can only be used with :ref:`Lattice <lattice>`, i.e. when ``flavor='lattice'``. .. note:: The last three plot types can only be used with :ref:`Lattice <lattice>`, i.e. when ``flavor='lattice'``.
Let's generate a plot for each geometry using this `PDF <../_static/pdf/foo.pdf>`__ as an example. First, let's get all the tables out. Let's generate a plot for each type using this `PDF <../_static/pdf/foo.pdf>`__ as an example. First, let's get all the tables out.
:: ::
@@ -50,8 +52,6 @@ Let's generate a plot for each geometry using this `PDF <../_static/pdf/foo.pdf>
>>> tables >>> tables
<TableList n=1> <TableList n=1>
.. _geometry_text:
text text
^^^^ ^^^^
@@ -59,9 +59,10 @@ Let's plot all the text present on the table's PDF page.
:: ::
>>> tables[0].plot('text') >>> camelot.plot(tables[0], kind='text')
>>> plt.show()
.. figure:: ../_static/png/geometry_text.png .. figure:: ../_static/png/plot_text.png
:height: 674 :height: 674
:width: 1366 :width: 1366
:scale: 50% :scale: 50%
@@ -72,18 +73,17 @@ This, as we shall later see, is very helpful with :ref:`Stream <stream>` for not
.. note:: The *x-y* coordinates shown above change as you move your mouse cursor on the image, which can help you note coordinates. .. note:: The *x-y* coordinates shown above change as you move your mouse cursor on the image, which can help you note coordinates.
.. _geometry_table:
table table
^^^^^ ^^^^^
Let's plot the table (to see if it was detected correctly or not). This geometry type, along with contour, line and joint is useful for debugging and improving the extraction output, in case the table wasn't detected correctly. (More on that later.) Let's plot the table (to see if it was detected correctly or not). This plot type, along with contour, line and joint is useful for debugging and improving the extraction output, in case the table wasn't detected correctly. (More on that later.)
:: ::
>>> tables[0].plot('table') >>> camelot.plot(tables[0], kind='grid')
>>> plt.show()
.. figure:: ../_static/png/geometry_table.png .. figure:: ../_static/png/plot_table.png
:height: 674 :height: 674
:width: 1366 :width: 1366
:scale: 50% :scale: 50%
@@ -92,8 +92,6 @@ Let's plot the table (to see if it was detected correctly or not). This geometry
The table is perfect! The table is perfect!
.. _geometry_contour:
contour contour
^^^^^^^ ^^^^^^^
@@ -101,17 +99,16 @@ Now, let's plot all table boundaries present on the table's PDF page.
:: ::
>>> tables[0].plot('contour') >>> camelot.plot(tables[0], kind='contour')
>>> plt.show()
.. figure:: ../_static/png/geometry_contour.png .. figure:: ../_static/png/plot_contour.png
:height: 674 :height: 674
:width: 1366 :width: 1366
:scale: 50% :scale: 50%
:alt: A plot of all contours on a PDF page :alt: A plot of all contours on a PDF page
:align: left :align: left
.. _geometry_line:
line line
^^^^ ^^^^
@@ -119,17 +116,16 @@ Cool, let's plot all line segments present on the table's PDF page.
:: ::
>>> tables[0].plot('line') >>> camelot.plot(tables[0], kind='line')
>>> plt.show()
.. figure:: ../_static/png/geometry_line.png .. figure:: ../_static/png/plot_line.png
:height: 674 :height: 674
:width: 1366 :width: 1366
:scale: 50% :scale: 50%
:alt: A plot of all lines on a PDF page :alt: A plot of all lines on a PDF page
:align: left :align: left
.. _geometry_joint:
joint joint
^^^^^ ^^^^^
@@ -137,9 +133,10 @@ Finally, let's plot all line intersections present on the table's PDF page.
:: ::
>>> tables[0].plot('joint') >>> camelot.plot(tables[0], kind='joint')
>>> plt.show()
.. figure:: ../_static/png/geometry_joint.png .. figure:: ../_static/png/plot_joint.png
:height: 674 :height: 674
:width: 1366 :width: 1366
:scale: 50% :scale: 50%
@@ -149,7 +146,7 @@ Finally, let's plot all line intersections present on the table's PDF page.
Specify table areas Specify table areas
------------------- -------------------
Since :ref:`Stream <stream>` treats the whole page as a table, `for now`_, it's useful to specify table boundaries in cases such as `these <../_static/pdf/table_areas.pdf>`__. You can :ref:`plot the text <geometry_text>` on this page and note the left-top and right-bottom coordinates of the table. Since :ref:`Stream <stream>` treats the whole page as a table, `for now`_, it's useful to specify table boundaries in cases such as `these <../_static/pdf/table_areas.pdf>`__. You can plot the text on this page and note the top left and bottom right coordinates of the table.
Table areas that you want Camelot to analyze can be passed as a list of comma-separated strings to :meth:`read_pdf() <camelot.read_pdf>`, using the ``table_areas`` keyword argument. Table areas that you want Camelot to analyze can be passed as a list of comma-separated strings to :meth:`read_pdf() <camelot.read_pdf>`, using the ``table_areas`` keyword argument.
@@ -166,15 +163,15 @@ Table areas that you want Camelot to analyze can be passed as a list of comma-se
Specify column separators Specify column separators
------------------------- -------------------------
In cases like `these <../_static/pdf/column_separators.pdf>`__, where the text is very close to each other, it is possible that Camelot may guess the column separators' coordinates incorrectly. To correct this, you can explicitly specify the *x* coordinate for each column separator by :ref:`plotting the text <geometry_text>` on the page. In cases like `these <../_static/pdf/column_separators.pdf>`__, where the text is very close to each other, it is possible that Camelot may guess the column separators' coordinates incorrectly. To correct this, you can explicitly specify the *x* coordinate for each column separator by plotting the text on the page.
You can pass the column separators as a list of comma-separated strings to :meth:`read_pdf() <camelot.read_pdf>`, using the ``columns`` keyword argument. You can pass the column separators as a list of comma-separated strings to :meth:`read_pdf() <camelot.read_pdf>`, using the ``columns`` keyword argument.
In case you passed a single column separators string list, and no table area is specified, the separators will be applied to the whole page. When a list of table areas is specified and you need to specify column separators as well, **the length of both lists should be equal**. Each table area will be mapped to each column separators' string using their indices. In case you passed a single column separators string list, and no table area is specified, the separators will be applied to the whole page. When a list of table areas is specified and you need to specify column separators as well, **the length of both lists should be equal**. Each table area will be mapped to each column separators' string using their indices.
For example, if you have specified two table areas, ``table_areas=['12,23,43,54', '20,33,55,67']``, and only want to specify column separators for the first table, you can pass an empty string for the second table in the column separators' list like this, ``columns=['10,120,200,400', '']``. For example, if you have specified two table areas, ``table_areas=['12,54,43,23', '20,67,55,33']``, and only want to specify column separators for the first table, you can pass an empty string for the second table in the column separators' list like this, ``columns=['10,120,200,400', '']``.
Let's get back to the *x* coordinates we got from :ref:`plotting text <geometry_text>` that exists on this `PDF <../_static/pdf/column_separators.pdf>`__, and get the table out! Let's get back to the *x* coordinates we got from plotting the text that exists on this `PDF <../_static/pdf/column_separators.pdf>`__, and get the table out!
:: ::
@@ -282,23 +279,25 @@ Here's a `PDF <../_static/pdf/short_lines.pdf>`__ where small lines separating t
:alt: A PDF table with short lines :alt: A PDF table with short lines
:align: left :align: left
Let's :ref:`plot the table <geometry_table>` for this PDF. Let's plot the table for this PDF.
:: ::
>>> tables = camelot.read_pdf('short_lines.pdf') >>> tables = camelot.read_pdf('short_lines.pdf')
>>> tables[0].plot('table') >>> camelot.plot(tables[0], kind='grid')
>>> plt.show()
.. figure:: ../_static/png/short_lines_1.png .. figure:: ../_static/png/short_lines_1.png
:alt: A plot of the PDF table with short lines :alt: A plot of the PDF table with short lines
:align: left :align: left
Clearly, the smaller lines separating the headers, couldn't be detected. Let's try with ``line_size_scaling=40``, and `plot the table <geometry_table>`_ again. Clearly, the smaller lines separating the headers, couldn't be detected. Let's try with ``line_size_scaling=40``, and plot the table again.
:: ::
>>> tables = camelot.read_pdf('short_lines.pdf', line_size_scaling=40) >>> tables = camelot.read_pdf('short_lines.pdf', line_size_scaling=40)
>>> tables[0].plot('table') >>> camelot.plot(tables[0], kind='grid')
>>> plt.show()
.. figure:: ../_static/png/short_lines_2.png .. figure:: ../_static/png/short_lines_2.png
:alt: An improved plot of the PDF table with short lines :alt: An improved plot of the PDF table with short lines
@@ -416,4 +415,4 @@ We don't need anything else. Now, let's pass ``copy_text=['v']`` to copy text in
"3","Odisha","Kalahandi","iii. Food Poisoning","42","0","02/01/14","03/01/14","Under control","..." "3","Odisha","Kalahandi","iii. Food Poisoning","42","0","02/01/14","03/01/14","Under control","..."
"4","West Bengal","West Medinipur","iv. Acute Diarrhoeal Disease","145","0","04/01/14","05/01/14","Under control","..." "4","West Bengal","West Medinipur","iv. Acute Diarrhoeal Disease","145","0","04/01/14","05/01/14","Under control","..."
"4","West Bengal","Birbhum","v. Food Poisoning","199","0","31/12/13","31/12/13","Under control","..." "4","West Bengal","Birbhum","v. Food Poisoning","199","0","31/12/13","31/12/13","Under control","..."
"4","West Bengal","Howrah","vi. Viral Hepatitis A &E","85","0","26/12/13","27/12/13","Under surveillance","..." "4","West Bengal","Howrah","vi. Viral Hepatitis A &E","85","0","26/12/13","27/12/13","Under surveillance","..."
+4 -2
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@@ -11,12 +11,13 @@ You can print the help for the interface by typing ``camelot --help`` in your fa
Usage: camelot [OPTIONS] COMMAND [ARGS]... Usage: camelot [OPTIONS] COMMAND [ARGS]...
Camelot: PDF Table Extraction for Humans Camelot: PDF Table Extraction for Humans
Options: Options:
--version Show the version and exit. --version Show the version and exit.
-p, --pages TEXT Comma-separated page numbers. Example: 1,3,4 -p, --pages TEXT Comma-separated page numbers. Example: 1,3,4
or 1,4-end. or 1,4-end.
-pw, --password TEXT Password for decryption.
-o, --output TEXT Output file path. -o, --output TEXT Output file path.
-f, --format [csv|json|excel|html] -f, --format [csv|json|excel|html]
Output file format. Output file format.
@@ -27,8 +28,9 @@ You can print the help for the interface by typing ``camelot --help`` in your fa
-M, --margins <FLOAT FLOAT FLOAT>... -M, --margins <FLOAT FLOAT FLOAT>...
PDFMiner char_margin, line_margin and PDFMiner char_margin, line_margin and
word_margin. word_margin.
-q, --quiet Suppress warnings.
--help Show this message and exit. --help Show this message and exit.
Commands: Commands:
lattice Use lines between text to parse the table. lattice Use lines between text to parse the table.
stream Use spaces between text to parse the table. stream Use spaces between text to parse the table.
+13 -13
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@@ -5,24 +5,24 @@ How It Works
This part of the documentation includes a high-level explanation of how Camelot extracts tables from PDF files. This part of the documentation includes a high-level explanation of how Camelot extracts tables from PDF files.
You can choose between two table parsing methods, *Stream* and *Lattice*. These names for parsing methods inside Camelot were inspired from `Tabula`_. You can choose between two table parsing methods, *Stream* and *Lattice*. These names for parsing methods inside Camelot were inspired from `Tabula <https://github.com/tabulapdf/tabula>`_.
.. _Tabula: https://github.com/tabulapdf/tabula
.. _stream: .. _stream:
Stream Stream
------ ------
Stream can be used to parse tables that have whitespaces between cells to simulate a table structure. It looks for these spaces between text to form a table representation. Stream can be used to parse tables that have whitespaces between cells to simulate a table structure. It is built on top of PDFMiner's functionality of grouping characters on a page into words and sentences, using `margins <https://euske.github.io/pdfminer/#tools>`_.
It is built on top of PDFMiner's functionality of grouping characters on a page into words and sentences, using `margins`_. After getting the words on a page, it groups them into rows based on their *y* coordinates. It then tries to guess the number of columns the table might have by calculating the mode of the number of words in each row. This mode is used to calculate *x* ranges for the table's columns. It then adds columns to this column range list based on any words that may lie outside or inside the current column *x* ranges. 1. Words on the PDF page are grouped into text rows based on their *y* axis overlaps.
.. _margins: https://euske.github.io/pdfminer/#tools 2. Textedges are calculated and then used to guess interesting table areas on the PDF page. You can read `Anssi Nurminen's master's thesis <http://dspace.cc.tut.fi/dpub/bitstream/handle/123456789/21520/Nurminen.pdf?sequence=3>`_ to know more about this table detection technique. [See pages 20, 35 and 40]
.. note:: By default, Stream treats the whole PDF page as a table, which isn't ideal when there are more than two tables on a page with different number of columns. Automatic table detection for Stream is `in the works`_. 3. The number of columns inside each table area are then guessed. This is done by calculating the mode of number of words in each text row. Based on this mode, words in each text row are chosen to calculate a list of column *x* ranges.
.. _in the works: https://github.com/socialcopsdev/camelot/issues/102 4. Words that lie inside/outside the current column *x* ranges are then used to extend extend the current list of columns.
5. Finally, a table is formed using the text rows' *y* ranges and column *x* ranges and words found on the page are assigned to the table's cells based on their *x* and *y* coordinates.
.. _lattice: .. _lattice:
@@ -39,7 +39,7 @@ Let's see how Lattice processes the second page of `this PDF`_, step-by-step.
1. Line segments are detected. 1. Line segments are detected.
.. image:: ../_static/png/geometry_line.png .. image:: ../_static/png/plot_line.png
:height: 674 :height: 674
:width: 1366 :width: 1366
:scale: 50% :scale: 50%
@@ -49,7 +49,7 @@ Let's see how Lattice processes the second page of `this PDF`_, step-by-step.
.. _and: https://en.wikipedia.org/wiki/Logical_conjunction .. _and: https://en.wikipedia.org/wiki/Logical_conjunction
.. image:: ../_static/png/geometry_joint.png .. image:: ../_static/png/plot_joint.png
:height: 674 :height: 674
:width: 1366 :width: 1366
:scale: 50% :scale: 50%
@@ -59,7 +59,7 @@ Let's see how Lattice processes the second page of `this PDF`_, step-by-step.
.. _or: https://en.wikipedia.org/wiki/Logical_disjunction .. _or: https://en.wikipedia.org/wiki/Logical_disjunction
.. image:: ../_static/png/geometry_contour.png .. image:: ../_static/png/plot_contour.png
:height: 674 :height: 674
:width: 1366 :width: 1366
:scale: 50% :scale: 50%
@@ -75,10 +75,10 @@ Let's see how Lattice processes the second page of `this PDF`_, step-by-step.
5. Spanning cells are detected using the line segments and line intersections. 5. Spanning cells are detected using the line segments and line intersections.
.. image:: ../_static/png/geometry_table.png .. image:: ../_static/png/plot_table.png
:height: 674 :height: 674
:width: 1366 :width: 1366
:scale: 50% :scale: 50%
:align: left :align: left
6. Finally, the words found on the page are assigned to the table's cells based on their *x* and *y* coordinates. 6. Finally, the words found on the page are assigned to the table's cells based on their *x* and *y* coordinates.
+76
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@@ -0,0 +1,76 @@
.. _install_deps:
Installation of dependencies
============================
The dependencies `Tkinter`_ and `ghostscript`_ can be installed using your system's package manager. You can run one of the following, based on your OS.
.. _Tkinter: https://wiki.python.org/moin/TkInter
.. _ghostscript: https://www.ghostscript.com
OS-specific instructions
------------------------
For Ubuntu
^^^^^^^^^^
::
$ apt install python-tk ghostscript
Or for Python 3::
$ apt install python3-tk ghostscript
For macOS
^^^^^^^^^
::
$ brew install tcl-tk ghostscript
For Windows
^^^^^^^^^^^
For Tkinter, you can download the `ActiveTcl Community Edition`_ from ActiveState. For ghostscript, you can get the installer at the `ghostscript downloads page`_.
After installing ghostscript, you'll need to reboot your system to make sure that the ghostscript executable's path is in the windows PATH environment variable. In case you don't want to reboot, you can manually add the ghostscript executable's path to the PATH variable, `as shown here`_.
.. _ActiveTcl Community Edition: https://www.activestate.com/activetcl/downloads
.. _ghostscript downloads page: https://www.ghostscript.com/download/gsdnld.html
.. _as shown here: https://java.com/en/download/help/path.xml
Checks to see if dependencies were installed correctly
------------------------------------------------------
You can do the following checks to see if the dependencies were installed correctly.
For Tkinter
^^^^^^^^^^^
Launch Python, and then at the prompt, type::
>>> import Tkinter
Or in Python 3::
>>> import tkinter
If you have Tkinter, Python will not print an error message, and if not, you will see an ``ImportError``.
For ghostscript
^^^^^^^^^^^^^^^
Run the following to check the ghostscript version.
For Ubuntu/macOS::
$ gs -version
For Windows::
C:\> gswin64c.exe -version
Or for Windows 32-bit::
C:\> gswin32c.exe -version
If you have ghostscript, you should see the ghostscript version and copyright information.
+27 -80
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@@ -3,90 +3,37 @@
Installation of Camelot Installation of Camelot
======================= =======================
This part of the documentation covers how to install Camelot. First, you'll need to install the dependencies, which include `Tkinter`_ and `ghostscript`_. This part of the documentation covers the steps to install Camelot.
Using conda
-----------
The easiest way to install Camelot is to install it with `conda`_, which is a package manager and environment management system for the `Anaconda`_ distribution.
::
$ conda install -c conda-forge camelot-py
.. note:: Camelot is available for Python 2.7, 3.5 and 3.6 on Linux, macOS and Windows. For Windows, you will need to install ghostscript which you can get from their `downloads page`_.
.. _conda: https://conda.io/docs/
.. _Anaconda: http://docs.continuum.io/anaconda/
.. _downloads page: https://www.ghostscript.com/download/gsdnld.html
.. _conda-forge: https://conda-forge.org/
Using pip
---------
After :ref:`installing the dependencies <install_deps>`, which include `Tkinter`_ and `ghostscript`_, you can simply use pip to install Camelot::
$ pip install camelot-py[cv]
.. _Tkinter: https://wiki.python.org/moin/TkInter .. _Tkinter: https://wiki.python.org/moin/TkInter
.. _ghostscript: https://www.ghostscript.com .. _ghostscript: https://www.ghostscript.com
Install the dependencies From the source code
------------------------ --------------------
These can be installed using your system's package manager. You can run one of the following, based on your OS. After :ref:`installing the dependencies <install_deps>`, you can install from the source by:
For Ubuntu
^^^^^^^^^^
::
$ apt install python-tk ghostscript
Or for Python 3::
$ apt install python3-tk ghostscript
For macOS
^^^^^^^^^
::
$ brew install tcl-tk ghostscript
For Windows
^^^^^^^^^^^
For Tkinter, you can download the `ActiveTcl Community Edition`_ from ActiveState. For ghostscript, you can get the installer at the `ghostscript downloads page`_.
After installing ghostscript, you'll need to reboot your system to make sure that the ghostscript executable's path is in the windows PATH environment variable. In case you don't want to reboot, you can manually add the ghostscript executable's path to the PATH variable, `as shown here`_.
.. _ActiveTcl Community Edition: https://www.activestate.com/activetcl/downloads
.. _ghostscript downloads page: https://www.ghostscript.com/download/gsdnld.html
.. _as shown here: https://java.com/en/download/help/path.xml
----
You can do the following checks to see if the dependencies were installed correctly.
For Tkinter
^^^^^^^^^^^
Launch Python, and then at the prompt, type::
>>> import Tkinter
Or in Python 3::
>>> import tkinter
If you have Tkinter, Python will not print an error message, and if not, you will see an ``ImportError``.
For ghostscript
^^^^^^^^^^^^^^^
Run the following to check the ghostscript version.
For Ubuntu/macOS::
$ gs -version
For Windows::
C:\> gswin64c.exe -version
Or for Windows 32-bit::
C:\> gswin32c.exe -version
If you have ghostscript, you should see the ghostscript version and copyright information.
$ pip install camelot-py[all]
-----------------------------
After installing the dependencies, you can simply use pip to install Camelot::
$ pip install camelot-py[all]
Get the source code
-------------------
Alternatively, you can install from the source by:
1. Cloning the GitHub repository. 1. Cloning the GitHub repository.
:: ::
@@ -97,4 +44,4 @@ Alternatively, you can install from the source by:
:: ::
$ cd camelot $ cd camelot
$ pip install ".[all]" $ pip install ".[cv]"
+24 -2
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@@ -87,6 +87,28 @@ By default, Camelot only uses the first page of the PDF to extract tables. To sp
The ``pages`` keyword argument accepts pages as comma-separated string of page numbers. You can also specify page ranges — for example, ``pages=1,4-10,20-30`` or ``pages=1,4-10,20-end``. The ``pages`` keyword argument accepts pages as comma-separated string of page numbers. You can also specify page ranges — for example, ``pages=1,4-10,20-30`` or ``pages=1,4-10,20-end``.
------------------------ Reading encrypted PDFs
----------------------
Ready for more? Check out the :ref:`advanced <advanced>` section. To extract tables from encrypted PDF files you must provide a password when calling :meth:`read_pdf() <camelot.read_pdf>`.
::
>>> tables = camelot.read_pdf('foo.pdf', password='userpass')
>>> tables
<TableList n=1>
Currently Camelot only supports PDFs encrypted with ASCII passwords and algorithm `code 1 or 2`_. An exception is thrown if the PDF cannot be read. This may be due to no password being provided, an incorrect password, or an unsupported encryption algorithm.
Further encryption support may be added in future, however in the meantime if your PDF files are using unsupported encryption algorithms you are advised to remove encryption before calling :meth:`read_pdf() <camelot.read_pdf>`. This can been successfully achieved with third-party tools such as `QPDF`_.
::
$ qpdf --password=<PASSWORD> --decrypt input.pdf output.pdf
.. _code 1 or 2: https://github.com/mstamy2/PyPDF2/issues/378
.. _QPDF: https://www.github.com/qpdf/qpdf
----
Ready for more? Check out the :ref:`advanced <advanced>` section.
+8
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@@ -0,0 +1,8 @@
click>=6.7
matplotlib>=2.2.3
numpy>=1.13.3
opencv-python>=3.4.2.17
openpyxl>=2.5.8
pandas>=0.23.4
pdfminer.six>=20170720
PyPDF2>=1.26.0
+2 -2
View File
@@ -2,5 +2,5 @@
test=pytest test=pytest
[tool:pytest] [tool:pytest]
addopts = --verbose --cov-config .coveragerc --cov-report term --cov-report xml --cov=camelot tests addopts = --verbose --cov-config .coveragerc --cov-report term --cov-report xml --cov=camelot --mpl
python_files = tests/test_*.py python_files = tests/test_*.py
+13 -5
View File
@@ -15,25 +15,31 @@ with open('README.md', 'r') as f:
requires = [ requires = [
'click>=6.7', 'click>=6.7',
'matplotlib>=2.2.3', 'numpy>=1.13.3',
'numpy>=1.15.2',
'openpyxl>=2.5.8', 'openpyxl>=2.5.8',
'pandas>=0.23.4', 'pandas>=0.23.4',
'pdfminer.six>=20170720', 'pdfminer.six>=20170720',
'PyPDF2>=1.26.0' 'PyPDF2>=1.26.0'
] ]
all_requires = [ cv_requires = [
'opencv-python>=3.4.2.17' 'opencv-python>=3.4.2.17'
] ]
plot_requires = [
'matplotlib>=2.2.3',
]
dev_requires = [ dev_requires = [
'codecov>=2.0.15', 'codecov>=2.0.15',
'pytest>=3.8.0', 'pytest>=3.8.0',
'pytest-cov>=2.6.0', 'pytest-cov>=2.6.0',
'pytest-mpl>=0.10',
'pytest-runner>=4.2', 'pytest-runner>=4.2',
'Sphinx>=1.7.9' 'Sphinx>=1.7.9'
] ]
all_requires = cv_requires + plot_requires
dev_requires = dev_requires + all_requires dev_requires = dev_requires + all_requires
@@ -51,7 +57,9 @@ def setup_package():
install_requires=requires, install_requires=requires,
extras_require={ extras_require={
'all': all_requires, 'all': all_requires,
'dev': dev_requires 'cv': cv_requires,
'dev': dev_requires,
'plot': plot_requires
}, },
entry_points={ entry_points={
'console_scripts': [ 'console_scripts': [
@@ -76,5 +84,5 @@ def setup_package():
setup(**metadata) setup(**metadata)
if __name__ >= '__main__': if __name__ == '__main__':
setup_package() setup_package()
+2
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@@ -0,0 +1,2 @@
import matplotlib
matplotlib.use('agg')
+163 -51
View File
@@ -33,55 +33,141 @@ data_stream = [
["Nagaland", "2,368,724", "204,329", "226,400", "0", "2,799,453", "783,054", "3,582,507"], ["Nagaland", "2,368,724", "204,329", "226,400", "0", "2,799,453", "783,054", "3,582,507"],
["Odisha", "14,317,179", "2,552,292", "1,107,250", "0", "17,976,721", "451,438", "18,428,159"], ["Odisha", "14,317,179", "2,552,292", "1,107,250", "0", "17,976,721", "451,438", "18,428,159"],
["Puducherry", "4,191,757", "52,249", "192,400", "0", "4,436,406", "2,173", "4,438,579"], ["Puducherry", "4,191,757", "52,249", "192,400", "0", "4,436,406", "2,173", "4,438,579"],
["Punjab", "19,775,485", "2,208,343", "2,470,882", "0", "24,454,710", "1,436,522", "25,891,232"], ["Punjab", "19,775,485", "2,208,343", "2,470,882", "0", "24,454,710", "1,436,522", "25,891,232"]
["", "Health Sector Financing by Centre and States/UTs in India [2009-10 to 2012-13](Revised) P a g e |23", "", "", "", "", "", ""]
] ]
data_stream_table_rotated = [ data_stream_table_rotated = [
["", "", "Table 21 Current use of contraception by background characteristics\u2014Continued", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""], ["Table 21 Current use of contraception by background characteristics\u2014Continued", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""],
["", "", "", "", "", "", "Modern method", "", "", "", "", "", "", "Traditional method", "", "", "", ""], ["", "", "", "", "", "Modern method", "", "", "", "", "", "", "Traditional method", "", "", "", ""],
["", "", "", "Any", "", "", "", "", "", "", "Other", "Any", "", "", "", "Not", "", "Number"], ["", "", "Any", "", "", "", "", "", "", "Other", "Any", "", "", "", "Not", "", "Number"],
["", "", "Any", "modern", "Female", "Male", "", "", "", "Condom/", "modern", "traditional", "", "With-", "Folk", "currently", "", "of"], ["", "Any", "modern", "Female", "Male", "", "", "", "Condom/", "modern", "traditional", "", "With-", "Folk", "currently", "", "of"],
["", "Background characteristic", "method", "method", "sterilization", "sterilization", "Pill", "IUD", "Injectables", "Nirodh", "method", "method", "Rhythm", "drawal", "method", "using", "Total", "women"], ["Background characteristic", "method", "method", "sterilization", "sterilization", "Pill", "IUD", "Injectables", "Nirodh", "method", "method", "Rhythm", "drawal", "method", "using", "Total", "women"],
["", "Caste/tribe", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""], ["Caste/tribe", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""],
["", "Scheduled caste", "74.8", "55.8", "42.9", "0.9", "9.7", "0.0", "0.2", "2.2", "0.0", "19.0", "11.2", "7.4", "0.4", "25.2", "100.0", "1,363"], ["Scheduled caste", "74.8", "55.8", "42.9", "0.9", "9.7", "0.0", "0.2", "2.2", "0.0", "19.0", "11.2", "7.4", "0.4", "25.2", "100.0", "1,363"],
["", "Scheduled tribe", "59.3", "39.0", "26.8", "0.6", "6.4", "0.6", "1.2", "3.5", "0.0", "20.3", "10.4", "5.8", "4.1", "40.7", "100.0", "256"], ["Scheduled tribe", "59.3", "39.0", "26.8", "0.6", "6.4", "0.6", "1.2", "3.5", "0.0", "20.3", "10.4", "5.8", "4.1", "40.7", "100.0", "256"],
["", "Other backward class", "71.4", "51.1", "34.9", "0.0", "8.6", "1.4", "0.0", "6.2", "0.0", "20.4", "12.6", "7.8", "0.0", "28.6", "100.0", "211"], ["Other backward class", "71.4", "51.1", "34.9", "0.0", "8.6", "1.4", "0.0", "6.2", "0.0", "20.4", "12.6", "7.8", "0.0", "28.6", "100.0", "211"],
["", "Other", "71.1", "48.8", "28.2", "0.8", "13.3", "0.9", "0.3", "5.2", "0.1", "22.3", "12.9", "9.1", "0.3", "28.9", "100.0", "3,319"], ["Other", "71.1", "48.8", "28.2", "0.8", "13.3", "0.9", "0.3", "5.2", "0.1", "22.3", "12.9", "9.1", "0.3", "28.9", "100.0", "3,319"],
["", "Wealth index", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""], ["Wealth index", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""],
["", "Lowest", "64.5", "48.6", "34.3", "0.5", "10.5", "0.6", "0.7", "2.0", "0.0", "15.9", "9.9", "4.6", "1.4", "35.5", "100.0", "1,258"], ["Lowest", "64.5", "48.6", "34.3", "0.5", "10.5", "0.6", "0.7", "2.0", "0.0", "15.9", "9.9", "4.6", "1.4", "35.5", "100.0", "1,258"],
["", "Second", "68.5", "50.4", "36.2", "1.1", "11.4", "0.5", "0.1", "1.1", "0.0", "18.1", "11.2", "6.7", "0.2", "31.5", "100.0", "1,317"], ["Second", "68.5", "50.4", "36.2", "1.1", "11.4", "0.5", "0.1", "1.1", "0.0", "18.1", "11.2", "6.7", "0.2", "31.5", "100.0", "1,317"],
["", "Middle", "75.5", "52.8", "33.6", "0.6", "14.2", "0.4", "0.5", "3.4", "0.1", "22.7", "13.4", "8.9", "0.4", "24.5", "100.0", "1,018"], ["Middle", "75.5", "52.8", "33.6", "0.6", "14.2", "0.4", "0.5", "3.4", "0.1", "22.7", "13.4", "8.9", "0.4", "24.5", "100.0", "1,018"],
["", "Fourth", "73.9", "52.3", "32.0", "0.5", "12.5", "0.6", "0.2", "6.3", "0.2", "21.6", "11.5", "9.9", "0.2", "26.1", "100.0", "908"], ["Fourth", "73.9", "52.3", "32.0", "0.5", "12.5", "0.6", "0.2", "6.3", "0.2", "21.6", "11.5", "9.9", "0.2", "26.1", "100.0", "908"],
["", "Highest", "78.3", "44.4", "19.5", "1.0", "9.7", "1.4", "0.0", "12.7", "0.0", "33.8", "18.2", "15.6", "0.0", "21.7", "100.0", "733"], ["Highest", "78.3", "44.4", "19.5", "1.0", "9.7", "1.4", "0.0", "12.7", "0.0", "33.8", "18.2", "15.6", "0.0", "21.7", "100.0", "733"],
["", "Number of living children", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""], ["Number of living children", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""],
["", "No children", "25.1", "7.6", "0.3", "0.5", "2.0", "0.0", ["No children", "25.1", "7.6", "0.3", "0.5", "2.0", "0.0",
"0.0", "4.8", "0.0", "17.5", "9.0", "8.5", "0.0", "74.9", "100.0", "563"], "0.0", "4.8", "0.0", "17.5", "9.0", "8.5", "0.0", "74.9", "100.0", "563"],
["", "1 child", "66.5", "32.1", "3.7", "0.7", "20.1", "0.7", "0.1", "6.9", "0.0", "34.3", "18.9", "15.2", "0.3", "33.5", "100.0", "1,190"], ["1 child", "66.5", "32.1", "3.7", "0.7", "20.1", "0.7", "0.1", "6.9", "0.0", "34.3", "18.9", "15.2", "0.3", "33.5", "100.0", "1,190"],
["\x18\x18", "1 son", "66.8", "33.2", "4.1", "0.7", "21.1", "0.5", "0.3", "6.6", "0.0", "33.5", "21.2", "12.3", "0.0", "33.2", "100.0", "672"], ["1 son", "66.8", "33.2", "4.1", "0.7", "21.1", "0.5", "0.3", "6.6", "0.0", "33.5", "21.2", "12.3", "0.0", "33.2", "100.0", "672"],
["", "No sons", "66.1", "30.7", "3.1", "0.6", "18.8", "0.8", "0.0", "7.3", "0.0", "35.4", "15.8", "19.0", "0.6", "33.9", "100.0", "517"], ["No sons", "66.1", "30.7", "3.1", "0.6", "18.8", "0.8", "0.0", "7.3", "0.0", "35.4", "15.8", "19.0", "0.6", "33.9", "100.0", "517"],
["", "2 children", "81.6", "60.5", "41.8", "0.9", "11.6", "0.8", "0.3", "4.8", "0.2", "21.1", "12.2", "8.3", "0.6", "18.4", "100.0", "1,576"], ["2 children", "81.6", "60.5", "41.8", "0.9", "11.6", "0.8", "0.3", "4.8", "0.2", "21.1", "12.2", "8.3", "0.6", "18.4", "100.0", "1,576"],
["", "1 or more sons", "83.7", "64.2", "46.4", "0.9", "10.8", "0.8", "0.4", "4.8", "0.1", "19.5", "11.1", "7.6", "0.7", "16.3", "100.0", "1,268"], ["1 or more sons", "83.7", "64.2", "46.4", "0.9", "10.8", "0.8", "0.4", "4.8", "0.1", "19.5", "11.1", "7.6", "0.7", "16.3", "100.0", "1,268"],
["", "No sons", "73.2", "45.5", "23.2", "1.0", "15.1", "0.9", "0.0", "4.8", "0.5", "27.7", "16.8", "11.0", "0.0", "26.8", "100.0", "308"], ["No sons", "73.2", "45.5", "23.2", "1.0", "15.1", "0.9", "0.0", "4.8", "0.5", "27.7", "16.8", "11.0", "0.0", "26.8", "100.0", "308"],
["", "3 children", "83.9", "71.2", "57.7", "0.8", "9.8", "0.6", "0.5", "1.8", "0.0", "12.7", "8.7", "3.3", "0.8", "16.1", "100.0", "961"], ["3 children", "83.9", "71.2", "57.7", "0.8", "9.8", "0.6", "0.5", "1.8", "0.0", "12.7", "8.7", "3.3", "0.8", "16.1", "100.0", "961"],
["", "1 or more sons", "85.0", "73.2", "60.3", "0.9", "9.4", "0.5", "0.5", "1.6", "0.0", "11.8", "8.1", "3.0", "0.7", "15.0", "100.0", "860"], ["1 or more sons", "85.0", "73.2", "60.3", "0.9", "9.4", "0.5", "0.5", "1.6", "0.0", "11.8", "8.1", "3.0", "0.7", "15.0", "100.0", "860"],
["", "No sons", "74.7", "53.8", "35.3", "0.0", "13.7", "1.6", "0.0", "3.2", "0.0", "20.9", "13.4", "6.1", "1.5", "25.3", "100.0", "101"], ["No sons", "74.7", "53.8", "35.3", "0.0", "13.7", "1.6", "0.0", "3.2", "0.0", "20.9", "13.4", "6.1", "1.5", "25.3", "100.0", "101"],
