{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Simple notebook to test the class" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import os, sys\n", "\n", "sys.path.append('../src/python/')\n", "\n", "import def_classes as defc\n", "import numpy as np\n", "from pdf2image import convert_from_path, convert_from_bytes\n", "import utils_proc\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "year = 1978\n", "folder_database = '../data/AB/'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## List the files inside the tar" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1011\n" ] }, { "data": { "text/plain": [ "array([['./1978/20006356.pdf', '20006356'],\n", " ['./1978/20006357.pdf', '20006357'],\n", " ['./1978/20006358.pdf', '20006358'],\n", " ...,\n", " ['./1978/20007364.pdf', '20007364'],\n", " ['./1978/20007365.pdf', '20007365'],\n", " ['./1978/20007366.pdf', '20007366']], dtype='<U19')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "name_tar = '00_rawpdfs'\n", "list_docs = utils_proc.get_list(year, folder_database, name_tar)\n", "print(len(list_docs[0]))\n", "np.transpose(list_docs)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[795]])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.argwhere(np.array(list_docs[1]) == '20007151')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create the object from the class Document\n", "Here in principle we should load the file without extension, but it is prepared for that in any case" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# From the ones above\n", "iddoc = '20026449'\n", "input_file = './' + str(year) +'/' + iddoc +'.pdf'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1891 20026449 ./1891/20026449.pdf ../data/AB/1891/\n", "16\n" ] } ], "source": [ "d1 = defc.Document(input_file, folder_database)\n", "print(d1.year, d1.id_doc, d1.input_file, d1.path_file)\n", "d1.pdf2imgobj()\n", "print(len(d1.imgobj))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d1.check_discussion()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Obtain extracted xml from pdf\n", "Obtain the xml and save it, also storing the name in the object" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Not saving to tar\n", "['../data/AB//1980/02_extractedxml.tar.gz', './1980/20009235_data.xml'] [0 1]\n" ] } ], "source": [ "# flag_save to 0 to avoid overwritting the existing tar.gz files\n", "d1.pdf2xml(pages = 'all', suffix_xml = '_data', flag_save = 0, name_outxml = '02_extractedxml')\n", "print(d1.name_xml, d1.n_pages)" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2\n" ] } ], "source": [ "print(len(d1.XML_main))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute corrected xml file\n", "This can be directly, without running the step before, because if the xml file is missing, it is just extracted" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Not saving to tar\n", "End of file ./1891/20026449.pdf - 3.823789358139038 seconds -\n", "['../data/AB/1891/04_correctedxml.tar.gz', '1891/20026449_datacorr.xml'] 1\n" ] } ], "source": [ "# flag_save to 0 to avoid overwritting the existing tar.gz files\n", "d1.correct_xml(flag_plots = 1, flag_parallel = 0, flag_save_figs = 1,\n", " pages = 'all', suffix_xml = '_data', name_outxml = '02_extractedxml',\n", " name_outcorrxml = '04_correctedxml', flag_save = 0)\n", "print(d1.name_xml_corr, len(d1.XML_main_corr))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## And finally some plots\n", "In this case we can also draw the results from alraedy existing result files, such as '04_correctedxml.tar.gz'" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d1.plot_orig_textb(range_pages = [0,1], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0)" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2: non existing page!\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d1.plot_margins_doc(range_pages = [0,1,2], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0)" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2: non existing page!\n", "3: non existing page!\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d1.plot_boxes_labels(range_pages = [0,1,2,3], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0, flag_compute = 0)" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d1.plot_textl_ordered(range_pages = [0,1], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0, flag_compute = 0)" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d1.plot_XMLcorrect(range_pages = [0,1], suffix_xml = '_data', flag_plot = 1, \n", " flag_save_figs = 0, flag_compute = 0, flag_lines_textl = 1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }