// // Variables // -------------------------------------------------- //== Colors // //## Gray and brand colors for use across Bootstrap. @gray-darker: lighten(#000, 13.5%); // #222 @gray-dark: lighten(#000, 20%); // #333 @gray: lighten(#000, 33.5%); // #555 @gray-light: lighten(#000, 60%); // #999 @gray-lighter: lighten(#000, 93.5%); // #eee @brand-primary: #428bca; @brand-success: #5cb85c; @brand-info: #5bc0de; @brand-warning: #f0ad4e; @brand-danger: #d9534f; //== Scaffolding // //## Settings for some of the most global styles. //** Background color for ``. @body-bg: #fff; //** Global text color on ``. @text-color: @gray-dark; //** Global textual link color. @link-color: @brand-primary; //** Link hover color set via `darken()` function. @link-hover-color: darken(@link-color, 15%); //== Typography // //## Font, line-height, and color for body text, headings, and more. @font-family-sans-serif: "Helvetica Neue", Helvetica, Arial, sans-serif; @font-family-serif: Georgia, "Times New Roman", Times, serif; //** Default monospace fonts for ``, ``, and `
`.
@font-family-monospace:   Menlo, Monaco, Consolas, "Courier New", monospace;
@font-family-base:        @font-family-sans-serif;

@font-size-base:          14px;
@font-size-large:         ceil((@font-size-base * 1.25)); // ~18px
@font-size-small:         ceil((@font-size-base * 0.85)); // ~12px

@font-size-h1:            floor((@font-size-base * 2.6)); // ~36px
@font-size-h2:            floor((@font-size-base * 2.15)); // ~30px
@font-size-h3:            ceil((@font-size-base * 1.7)); // ~24px
@font-size-h4:            ceil((@font-size-base * 1.25)); // ~18px
@font-size-h5:            @font-size-base;
@font-size-h6:            ceil((@font-size-base * 0.85)); // ~12px

//** Unit-less `line-height` for use in components like buttons.
@line-height-base:        1.428571429; // 20/14
//** Computed "line-height" (`font-size` * `line-height`) for use with `margin`, `padding`, etc.
@line-height-computed:    floor((@font-size-base * @line-height-base)); // ~20px

//** By default, this inherits from the ``.
@headings-font-family:    inherit;
@headings-font-weight:    500;
@headings-line-height:    1.1;
@headings-color:          inherit;


//== Iconography
//
//## Specify custom location and filename of the included Glyphicons icon font. Useful for those including Bootstrap via Bower.

//** Load fonts from this directory.
@icon-font-path:          "../fonts/";
//** File name for all font files.
@icon-font-name:          "glyphicons-halflings-regular";
//** Element ID within SVG icon file.
@icon-font-svg-id:        "glyphicons_halflingsregular";


//== Components
//
//## Define common padding and border radius sizes and more. Values based on 14px text and 1.428 line-height (~20px to start).

@padding-base-vertical:     6px;
@padding-base-horizontal:   12px;

@padding-large-vertical:    10px;
@padding-large-horizontal:  16px;

@padding-small-vertical:    5px;
@padding-small-horizontal:  10px;

@padding-xs-vertical:       1px;
@padding-xs-horizontal:     5px;

@line-height-large:         1.33;
@line-height-small:         1.5;

@border-radius-base:        4px;
@border-radius-large:       6px;
@border-radius-small:       3px;

//** Global color for active items (e.g., navs or dropdowns).
@component-active-color:    #fff;
//** Global background color for active items (e.g., navs or dropdowns).
@component-active-bg:       @brand-primary;

//** Width of the `border` for generating carets that indicator dropdowns.
@caret-width-base:          4px;
//** Carets increase slightly in size for larger components.
@caret-width-large:         5px;


//== Tables
//
//## Customizes the `.table` component with basic values, each used across all table variations.

//** Padding for ``s and ``s.
@table-cell-padding:            8px;
//** Padding for cells in `.table-condensed`.
@table-condensed-cell-padding:  5px;

//** Default background color used for all tables.
@table-bg:                      transparent;
//** Background color used for `.table-striped`.
@table-bg-accent:               #f9f9f9;
//** Background color used for `.table-hover`.
@table-bg-hover:                #f5f5f5;
@table-bg-active:               @table-bg-hover;

//** Border color for table and cell borders.
@table-border-color:            #ddd;


//== Buttons
//
//## For each of Bootstrap's buttons, define text, background and border color.

@btn-font-weight:                normal;

@btn-default-color:              #333;
@btn-default-bg:                 #fff;
@btn-default-border:             #ccc;

@btn-primary-color:              #fff;
@btn-primary-bg:                 @brand-primary;
@btn-primary-border:             darken(@btn-primary-bg, 5%);

@btn-success-color:              #fff;
@btn-success-bg:                 @brand-success;
@btn-success-border:             darken(@btn-success-bg, 5%);

@btn-info-color:                 #fff;
@btn-info-bg:                    @brand-info;
@btn-info-border:                darken(@btn-info-bg, 5%);

@btn-warning-color:              #fff;
@btn-warning-bg:                 @brand-warning;
@btn-warning-border:             darken(@btn-warning-bg, 5%);

@btn-danger-color:               #fff;
@btn-danger-bg:                  @brand-danger;
@btn-danger-border:              darken(@btn-danger-bg, 5%);

@btn-link-disabled-color:        @gray-light;


//== Forms
//
//##

//** `` background color
@input-bg:                       #fff;
//** `` background color
@input-bg-disabled:              @gray-lighter;

//** Text color for ``s
@input-color:                    @gray;
//** `` border color
@input-border:                   #ccc;
//** `` border radius
@input-border-radius:            @border-radius-base;
//** Border color for inputs on focus
@input-border-focus:             #66afe9;

//** Placeholder text color
@input-color-placeholder:        @gray-light;

//** Default `.form-control` height
@input-height-base:              (@line-height-computed + (@padding-base-vertical * 2) + 2);
//** Large `.form-control` height
@input-height-large:             (ceil(@font-size-large * @line-height-large) + (@padding-large-vertical * 2) + 2);
//** Small `.form-control` height
@input-height-small:             (floor(@font-size-small * @line-height-small) + (@padding-small-vertical * 2) + 2);

@legend-color:                   @gray-dark;
@legend-border-color:            #e5e5e5;

//** Background color for textual input addons
@input-group-addon-bg:           @gray-lighter;
//** Border color for textual input addons
@input-group-addon-border-color: @input-border;


//== Dropdowns
//
//## Dropdown menu container and contents.

//** Background for the dropdown menu.
@dropdown-bg:                    #fff;
//** Dropdown menu `border-color`.
@dropdown-border:                rgba(0,0,0,.15);
//** Dropdown menu `border-color` **for IE8**.
@dropdown-fallback-border:       #ccc;
//** Divider color for between dropdown items.
@dropdown-divider-bg:            #e5e5e5;

//** Dropdown link text color.
@dropdown-link-color:            @gray-dark;
//** Hover color for dropdown links.
@dropdown-link-hover-color:      darken(@gray-dark, 5%);
//** Hover background for dropdown links.
@dropdown-link-hover-bg:         #f5f5f5;

//** Active dropdown menu item text color.
@dropdown-link-active-color:     @component-active-color;
//** Active dropdown menu item background color.
@dropdown-link-active-bg:        @component-active-bg;

//** Disabled dropdown menu item background color.
@dropdown-link-disabled-color:   @gray-light;

//** Text color for headers within dropdown menus.
@dropdown-header-color:          @gray-light;

//** Deprecated `@dropdown-caret-color` as of v3.1.0
@dropdown-caret-color:           #000;


//-- Z-index master list
//
// Warning: Avoid customizing these values. They're used for a bird's eye view
// of components dependent on the z-axis and are designed to all work together.
//
// Note: These variables are not generated into the Customizer.

@zindex-navbar:            1000;
@zindex-dropdown:          1000;
@zindex-popover:           1060;
@zindex-tooltip:           1070;
@zindex-navbar-fixed:      1030;
@zindex-modal-background:  1040;
@zindex-modal:             1050;


//== Media queries breakpoints
//
//## Define the breakpoints at which your layout will change, adapting to different screen sizes.

// Extra small screen / phone
//** Deprecated `@screen-xs` as of v3.0.1
@screen-xs:                  480px;
//** Deprecated `@screen-xs-min` as of v3.2.0
@screen-xs-min:              @screen-xs;
//** Deprecated `@screen-phone` as of v3.0.1
@screen-phone:               @screen-xs-min;

// Small screen / tablet
//** Deprecated `@screen-sm` as of v3.0.1
@screen-sm:                  768px;
@screen-sm-min:              @screen-sm;
//** Deprecated `@screen-tablet` as of v3.0.1
@screen-tablet:              @screen-sm-min;

// Medium screen / desktop
//** Deprecated `@screen-md` as of v3.0.1
@screen-md:                  992px;
@screen-md-min:              @screen-md;
//** Deprecated `@screen-desktop` as of v3.0.1
@screen-desktop:             @screen-md-min;

// Large screen / wide desktop
//** Deprecated `@screen-lg` as of v3.0.1
@screen-lg:                  1200px;
@screen-lg-min:              @screen-lg;
//** Deprecated `@screen-lg-desktop` as of v3.0.1
@screen-lg-desktop:          @screen-lg-min;

// So media queries don't overlap when required, provide a maximum
@screen-xs-max:              (@screen-sm-min - 1);
@screen-sm-max:              (@screen-md-min - 1);
@screen-md-max:              (@screen-lg-min - 1);


//== Grid system
//
//## Define your custom responsive grid.

//** Number of columns in the grid.
@grid-columns:              12;
//** Padding between columns. Gets divided in half for the left and right.
@grid-gutter-width:         30px;
// Navbar collapse
//** Point at which the navbar becomes uncollapsed.
@grid-float-breakpoint:     @screen-sm-min;
//** Point at which the navbar begins collapsing.
@grid-float-breakpoint-max: (@grid-float-breakpoint - 1);


//== Container sizes
//
//## Define the maximum width of `.container` for different screen sizes.

// Small screen / tablet
@container-tablet:             ((720px + @grid-gutter-width));
//** For `@screen-sm-min` and up.
@container-sm:                 @container-tablet;

// Medium screen / desktop
@container-desktop:            ((940px + @grid-gutter-width));
//** For `@screen-md-min` and up.
@container-md:                 @container-desktop;

// Large screen / wide desktop
@container-large-desktop:      ((1140px + @grid-gutter-width));
//** For `@screen-lg-min` and up.
@container-lg:                 @container-large-desktop;


//== Navbar
//
//##

// Basics of a navbar
@navbar-height:                    50px;
@navbar-margin-bottom:             @line-height-computed;
@navbar-border-radius:             @border-radius-base;
@navbar-padding-horizontal:        floor((@grid-gutter-width / 2));
@navbar-padding-vertical:          ((@navbar-height - @line-height-computed) / 2);
@navbar-collapse-max-height:       340px;

@navbar-default-color:             #777;
@navbar-default-bg:                #f8f8f8;
@navbar-default-border:            darken(@navbar-default-bg, 6.5%);

// Navbar links
@navbar-default-link-color:                #777;
@navbar-default-link-hover-color:          #333;
@navbar-default-link-hover-bg:             transparent;
@navbar-default-link-active-color:         #555;
@navbar-default-link-active-bg:            darken(@navbar-default-bg, 6.5%);
@navbar-default-link-disabled-color:       #ccc;
@navbar-default-link-disabled-bg:          transparent;

// Navbar brand label
@navbar-default-brand-color:               @navbar-default-link-color;
@navbar-default-brand-hover-color:         darken(@navbar-default-brand-color, 10%);
@navbar-default-brand-hover-bg:            transparent;

// Navbar toggle
@navbar-default-toggle-hover-bg:           #ddd;
@navbar-default-toggle-icon-bar-bg:        #888;
@navbar-default-toggle-border-color:       #ddd;


// Inverted navbar
// Reset inverted navbar basics
@navbar-inverse-color:                      @gray-light;
@navbar-inverse-bg:                         #222;
@navbar-inverse-border:                     darken(@navbar-inverse-bg, 10%);

// Inverted navbar links
@navbar-inverse-link-color:                 @gray-light;
@navbar-inverse-link-hover-color:           #fff;
@navbar-inverse-link-hover-bg:              transparent;
@navbar-inverse-link-active-color:          @navbar-inverse-link-hover-color;
@navbar-inverse-link-active-bg:             darken(@navbar-inverse-bg, 10%);
@navbar-inverse-link-disabled-color:        #444;
@navbar-inverse-link-disabled-bg:           transparent;

// Inverted navbar brand label
@navbar-inverse-brand-color:                @navbar-inverse-link-color;
@navbar-inverse-brand-hover-color:          #fff;
@navbar-inverse-brand-hover-bg:             transparent;

// Inverted navbar toggle
@navbar-inverse-toggle-hover-bg:            #333;
@navbar-inverse-toggle-icon-bar-bg:         #fff;
@navbar-inverse-toggle-border-color:        #333;


//== Navs
//
//##

//=== Shared nav styles
@nav-link-padding:                          10px 15px;
@nav-link-hover-bg:                         @gray-lighter;

@nav-disabled-link-color:                   @gray-light;
@nav-disabled-link-hover-color:             @gray-light;

@nav-open-link-hover-color:                 #fff;

//== Tabs
@nav-tabs-border-color:                     #ddd;

@nav-tabs-link-hover-border-color:          @gray-lighter;

@nav-tabs-active-link-hover-bg:             @body-bg;
@nav-tabs-active-link-hover-color:          @gray;
@nav-tabs-active-link-hover-border-color:   #ddd;

@nav-tabs-justified-link-border-color:            #ddd;
@nav-tabs-justified-active-link-border-color:     @body-bg;

//== Pills
@nav-pills-border-radius:                   @border-radius-base;
@nav-pills-active-link-hover-bg:            @component-active-bg;
@nav-pills-active-link-hover-color:         @component-active-color;


//== Pagination
//
//##

@pagination-color:                     @link-color;
@pagination-bg:                        #fff;
@pagination-border:                    #ddd;

@pagination-hover-color:               @link-hover-color;
@pagination-hover-bg:                  @gray-lighter;
@pagination-hover-border:              #ddd;

@pagination-active-color:              #fff;
@pagination-active-bg:                 @brand-primary;
@pagination-active-border:             @brand-primary;

@pagination-disabled-color:            @gray-light;
@pagination-disabled-bg:               #fff;
@pagination-disabled-border:           #ddd;


//== Pager
//
//##

@pager-bg:                             @pagination-bg;
@pager-border:                         @pagination-border;
@pager-border-radius:                  15px;

@pager-hover-bg:                       @pagination-hover-bg;

@pager-active-bg:                      @pagination-active-bg;
@pager-active-color:                   @pagination-active-color;

@pager-disabled-color:                 @pagination-disabled-color;


//== Jumbotron
//
//##

@jumbotron-padding:              30px;
@jumbotron-color:                inherit;
@jumbotron-bg:                   @gray-lighter;
@jumbotron-heading-color:        inherit;
@jumbotron-font-size:            ceil((@font-size-base * 1.5));


//== Form states and alerts
//
//## Define colors for form feedback states and, by default, alerts.

@state-success-text:             #3c763d;
@state-success-bg:               #dff0d8;
@state-success-border:           darken(spin(@state-success-bg, -10), 5%);

@state-info-text:                #31708f;
@state-info-bg:                  #d9edf7;
@state-info-border:              darken(spin(@state-info-bg, -10), 7%);

@state-warning-text:             #8a6d3b;
@state-warning-bg:               #fcf8e3;
@state-warning-border:           darken(spin(@state-warning-bg, -10), 5%);

@state-danger-text:              #a94442;
@state-danger-bg:                #f2dede;
@state-danger-border:            darken(spin(@state-danger-bg, -10), 5%);


//== Tooltips
//
//##

//** Tooltip max width
@tooltip-max-width:           200px;
//** Tooltip text color
@tooltip-color:               #fff;
//** Tooltip background color
@tooltip-bg:                  #000;
@tooltip-opacity:             .9;

//** Tooltip arrow width
@tooltip-arrow-width:         5px;
//** Tooltip arrow color
@tooltip-arrow-color:         @tooltip-bg;


//== Popovers
//
//##

//** Popover body background color
@popover-bg:                          #fff;
//** Popover maximum width
@popover-max-width:                   276px;
//** Popover border color
@popover-border-color:                rgba(0,0,0,.2);
//** Popover fallback border color
@popover-fallback-border-color:       #ccc;

//** Popover title background color
@popover-title-bg:                    darken(@popover-bg, 3%);

//** Popover arrow width
@popover-arrow-width:                 10px;
//** Popover arrow color
@popover-arrow-color:                 #fff;

//** Popover outer arrow width
@popover-arrow-outer-width:           (@popover-arrow-width + 1);
//** Popover outer arrow color
@popover-arrow-outer-color:           fadein(@popover-border-color, 5%);
//** Popover outer arrow fallback color
@popover-arrow-outer-fallback-color:  darken(@popover-fallback-border-color, 20%);


//== Labels
//
//##

//** Default label background color
@label-default-bg:            @gray-light;
//** Primary label background color
@label-primary-bg:            @brand-primary;
//** Success label background color
@label-success-bg:            @brand-success;
//** Info label background color
@label-info-bg:               @brand-info;
//** Warning label background color
@label-warning-bg:            @brand-warning;
//** Danger label background color
@label-danger-bg:             @brand-danger;

//** Default label text color
@label-color:                 #fff;
//** Default text color of a linked label
@label-link-hover-color:      #fff;


//== Modals
//
//##

//** Padding applied to the modal body
@modal-inner-padding:         15px;

//** Padding applied to the modal title
@modal-title-padding:         15px;
//** Modal title line-height
@modal-title-line-height:     @line-height-base;

//** Background color of modal content area
@modal-content-bg:                             #fff;
//** Modal content border color
@modal-content-border-color:                   rgba(0,0,0,.2);
//** Modal content border color **for IE8**
@modal-content-fallback-border-color:          #999;

//** Modal backdrop background color
@modal-backdrop-bg:           #000;
//** Modal backdrop opacity
@modal-backdrop-opacity:      .5;
//** Modal header border color
@modal-header-border-color:   #e5e5e5;
//** Modal footer border color
@modal-footer-border-color:   @modal-header-border-color;

@modal-lg:                    900px;
@modal-md:                    600px;
@modal-sm:                    300px;


//== Alerts
//
//## Define alert colors, border radius, and padding.

@alert-padding:               15px;
@alert-border-radius:         @border-radius-base;
@alert-link-font-weight:      bold;

@alert-success-bg:            @state-success-bg;
@alert-success-text:          @state-success-text;
@alert-success-border:        @state-success-border;

@alert-info-bg:               @state-info-bg;
@alert-info-text:             @state-info-text;
@alert-info-border:           @state-info-border;

@alert-warning-bg:            @state-warning-bg;
@alert-warning-text:          @state-warning-text;
@alert-warning-border:        @state-warning-border;

@alert-danger-bg:             @state-danger-bg;
@alert-danger-text:           @state-danger-text;
@alert-danger-border:         @state-danger-border;


//== Progress bars
//
//##

//** Background color of the whole progress component
@progress-bg:                 #f5f5f5;
//** Progress bar text color
@progress-bar-color:          #fff;

//** Default progress bar color
@progress-bar-bg:             @brand-primary;
//** Success progress bar color
@progress-bar-success-bg:     @brand-success;
//** Warning progress bar color
@progress-bar-warning-bg:     @brand-warning;
//** Danger progress bar color
@progress-bar-danger-bg:      @brand-danger;
//** Info progress bar color
@progress-bar-info-bg:        @brand-info;


//== List group
//
//##

//** Background color on `.list-group-item`
@list-group-bg:                 #fff;
//** `.list-group-item` border color
@list-group-border:             #ddd;
//** List group border radius
@list-group-border-radius:      @border-radius-base;

//** Background color of single list items on hover
@list-group-hover-bg:           #f5f5f5;
//** Text color of active list items
@list-group-active-color:       @component-active-color;
//** Background color of active list items
@list-group-active-bg:          @component-active-bg;
//** Border color of active list elements
@list-group-active-border:      @list-group-active-bg;
//** Text color for content within active list items
@list-group-active-text-color:  lighten(@list-group-active-bg, 40%);

//** Text color of disabled list items
@list-group-disabled-color:      @gray-light;
//** Background color of disabled list items
@list-group-disabled-bg:         @gray-lighter;
//** Text color for content within disabled list items
@list-group-disabled-text-color: @list-group-disabled-color;

@list-group-link-color:         #555;
@list-group-link-hover-color:   @list-group-link-color;
@list-group-link-heading-color: #333;


//== Panels
//
//##

@panel-bg:                    #fff;
@panel-body-padding:          15px;
@panel-heading-padding:       10px 15px;
@panel-footer-padding:        @panel-heading-padding;
@panel-border-radius:         @border-radius-base;

//** Border color for elements within panels
@panel-inner-border:          #ddd;
@panel-footer-bg:             #f5f5f5;

@panel-default-text:          @gray-dark;
@panel-default-border:        #ddd;
@panel-default-heading-bg:    #f5f5f5;

@panel-primary-text:          #fff;
@panel-primary-border:        @brand-primary;
@panel-primary-heading-bg:    @brand-primary;

@panel-success-text:          @state-success-text;
@panel-success-border:        @state-success-border;
@panel-success-heading-bg:    @state-success-bg;

@panel-info-text:             @state-info-text;
@panel-info-border:           @state-info-border;
@panel-info-heading-bg:       @state-info-bg;

@panel-warning-text:          @state-warning-text;
@panel-warning-border:        @state-warning-border;
@panel-warning-heading-bg:    @state-warning-bg;

@panel-danger-text:           @state-danger-text;
@panel-danger-border:         @state-danger-border;
@panel-danger-heading-bg:     @state-danger-bg;


//== Thumbnails
//
//##

//** Padding around the thumbnail image
@thumbnail-padding:           4px;
//** Thumbnail background color
@thumbnail-bg:                @body-bg;
//** Thumbnail border color
@thumbnail-border:            #ddd;
//** Thumbnail border radius
@thumbnail-border-radius:     @border-radius-base;

//** Custom text color for thumbnail captions
@thumbnail-caption-color:     @text-color;
//** Padding around the thumbnail caption
@thumbnail-caption-padding:   9px;


//== Wells
//
//##

@well-bg:                     #f5f5f5;
@well-border:                 darken(@well-bg, 7%);


//== Badges
//
//##

@badge-color:                 #fff;
//** Linked badge text color on hover
@badge-link-hover-color:      #fff;
@badge-bg:                    @gray-light;

//** Badge text color in active nav link
@badge-active-color:          @link-color;
//** Badge background color in active nav link
@badge-active-bg:             #fff;

@badge-font-weight:           bold;
@badge-line-height:           1;
@badge-border-radius:         10px;


//== Breadcrumbs
//
//##

@breadcrumb-padding-vertical:   8px;
@breadcrumb-padding-horizontal: 15px;
//** Breadcrumb background color
@breadcrumb-bg:                 #f5f5f5;
//** Breadcrumb text color
@breadcrumb-color:              #ccc;
//** Text color of current page in the breadcrumb
@breadcrumb-active-color:       @gray-light;
//** Textual separator for between breadcrumb elements
@breadcrumb-separator:          "/";


//== Carousel
//
//##

@carousel-text-shadow:                        0 1px 2px rgba(0,0,0,.6);

@carousel-control-color:                      #fff;
@carousel-control-width:                      15%;
@carousel-control-opacity:                    .5;
@carousel-control-font-size:                  20px;

@carousel-indicator-active-bg:                #fff;
@carousel-indicator-border-color:             #fff;

@carousel-caption-color:                      #fff;


//== Close
//
//##

@close-font-weight:           bold;
@close-color:                 #000;
@close-text-shadow:           0 1px 0 #fff;


//== Code
//
//##

@code-color:                  #c7254e;
@code-bg:                     #f9f2f4;

@kbd-color:                   #fff;
@kbd-bg:                      #333;

@pre-bg:                      #f5f5f5;
@pre-color:                   @gray-dark;
@pre-border-color:            #ccc;
@pre-scrollable-max-height:   340px;


//== Type
//
//##

//** Text muted color
@text-muted:                  @gray-light;
//** Abbreviations and acronyms border color
@abbr-border-color:           @gray-light;
//** Headings small color
@headings-small-color:        @gray-light;
//** Blockquote small color
@blockquote-small-color:      @gray-light;
//** Blockquote font size
@blockquote-font-size:        (@font-size-base * 1.25);
//** Blockquote border color
@blockquote-border-color:     @gray-lighter;
//** Page header border color
@page-header-border-color:    @gray-lighter;


//== Miscellaneous
//
//##

//** Horizontal line color.
@hr-border:                   @gray-lighter;

//** Horizontal offset for forms and lists.
@component-offset-horizontal: 180px;
  `id` bigint(20) unsigned NOT NULL AUTO_INCREMENT,
  `url` varchar(1000) NOT NULL DEFAULT '',
  `res` varchar(255) NOT NULL DEFAULT '' COMMENT '-=not crawl, H=hit, M=miss, B=blacklist',
  `reason` text NOT NULL COMMENT 'response code, comma separated',
  `mtime` timestamp NOT NULL DEFAULT current_timestamp() ON UPDATE current_timestamp(),
  PRIMARY KEY (`id`),
  KEY `url` (`url`(191)),
  KEY `res` (`res`)




	
	Implementare con precisione il protocollo di validazione OCR multilingue nei documenti amministrativi e giuridici italiani: dall’acquisizione alla certificazione | JNP Sri Lanka | National Freedom Front
		




	
	
			
	
	

	
	
	
	
	
	