["", "4+ children", "74.3", "58.1", "45.1", "0.6", "8.7", "0.6", "0.7", "2.4", "0.0", "16.1", "9.9", "5.4", "0.8", "25.7", "100.0", "944"], ["4+ children", "74.3", "58.1", "45.1", "0.6", "8.7", "0.6", "0.7", "2.4", "0.0", "16.1", "9.9", "5.4", "0.8", "25.7", "100.0", "944"],
["", "1 or more sons", "73.9", "58.2", "46.0", "0.7", "8.3", "0.7", "0.7", "1.9", "0.0", "15.7", "9.4", "5.5", "0.8", "26.1", "100.0", "901"], ["1 or more sons", "73.9", "58.2", "46.0", "0.7", "8.3", "0.7", "0.7", "1.9", "0.0", "15.7", "9.4", "5.5", "0.8", "26.1", "100.0", "901"],
["", "No sons", "(82.1)", "(57.3)", "(25.6)", "(0.0)", "(17.8)", "(0.0)", "(0.0)", "(13.9)", "(0.0)", "(24.8)", "(21.3)", "(3.5)", "(0.0)", "(17.9)", "100.0", "43"], ["No sons", "(82.1)", "(57.3)", "(25.6)", "(0.0)", "(17.8)", "(0.0)", "(0.0)", "(13.9)", "(0.0)", "(24.8)", "(21.3)", "(3.5)", "(0.0)", "(17.9)", "100.0", "43"],
["", "Total", "71.2", "49.9", "32.2", ["Total", "71.2", "49.9", "32.2",
"0.7", "11.7", "0.6", "0.3", "4.3", "0.1", "21.3", "12.3", "8.4", "0.5", "28.8", "100.0", "5,234"], "0.7", "11.7", "0.6", "0.3", "4.3", "0.1", "21.3", "12.3", "8.4", "0.5", "28.8", "100.0", "5,234"],
["", "NFHS-2 (1998-99)", "66.6", "47.3", "32.0", "1.8", "9.2", "1.4", "na", "2.9", "na", "na", "8.7", "9.8", "na", "33.4", "100.0", "4,116"], ["NFHS-2 (1998-99)", "66.6", "47.3", "32.0", "1.8", "9.2", "1.4", "na", "2.9", "na", "na", "8.7", "9.8", "na", "33.4", "100.0", "4,116"],
["", "NFHS-1 (1992-93)", "57.7", "37.6", "26.5", "4.3", "3.6", "1.3", "0.1", "1.9", "na", "na", "11.3", "8.3", "na", "42.3", "100.0", "3,970"], ["NFHS-1 (1992-93)", "57.7", "37.6", "26.5", "4.3", "3.6", "1.3", "0.1", "1.9", "na", "na", "11.3", "8.3", "na", "42.3", "100.0", "3,970"]
["", "", "Note: If more than one method is used, only the most effective method is considered in this tabulation. Total includes women for whom caste/tribe was not known or is missing, who are", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""],
["", "not shown separately.", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""],
["", "na = Not available", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""],
["", "", "ns = Not shown; see table 2b, footnote 1", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""],
["", "( ) Based on 25-49 unweighted cases.", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""],
["", "", "", "", "", "", "", "", "54", "", "", "", "", "", "", "", "", ""]
] ]
data_stream_table_area = [ data_stream_two_tables_1 = [
["[In thousands (11,062.6 represents 11,062,600) For year ending December 31. Based on Uniform Crime Reporting (UCR)", "", "", "", "", "", "", "", "", ""],
["Program. Represents arrests reported (not charged) by 12,910 agencies with a total population of 247,526,916 as estimated", "", "", "", "", "", "", "", "", ""],
["by the FBI. Some persons may be arrested more than once during a year, therefore, the data in this table, in some cases,", "", "", "", "", "", "", "", "", ""],
["could represent multiple arrests of the same person. See text, this section and source]", "", "", "", "", "", "", "", "", ""],
["", "", "Total", "", "", "Male", "", "", "Female", ""],
["Offense charged", "", "Under 18", "18 years", "", "Under 18", "18 years", "", "Under 18", "18 years"],
["", "Total", "years", "and over", "Total", "years", "and over", "Total", "years", "and over"],
["Total . . . . . . . . . . . . . . . . . . . . . . . . .", "11,062 .6", "1,540 .0", "9,522 .6", "8,263 .3", "1,071 .6", "7,191 .7", "2,799 .2", "468 .3", "2,330 .9"],
["Violent crime . . . . . . . . . . . . . . . . . .", "467 .9", "69 .1", "398 .8", "380 .2", "56 .5", "323 .7", "87 .7", "12 .6", "75 .2"],
["Murder and nonnegligent", "", "", "", "", "", "", "", "", ""],
["manslaughter . . . . . . . .. .. .. .. ..", "10.0", "0.9", "9.1", "9.0", "0.9", "8.1", "1.1", "", "1.0"],
["Forcible rape . . . . . . . .. .. .. .. .. .", "17.5", "2.6", "14.9", "17.2", "2.5", "14.7", "", "", ""],
["Robbery . . . .. .. . .. . ... . ... . ...", "102.1", "25.5", "76.6", "90.0", "22.9", "67.1", "12.1", "2.5", "9.5"],
["Aggravated assault . . . . . . . .. .. ..", "338.4", "40.1", "298.3", "264.0", "30.2", "233.8", "74.4", "9.9", "64.5"],
["Property crime . . . . . . . . . . . . . . . . .", "1,396 .4", "338 .7", "1,057 .7", "875 .9", "210 .8", "665 .1", "608 .2", "127 .9", "392 .6"],
["Burglary . .. . . . . .. ... .... .... ..", "240.9", "60.3", "180.6", "205.0", "53.4", "151.7", "35.9", "6.9", "29.0"],
["Larceny-theft . . . . . . . .. .. .. .. .. .", "1,080.1", "258.1", "822.0", "608.8", "140.5", "468.3", "471.3", "117.6", "353.6"],
["Motor vehicle theft . . . . .. .. . .... .", "65.6", "16.0", "49.6", "53.9", "13.3", "40.7", "11.7", "2.7", "8.9"],
["Arson .. . . . .. . ... .... .... .... .", "9.8", "4.3", "5.5", "8.1", "3.7", "4.4", "1.7", "0.6", "1.1"],
["Other assaults .. . . . . .. . ... . ... ..", "1,061.3", "175.3", "886.1", "785.4", "115.4", "670.0", "276.0", "59.9", "216.1"],
["Forgery and counterfeiting .. . . . . . ..", "68.9", "1.7", "67.2", "42.9", "1.2", "41.7", "26.0", "0.5", "25.5"],
["Fraud .... .. . . .. ... .... .... ....", "173.7", "5.1", "168.5", "98.4", "3.3", "95.0", "75.3", "1.8", "73.5"],
["Embezzlement . . .. . . . .. . ... . ....", "14.6", "", "14.1", "7.2", "", "6.9", "7.4", "", "7.2"],
["Stolen property 1 . . . . . . .. . .. .. ...", "84.3", "15.1", "69.2", "66.7", "12.2", "54.5", "17.6", "2.8", "14.7"],
["Vandalism . . . . . . . .. .. .. .. .. ....", "217.4", "72.7", "144.7", "178.1", "62.8", "115.3", "39.3", "9.9", "29.4"],
["Weapons; carrying, possessing, etc. .", "132.9", "27.1", "105.8", "122.1", "24.3", "97.8", "10.8", "2.8", "8.0"],
["Prostitution and commercialized vice",
"56.9", "1.1", "55.8", "17.3", "", "17.1", "39.6", "0.8", "38.7"],
["Sex offenses 2 . . . . .. . . . .. .. .. . ..", "61.5", "10.7", "50.7", "56.1", "9.6", "46.5", "5.4", "1.1", "4.3"],
["Drug abuse violations . . . . . . . .. ...", "1,333.0", "136.6", "1,196.4", "1,084.3", "115.2", "969.1", "248.7", "21.4", "227.3"],
["Gambling .. . . . . .. ... . ... . ... ...", "8.2", "1.4", "6.8", "7.2", "1.4", "5.9", "0.9", "", "0.9"],
["Offenses against the family and", "", "", "", "", "", "", "", "", ""],
["children . . . .. . . .. .. .. .. .. .. . ..", "92.4", "3.7", "88.7", "68.9", "2.4", "66.6", "23.4", "1.3", "22.1"],
["Driving under the influence . . . . . .. .", "1,158.5", "109.2", "1,147.5", "895.8", "8.2", "887.6", "262.7", "2.7", "260.0"],
["Liquor laws . . . . . . . .. .. .. .. .. .. .", "48.2", "90.2", "368.0", "326.8", "55.4", "271.4",
"131.4", "34.7", "96.6"],
["Drunkenness . . .. . . . .. . ... . ... ..", "488.1", "11.4", "476.8", "406.8", "8.5", "398.3", "81.3", "2.9", "78.4"],
["Disorderly conduct . .. . . . . . .. .. .. .", "529.5", "136.1", "393.3", "387.1", "90.8", "296.2", "142.4", "45.3", "97.1"],
["Vagrancy . . . .. . . . ... .... .... ...", "26.6", "2.2", "24.4", "20.9", "1.6", "19.3", "5.7", "0.6", "5.1"],
["All other offenses (except traffic) . . ..", "306.1", "263.4", "2,800.8", "2,337.1", "194.2", "2,142.9", "727.0", "69.2", "657.9"],
["Suspicion . . . .. . . .. .. .. .. .. .. . ..", "1.6", "", "1.4", "1.2", "", "1.0", "", "", ""],
["Curfew and loitering law violations ..", "91.0", "91.0", "(X)", "63.1", "63.1", "(X)", "28.0", "28.0", "(X)"],
["Runaways . . . . . . . .. .. .. .. .. ....", "75.8", "75.8", "(X)", "34.0", "34.0", "(X)", "41.8", "41.8", "(X)"],
["", " Represents zero. X Not applicable. 1 Buying, receiving, possessing stolen property. 2 Except forcible rape and prostitution.", "", "", "", "", "", "", "", ""],
["", "Source: U.S. Department of Justice, Federal Bureau of Investigation, Uniform Crime Reports, Arrests Master Files.", "", "", "", "", "", "", "", ""]
]
data_stream_two_tables_2 = [
["", "Source: U.S. Department of Justice, Federal Bureau of Investigation, Uniform Crime Reports, Arrests Master Files.", "", "", "", ""],
["Table 325. Arrests by Race: 2009", "", "", "", "", ""],
["[Based on Uniform Crime Reporting (UCR) Program. Represents arrests reported (not charged) by 12,371 agencies", "", "", "", "", ""],
["with a total population of 239,839,971 as estimated by the FBI. See headnote, Table 324]", "", "", "", "", ""],
["", "", "", "", "American", ""],
["Offense charged", "", "", "",
"Indian/Alaskan", "Asian Pacific"],
["", "Total", "White", "Black", "Native", "Islander"],
["Total . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "10,690,561", "7,389,208", "3,027,153", "150,544", "123,656"],
["Violent crime . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "456,965", "268,346", "177,766", "5,608", "5,245"],
["Murder and nonnegligent manslaughter . .. ... .", "9,739", "4,741", "4,801", "100", "97"],
["Forcible rape . . . . . . . .. .. .. .. .... .. ...... .", "16,362", "10,644", "5,319", "169", "230"],
["Robbery . . . . .. . . . ... . ... . .... .... .... . . .", "100,496", "43,039", "55,742", "726", "989"],
["Aggravated assault . . . . . . . .. .. ...... .. ....", "330,368", "209,922", "111,904", "4,613", "3,929"],
["Property crime . . . . . . . . . . . . . . . . . . . . . . . . . . .", "1,364,409", "922,139", "406,382", "17,599", "18,289"],
["Burglary . . .. . . . .. . .... .... .... .... ... . . .", "234,551", "155,994", "74,419", "2,021", "2,117"],
["Larceny-theft . . . . . . . .. .. .. .. .... .. ...... .", "1,056,473", "719,983", "306,625", "14,646", "15,219"],
["Motor vehicle theft . . . . . .. ... . ... ..... ... ..", "63,919", "39,077", "23,184", "817", "841"],
["Arson .. . . .. .. .. ... .... .... .... .... . . . . .", "9,466", "7,085", "2,154", "115", "112"],
["Other assaults .. . . . . . ... . ... . ... ..... ... ..", "1,032,502", "672,865", "332,435", "15,127", "12,075"],
["Forgery and counterfeiting .. . . . . . ... ..... .. ..", "67,054", "44,730", "21,251", "345", "728"],
["Fraud ... . . . . .. .. .. .. .. .. .. .. .. .... . . . . . .", "161,233", "108,032", "50,367", "1,315", "1,519"],
["Embezzlement . . . .. . . . ... . ... . .... ... .....", "13,960", "9,208", "4,429", "75", "248"],
["Stolen property; buying, receiving, possessing .. .", "82,714", "51,953", "29,357", "662", "742"],
["Vandalism . . . . . . . .. .. .. .. .. .. .... .. ..... .", "212,173", "157,723", "48,746", "3,352", "2,352"],
["Weapons—carrying, possessing, etc. .. .. ... .. .", "130,503", "74,942", "53,441", "951", "1,169"],
["Prostitution and commercialized vice . ... .. .. ..", "56,560", "31,699", "23,021", "427", "1,413"],
["Sex offenses 1 . . . . . . . .. .. .. .. .... .. ...... .", "60,175", "44,240", "14,347", "715", "873"],
["Drug abuse violations . . . . . . . .. . ..... .. .....", "1,301,629", "845,974", "437,623", "8,588", "9,444"],
["Gambling . . . . .. . . . ... . ... . .. ... . ...... .. .", "8,046", "2,290", "5,518", "27", "211"],
["Offenses against the family and children ... .. .. .", "87,232", "58,068", "26,850", "1,690", "624"],
["Driving under the influence . . . . . . .. ... ...... .", "1,105,401", "954,444", "121,594", "14,903", "14,460"],
["Liquor laws . . . . . . . .. .. .. .. .. . ..... .. .....", "444,087", "373,189", "50,431", "14,876", "5,591"],
["Drunkenness . .. . . . . . ... . ... . ..... . .......", "469,958", "387,542", "71,020", "8,552", "2,844"],
["Disorderly conduct . . .. . . . . .. .. . ..... .. .....", "515,689", "326,563", "176,169", "8,783", "4,174"],
["Vagrancy . . .. .. . . .. ... .... .... .... .... . . .", "26,347", "14,581", "11,031", "543", "192"],
["All other offenses (except traffic) . .. .. .. ..... ..", "2,929,217", "1,937,221", "911,670", "43,880", "36,446"],
["Suspicion . . .. . . . .. .. .. .. .. .. .. ...... .. . . .", "1,513", "677", "828", "1", "7"],
["Curfew and loitering law violations . .. ... .. ....", "89,578", "54,439", "33,207", "872", "1,060"],
["Runaways . . . . . . . .. .. .. .. .. .. .... .. ..... .", "73,616", "48,343", "19,670", "1,653", "3,950"],
["1 Except forcible rape and prostitution.", "", "", "", "", ""],
["", "Source: U.S. Department of Justice, Federal Bureau of Investigation, “Crime in the United States, Arrests,” September 2010,", "", "", "", ""]
]
data_stream_table_areas = [
["", "One Withholding"], ["", "One Withholding"],
["Payroll Period", "Allowance"], ["Payroll Period", "Allowance"],
["Weekly", "$71.15"], ["Weekly", "$71.15"],
@@ -187,14 +273,10 @@ data_stream_split_text = [
["", "", "", "", "1522 WEST LINDSEY", "", "", "", "", ""], ["", "", "", "", "1522 WEST LINDSEY", "", "", "", "", ""],
["632575", "BAW", "BASHU LEGENDS", "HYH HE CHUANG LLC", "STREET", "NORMAN", "OK", "73069", "-", "2014/07/21"], ["632575", "BAW", "BASHU LEGENDS", "HYH HE CHUANG LLC", "STREET", "NORMAN", "OK", "73069", "-", "2014/07/21"],
["", "", "", "DEEP FORK HOLDINGS", "", "", "", "", "", ""], ["", "", "", "DEEP FORK HOLDINGS", "", "", "", "", "", ""],
["543149", "BAW", "BEDLAM BAR-B-Q", "LLC", "610 NORTHEAST 50TH", "OKLAHOMA CITY", "OK", "73105", "(405) 528-7427", "2015/02/23"], ["543149", "BAW", "BEDLAM BAR-B-Q", "LLC", "610 NORTHEAST 50TH", "OKLAHOMA CITY", "OK", "73105", "(405) 528-7427", "2015/02/23"]
["", "", "", "", "Page 1 of 151", "", "", "", "", ""]
] ]
data_stream_flag_size = [ data_stream_flag_size = [
["", "TABLE 125: STATE-WISE COMPOSITION OF OUTSTANDING LIABILITIES - 1997 <s>(Contd.)</s>", "", "", "", "", "", "", "", "", ""],
["", "", "", "", "(As at end-March)", "", "", "", "", "", ""],
["", "", "", "", "", "", "", "", "", "", "(<s>`</s> Billion)"],
["States", "Total", "Market", "NSSF", "WMA", "Loans", "Loans", "Loans", "Loans", "Loans", "Loans"], ["States", "Total", "Market", "NSSF", "WMA", "Loans", "Loans", "Loans", "Loans", "Loans", "Loans"],
["", "Internal", "Loans", "", "from", "from", "from", "from", "from", "from SBI", "from"], ["", "Internal", "Loans", "", "from", "from", "from", "from", "from", "from SBI", "from"],
["", "Debt", "", "", "RBI", "Banks", "LIC", "GIC", "NABARD", "& Other", "NCDC"], ["", "Debt", "", "", "RBI", "Banks", "LIC", "GIC", "NABARD", "& Other", "NCDC"],
@@ -230,9 +312,7 @@ data_stream_flag_size = [
["Uttar Pradesh", "80.62", "74.89", "-", "4.34", "1.34", "0.6", "-", "-0.21", "0.18", "0.03"], ["Uttar Pradesh", "80.62", "74.89", "-", "4.34", "1.34", "0.6", "-", "-0.21", "0.18", "0.03"],
["West Bengal", "34.23", "32.19", "-", "-", "2.04", "0.77", "-", "0.06", "-", "0.51"], ["West Bengal", "34.23", "32.19", "-", "-", "2.04", "0.77", "-", "0.06", "-", "0.51"],
["NCT Delhi", "-", "-", "-", "-", "-", "-", "-", "-", "-", "-"], ["NCT Delhi", "-", "-", "-", "-", "-", "-", "-", "-", "-", "-"],
["ALL STATES", "513.38", "436.02", "-", "25.57", "51.06", "14.18", "-", "8.21", "11.83", "11.08"], ["ALL STATES", "513.38", "436.02", "-", "25.57", "51.06", "14.18", "-", "8.21", "11.83", "11.08"]
["<s>2</s> Includes `2.45 crore outstanding under “Market Loan Suspense”.", "", "", "", "", "", "", "", "", "", ""],
["", "", "", "", "445", "", "", "", "", "", ""]
] ]
data_lattice = [ data_lattice = [
@@ -261,7 +341,39 @@ data_lattice_table_rotated = [
["Pooled", "38742", "53618", "60601", "86898", "4459", "21918", "27041", "14312", "18519"] ["Pooled", "38742", "53618", "60601", "86898", "4459", "21918", "27041", "14312", "18519"]
