{"id":12146,"date":"2024-05-28T08:50:37","date_gmt":"2024-05-28T08:50:37","guid":{"rendered":"https:\/\/dezzai.com\/en\/?page_id=12146"},"modified":"2024-05-28T08:55:01","modified_gmt":"2024-05-28T08:55:01","slug":"cam-anonymization-of-documents","status":"publish","type":"page","link":"https:\/\/dezzai.com\/en\/cam-anonymization-of-documents\/","title":{"rendered":"CAM \u2013 Anonymization of documents"},"content":{"rendered":"

[et_pb_section fb_built=”1″ custom_padding_last_edited=”on|phone” admin_label=”Destacado” _builder_version=”4.24.2″ _module_preset=”default” background_color=”#FFFFFF” height_phone=”640px” height_last_edited=”off|desktop” custom_padding=”100px||40px||false|false” custom_padding_tablet=”17%||136px||false|false” custom_padding_phone=”40px||40px||false|false” locked=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_margin=”1px|auto||auto||” custom_padding=”0px||0px||false|false” locked=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” scroll_vertical_motion_enable=”on” scroll_vertical_motion=”0|14|14|100|0.4|0|-0.4″ global_colors_info=”{}”][et_pb_image src=”https:\/\/dezzai.com\/es\/wp-content\/uploads\/2024\/05\/comunidad-de-madrid.png” alt=”Comunidad de Madrid” title_text=”comunidad-de-madrid” url=”https:\/\/www.comunidad.madrid\/” url_new_window=”on” _builder_version=”4.24.3″ _module_preset=”default” height=”88px” locked=”off” global_colors_info=”{}”][\/et_pb_image][et_pb_text admin_label=”Texto” _builder_version=”4.24.3″ _module_preset=”default” header_text_color=”#272727″ header_font_size=”56px” header_2_text_color=”#272727″ header_2_font_size=”56px” header_2_line_height=”1.3em” width=”100%” width_tablet=”100%” width_phone=”100%” width_last_edited=”on|phone” header_2_font_size_tablet=”43px” header_2_font_size_phone=”33px” header_2_font_size_last_edited=”on|desktop” global_colors_info=”{}”]<\/p>\n

Anonymization of rulings through OCR and NLP<\/h1>\n

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Sector: Public \u00b7<\/strong> Cliente: Comunidad de Madrid<\/strong><\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”2_3,1_3″ use_custom_gutter=”on” gutter_width=”2″ make_equal=”on” _builder_version=”4.24.2″ _module_preset=”default” locked=”off” global_colors_info=”{}”][et_pb_column type=”2_3″ _builder_version=”4.24.2″ _module_preset=”default” global_colors_info=”{}”][et_pb_image src=”https:\/\/dezzai.com\/en\/wp-content\/uploads\/2024\/05\/cam-img.jpg” title_text=”cam-img” _builder_version=”4.24.3″ _module_preset=”default” border_radii=”on|12px|12px|12px|12px” global_colors_info=”{}”][\/et_pb_image][\/et_pb_column][et_pb_column type=”1_3″ _builder_version=”4.24.2″ _module_preset=”default” background_enable_color=”off” use_background_color_gradient=”on” background_color_gradient_type=”circular” background_color_gradient_direction_radial=”bottom right” background_color_gradient_stops=”#7737cc 0%|#490e67 100%” custom_padding=”24px|24px|24px|24px|false|false” border_radii=”on|12px|12px|12px|12px” global_colors_info=”{}”][et_pb_text _builder_version=”4.23.1″ _module_preset=”default” text_text_color=”#FFFFFF” text_font_size=”16px” global_colors_info=”{}”]<\/p>\n

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Region<\/span>
Spain<\/div>\n
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[\/et_pb_text][et_pb_divider show_divider=”off” _builder_version=”4.24.2″ _module_preset=”default” height=”32px” custom_margin=”-14px|||34px|false|false” custom_margin_tablet=”-28px||||false|false” custom_margin_phone=”-28px||||false|false” custom_margin_last_edited=”on|phone” border_color_all=”#FFFFFF” border_width_left=”1px” border_color_left=”rgba(145,100,204,0.98)” border_style_left=”dashed” global_colors_info=”{}”][\/et_pb_divider][et_pb_text content_tablet=”<\/p>\n

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Project duration<\/span>
3 months<\/div>\n
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Project duration<\/span>
3 months<\/div>\n
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Project duration<\/span>
3 months<\/div>\n
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[\/et_pb_text][et_pb_divider show_divider=”off” _builder_version=”4.24.2″ _module_preset=”default” height=”32px” custom_margin=”-14px|||34px|false|false” custom_margin_tablet=”-28px||||false|false” custom_margin_phone=”-38px|||34px|false|false” custom_margin_last_edited=”on|phone” border_color_all=”#FFFFFF” border_width_left=”1px” border_color_left=”rgba(145,100,204,0.98)” border_style_left=”dashed” global_colors_info=”{}”][\/et_pb_divider][et_pb_text content_tablet=”<\/p>\n

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Technologies used<\/span><\/p>\n

    \n
  1. Optical Character Recognition (OCR)<\/li>\n
  2. AI Models: LLM, entity tagger<\/li>\n
  3. Machine Learning Models<\/li>\n<\/ol>\n<\/div>\n
    <\/div>\n

    ” content_phone=”<\/p>\n

    <\/div>\n
    \n

    Technologies used<\/span><\/p>\n

      \n
    1. Optical Character Recognition (OCR)<\/li>\n
    2. AI Models: LLM, entity tagger<\/li>\n
    3. Machine Learning Models<\/li>\n<\/ol>\n<\/div>\n
      <\/div>\n

      ” content_last_edited=”on|phone” _builder_version=”4.24.3″ _module_preset=”default” text_text_color=”#FFFFFF” text_font_size=”16px” global_colors_info=”{}”]<\/p>\n

      <\/div>\n
      \n

      Technologies used<\/span><\/p>\n

        \n
      1. Optical Character Recognition (OCR)<\/li>\n
      2. AI Models: LLM, entity tagger<\/li>\n
      3. Machine Learning Models<\/li>\n<\/ol>\n<\/div>\n
        <\/div>\n

        [\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ custom_padding_last_edited=”on|phone” admin_label=”Idea Accion” _builder_version=”4.24.2″ _module_preset=”default” background_color=”#FFFFFF” background_enable_image=”off” background_size=”initial” background_position=”bottom_left” custom_padding=”44px||72px||false|false” custom_padding_tablet=”101px||||false|false” custom_padding_phone=”8px||6px||false|false” top_divider_height=”700px” bottom_divider_flip=”vertical” hover_transition_duration=”600ms” scroll_vertical_motion=”0|50|50|100|-0.5|0|-4″ scroll_scaling=”0|50|50|100|112%|100|100″ locked=”off” global_colors_info=”{}” top_divider_height__hover_enabled=”on|desktop” top_divider_height__hover=”0px”][et_pb_row _builder_version=”4.16″ _module_preset=”default” scroll_vertical_motion_enable=”on” scroll_vertical_motion=”0|0|0|100|0.3|0|-0.3″ locked=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text disabled_on=”off|off|off” _builder_version=”4.23.1″ _module_preset=”default” header_font=”||||||||” header_text_color=”#272727″ header_font_size=”56px” header_2_font=”manrope-extrabold-fx||||||||” header_2_text_color=”#272727″ header_2_font_size=”56px” header_2_line_height=”1.1em” text_orientation=”center” max_width=”90%” max_width_tablet=”89%” max_width_phone=”100%” max_width_last_edited=”on|phone” module_alignment=”center” custom_margin=”||-16px||false|false” custom_margin_last_edited=”off|phone” custom_padding=”||||false|false” scroll_vertical_motion=”0|0|0|100|0.3|0|-0.3″ header_font_size_tablet=”50px” header_font_size_phone=”40px” header_font_size_last_edited=”on|phone” header_2_font_size_tablet=”” header_2_font_size_phone=”40px” header_2_font_size_last_edited=”on|phone” global_colors_info=”{}” custom_margin__hover_enabled=”off|desktop”]<\/p>\n

        What<\/span> do we resolve?<\/h2>\n

        [\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_margin=”|auto|9px|auto|false|false” locked=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.24.2″ _module_preset=”default” text_font=”Sarabun||||||||” text_text_color=”#333333″ text_font_size=”24px” text_line_height=”1.4em” text_font_size_tablet=”” text_font_size_phone=”18px” text_font_size_last_edited=”on|phone” global_colors_info=”{}”]<\/p>\n

        In this successful case, we addressed the challenge of managing and analyzing a large set of rulings from the Regional Institute for Consumer Arbitration of the Autonomous Community of Madrid. The project aimed to transform 4,677 rulings from the years 2015, 2016, and 2017 into accessible and structured data. The complexity lay in dealing with diverse formats, including scanned documents, and the need to classify and anonymize them for <\/span>subsequent<\/span> analysis.<\/span><\/span>\u00a0<\/span><\/p>\n

        [\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ custom_padding_last_edited=”on|phone” admin_label=”Idea Accion” _builder_version=”4.24.2″ _module_preset=”default” background_color=”#FFFFFF” background_enable_image=”off” background_size=”initial” background_position=”bottom_left” custom_padding=”44px||72px||false|false” custom_padding_tablet=”101px||||false|false” custom_padding_phone=”11px||6px||false|false” top_divider_height=”700px” bottom_divider_flip=”vertical” hover_transition_duration=”600ms” scroll_vertical_motion=”0|50|50|100|-0.5|0|-4″ scroll_scaling=”0|50|50|100|112%|100|100″ locked=”off” global_colors_info=”{}” top_divider_height__hover_enabled=”on|desktop” top_divider_height__hover=”0px”][et_pb_row _builder_version=”4.16″ _module_preset=”default” scroll_vertical_motion_enable=”on” scroll_vertical_motion=”0|0|0|100|0.3|0|-0.3″ locked=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text disabled_on=”off|off|off” _builder_version=”4.23.1″ _module_preset=”default” header_font=”||||||||” header_text_color=”#272727″ header_font_size=”56px” header_2_font=”manrope-extrabold-fx||||||||” header_2_text_color=”#272727″ header_2_font_size=”56px” header_2_line_height=”1.1em” text_orientation=”center” max_width=”90%” max_width_tablet=”89%” max_width_phone=”100%” max_width_last_edited=”on|phone” module_alignment=”center” custom_margin=”||-16px||false|false” custom_margin_last_edited=”off|phone” custom_padding=”||||false|false” scroll_vertical_motion=”0|0|0|100|0.3|0|-0.3″ header_font_size_tablet=”50px” header_font_size_phone=”40px” header_font_size_last_edited=”on|phone” header_2_font_size_tablet=”” header_2_font_size_phone=”40px” header_2_font_size_last_edited=”on|phone” global_colors_info=”{}” custom_margin__hover_enabled=”off|desktop”]<\/p>\n

        How<\/span> do we resolve it?<\/h2>\n

        [\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_margin=”|auto|9px|auto|false|false” locked=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.24.3″ _module_preset=”default” text_font=”Sarabun||||||||” text_text_color=”#333333″ text_font_size=”24px” text_line_height=”1.4em” hover_enabled=”0″ text_font_size_tablet=”” text_font_size_phone=”18px” text_font_size_last_edited=”on|phone” global_colors_info=”{}” sticky_enabled=”0″]<\/p>\n

        To tackle this challenge, we implemented an advanced technological solution based on Optical Character Recognition (OCR) models and natural language processing techniques. We employed OCR to convert scanned documents into digital text, enabling subsequent classification and labeling of the rulings based on their content. Additionally, we used language models to identify sensitive entities that required anonymization, such as names of individuals or involved companies.<\/span><\/p>\n

        The process consisted of several phases:<\/span><\/p>\n

        <\/span><\/p>\n

          \n
        1. Text Extraction<\/b>: We utilized OCR technology to extract text from scanned documents, ensuring accurate conversion even for documents of varying quality.\n<\/li>\n
        2. Automated Classification<\/b>: Machine learning models were employed to automatically classify the rulings based on their content and type.\n<\/li>\n
        3. Data Anonymization<\/b>: We identified and anonymized sensitive entities present in the documents, ensuring compliance with data protection regulations.<\/li>\n<\/ol>\n

          [\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ custom_padding_last_edited=”on|phone” admin_label=”Resultados ” _builder_version=”4.23.2″ _module_preset=”default” background_color=”RGBA(255,255,255,0)” use_background_color_gradient=”on” background_color_gradient_type=”circular” background_color_gradient_direction_radial=”bottom left” background_color_gradient_stops=”rgba(221,203,244,0.66) 22%|rgba(243, 240, 246, 1) 54%|#f3f0f6 79%” background_enable_image=”off” background_size=”initial” background_position=”top_right” custom_padding=”64px||64px||false|false” custom_padding_tablet=”” custom_padding_phone=”41px||||false|false” top_divider_height=”700px” top_divider_style_phone=”none” top_divider_style_last_edited=”off|desktop” bottom_divider_flip=”vertical” hover_transition_duration=”600ms” scroll_vertical_motion=”0|50|50|100|-0.5|0|-4″ scroll_scaling=”0|50|50|100|112%|100|100″ overflow-x_tablet=”” overflow-x_phone=”” overflow-x_last_edited=”on|phone” border_width_top=”1px” border_color_top=”rgba(145,100,204,0.7)” locked=”off” global_colors_info=”{}” top_divider_height__hover_enabled=”on|desktop” top_divider_height__hover=”0px”][et_pb_row _builder_version=”4.16″ _module_preset=”default” scroll_vertical_motion_enable=”on” scroll_vertical_motion=”0|0|0|100|0.3|0|-0.3″ locked=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text disabled_on=”off|off|off” _builder_version=”4.23.1″ _module_preset=”default” header_font=”||||||||” header_text_color=”#272727″ header_font_size=”56px” header_2_font=”manrope-extrabold-fx||||||||” header_2_text_color=”#272727″ header_2_font_size=”56px” header_2_line_height=”1.1em” text_orientation=”center” max_width=”90%” max_width_tablet=”89%” max_width_phone=”100%” max_width_last_edited=”on|phone” module_alignment=”center” custom_margin=”||-16px||false|false” custom_margin_last_edited=”off|phone” custom_padding=”||||false|false” scroll_vertical_motion=”0|0|0|100|0.3|0|-0.3″ header_font_size_tablet=”50px” header_font_size_phone=”40px” header_font_size_last_edited=”on|phone” header_2_font_size_tablet=”” header_2_font_size_phone=”40px” header_2_font_size_last_edited=”on|phone” global_colors_info=”{}” custom_margin__hover_enabled=”off|desktop”]<\/p>\n

          What results<\/span> do we achieve?<\/h2>\n

          [\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”1_3,1_3,1_3″ use_custom_gutter=”on” gutter_width=”2″ make_equal=”on” _builder_version=”4.24.2″ _module_preset=”default” custom_margin=”||||false|false” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”1_3″ _builder_version=”4.24.2″ _module_preset=”default” use_background_color_gradient=”on” background_color_gradient_type=”circular” background_color_gradient_stops=”#7042ab 0%|#490e67 100%” custom_padding=”32px|32px|32px|32px|false|false” border_radii=”on|12px|12px|12px|12px” global_colors_info=”{}”][et_pb_image src=”https:\/\/dezzai.com\/en\/wp-content\/uploads\/2024\/05\/result-accessibility.png” title_text=”result-accessibility” _builder_version=”4.24.3″ _module_preset=”default” height=”80px” global_colors_info=”{}”][\/et_pb_image][et_pb_text _builder_version=”4.23.1″ _module_preset=”default” text_font=”manrope-regular||||||||” text_text_color=”#FFFFFF” text_font_size=”21px” custom_margin=”0px||||false|false” custom_padding=”0px||||false|false” inline_fonts=”manrope-bold” global_colors_info=”{}”]<\/p>\n

          Improved Accessibility<\/strong><\/span><\/span>:
          <\/strong>The 4,677 rulings were transformed into structured digital data that was easy to access and query.<\/span><\/span><\/p>\n

          [\/et_pb_text][\/et_pb_column][et_pb_column type=”1_3″ _builder_version=”4.24.2″ _module_preset=”default” use_background_color_gradient=”on” background_color_gradient_type=”circular” background_color_gradient_stops=”#7042ab 0%|#490e67 100%” custom_padding=”32px|32px|32px|32px|false|false” border_radii=”on|12px|12px|12px|12px” global_colors_info=”{}”][et_pb_image src=”https:\/\/dezzai.com\/en\/wp-content\/uploads\/2024\/05\/result-operational-efficiency.png” title_text=”result-operational-efficiency” _builder_version=”4.24.3″ _module_preset=”default” height=”80px” global_colors_info=”{}”][\/et_pb_image][et_pb_text _builder_version=”4.23.1″ _module_preset=”default” text_font=”manrope-regular||||||||” text_text_color=”#FFFFFF” text_font_size=”21px” custom_margin=”0px||||false|false” custom_padding=”0px||||false|false” inline_fonts=”manrope-bold” global_colors_info=”{}”]<\/p>\n

          Operational Efficiency<\/span><\/span><\/strong>:<\/strong> Automating the classification and anonymization process significantly reduced the time and resources <\/span>required<\/span> for analyzing the rulings.<\/span><\/span>\u00a0<\/span><\/p>\n

          [\/et_pb_text][\/et_pb_column][et_pb_column type=”1_3″ _builder_version=”4.24.2″ _module_preset=”default” use_background_color_gradient=”on” background_color_gradient_type=”circular” background_color_gradient_stops=”#7042ab 0%|#490e67 100%” custom_padding=”32px|32px|32px|32px|false|false” border_radii=”on|12px|12px|12px|12px” global_colors_info=”{}”][et_pb_image src=”https:\/\/dezzai.com\/en\/wp-content\/uploads\/2024\/05\/result-regulatory-compliance.png” title_text=”result-regulatory-compliance” _builder_version=”4.24.3″ _module_preset=”default” height=”80px” global_colors_info=”{}”][\/et_pb_image][et_pb_text _builder_version=”4.23.1″ _module_preset=”default” text_font=”manrope-regular||||||||” text_text_color=”#FFFFFF” text_font_size=”21px” custom_margin=”0px||||false|false” custom_padding=”0px||||false|false” inline_fonts=”manrope-bold” global_colors_info=”{}”]<\/p>\n

          Regulatory Compliance<\/span><\/span><\/strong>:
          <\/strong>We ensured the protection of sensitive data through anonymization, thereby <\/span>complying with<\/span> privacy regulations.<\/span><\/span>\u00a0<\/span><\/p>\n

          [\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ custom_padding_last_edited=”on|phone” admin_label=”Cta” _builder_version=”4.16″ _module_preset=”default” background_color=”#ffa400″ background_image=”https:\/\/dezzai.com\/en\/wp-content\/uploads\/2020\/09\/fill-9-copy-2.png” background_size=”initial” background_position=”bottom_left” custom_padding=”116px||97px||false|false” custom_padding_tablet=”” custom_padding_phone=”40px||40px||false|false” top_divider_height=”700px” bottom_divider_flip=”vertical” hover_transition_duration=”600ms” scroll_vertical_motion=”0|50|50|100|-0.5|0|-4″ scroll_scaling=”0|50|50|100|112%|100|100″ background_last_edited=”on|phone” background_image_phone=”https:\/\/dezzai.com\/en\/wp-content\/uploads\/2020\/10\/curva-sm-lila-150×150.png” background_enable_image_phone=”on” saved_tabs=”all” global_colors_info=”{}” top_divider_height__hover_enabled=”on|desktop” top_divider_height__hover=”0px” title_text_phone=”curva-sm-lila”][et_pb_row _builder_version=”4.16″ _module_preset=”default” scroll_vertical_motion=”0|0|0|100|0.3|0|-0.3″ global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text disabled_on=”off|off|off” _builder_version=”4.16″ _module_preset=”default” header_font=”||||||||” header_text_color=”#272727″ header_font_size=”56px” header_2_text_color=”#272727″ header_2_font_size=”56px” header_2_line_height=”1.1em” text_orientation=”center” max_width=”58%” max_width_tablet=”100%” max_width_phone=”100%” max_width_last_edited=”on|phone” module_alignment=”center” custom_margin_last_edited=”off|phone” custom_padding=”||||false|false” scroll_vertical_motion=”0|0|0|100|0.3|0|-0.3″ header_font_size_tablet=”50px” header_font_size_phone=”36px” header_font_size_last_edited=”on|phone” header_2_font_size_tablet=”” header_2_font_size_phone=”43px” header_2_font_size_last_edited=”on|phone” global_colors_info=”{}” custom_margin__hover_enabled=”off|desktop”]<\/p>\n

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