	
	
	
	
	
	
	
	
	
	
	
	
	
	
	
	





































    
    






		
		



	

		

			
			
            

                

                    






                

                

                                                        

                

                    
 



  
  

    
    
  


  

    
    
  


  

    
    
  

	
 

    
    
  


  

    
    
  


	


  
  
  
		
	

 
  
  
  







                


            


            
		

	

	

		
		 

	

		

			

									

						

							

								
Implementare con precisione il protocollo di validazione OCR multilingue nei documenti amministrativi e giuridici italiani: dall’acquisizione alla certificazione

																	
by JNP Media   13/09/2025 | 3:36
                                    0
                                    Posted in කාලීන පුවත් 

															

							

																			Implementare con precisione il protocollo di validazione OCR multilingue nei documenti amministrativi e giuridici italiani: dall’acquisizione alla certificazione
																		

							

																


Nel contesto della digitalizzazione avanzata dei documenti pubblici italiani, la gestione multilingue del riconoscimento ottico dei caratteri (OCR) rappresenta una sfida tecnica cruciale, soprattutto quando si trattano testi in italiano, inglese, tedesco e dialetti regionali, spesso accompagnati da caratteri speciali, layout complessi e normative stringenti come il Decreto Legislativo 82/2005 e le linee guida MIUR sulla conservazione digitale. La semplice estrazione del testo non è sufficiente: è indispensabile un flusso validato semanticamente, conforme agli standard PREMIS e PIAF, che garantisca accuratezza, tracciabilità e accessibilità. Questo articolo approfondisce, con dettaglio tecnico e proceduralmente rigoroso, il protocollo di validazione OCR multilingue, fornendo una guida passo dopo passo per il suo impianto in ambienti reali, con particolare attenzione agli errori critici, alle ottimizzazioni avanzate e ai casi studio concreti del territorio italiano.




Contesto normativo e rilevanza del multilinguismo nei documenti pubblici


La digitalizzazione dei documenti pubblici italiani richiede conformità non solo al formato conservativo (PDF/A, TIFF) ma anche a requisiti linguistici e strutturali precisi. Il Decreto Legislativo 82/2005, recepito nella pratica amministrativa, impone la validazione automatica e controllata dei contenuti digitali, specialmente in ambiti come giuridico, amministrativo e culturale, dove coesistono italiano, inglese, tedesco e, in alcune aree, minoranze linguistiche (tedesco, francese, dialetti). La normativa MIUR sottolinea l’esigenza di preservare la semantica originale e l’integrità dei dati, richiedendo processi di riconoscimento che superino la mera trascrizione ottica per includere la verifica contestuale. Questo implica l’integrazione di pipeline OCR multilingue capaci di identificare lingua, script e struttura, con post-elaborazione semantica verificata.


Sfide tecniche del riconoscimento multilingue in ambito documentale italiano


I documenti pubblici italiani presentano peculiarità che complicano il riconoscimento automatico:

– Varietà di script (latino con caratteri cirillici, caratteri speciali come ß, ſ, ſ, e lettere italianizzate come ʎ, ɲ;

– Layout complessi con tabelle, colonne, immagini integrate e testo scansionato in profondità;

– Presenza di dialetti e termini tecnici specifici (es. codici fiscali, denominazioni giuridiche, nomi propri) che richiedono dizionari personalizzati;

– Esigenza di accuratezza semantica per evitare errori in contesti legali e amministrativi, dove anche un’ambiguità può avere ripercussioni legali.


Un motore OCR tradizionale, come Tesseract senza addestramento multilingue, identifica solo la presenza grafica del testo ma non ne garantisce la correttezza linguistica o contestuale. È quindi indispensabile un protocollo integrato che includa:

– Pre-elaborazione adattiva (correzione distorsioni, binarizzazione con soglia dinamica, riduzione rumore);

– Rilevamento linguistico automatico con n-grammi e modelli statistici specifici per lingua;

– Pipeline OCR multilingue con modelli linguistici dedicati e dizionari contestuali;

– Validazione post-recognizione semantica mediante controllo lessicale e confronto con riferimenti ufficiali.


Fasi operative dettagliate per il flusso OCR multilingue


    

  1. Fase 1: Preparazione e standardizzazione del documento scansionato
    
  – Convertire i file in PDF/A o TIFF conformi ISO 19005 per conservazione a lungo termine;
    
  – Controllare risoluzione minima di 300 ppi con analisi automatica;
    
  – Normalizzare colori e contrasto per migliorare il riconoscimento;
    
  – Isolare blocchi semantici (testo, tabelle, immagini) con layout analysis (uso di algoritmi layout-aware come TestGround o Adobe PDF Extraction Engine).
    2. 