] ]
data_lattice_table_area = [ data_lattice_two_tables_1 = [
["State", "n", "Literacy Status", "", "", "", "", ""],
["", "", "Illiterate", "Read & Write", "1-4 std.", "5-8 std.", "9-12 std.", "College"],
["Kerala", "2400", "7.2", "0.5", "25.3", "20.1", "41.5", "5.5"],
["Tamil Nadu", "2400", "21.4", "2.3", "8.8", "35.5", "25.8", "6.2"],
["Karnataka", "2399", "37.4", "2.8", "12.5", "18.3", "23.1", "5.8"],
["Andhra Pradesh", "2400", "54.0", "1.7", "8.4", "13.2", "18.8", "3.9"],
["Maharashtra", "2400", "22.0", "0.9", "17.3", "20.3", "32.6", "7.0"],
["Gujarat", "2390", "28.6", "0.1", "14.4", "23.1", "26.9", "6.8"],
["Madhya Pradesh", "2402", "29.1", "3.4", "8.5", "35.1", "13.3", "10.6"],
["Orissa", "2405", "33.2", "1.0", "10.4", "25.7", "21.2", "8.5"],
["West Bengal", "2293", "41.7", "4.4", "13.2", "17.1", "21.2", "2.4"],
["Uttar Pradesh", "2400", "35.3", "2.1", "4.5", "23.3", "27.1", "7.6"],
["Pooled", "23889", "30.9", "1.9", "12.3", "23.2", "25.2", "6.4"]
]
data_lattice_two_tables_2 = [
["State", "n", "Literacy Status", "", "", "", "", ""],
["", "", "Illiterate", "Read & Write", "1-4 std.", "5-8 std.", "9-12 std.", "College"],
["Kerala", "2400", "8.8", "0.3", "20.1", "17.0", "45.6", "8.2"],
["Tamil Nadu", "2400", "29.9", "1.5", "8.5", "33.1", "22.3", "4.8"],
["Karnataka", "2399", "47.9", "2.5", "10.2", "18.8", "18.4", "2.3"],
["Andhra Pradesh", "2400", "66.4", "0.7", "6.8", "12.9", "11.4", "1.8"],
["Maharashtra", "2400", "41.3", "0.6", "14.1", "20.1", "21.6", "2.2"],
["Gujarat", "2390", "57.6", "0.1", "10.3", "16.5", "12.9", "2.7"],
["Madhya Pradesh", "2402", "58.7", "2.2", "6.6", "24.1", "5.3", "3.0"],
["Orissa", "2405", "50.0", "0.9", "8.1", "21.9", "15.1", "4.0"],
["West Bengal", "2293", "49.1", "4.8", "11.2", "16.8", "17.1", "1.1"],
["Uttar Pradesh", "2400", "67.3", "2.0", "3.1", "17.2", "7.7", "2.7"],
["Pooled", "23889", "47.7", "1.5", "9.9", "19.9", "17.8", "3.3"]
]
data_lattice_table_areas = [
["", "", "", "", "", "", "", "", ""], ["", "", "", "", "", "", "", "", ""],
["State", "n", "Literacy Status", "", "", "", "", "", ""], ["State", "n", "Literacy Status", "", "", "", "", "", ""],
["", "", "Illiterate", "Read & Write", "1-4 std.", "5-8 std.", "9-12 std.", "College", ""], ["", "", "Illiterate", "Read & Write", "1-4 std.", "5-8 std.", "9-12 std.", "College", ""],
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+117 -79
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@@ -1,79 +1,117 @@
# -*- coding: utf-8 -*- # -*- coding: utf-8 -*-
import os import os
from click.testing import CliRunner from click.testing import CliRunner
from camelot.cli import cli from camelot.cli import cli
from camelot.utils import TemporaryDirectory from camelot.utils import TemporaryDirectory
testdir = os.path.dirname(os.path.abspath(__file__)) testdir = os.path.dirname(os.path.abspath(__file__))
testdir = os.path.join(testdir, 'files') testdir = os.path.join(testdir, 'files')
def test_cli_lattice(): def test_cli_lattice():
with TemporaryDirectory() as tempdir: with TemporaryDirectory() as tempdir:
infile = os.path.join(testdir, 'foo.pdf') infile = os.path.join(testdir, 'foo.pdf')
outfile = os.path.join(tempdir, 'foo.csv') outfile = os.path.join(tempdir, 'foo.csv')
runner = CliRunner() runner = CliRunner()
result = runner.invoke(cli, ['--format', 'csv', '--output', outfile, result = runner.invoke(cli, ['--format', 'csv', '--output', outfile,
'lattice', infile]) 'lattice', infile])
assert result.exit_code == 0 assert result.exit_code == 0
assert result.output == 'Found 1 tables\n' assert result.output == 'Found 1 tables\n'
result = runner.invoke(cli, ['--format', 'csv', result = runner.invoke(cli, ['--format', 'csv',
'lattice', infile]) 'lattice', infile])
output_error = 'Error: Please specify output file path using --output' output_error = 'Error: Please specify output file path using --output'
assert output_error in result.output assert output_error in result.output
result = runner.invoke(cli, ['--output', outfile, result = runner.invoke(cli, ['--output', outfile,
'lattice', infile]) 'lattice', infile])
format_error = 'Please specify output file format using --format' format_error = 'Please specify output file format using --format'
assert format_error in result.output assert format_error in result.output
def test_cli_stream(): def test_cli_stream():
with TemporaryDirectory() as tempdir: with TemporaryDirectory() as tempdir:
infile = os.path.join(testdir, 'budget.pdf') infile = os.path.join(testdir, 'budget.pdf')
outfile = os.path.join(tempdir, 'budget.csv') outfile = os.path.join(tempdir, 'budget.csv')
runner = CliRunner() runner = CliRunner()
result = runner.invoke(cli, ['--format', 'csv', '--output', outfile, result = runner.invoke(cli, ['--format', 'csv', '--output', outfile,
'stream', infile]) 'stream', infile])
assert result.exit_code == 0 assert result.exit_code == 0
assert result.output == 'Found 1 tables\n' assert result.output == 'Found 1 tables\n'
result = runner.invoke(cli, ['--format', 'csv', 'stream', infile]) result = runner.invoke(cli, ['--format', 'csv', 'stream', infile])
output_error = 'Error: Please specify output file path using --output' output_error = 'Error: Please specify output file path using --output'
assert output_error in result.output assert output_error in result.output
result = runner.invoke(cli, ['--output', outfile, 'stream', infile]) result = runner.invoke(cli, ['--output', outfile, 'stream', infile])
format_error = 'Please specify output file format using --format' format_error = 'Please specify output file format using --format'
assert format_error in result.output assert format_error in result.output
def test_cli_output_format(): def test_cli_password():
with TemporaryDirectory() as tempdir: with TemporaryDirectory() as tempdir:
infile = os.path.join(testdir, 'health.pdf') infile = os.path.join(testdir, 'health_protected.pdf')
outfile = os.path.join(tempdir, 'health.{}') outfile = os.path.join(tempdir, 'health_protected.csv')
runner = CliRunner() runner = CliRunner()
result = runner.invoke(cli, ['--password', 'userpass',
# json '--format', 'csv', '--output', outfile,
result = runner.invoke(cli, ['--format', 'json', '--output', outfile.format('json'), 'stream', infile])
'stream', infile]) assert result.exit_code == 0
assert result.exit_code == 0 assert result.output == 'Found 1 tables\n'
# excel output_error = 'file has not been decrypted'
result = runner.invoke(cli, ['--format', 'excel', '--output', outfile.format('xlsx'), # no password
'stream', infile]) result = runner.invoke(cli, ['--format', 'csv', '--output', outfile,
assert result.exit_code == 0 'stream', infile])
assert output_error in str(result.exception)
# html
result = runner.invoke(cli, ['--format', 'html', '--output', outfile.format('html'), # bad password
'stream', infile]) result = runner.invoke(cli, ['--password', 'wrongpass',
assert result.exit_code == 0 '--format', 'csv', '--output', outfile,
'stream', infile])
# zip assert output_error in str(result.exception)
result = runner.invoke(cli, ['--zip', '--format', 'csv', '--output', outfile.format('csv'),
'stream', infile])
assert result.exit_code == 0 def test_cli_output_format():
with TemporaryDirectory() as tempdir:
infile = os.path.join(testdir, 'health.pdf')
outfile = os.path.join(tempdir, 'health.{}')
runner = CliRunner()
# json
result = runner.invoke(cli, ['--format', 'json', '--output', outfile.format('json'),
'stream', infile])
assert result.exit_code == 0
