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Annotate picture with local VLM
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Custom conversion
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VLM pipeline with SmolDocling
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VLM pipeline with remote model
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RapidOCR with custom OCR models
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Accelerator options
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<h1>Annotate picture with local VLM</h1>
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td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
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var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px );--jp-rendermime-error-background: #fdd;--jp-rendermime-table-row-background: var(--md-grey-100);--jp-rendermime-table-row-hover-background: var(--md-light-blue-50);--jp-dialog-background: rgba(0, 0, 0, .25);--jp-console-padding: 10px;--jp-toolbar-border-color: var(--jp-border-color1);--jp-toolbar-micro-height: 8px;--jp-toolbar-background: var(--jp-layout-color1);--jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, .24);--jp-toolbar-header-margin: 4px 4px 0px 4px;--jp-toolbar-active-background: var(--md-grey-300);--jp-statusbar-height: 24px;--jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-input-active-background: var(--jp-layout-color1);--jp-input-hover-background: var(--jp-layout-color1);--jp-input-background: var(--md-grey-100);--jp-input-border-color: var(--jp-inverse-border-color);--jp-input-active-border-color: var(--jp-brand-color1);--jp-input-active-box-shadow-color: rgba(19, 124, 189, .3);--jp-editor-selected-background: #d9d9d9;--jp-editor-selected-focused-background: #d7d4f0;--jp-editor-cursor-color: var(--jp-ui-font-color0);--jp-mirror-editor-keyword-color: #008000;--jp-mirror-editor-atom-color: #88f;--jp-mirror-editor-number-color: #080;--jp-mirror-editor-def-color: #00f;--jp-mirror-editor-variable-color: var(--md-grey-900);--jp-mirror-editor-variable-2-color: #05a;--jp-mirror-editor-variable-3-color: #085;--jp-mirror-editor-punctuation-color: #05a;--jp-mirror-editor-property-color: #05a;--jp-mirror-editor-operator-color: #aa22ff;--jp-mirror-editor-comment-color: #408080;--jp-mirror-editor-string-color: #ba2121;--jp-mirror-editor-string-2-color: #708;--jp-mirror-editor-meta-color: #aa22ff;--jp-mirror-editor-qualifier-color: #555;--jp-mirror-editor-builtin-color: #008000;--jp-mirror-editor-bracket-color: #997;--jp-mirror-editor-tag-color: #170;--jp-mirror-editor-attribute-color: #00c;--jp-mirror-editor-header-color: blue;--jp-mirror-editor-quote-color: #090;--jp-mirror-editor-link-color: #00c;--jp-mirror-editor-error-color: #f00;--jp-mirror-editor-hr-color: #999;--jp-collaborator-color1: #ffad8e;--jp-collaborator-color2: #dac83d;--jp-collaborator-color3: #72dd76;--jp-collaborator-color4: #00e4d0;--jp-collaborator-color5: #45d4ff;--jp-collaborator-color6: #e2b1ff;--jp-collaborator-color7: #ff9de6;--jp-vega-background: white;--jp-sidebar-min-width: 250px;--jp-search-toggle-off-opacity: .5;--jp-search-toggle-hover-opacity: .8;--jp-search-toggle-on-opacity: 1;--jp-search-selected-match-background-color: rgb(245, 200, 0);--jp-search-selected-match-color: black;--jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 );--jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);--jp-icon-contrast-color0: var(--md-purple-600);--jp-icon-contrast-color1: var(--md-green-600);--jp-icon-contrast-color2: var(--md-pink-600);--jp-icon-contrast-color3: var(--md-blue-600);--jp-jupyter-icon-color: #f37626;--jp-notebook-icon-color: #f37626;--jp-json-icon-color: var(--md-orange-700);--jp-console-icon-background-color: var(--md-blue-700);--jp-console-icon-color: white;--jp-terminal-icon-background-color: var(--md-grey-800);--jp-terminal-icon-color: var(--md-grey-200);--jp-text-editor-icon-color: var(--md-grey-700);--jp-inspector-icon-color: var(--md-grey-700);--jp-switch-color: var(--md-grey-400);--jp-switch-true-position-color: var(--md-orange-900)}[data-md-color-scheme=slate] .jupyter-wrapper{--jp-shadow-base-lightness: 32;--jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .2 );--jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .14 );--jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .12 );--jp-elevation-z0: none;--jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color);--jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color);--jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color);--jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color);--jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color);--jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color);--jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color);--jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color);--jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color);--jp-border-width: 1px;--jp-border-color0: var(--md-grey-700);--jp-border-color1: var(--md-grey-700);--jp-border-color2: var(--md-grey-800);--jp-border-color3: var(--md-grey-900);--jp-inverse-border-color: var(--md-grey-600);--jp-border-radius: 2px;--jp-ui-font-scale-factor: 1.2;--jp-ui-font-size0: .83333em;--jp-ui-font-size1: 13px;--jp-ui-font-size2: 1.2em;--jp-ui-font-size3: 1.44em;--jp-ui-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-ui-font-color0: rgba(255, 255, 255, 1);--jp-ui-font-color1: rgba(255, 255, 255, .87);--jp-ui-font-color2: rgba(255, 255, 255, .54);--jp-ui-font-color3: rgba(255, 255, 255, .38);--jp-ui-inverse-font-color0: rgba(0, 0, 0, 1);--jp-ui-inverse-font-color1: rgba(0, 0, 0, .8);--jp-ui-inverse-font-color2: rgba(0, 0, 0, .5);--jp-ui-inverse-font-color3: rgba(0, 0, 0, .3);--jp-content-line-height: 1.6;--jp-content-font-scale-factor: 1.2;--jp-content-font-size0: .83333em;--jp-content-font-size1: 14px;--jp-content-font-size2: 1.2em;--jp-content-font-size3: 1.44em;--jp-content-font-size4: 1.728em;--jp-content-font-size5: 2.0736em;--jp-content-presentation-font-size1: 17px;--jp-content-heading-line-height: 1;--jp-content-heading-margin-top: 1.2em;--jp-content-heading-margin-bottom: .8em;--jp-content-heading-font-weight: 500;--jp-content-font-color0: rgba(255, 255, 255, 1);--jp-content-font-color1: rgba(255, 255, 255, 1);--jp-content-font-color2: rgba(255, 255, 255, .7);--jp-content-font-color3: rgba(255, 255, 255, .5);--jp-content-link-color: var(--md-blue-300);--jp-content-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-code-font-size: 13px;--jp-code-line-height: 1.3077;--jp-code-padding: 5px;--jp-code-font-family-default: Menlo, Consolas, "DejaVu Sans Mono", monospace;--jp-code-font-family: var(--jp-code-font-family-default);--jp-code-presentation-font-size: 16px;--jp-code-cursor-width0: 1.4px;--jp-code-cursor-width1: 2px;--jp-code-cursor-width2: 4px;--jp-layout-color0: #111111;--jp-layout-color1: var(--md-grey-900);--jp-layout-color2: var(--md-grey-800);--jp-layout-color3: var(--md-grey-700);--jp-layout-color4: var(--md-grey-600);--jp-inverse-layout-color0: white;--jp-inverse-layout-color1: white;--jp-inverse-layout-color2: var(--md-grey-200);--jp-inverse-layout-color3: var(--md-grey-400);--jp-inverse-layout-color4: var(--md-grey-600);--jp-brand-color0: var(--md-blue-700);--jp-brand-color1: var(--md-blue-500);--jp-brand-color2: var(--md-blue-300);--jp-brand-color3: var(--md-blue-100);--jp-brand-color4: var(--md-blue-50);--jp-accent-color0: var(--md-green-700);--jp-accent-color1: var(--md-green-500);--jp-accent-color2: var(--md-green-300);--jp-accent-color3: var(--md-green-100);--jp-warn-color0: var(--md-orange-700);--jp-warn-color1: var(--md-orange-500);--jp-warn-color2: var(--md-orange-300);--jp-warn-color3: var(--md-orange-100);--jp-error-color0: var(--md-red-700);--jp-error-color1: var(--md-red-500);--jp-error-color2: var(--md-red-300);--jp-error-color3: var(--md-red-100);--jp-success-color0: var(--md-green-700);--jp-success-color1: var(--md-green-500);--jp-success-color2: var(--md-green-300);--jp-success-color3: var(--md-green-100);--jp-info-color0: var(--md-cyan-700);--jp-info-color1: var(--md-cyan-500);--jp-info-color2: var(--md-cyan-300);--jp-info-color3: var(--md-cyan-100);--jp-cell-padding: 5px;--jp-cell-collapser-width: 8px;--jp-cell-collapser-min-height: 20px;--jp-cell-collapser-not-active-hover-opacity: .6;--jp-cell-editor-background: var(--jp-layout-color1);--jp-cell-editor-border-color: var(--md-grey-700);--jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-cell-editor-active-background: var(--jp-layout-color0);--jp-cell-editor-active-border-color: var(--jp-brand-color1);--jp-cell-prompt-width: 64px;--jp-cell-prompt-font-family: var(--jp-code-font-family-default);--jp-cell-prompt-letter-spacing: 0px;--jp-cell-prompt-opacity: 1;--jp-cell-prompt-not-active-opacity: 1;--jp-cell-prompt-not-active-font-color: var(--md-grey-300);--jp-cell-inprompt-font-color: #307fc1;--jp-cell-outprompt-font-color: #bf5b3d;--jp-notebook-padding: 10px;--jp-notebook-select-background: var(--jp-layout-color1);--jp-notebook-multiselected-color: rgba(33, 150, 243, .24);--jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px );--jp-rendermime-error-background: rgba(244, 67, 54, .28);--jp-rendermime-table-row-background: var(--md-grey-900);--jp-rendermime-table-row-hover-background: rgba(3, 169, 244, .2);--jp-dialog-background: rgba(0, 0, 0, .6);--jp-console-padding: 10px;--jp-toolbar-border-color: var(--jp-border-color2);--jp-toolbar-micro-height: 8px;--jp-toolbar-background: var(--jp-layout-color1);--jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, .8);--jp-toolbar-header-margin: 4px 4px 0px 4px;--jp-toolbar-active-background: var(--jp-layout-color0);--jp-statusbar-height: 24px;--jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-input-active-background: var(--jp-layout-color0);--jp-input-hover-background: var(--jp-layout-color2);--jp-input-background: var(--md-grey-800);--jp-input-border-color: var(--jp-inverse-border-color);--jp-input-active-border-color: var(--jp-brand-color1);--jp-input-active-box-shadow-color: rgba(19, 124, 189, .3);--jp-editor-selected-background: var(--jp-layout-color2);--jp-editor-selected-focused-background: rgba(33, 150, 243, .24);--jp-editor-cursor-color: var(--jp-ui-font-color0);--jp-mirror-editor-keyword-color: var(--md-green-500);--jp-mirror-editor-atom-color: var(--md-blue-300);--jp-mirror-editor-number-color: var(--md-green-400);--jp-mirror-editor-def-color: var(--md-blue-600);--jp-mirror-editor-variable-color: var(--md-grey-300);--jp-mirror-editor-variable-2-color: var(--md-blue-400);--jp-mirror-editor-variable-3-color: var(--md-green-600);--jp-mirror-editor-punctuation-color: var(--md-blue-400);--jp-mirror-editor-property-color: var(--md-blue-400);--jp-mirror-editor-operator-color: #aa22ff;--jp-mirror-editor-comment-color: #408080;--jp-mirror-editor-string-color: #ff7070;--jp-mirror-editor-string-2-color: var(--md-purple-300);--jp-mirror-editor-meta-color: #aa22ff;--jp-mirror-editor-qualifier-color: #555;--jp-mirror-editor-builtin-color: var(--md-green-600);--jp-mirror-editor-bracket-color: #997;--jp-mirror-editor-tag-color: var(--md-green-700);--jp-mirror-editor-attribute-color: var(--md-blue-700);--jp-mirror-editor-header-color: var(--md-blue-500);--jp-mirror-editor-quote-color: var(--md-green-300);--jp-mirror-editor-link-color: var(--md-blue-700);--jp-mirror-editor-error-color: #f00;--jp-mirror-editor-hr-color: #999;--jp-collaborator-color1: #ad4a00;--jp-collaborator-color2: #7b6a00;--jp-collaborator-color3: #007e00;--jp-collaborator-color4: #008772;--jp-collaborator-color5: #0079b9;--jp-collaborator-color6: #8b45c6;--jp-collaborator-color7: #be208b;--jp-vega-background: var(--md-grey-400);--jp-sidebar-min-width: 250px;--jp-search-toggle-off-opacity: .6;--jp-search-toggle-hover-opacity: .8;--jp-search-toggle-on-opacity: 1;--jp-search-selected-match-background-color: rgb(255, 225, 0);--jp-search-selected-match-color: black;--jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 );--jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);--jp-scrollbar-background-color: #3f4244;--jp-scrollbar-thumb-color: 88, 96, 97;--jp-scrollbar-endpad: 3px;--jp-scrollbar-thumb-margin: 3.5px;--jp-scrollbar-thumb-radius: 9px;--jp-icon-contrast-color0: var(--md-purple-600);--jp-icon-contrast-color1: var(--md-green-600);--jp-icon-contrast-color2: var(--md-pink-600);--jp-icon-contrast-color3: var(--md-blue-600);--jp-jupyter-icon-color: #f37626;--jp-notebook-icon-color: #f37626;--jp-json-icon-color: var(--md-orange-500);--jp-console-icon-background-color: var(--md-blue-500);--jp-console-icon-color: white;--jp-terminal-icon-background-color: var(--md-grey-200);--jp-terminal-icon-color: var(--md-grey-800);--jp-text-editor-icon-color: var(--md-grey-200);--jp-inspector-icon-color: var(--md-grey-200);--jp-switch-color: var(--md-grey-400);--jp-switch-true-position-color: var(--md-orange-700)}.jupyter-wrapper [data-jp-theme-scrollbars=true]{scrollbar-color:rgb(var(--jp-scrollbar-thumb-color)) var(--jp-scrollbar-background-color)}.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-hscrollbar,.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-vscrollbar{scrollbar-color:rgba(var(--jp-scrollbar-thumb-color),.5) transparent}.jupyter-wrapper .jp-scrollbar-tiny{scrollbar-color:rgba(var(--jp-scrollbar-thumb-color),.5) transparent;scrollbar-width:thin}.jupyter-wrapper [data-jp-theme-scrollbars=true] ::-webkit-scrollbar,.jupyter-wrapper [data-jp-theme-scrollbars=true] ::-webkit-scrollbar-corner{background:var(--jp-scrollbar-background-color)}.jupyter-wrapper [data-jp-theme-scrollbars=true] ::-webkit-scrollbar-thumb{background:rgb(var(--jp-scrollbar-thumb-color));border:var(--jp-scrollbar-thumb-margin) solid transparent;background-clip:content-box;border-radius:var(--jp-scrollbar-thumb-radius)}.jupyter-wrapper [data-jp-theme-scrollbars=true] ::-webkit-scrollbar-track:horizontal{border-left:var(--jp-scrollbar-endpad) solid var(--jp-scrollbar-background-color);border-right:var(--jp-scrollbar-endpad) solid var(--jp-scrollbar-background-color)}.jupyter-wrapper [data-jp-theme-scrollbars=true] ::-webkit-scrollbar-track:vertical{border-top:var(--jp-scrollbar-endpad) solid var(--jp-scrollbar-background-color);border-bottom:var(--jp-scrollbar-endpad) solid var(--jp-scrollbar-background-color)}.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-hscrollbar::-webkit-scrollbar,.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-vscrollbar::-webkit-scrollbar,.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-hscrollbar::-webkit-scrollbar-corner,.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-vscrollbar::-webkit-scrollbar-corner{background-color:transparent}.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-hscrollbar::-webkit-scrollbar-thumb,.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-vscrollbar::-webkit-scrollbar-thumb{background:rgba(var(--jp-scrollbar-thumb-color),.5);border:var(--jp-scrollbar-thumb-margin) solid transparent;background-clip:content-box;border-radius:var(--jp-scrollbar-thumb-radius)}.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-hscrollbar::-webkit-scrollbar-track:horizontal{border-left:var(--jp-scrollbar-endpad) solid transparent;border-right:var(--jp-scrollbar-endpad) solid transparent}.jupyter-wrapper [data-jp-theme-scrollbars=true] .CodeMirror-vscrollbar::-webkit-scrollbar-track:vertical{border-top:var(--jp-scrollbar-endpad) solid transparent;border-bottom:var(--jp-scrollbar-endpad) solid transparent}.jupyter-wrapper .jp-scrollbar-tiny::-webkit-scrollbar,.jupyter-wrapper .jp-scrollbar-tiny::-webkit-scrollbar-corner{background-color:transparent;height:4px;width:4px}.jupyter-wrapper 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<p><a href="https://colab.research.google.com/github/DS4SD/docling/blob/main/docs/examples/pictures_description.ipynb" target="_parent"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg"/></a></p>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="o">%</span><span class="n">pip</span> <span class="n">install</span> <span class="o">-</span><span class="n">q</span> <span class="n">docling</span><span class="p">[</span><span class="n">vlm</span><span class="p">]</span> <span class="n">ipython</span>
</pre></div>
<div class="clipboard-copy-txt" id="cell-1">%pip install -q docling[vlm] ipython</div>
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<pre>Note: you may need to restart the kernel to use updated packages.
</pre>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">docling.datamodel.base_models</span><span class="w"> </span><span class="kn">import</span> <span class="n">InputFormat</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">docling.datamodel.pipeline_options</span><span class="w"> </span><span class="kn">import</span> <span class="n">PdfPipelineOptions</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">docling.document_converter</span><span class="w"> </span><span class="kn">import</span> <span class="n">DocumentConverter</span><span class="p">,</span> <span class="n">PdfFormatOption</span>
</pre></div>
<div class="clipboard-copy-txt" id="cell-2">from docling.datamodel.base_models import InputFormat
from docling.datamodel.pipeline_options import PdfPipelineOptions
from docling.document_converter import DocumentConverter, PdfFormatOption</div>
</div>
</div>
</div>
</div>
</div>
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<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
</div>
<div class="jp-InputArea jp-Cell-inputArea">
<div class="jp-InputPrompt jp-InputArea-prompt">In [2]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="c1"># The source document</span>
<span class="n">DOC_SOURCE</span> <span class="o">=</span> <span class="s2">"https://arxiv.org/pdf/2501.17887"</span>
</pre></div>
<div class="clipboard-copy-txt" id="cell-3"># The source document
DOC_SOURCE = "https://arxiv.org/pdf/2501.17887"</div>
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<hr/>
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<h2 id="describe-pictures-with-granite-vision">Describe pictures with Granite Vision<a class="anchor-link" href="#describe-pictures-with-granite-vision">¶</a></h2><p>This section will run locally the <a href="https://huggingface.co/ibm-granite/granite-vision-3.1-2b-preview">ibm-granite/granite-vision-3.1-2b-preview</a> model to describe the pictures of the document.</p>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">docling.datamodel.pipeline_options</span><span class="w"> </span><span class="kn">import</span> <span class="n">granite_picture_description</span>
<span class="n">pipeline_options</span> <span class="o">=</span> <span class="n">PdfPipelineOptions</span><span class="p">()</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">do_picture_description</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">picture_description_options</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">granite_picture_description</span> <span class="c1"># &lt;-- the model choice</span>
<span class="p">)</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">picture_description_options</span><span class="o">.</span><span class="n">prompt</span> <span class="o">=</span> <span class="p">(</span>
<span class="s2">"Describe the image in three sentences. Be consise and accurate."</span>
<span class="p">)</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">images_scale</span> <span class="o">=</span> <span class="mf">2.0</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">generate_picture_images</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">converter</span> <span class="o">=</span> <span class="n">DocumentConverter</span><span class="p">(</span>
<span class="n">format_options</span><span class="o">=</span><span class="p">{</span>
<span class="n">InputFormat</span><span class="o">.</span><span class="n">PDF</span><span class="p">:</span> <span class="n">PdfFormatOption</span><span class="p">(</span>
<span class="n">pipeline_options</span><span class="o">=</span><span class="n">pipeline_options</span><span class="p">,</span>
<span class="p">)</span>
<span class="p">}</span>
<span class="p">)</span>
<span class="n">doc</span> <span class="o">=</span> <span class="n">converter</span><span class="o">.</span><span class="n">convert</span><span class="p">(</span><span class="n">DOC_SOURCE</span><span class="p">)</span><span class="o">.</span><span class="n">document</span>
</pre></div>
<div class="clipboard-copy-txt" id="cell-4">from docling.datamodel.pipeline_options import granite_picture_description
pipeline_options = PdfPipelineOptions()
pipeline_options.do_picture_description = True
pipeline_options.picture_description_options = (
granite_picture_description # &lt;-- the model choice
)
pipeline_options.picture_description_options.prompt = (
"Describe the image in three sentences. Be consise and accurate."