  2. Fase 2: Riconoscimento multilingue con pipeline avanzata
    
  – Utilizzare Tesseract con moduli estesi per latino, cirillico e caratteri speciali italiani;
    
  – Implementare pipeline modulari: per italiano (con dizionario personalizzato MIUR-IT); tedesco (Tesseract + modello ale German); inglese (con aggiunta di termini legali in mBERT);
    
  – Integrare dizionari contestuali per nomi propri, codici fiscali e termini tecnici (es. database MIUR + ontologie locali);
    
  – Applicare post-correzione tramite dizionari personalizzati e modelli NLP multilingue (es. mBERT addestrato su documenti amministrativi).
    3. 

  3. Fase 3: Validazione semantica e strutturale rigorosa
    
  – Confrontare il testo OCR con modelli di riferimento (benchmark Eurotext, dataset OCR-B);
    
  – Verificare coerenza lessicale (es. nomi enti pubblici, codici fiscali, date validi);
    
  – Controllare integrità strutturale confrontando layout OCR con origine (es. tabelle con cella corrispondente);
    
  – Identificare anomalie linguistiche tramite analisi statistica (frequenza parola, n-grammi, co-occorrenze).
    4. 

  4. Fase 4: Output e reporting tracciabile
    
  – Generare report con metriche: precision (calcolata su campione annotato), recall, F1-score;
    
  – Evidenziare errori linguistici (es. “ß” riconosciuto come “ss”), anomalie semantiche (date fuori periodo), e frammentazioni di testo;
    
  – Esportare in formati compatibili (JSON, XML) con metadati ISO 16363 e PREMIS;
    
  – Fornire feedback loop per aggiornamento automatico del modello OCR con dati validati.
    5. 



Errori comuni e tecniche di mitigazione specifiche


    

  • Riconoscimento errato di caratteri ambigui:
    
  – Esempio: “ß” riconosciuto come “ss”, “ſ” come “s”, “ʎ” come “l”;
    
  Soluzione: Addestrare modelli OCR su corpus multilingue bilanciati con esempi reali di testi italiani, integrando dizionari di correzione e modelli NLP post-riconoscimento (es. mBERT fine-tuned).
    • 

  • Gestione inadeguata di layout complessi:
    
  – Errori di segmentazione frammentano paragrafi, perdendo contesto semantico;
    
  Soluzione: Preprocessing con layout analysis avanzato (algoritmi basati su CNN e analisi di griglia) per isolare blocchi testuali coerenti prima del riconoscimento.
    • 

  • Mancata validazione contestuale:
    
  – Testo corretto ma semanticamente incoerente (es. codice fiscale con struttura errata, nome non riconosciuto);
    
  Soluzione: Integrare motori di controllo semantico basati su ontologie italiane (es. Knowledge Graph MIUR) e dizionari contestuali per validare entità e codici.
    • 

  • Encoding errato nei file di output:
    
  – Uso improprio di UTF-8 senza BOM o conversioni non standard causano perdita di caratteri speciali;
    
  Soluzione: Validazione esplicita dell’encoding durante esportazione, con test cross-lingua su set di dati multilingue (Eurotext, OCR-B).
    • 



Ottimizzazioni avanzate per performance e scalabilità





Pipeline ibride OCR
Modelli deep learning personalizzati




Combinare Tesseract per italiano con modelli CRNN o Transformer-based (es. TrOCR) per tedesco e lingue a bassa risorsa; addestrare modelli su dataset annotati localmente per migliorare precisione in contesti legali.
Sfruttare GPU e batching di documenti per ridurre tempi di elaborazione; utilizzare cloud OCR (AWS Textract) con API scalabili per workflow ad alto volume.








Facebooktwitterredditpinterestlinkedinmail																 
															

						

							
							
Related Posts
							
                          
													

								
About Author

																
JNP Media

								

							

						  
					

					


	

		

				

		
ඔබගේ අදහස් 
 
Your email address will not be published. Required fields are marked *
 



 


 


 


	

			

	

							

		

				

	










			

				

						

							Share						

						
						

							

								
								
								  
 LinkedIn 

								  
 WhatsApp

							

							

								  Copy Link
							


						

						×