# excel
result = runner.invoke(cli, ['--format', 'excel', '--output', outfile.format('xlsx'),
'stream', infile])
assert result.exit_code == 0
# html
result = runner.invoke(cli, ['--format', 'html', '--output', outfile.format('html'),
'stream', infile])
assert result.exit_code == 0
# zip
result = runner.invoke(cli, ['--zip', '--format', 'csv', '--output', outfile.format('csv'),
'stream', infile])
assert result.exit_code == 0
def test_cli_quiet():
with TemporaryDirectory() as tempdir:
infile = os.path.join(testdir, 'blank.pdf')
outfile = os.path.join(tempdir, 'blank.csv')
runner = CliRunner()
result = runner.invoke(cli, ['--format', 'csv', '--output', outfile,
'stream', infile])
assert 'No tables found on page-1' in result.output
result = runner.invoke(cli, ['--quiet', '--format', 'csv',
'--output', outfile, 'stream', infile])
assert 'No tables found on page-1' not in result.output
+40 -7
View File
@@ -25,6 +25,17 @@ def test_parsing_report():
assert tables[0].parsing_report == parsing_report assert tables[0].parsing_report == parsing_report
def test_password():
df = pd.DataFrame(data_stream)
filename = os.path.join(testdir, "health_protected.pdf")
tables = camelot.read_pdf(filename, password="ownerpass", flavor="stream")
assert df.equals(tables[0].df)
tables = camelot.read_pdf(filename, password="userpass", flavor="stream")
assert df.equals(tables[0].df)
def test_stream(): def test_stream():
df = pd.DataFrame(data_stream) df = pd.DataFrame(data_stream)
@@ -45,11 +56,22 @@ def test_stream_table_rotated():
assert df.equals(tables[0].df) assert df.equals(tables[0].df)
def test_stream_table_area(): def test_stream_two_tables():
df = pd.DataFrame(data_stream_table_area) df1 = pd.DataFrame(data_stream_two_tables_1)
df2 = pd.DataFrame(data_stream_two_tables_2)
filename = os.path.join(testdir, "tabula/12s0324.pdf")
tables = camelot.read_pdf(filename, flavor='stream')
assert len(tables) == 2
assert df1.equals(tables[0].df)
assert df2.equals(tables[1].df)
def test_stream_table_areas():
df = pd.DataFrame(data_stream_table_areas)
filename = os.path.join(testdir, "tabula/us-007.pdf") filename = os.path.join(testdir, "tabula/us-007.pdf")
tables = camelot.read_pdf(filename, flavor="stream", table_area=["320,500,573,335"]) tables = camelot.read_pdf(filename, flavor="stream", table_areas=["320,500,573,335"])
assert df.equals(tables[0].df) assert df.equals(tables[0].df)
@@ -100,11 +122,22 @@ def test_lattice_table_rotated():
assert df.equals(tables[0].df) assert df.equals(tables[0].df)
def test_lattice_table_area(): def test_lattice_two_tables():
df = pd.DataFrame(data_lattice_table_area) df1 = pd.DataFrame(data_lattice_two_tables_1)
df2 = pd.DataFrame(data_lattice_two_tables_2)
filename = os.path.join(testdir, "twotables_2.pdf") filename = os.path.join(testdir, "twotables_2.pdf")
tables = camelot.read_pdf(filename, table_area=["80,693,535,448"]) tables = camelot.read_pdf(filename)
assert len(tables) == 2
assert df1.equals(tables[0].df)
assert df2.equals(tables[1].df)
def test_lattice_table_areas():
df = pd.DataFrame(data_lattice_table_areas)
filename = os.path.join(testdir, "twotables_2.pdf")
tables = camelot.read_pdf(filename, table_areas=["80,693,535,448"])
assert df.equals(tables[0].df) assert df.equals(tables[0].df)
@@ -139,7 +172,7 @@ def test_lattice_shift_text():
tables = camelot.read_pdf(filename, line_size_scaling=40, shift_text=['r', 'b']) tables = camelot.read_pdf(filename, line_size_scaling=40, shift_text=['r', 'b'])
assert df_rb.equals(tables[0].df) assert df_rb.equals(tables[0].df)
def test_repr(): def test_repr():
filename = os.path.join(testdir, "foo.pdf") filename = os.path.join(testdir, "foo.pdf")
tables = camelot.read_pdf(filename) tables = camelot.read_pdf(filename)
+45 -7
View File
@@ -34,20 +34,58 @@ def test_unsupported_format():
def test_stream_equal_length(): def test_stream_equal_length():
message = ("Length of table_area and columns" message = ("Length of table_areas and columns"
" should be equal") " should be equal")
with pytest.raises(ValueError, message=message): with pytest.raises(ValueError, message=message):
tables = camelot.read_pdf(filename, flavor='stream', tables = camelot.read_pdf(filename, flavor='stream',
table_area=['10,20,30,40'], columns=['10,20,30,40', '10,20,30,40']) table_areas=['10,20,30,40'], columns=['10,20,30,40', '10,20,30,40'])
def test_no_tables_found(): def test_no_tables_found():
filename = os.path.join(testdir, 'blank.pdf') filename = os.path.join(testdir, 'blank.pdf')
# TODO: use pytest.warns
with warnings.catch_warnings(): with warnings.catch_warnings():
warnings.simplefilter('error') warnings.simplefilter('error')
try: with pytest.raises(UserWarning) as e:
tables = camelot.read_pdf(filename) tables = camelot.read_pdf(filename)
except Exception as e: assert str(e.value) == 'No tables found on page-1'
assert type(e).__name__ == 'UserWarning'
assert str(e) == 'No tables found on page-1'
def test_no_tables_found_warnings_suppressed():
filename = os.path.join(testdir, 'blank.pdf')
with warnings.catch_warnings():
# the test should fail if any warning is thrown
warnings.simplefilter('error')
try:
tables = camelot.read_pdf(filename, suppress_warnings=True)
except Warning as e:
warning_text = str(e)
pytest.fail('Unexpected warning: {}'.format(warning_text))
def test_ghostscript_not_found(monkeypatch):
import distutils
def _find_executable_patch(arg):
return ''
monkeypatch.setattr(distutils.spawn, 'find_executable', _find_executable_patch)
message = ('Please make sure that Ghostscript is installed and available'
' on the PATH environment variable')
filename = os.path.join(testdir, 'foo.pdf')
with pytest.raises(Exception, message=message):
tables = camelot.read_pdf(filename)
def test_no_password():
filename = os.path.join(testdir, 'health_protected.pdf')
message = 'file has not been decrypted'
with pytest.raises(Exception, message=message):
tables = camelot.read_pdf(filename)
def test_bad_password():
filename = os.path.join(testdir, 'health_protected.pdf')
message = 'file has not been decrypted'
with pytest.raises(Exception, message=message):
tables = camelot.read_pdf(filename, password='wrongpass')
+51
View File
@@ -0,0 +1,51 @@
# -*- coding: utf-8 -*-
import os
import pytest
import camelot
testdir = os.path.dirname(os.path.abspath(__file__))
testdir = os.path.join(testdir, "files")
@pytest.mark.mpl_image_compare(
baseline_dir="files/baseline_plots", remove_text=True)
def test_text_plot():
filename = os.path.join(testdir, "foo.pdf")
tables = camelot.read_pdf(filename)
return camelot.plot(tables[0], kind='text')
@pytest.mark.mpl_image_compare(
baseline_dir="files/baseline_plots", remove_text=True)
def test_grid_plot():
filename = os.path.join(testdir, "foo.pdf")
tables = camelot.read_pdf(filename)
return camelot.plot(tables[0], kind='grid')
@pytest.mark.mpl_image_compare(
baseline_dir="files/baseline_plots", remove_text=True)
def test_contour_plot():
filename = os.path.join(testdir, "foo.pdf")
tables = camelot.read_pdf(filename)
return camelot.plot(tables[0], kind='contour')
@pytest.mark.mpl_image_compare(
baseline_dir="files/baseline_plots", remove_text=True)
def test_line_plot():
filename = os.path.join(testdir, "foo.pdf")
tables = camelot.read_pdf(filename)
return camelot.plot(tables[0], kind='line')
@pytest.mark.mpl_image_compare(
baseline_dir="files/baseline_plots", remove_text=True)
def test_joint_plot():
filename = os.path.join(testdir, "foo.pdf")
tables = camelot.read_pdf(filename)
return camelot.plot(tables[0], kind='joint')