)
pipeline_options.images_scale = 2.0
pipeline_options.generate_picture_images = True
converter = DocumentConverter(
format_options={
InputFormat.PDF: PdfFormatOption(
pipeline_options=pipeline_options,
)
}
)
doc = converter.convert(DOC_SOURCE).document</div>
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<pre>Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.48, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
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<pre>Loading checkpoint shards: 0%| | 0/2 [00:00&lt;?, ?it/s]</pre>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">docling_core.types.doc.document</span><span class="w"> </span><span class="kn">import</span> <span class="n">PictureDescriptionData</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">IPython</span><span class="w"> </span><span class="kn">import</span> <span class="n">display</span>
<span class="n">html_buffer</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1"># display the first 5 pictures and their captions and annotations:</span>
<span class="k">for</span> <span class="n">pic</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">pictures</span><span class="p">[:</span><span class="mi">5</span><span class="p">]:</span>
<span class="n">html_item</span> <span class="o">=</span> <span class="p">(</span>
<span class="sa">f</span><span class="s2">"&lt;h3&gt;Picture &lt;code&gt;</span><span class="si">{</span><span class="n">pic</span><span class="o">.</span><span class="n">self_ref</span><span class="si">}</span><span class="s2">&lt;/code&gt;&lt;/h3&gt;"</span>
<span class="sa">f</span><span class="s1">'&lt;img src="</span><span class="si">{</span><span class="n">pic</span><span class="o">.</span><span class="n">image</span><span class="o">.</span><span class="n">uri</span><span class="si">!s}</span><span class="s1">" /&gt;&lt;br /&gt;'</span>
<span class="sa">f</span><span class="s2">"&lt;h4&gt;Caption&lt;/h4&gt;</span><span class="si">{</span><span class="n">pic</span><span class="o">.</span><span class="n">caption_text</span><span class="p">(</span><span class="n">doc</span><span class="o">=</span><span class="n">doc</span><span class="p">)</span><span class="si">}</span><span class="s2">&lt;br /&gt;"</span>
<span class="p">)</span>
<span class="k">for</span> <span class="n">annotation</span> <span class="ow">in</span> <span class="n">pic</span><span class="o">.</span><span class="n">annotations</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">annotation</span><span class="p">,</span> <span class="n">PictureDescriptionData</span><span class="p">):</span>
<span class="k">continue</span>
<span class="n">html_item</span> <span class="o">+=</span> <span class="p">(</span>
<span class="sa">f</span><span class="s2">"&lt;h4&gt;Annotations (</span><span class="si">{</span><span class="n">annotation</span><span class="o">.</span><span class="n">provenance</span><span class="si">}</span><span class="s2">)&lt;/h4&gt;</span><span class="si">{</span><span class="n">annotation</span><span class="o">.</span><span class="n">text</span><span class="si">}</span><span class="s2">&lt;br /&gt;</span><span class="se">\n</span><span class="s2">"</span>
<span class="p">)</span>
<span class="n">html_buffer</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">html_item</span><span class="p">)</span>
<span class="n">display</span><span class="o">.</span><span class="n">HTML</span><span class="p">(</span><span class="s2">"&lt;hr /&gt;"</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">html_buffer</span><span class="p">))</span>
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<div class="clipboard-copy-txt" id="cell-5">from docling_core.types.doc.document import PictureDescriptionData
from IPython import display
html_buffer = []
# display the first 5 pictures and their captions and annotations:
for pic in doc.pictures[:5]:
html_item = (
f"<h3>Picture <code>{pic.self_ref}</code></h3>"
f'<img alt="No description has been provided for this image" src="{pic.image.uri!s}"/><br/>'
f"<h4>Caption</h4>{pic.caption_text(doc=doc)}<br/>"
)
for annotation in pic.annotations:
if not isinstance(annotation, PictureDescriptionData):
continue
html_item += (
f"<h4>Annotations ({annotation.provenance})</h4>{annotation.text}<br/>\n"
)
html_buffer.append(html_item)
display.HTML("<hr/>".join(html_buffer))</div>
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<h3>Picture <code>#/pictures/0</code></h3><img alt="No description has been provided for this image" 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"/><br/><h4>Caption</h4>Figure 1: Sketch of Docling's pipelines and usage model. Both PDF pipeline and simple pipeline build up a DoclingDocument representation, which can be further enriched. Downstream applications can utilize Docling's API to inspect, export, or chunk the document for various purposes.<br/><h4>Annotations (ibm-granite/granite-vision-3.1-2b-preview)</h4>In this image we can see a poster with some text and images.<br/>
<hr/><h3>Picture <code>#/pictures/1</code></h3><img alt="No description has been provided for this image" src="data:image/png;base64,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"/><br/><h4>Caption</h4>Figure 2: Dataset categories and sample counts for documents and pages.<br/><h4>Annotations (ibm-granite/granite-vision-3.1-2b-preview)</h4>In this image we can see a pie chart. In the pie chart we can see the categories and the number of documents in each category.<br/>
<hr/><h3>Picture <code>#/pictures/2</code></h3><img alt="No description has been provided for this image" 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qm0tbX9+++/ly1b5unp+dlnn2mrQe/evbtr164WqoiUEgZnN2Ctv0oG1q4QNBrGrMbiSjMtm+Y0bK0NhIeHjxs3rqHvTShLiC+NN55wEBBRHJEnz3MR1pqVXRtqtdrb23vQoEHvvfdednb2e++9t27dOv1v+Xz+xo0bVSrVli1b3njjjZ49expppLAsa2NjM3bs2I0bN6alpW3YsOHixYvapJqysrK1a9fevXvXwsKitLRUJpNJJBKRSDR06NAJEyZ88sknR44c8fRskYJehSmwbw3q0tB8IEkoy0YZPYaBCe9wlZVmWi7NORV3dHTs3r27o6NjIwZtiqBM5sCQeAM28kOpVKp58+bt27evQ4cOzs7ORn4vS0tLOzu7+fPnKxSK6Ojomm8nCGL8+PGnT5+2sLDo3LmzdhpPEMSOHTsiIyP//PPPffv2vfbaa/p0ury8vEuXLgUEBJw+fRpaJuH7oOQeVtegVhGBdZQ0D2JOQB4mL5h5lEjV0gpVhYbVtALD9vHxmThxop+fXyMMu7NN52623aDGxxzoNNBR2BgXFMMwGo0mJCRky5Yta9as0W7RXlhWVtatW7dKS0vz8vJ2794tl8trKj0xDKNQKDp37vzzzz9/8MEHFEVpNBrt24uLi8VisaOjY3l5+fbt22UyGUVRcrn85Zdf7tKly5kzZ86fP//LL79ACyQnzljPhKTR1It1zn8zj4DYkthnLj/jt8/Pfbf75JOTj2cdr8+7mn9C1bjsFCue1Rtd37hVeKtMXoZPJ64SJMA+4OXglxu6wNZmv+sFiebOnav9j4WFhTb9ODo6es2aNY6OjgqOzz//3KhFHkEQdnZ22hnEpEmTtBtFIpGNDWq5LFy48MSJE1OnThWJRFoNFoqi9u/fn5ubu379egcHh08//fT9998fNWpU0yvDPSA1K2GxOloEQnNW9iMivix+9rnZdwruaH1JRzOOXsq9tGXYluk+05tSaKFpUSgUMpls5cqVkyZN0meGNEho4VzOufUx62NLYmmS7u/U/7Xg1wJtAhvdCVAkEhkmk2iLAQUCAcMwpaWlWVlZNE37+PjULL1gWVYulwsEAsPLU6lUGo1G6z+XSqUpKSnW1tYeHh5KpVIgEMjlcpIkBQKBdmeJRKLVP6t5bc0ptBD5H+x9tZpsqEYFLp1QpqYsGwWuffuCd6+GasI2OW1VaIFl2Vevv/ptxLdgeF9ooLtj9ysTr4hpcZMJLTQtly9f3rFjx9WrV6dNm9a4I4xwHTHCdUS6JJ0maHdx4xvNkiRZ00iqCmVI0o6jtrcTBFHT2nkc2v8baq1oTd1ofwsLC2iBBI2B7lPh9gEsn8QCaQIEVqgoePgjUHDFzyJb6DsXxr5qWv7azIOhZJQn7p0wnlWTEF0SnVCa0N2hex3vbc6/x+DBg3v16vX888/rw8WNw9uiSv/ETFPCE8KUj1BgMPoEytQ4+mEDipRraOE87sGklMLl38HeG/rOb+5rbZtoTHnLWPR83Mct1ZyGLaikGa/BzH3gCaDXTHyplVBRAFufwptK34aCpECthrvHcWDnt0UBtmaFR/JGuo6MLYytZqYM+Nv6+1ujEHAdNP8MypxN3Tqg+VCWg7ZttKImSJAW4/y8iQybYZmwgrCIogiaoEPsQoJsg6x5bW3xXE9Ignyu83NHso6klaTpErFYENLCt7u9bcWzaumG/SAVIGYeKRb2qNkuKwHKwIXJaEBsB+Jq5W6NRq6Wr7mxZnvS9mJZMQqNi+2CbIJ6OfRa0WlFiF1dPejaKl3tuu4bue+T25+cyjml1qi72XV7pesrM32wC03dNKdRxcXFXb9+PTY2dvTo0c14GWbqi4MvBA7D5LMqxW8GU9C6TQa6adZTn0d9vuHOBhyduBuzWFF8JefKlZwre1P37hi+Y6Tb/TtgtD16O/TeO2pvvjxfySidhc4CStDSE1TkcnlRUZHJNldmWijDV0Lw4/gfjQpfFA8GLkXDbgqypdn70vZhFoI+rodN+fCVU5HzYcSHZaoyaJeQBOkicvGy8KqnVTfziN2dIzIystkVVHJycg4ePLhgwQKj4Lk2fr5p0yZHR8cZM2bUTGItKCg4evTo5cuXZTJZYGDg2LFje/fuTVHU8ePHb968qVQqLS0t+/btO2zYMJZld+/e3alTp549e2rfGxoampWVpW3u12qwdIB530PyVSwOofkQOBI8m6xLXpY0K0eWY3qsoeBGwY2o4qjBzoOb6nRtm+YX/XxAq1ZoILUEsspA8wA+uLS0tLVr15aVmRgQdu/evXr16p9//rmmky81NXX+/Pl//vlnSEjI2LFj8/Pz33777YQErG3csmXLzp07BQJBQkLCokWLfv/9d4Igvv/++/Pnz+vffvz48VbZpoviQcAweOw1GLWqCa0ae1TxbdEnVMvfUa6Ry9SyJjxd26Z1O6523oXvrkFUHq74RvnCG4NgiFdjjkOSpFHamZbY2Nhdu3Y9//zzt2/fNvoVy7JffPEFSZIHDx7UZpssWrQoOztbG72jKGro0KFvvvkmALz55pubN2+eP3++SCQy9BTyeDxzqM+QjtYdH3N/7JeSX0wMNwz4WvveN8ZjpgWN2I1m+x1YdhDCMkGmBqkK/ouBOf/AzZwmO75Go/n888/nzJkTFBRUc1pRUVHx33//Pf3004Y5ZG5ubvb29tr/6+ftlpaWGg5oMzycCCUBxP+6/2+ox1ActNWYO6kbvblcjPl+830tfR/GedskzT9iG/XuqidFcvg+DBRKg0/Ag+wiHMD/nFwtHNNotm/frlQqFy9erC29Mlpgl5SUqFQqbac+lmUPHjwYFxcnFAonTZrk5+dHkuTdu3e3bduWmZm5cePGVatWWVlZNVoB6uGiUUN6OGTcQivy6gE+vXGyXRu5cRB9EgpTwcYdOo3ARPEmxdPC8/CYw/vS9h3POp5SnnKz6KZKo+po3XGe37z/dftf056rbdOchn316tVDhw5duXJl7NixDX1vfCEkFHMuU0MoiMyHQhk4P3DmdVJS0s8///zFF1+UlJRUVFSo1erS0lJra2u9efN4PLVarW+VJJFI8vLyNm7c6OrqqjXsrKysCxcuiMXi7777bvLkyQzDaHUXWlZyjkoORz+DiAPY1xKTAa3QxT3hbdPZJnePw5GPoSQLc1QYBsJ2wGNrMFe8SbHiWS31X7rUf2mxovhm0U2FRhFgHRBg3cLq3lo8zWnYPj4+48aNCw8Pb5TQApCmqjPJWrbXB8MxOScnp6Ki4u2339Y2IcrNzX3xxRfXrVunF05xdHT09/e/evXq8OHDCYJYwHHixAmt6arV6tGjR2vlzbQwDGNjY1NQUKDfUlBQYFI77ZFyZTNc2w40rcv91iiwLbGNK4x8wXjP8jw48gmU5uj2pACfBafWgXsX8GisC00phXt3UFPN2hXcjPuN2gnsRruZExxap0qpu7v71q1bG2HYQU4Q7AgXk3EGXgUD/d3BoeENrViWVSqVRUVF2oougiC6dev277//amVGt27d+t9//3344YeGBV40TT///PNr164NCQkZOXIkRVFFHNrfqjkMT0GS5NixY3/++eelS5e6uLikpaWdPn1a22C82ZAWQ+xpLm5cOfMhKCDUEHsGizosqwvIx5+HinxUUNFD8TDDNOFSIw07/SacWY9LAKUUrJyh00gMkucn4svGDfyHNLGyGsuV7OvrT9s6zb/GbtzK05IHbw6CqFwokVZOyNUQ6AKv9NflRDUIsVjs4+OzcOFCHo/Hsiyfz//jjz8CA3Wl3cHBwdpOg0bvWrx4sVwu/+qrr9atW2dhYVFWVjZ69Oh+/fppBVhrVmI+8cQTcXFxc+fOdXR0LCwsHDZs2DPPPAPNiKQIu8wb5X6TFBq8pNDYsMtyMc+MqH7DEARU6PQeG0bxPdj3OhSkYDCcovEBEf43rt5VUsx7AQKcOsCEteA3AB4caQnEnISky6BWoQchZDw+ONo6zW/YjWaCP+ydBT+Hw5k0EFAwPRBe6AcBOp90wwgICNi1a5dSqdTKgJMkaaguOH78+GHDTMuVP/3003PmzImPj1cqlS4uLv7+unjMmjVramaz2NjYbNiwIS4uLi8vz9nZuVOnTtC8iG1BbA1FTLXYCMNgQri4RvG5cyAOdyxb7cHJsuDUsTGnjtgPRWlVCi3ah4u8lHONc8fPiYcD/4OndoJVNdHIBlNRAIfegzvHOLkIAu4cxdeMzxt52a2HVmzYADC6A4z0xXAXASCu3ZV7XwQCgY+PT22/teao7bc2NjZ9+/Y12ujs7Fzb/p04oCVg4QBdxkFGZJW5YldqDXQeY8KcAoeBewjOn3mVsXeVElw7Q+CIxpz6XjRWjxj5Pg3nyTQfitJRwmXwg61Wru+GqCPAF+nyVCkepIXD2R9hzjcGmattkFa/5CAJsOA9kFW3U1gGF7c9Z0CvGUDxdbnfBAE9psOgJ0zszxPCjK/AbxDag9aZ79YZJr8Pdo0STkav+/3sitE8qByqWgnRx/AZYXgungCn5ZIidNrFnoWowxi9a3M0/4ht7lnXDCRdhtDtkH4DzdV/GGobVeRhQDtgGHQcaLRvRFHEmewzxcriLvZdx8z70jE7BfITwNYDF8CN9m+FjEeLwkW7fmhhjU2dpNBb/iCwGjRgY4cZgY+w0L8weleUjuflW0KPKTD65bbUCKE5DVulUik5mvEa2iNx59BxJS3Ceam8HONbbsGw+DewccG7PPEyZEWimFmnkWDjuiHmx09vf5ItycY3kjDIdfCmoZuD/Ac96DUEDIXes+HGblDLuVUAoVtm6z15GjUILdH+HwSKj4uF+AvcoF0JQeBIfvE3nBFo/SCKcrj8B04ixrwCbYXmNOwrV67s3bs3NDR08uSquj+CICiKUigURoVWNSVK2wlaPdMmO5xCApc2gaRAF47WzrGz78DlTTBoGRxYCymhgH1LCTi38VyfIa/c+1allOlvkytZl1+++vz+UftNSmQ2AIoHE9eiyOmdo2hXjn44BQjbgUMoSaIDz8IBxr4CLo3RnK2CpKDvAhRp06jw/7o5AaFTq9Y/RAiuF0LUEVyYOLSRrNXmNOxevXr5+vpmZ2cb5lETBGFra1tYWGh0Q2s0GpIk29u8XaPRyGQyJyenJvvgBcmQn2Ssi0DSkBkBhz/EYDV286Hxvq/I33JnvcpaVs0PQ8OFnAthBWEjXBvlMzMEFRom4Uut1I2oAUNx0VuUyjUJG9P4vBdDAodjQ6JzP+GcnCQwUK9rt2w07acxA6fkntmwmwArDhsbG6PMSjs7O5qmtWLR+o1yuZzP5zcusbz1QpKkq6urtm9B04CdPWrksZIUFKahD4nmVUazCJaETB6jG970ECBXyPNl+U12PVoHuBbXzvhqWigak22CxkLaTfwkd45g6Ktm4zGWwSkMv0WKQAOoGYguAKUG/O3AVthqE1QIgqgZYSouLraysjILpD0oDh3A3gfdZrTBDUIQODeWlRj6mQiWcNfQxg8BFoQCoZPwwWLLTQ7FQ+XzOrB0hODH8D+ZEcZNi7So5OA/GFxbRhiyOlcy4eNLEJHLGbYtrOgNS+sSFNfROlatLEcLrY5qXYissY8H3xI0Si5qzeA9be8Dw57FIav6N7ys3Fagr53UooFR7qOGuAyB5kWjgvxk7NedFQUp14jcuPrmigYOxwlCNdtmQaXAxfzol020NGpububA/H1wNAbulUGBBEIz4Kn/4Ldb93+jeQBsf3SdgGYQuhWyY9BT1Xk0DH0G58BxZyHudNV0lFUPV9l+6D3q44L95bISNG8S+rn0WxW06pu731zKvUQR1GSvyfP85lnQj3YGG38erm7FxDXtU0kpFQmtNf7DYexLODLXjU8f6Dkds1a0eeOokU5B98kw6kV04LUwWBZ+vQXpxQB6pz4JGga+DoX5wWBZZz91s2G3S0Iexxb2FYW42rSw1w13417HLPGsKK7VBAsiG2Lw8tdHPD+x9LW9qXsKFYX9HPt1tOq4MnTl7fzb2mH8QNqBf9L/2TZsmx2/1v5HTUzMKfjnDbxOXdE4pqCS5bnkje0gK4IFnNSUWlGraipJwcT/Yfuxu8dAVob58F3GYeVpiywOUWjgbGqN2mQCkksgthD61Jnwbjbs9grFw/JMQ1w7wcKfMOqbE4P9NAOGoY4CQQTbdgnu8Z52l3nn593Ou2141xxJO/JT7E/vdHunHt74ZKzicguqS8ihbjQqDDjLyqpidVoIEi028SJ6vwtToTQbU2J7TEc3e01oIQxYjL1NZCUgtm+B02892EnJ1AOHAKDv9yAyG7YZA6xdoc+c2n4ZVRR1Pud8TbfMoYxDL3R+wYaPPYNNUJ6PZdt3j2FxFUmBRwg8/hb+2whKc3D5YPq5QGDCydn1XHEY4Iwj5hSMfBGGPm36UHxxy+9JJKBgUgDcvWcwFdd223SDoOqldzVpiTMQMy2TMnWZRC0xTvEmQKKS4HaTMBqUZ7jxNy6GWQatLjkU/n0bijMbfHq1ApPb647nEwROwmkBjsOYXvYrThNaM0/3gm4eAEpOAU4DoAI7C/jfEBDcb0Q2j9hm6ouvpa+HhVesIrqabbPga9XBUViL1yorCrUcaEGVQfKEkHUHYk/CwHqXbZXnY95r5GGQFWN6SV22bfArkkSNl9hT4NSsRe8PRkdb+HcOfHUVQjNBwWBV8qq+KMh7X5rfsNtnomhrxEPsMc9p1PuFnGFXxsAoknzSezafrMVFmxVlwhQpCrKijUu7a0Negd6y+PM4A8ce3fW/Wwg8hYzr490g1AousF+n0/kR0sEWfhoPuRJQqMG7luVOyzLsW7dunT59+ubNm40QMzTTDKjlb6YqK0osd9jK79FqYKGTiv9ysfW01HyoTWtQbGOiPBO1HKzrq3QTeRASL1Ub8+sLi0t6r3okc+hJvYF1KVmRILDAovTes9Db1zJwsWhVKaW+vr51aBiYaVnkpwiyYr4q91isUMXylBQLvZTCDnLAKgt5GQhN/R07DMKQUllulceL0eBsPMC0Io0JUs4DIwOqHkm12jU8SevKSNRK6DgItdPqSewZnBpIuKI3YCH9FqoyT/+s5dh2g2jOabC/v/+sWbMCAwPblJh+G0atQBlTkuimEM2psJ0pse2g4gZSjQKTt0xi5YgSxUIrdJ4xajQ2lsHUt473b8GVXQH/JcK+0p4RpHbUrZ53yKirJZCxDCo9dR6Fok4aNao79ZgK0z+tbzRLIYXT32EAjCfEcZ6k0WceewYiD0HrpPnX2EZqnmZaLnaeYOsOWYVcFLVykc2oMSO1pkaanu5TsCQz4gDkJWJ4ucs46DLGRBlGdXbdhc8vQQQKJT7rJpg5hz32qeZbMci43CsV2HujzEPUYYxpA8HSfEJoCSNewMlzQQqU5WCA2j3YWKexDnLj8Y1k9UAazcOo/sAlXLlbK6P1XbEZ0xQkowAgrsYCwanB2ZHlqnKWZa35dS6LLB1RHSE7BqfTWieWRgUWjtB/0X0M1ac3vrTz5Hoslc+nwfL/QCbX3Z7Z4PQ9sZgPqi/UnxMsg4NzzxkwYiUEczIs5fls6T2GZ0HdPQYZt7EONLDhJaWm2/0RoJI9pH5GDxuzYbd+WBYu/QbXd2HSFcu1p+87F9O/6+dtSi5P3hCzISw/jAW2r2PfF4JeqKv3Xd/5eM+E/gXlucCoMMN8+ErUS6gP9Us4YwF+uVVl1Xr2EOOeoff728ih70KUT8C13GB8he8hTnxNShPRScdocPI8YiWO3g2KtjgH4qQDfQEGZ1WrwLtnaxyuzYbdJrjxN5z8Bs1bm2hZkomZXkJr6Df/vm+NKYmZdmZafFG81nV9JefKf5n//Tvq3xA705lhUkYe6uOSazHRvrSwv+tQW5/BGLtqUkrlkFhcYysLGaR7yqQ//LuIwbDmpOQenFxHSEt0BknSuDS49Dv49muYJrmlAwx8Ak58zQXnuE+kUYCjL/Sa1Rid+haAOYbcypGXQ8RBTsqXZ1CcrMEoEcp01wUL7OdRn6NV01ylAfdKKk76LPIz1lSX6piSmDlnZ48/Pm7B1efGJ304KX5tWPHNJv9AIh7Kzta8VgseYenoVM2qASDhAnq8DB8uJI1aS0lXGnziAYvg8TfRj0DRnMbjUJj1DTi31p5h5hG7lVOWh76imt08ynKhLB+EdSU0pFakXs2/avxsJyE0PzS5LLmjdTVJfSVT8eTlJVezr6P908CqlZczLiyVLTk29pi3pTfuoVGh/4llcaCjBegqy4xAB7VLAHh2r78fS0DBtEA4l1xdtlQDAzygW019B6wnrdG4h6B0PQYbBC2EQUtx9V6UDgIx+uda5yRcSyu+dDOIwALV8I0cPCxbnyIHpUap1JgQHlEySgVTFb5SaiAqD45lxF3Nzq26XwjsmhZTFPNf5uGVnZ+DpKtw+Xdsu8UCOPuj8zzxErfmZ1GWMGQ8DoYC4xwLNauOLIzMl+d3sunka1WVJ/l0T7iWBTvvcF2yuXP5OMD7I7mRvKIAY2YWDrq+BV49UThBUz25jWXArUvND8WyrICqpZxTj8i6kQUqLQyzYbdybFzBbyA21qhyOLN4o3cYgNZVJ54Wnv7W/mmladVb/EBHq45eFl7any6mw9tnIeweKJnuQNwG8V9g/R6QJfrd75TFQkoY7H0VJw64HCBwkY9ywqRuza+ogLDtGMoe97rh2cPyw94Jf+dC3gUNq7HiWc3rMG9eh3lX8q7Elsb6WXmvGDD1sQ59/k0AhQp6usKTvaGjKg72/oa5pRo1OggHLMTSS7WyllIQvv6n1IrU3xN+P5p5VMEoRriMeKbTM13tmkImsWVjNuzWz5CnMASVGoZLa8yjpFH0f8hT932fBW2xKmjVhZwLKiyo5DYx2EX0uU7PWfEw0yupGBYdgPQibvlN0MDaQfkq3M32ZV0cmwVH2hrCdqLEp75Guua6gKUx2aPfAn3bkExp5sILCxOLE7kjQ4miZGPMxi2JW2RKXdjJSbzuq36f/Dv7Jd10vDQLdr2CHxMVFAjIvgv/fYgZoGk3UONJ3y1UB4E56j2m4UcoT1pwfkFYTpj2A97Jv3Mg48CeEXv6O/WHNo3Zedb6sXaBBT/BpPcwrhs8Hia+Cwt+NhZRMEQlg8JMVXFGfGlcN/tufw75c6DLQBEtEtLC3k69fx3861w/XS/7X29CeiH38NfPcwkA2UJQ9eBiS2Alsp7kPBINrO5QFknhFLosV7/hj4Q/EksSq45M4J0oU8t0Pjymd37htOdORp9M4xoVAMC1nZAdi88ObW89iofj9q19WP5pbNWVKxHu2fNjzI9h2WF4IpJ70ZBRmvHerfeyZdnxpfElyqqpRxvDPGI3B5IiuLUfMm+jw6bTcEzGarSoiBaRNfRfiK/7Er4XIv87rE7aYFMST0p4pGCw86BPen1CU7SG1QTbBusVSFkWblVZYiUEgMYB5B5A3eJRvHd7vNvLeQCw98sdZBnsnmOQTH694LoJvzsWjQmg7FOQLgaNk4yFBfvkrwyEN/sqiayoGnXgtRRgYdhPgM+RiEMKr5CDmYeM73EazuScmXByQpmyzFnoPN1n+otdXhRRDW+q3rIxG/YjJzce9r6Ok0lWg/dy1CEIOYvd7YRNJx5uEpbBHiAnvv1HVLjIOV9WodscVxx7LvfcycdO+llVy1cjCFNyeSxQJPRz7xfiZju/w/KRbiNxY8BQuLm3mlyR1pmnX/OrVdChHzhXudmtaVMpbgRA+RoofwX/w70KKoRvnwZXASzjkaYCcKbQNgyKOAQRBzViq3KnjJrVZSpGdbvgNibnlCaH5obuSd3zbvd3J3tXtaNpAzzEqfjdu3d/4EhJSXl4Z2llsJx8z70o9O7wRFyJAol51JEHH/qpC5Lh2o4SUvWNQ4WMVzk1JXHqm1yc/HnU5zVj15MDuImx4WY1BDnCvnFrfx30l86qAWDgYvRmKbme9RoV1opQXDt7lZyr/dBgatqIFwyDUtO8pxkfmQBQu4KsujAThWf8K45f4dybs0+DN7BMZU+PmrDal0hSOlDKM93Vs/KzAwU38m/MOz9vV8ouaEM8RMOOjIx0dna2tLRcs2ZNfn6T9o5ovRRlYdc7ox5xBAkR/+nEuh4e96KhKCNOwETTSmMTJuBGYVihvMDoHfODYX537h7R7s+CrQ28PwzcjJpSuneFBRuwAMO1M2aqd5sCT2yC+Rsws7XndJjyIXb8c+Bi3ZVM85m2PHA5HlbDVW1pQ9YaD9C4GdshCZmlkNdlLvj24vSVNGjSaiXKJDt30qmjay3ZuBMAQQL1UrmDtYYb7fWvmpAgVUq/jPoyT45FJ+1xKs6ybHR09OXLl/Py8mbMmNGlS1W08PLly3/99ZdAIHj66adDQjASOH8+pjSq1eqjR48WFBQ4ObWw9hHNgpQT9zG6eQkSJIWmO1Q0IVg+Yeq+5q6F0VhUKMGxeo2jkIaNfZJGJfy3t6JXAWXfVx250EszpPP8Goq4AK5dYOZXKDYIDNhUhtlqL7rmkbzv+30/1GXo7pTduYqCXuXM8Iy09RbK60Q5sI5G0ktWPLB2coLZ38KVbdjvWiHBjJd+CzET5vDHkHqNK0qhwMIGpKXVbJdgR8rEWyqCPvAmo8viAViCIBQaUxWmJMSUxkSXRDu7tsrq6wc1bIlEsmHDhpSUlPDwcF9fX71hHzt27OWXX166dGlFRcW8efO2bt3aq1cv7a9+/vnnzp07d+rUEpunNAN2nlgqXFFQzbYZNUr/3q+S8UFxDQRbt0BpXmc1P5SWVd3/ir5Q8cKd/El9ku3G+8HzfTHHS0d5vvXBV58qu7OUEDNqkg8KuKMBxzIY/pzpDOo6XPE1sORZLvVfurjjYjWrEdw9CXdfnS6TPU3d2EV0qNqJG2MnBYCjAEDgCePfhDEv4xOKFuiCaot/hdTrivQo1spZ6OYPm5dhPilhMA9lNNMs+jw2fkNMRRLLahLKEhZc4ApIaoBa6q2zkKsJpuIikeizzz77559/unXrplLppo4sy27atGnWrFlvvvnmxx9/3KNHjx07dmh/9ddff2VkZKxdu9YsbKbD0gHjq2oFF3Pm0Chxsd1jhomwTdPiHAg9p9upYXWRpUBdOS9V9oGi/SB9QqOxL5QS2yJg+l74Lym/SME5xG8fhKy7QPBpUPNRKZPAmfPNfZhS1kRQBCUg+ZhO4xliKVd8od44kI3AX6AiJ0swMDEI5fuq4AkxlKUPlZMU+A1QDX5aETwJC7A7Dqr6YqFSUyXkcbHAurdDzz6OfWb5zprqNRUT2oxMmIEAq4BONm1n+GmYvVEUZWtrq23vqm/sKpfLIyIiBg4cqP1xxIgRly9fBoCtW7euX79+6NCht2/frqiodMLWoD599rTnaiM9dIevwOwRsQ3nbVJil7yJa6FzpSOq3jT42yBpHO7GvzHHbthORY8xfF8viw586bug8qgKJtOQUwrTDoT67Q1aemV5TNw+YCs91NoXxUOrzk+CpsXSASa/B779vZnUo7IlGxX/m+WUMLc7bJsBe2aCQ41QVIWq4lbhrajiqFJlqUQl4WdFWV7+DafltACs3XDFgT48JZpv/4XQEzNVtPBI3h9D/ljTYw22LtG2JWPRqnk0b1WXVe7i++TqtSIaM/0zmrGoVCqZTKbvU29vb19UVKS1/PHjx8fGxqalpfn4+Bg2sk9KSvr9999VKhVBEBcuXBg0aJCCo46TqtVqiUTSFkZ+goRBz4PvcKIgGWgB6xqEcaCyhhUtqFQqhmH0k6Z6n5qAXouJjmPGl+aN4LGnZdTLOcFZRvtQoFEGl0odtsT9eUPDOy7w9dAYttJFaVGpVKaSyIim9fbZdITJXxCpYfyyrGVi6yd9ygmnMjVLqGRQVnlybG9NUPvu7fs16deEsgSapL0tvGmSds7PXp5eNkFuhbMeoZXKravGxp2l+WrvfmzAMOyUY1ATwif4Hwd9PMx62O8pv5/IO8GwTKBl4DN+z8xznVfWwL9CS4Omab0RNcG6juTQKxypVCqaptVq9eLFi2t7C5/Pd3JyUqlUJEmKRCLtEe5rtARBtAXD5v4C0KEv+GFWI8FoOGmRhn0ugqMx3wajAhsXtZ27BQFdCkm+6QImGl8k3BWqfrUq/qDYxaDKSs06diTcgiiCywZvShhMbu81k2EZDbbL02BuGWfNpF6SnOTtTN35bNizCoyo4UMmq5x7LpFw0AM+LoHXS5xALuGV3iPHvK707Ip9vTQqnJBXn92oWNU4r3EjPEbkK/KVGqWT0MmStlQxqta+xiZJUj+Pa4xh83g8giD0Pei1VpqTk6P9MTk52d/fn8erK5XKy8tr9erV2v8nJibSNM3jqOMtSqVSLBbXvU/rhAa4X8lRDdRqNZ/PF4sfqElNRxfo7AgpBdUXZCwAHQt0mjYEdUUg0zBKSqsBzjDA4xMDl4jca5dYaTJM/KFZYH9M/hErz7S3rYG1qgj41KZgnMwyi1LHwZ3A9F2j/UIsUe281huGBzxLi6pZJL9aH53WCp/Pb6Rh53JIJJJ79+6lpKS4ubkJhcLx48dv3rx53LhxUql0z549zz33XH0Gk5SUlDt37sTHxw8fPrzuPbWP0tb+QG1pCCh4tT/2VS+VaMs8OKsmy8DyGyA5t7kGKI9uEDgHEi6CUoYjas/p0HVis1xtcnlydEl0ZFGk6YQTFspIZrRLWgmFkrdU6je9D1/YMGBDX6f6yTa1ORps2OvWrTtx4kROTs7vv/9+6NChjRs3hoSEvPjii0lJSTNnzlQqlYMHD547V1dFUDdFRUXR0dFFRUVtZILdChndAXZOg29C4WoWSNVS4F8F629BeEKfkTKiwzSq68vYnlIpQ4VtLrVGyUC+BKVKncRV8+S60KghJRT71Fu5oONajP7X+pNcnvxp5KcXcy4WKYtUjMq0YXMPpUJK5xLXkGxYXtjyy8svT7h8H4XGNkqDDXvt2rVvvvkmTdMMh5UVZji7uLhs27YtNjaWz+cHBNRXTaY3R3x8vFmBuBkZ7w9j/aBAAn8lHXrn9jIVUxni1sAAtwFPBSzH/1s4QKVKwt5Y+C4U60MIAsZ1gDUDYYCuFtMAjRpFF9RKcPABSTEceg9Sw7kMHALs3GHCO9CpvkKi+fL8OefmhOeG43pB65uvJxTcKb7zb/q/T/g/Ae2PBhu2oXPbEIqigoODG3QolmUZhjF3C2h2aBJcrWBNj1k+tuwvsb+GFVy34dvM7zD/xS4vGnXb+zsalh4EmVK3LP/nLoRlw39zobuLwU7pt+H8T5ATxwXzfEEpU+fcuShWRfEVnhp6VLHM9tAHYO8FTtWkl2pja9LW8PzwRjp5WYgsjmzQO3JluTElMdY862C74PvLrbRgmrO669q1a//999/169fHjx/fjJdhphJqju+8Gd6z5IycBFJMG3vmSuSw7hrIFAZ3DQ8yi+DbMPh9ElDasTQ7Gvasxlg3KiKgklE8X/WCe+FZkUQNLAngb8f/IadiXPRJGF4vwz6bfRaTyRu7VvMQ69Po7kOFqmLd3XU/xf5UqCgkCbKXXa9P+nwyym0UtE6ac3Hr6+s7ceJEHx8fhnnIadLtDY0Sk9vqhmVx2aySG22mSdqStqxp1QAQXwgJWjUVQ0iIyIVCqe6gmJdWlKZLDiMpFc1/1qngpLgCW/hx5R7xfOXTzgWxRVH1LMMka2uved9bhgFboe10n+n6DXWf8Js737x3871cWa6aVSs1ytC80Pnn598uxOrO1khzjtiuHO7u7mbDbjJKsyF8D8SdA7UcvHtBn7ngYUrfKyUUwnZAynV0hnUejelZ9ZgYKxi5giFqBudYltGgndFYd516vUr/gCUuiCrOiSTVTIqFDCG7N+Pf//1jDYOfANeguk/6mPtjh1KrN9BioINNB28L7/NZ53ULbw6SIBltIQ2LDgJnsfPX/b/2tfQtU8B/CXAmFdvQDvKG6YHgWmM1mSPN2RC3Af+nT8KjIK8ib1PCpvX261tjymPzCy2Y19hNRmke7HkDki4BRvsJyImFuLMw+xvMxDYk4QLsXQOSAp0FXtmM7TIX/oyCu3XC8uNYWgPyXsYeLP4NIF0BvDGpDivMq+w4ii83OU7eJcvZ8N1ERjiKOjnXFRVf5LdoT9qeC5kXdJ4z1BomVgWtmtth7ldRX+1O2Z0ty9ZWkuut2k3stsx/2Uzfmb0cehXK4IVjsCtKd1HbbsMuP1w4+NtXO0tUSVSRosikErOKUfFbTK/s1jEVv379+gcffHDjxg19rouZRhNXGrc37OM9uUdiLUlsLkdSWFtSlgtnfsCZuR6lFC7+BuX5qMqE+mEkqhfnxMCVLfdtUiUuvinmfQRkRfVslruE1TcUwY0QBAmOHQzrT93VpkcOd4ZH8EXoOb+6pe56VVuB7a7hu17p9kp3h+4dbTqOcB/x+5DfX+7yspvIbV2/dUfGHLHgWRhNsitUFY95PNbLAesLf70Ju27r1M7wxYMLSfDBRePPasWzIkw53K14Vq00FtucI7abm9vQoUMvX75szjx5ELQNPX6L+S2lPAU8wVdV9lS53duljnifUnzUVyhMrxoV85PwpfVs6SEp7PYuK60rwiwr4p85w5dM1uWxaBHtB4vXujr1dxC4YGLsmR9QjVTfs5Jgx8gtfZVkKo8xtBoRQ06UWmF5CUmhs01aAha6ATS1BFJLwd0SAuyr0kDdRG7f9PsmW5ZdoarwEHsYrv+vFlytUFZUM0kCyuXlRzOPDncdrtTAzrvVxRg5h99/iZBTAW4GUlRd7bqG2IVE5EdU8yBoYIrXFFr7zGptNOfTyNPTc9SoUd7e3uY19oPwa9yvb994O6UiRZs+ncpT/c8ub6NVEVeYxZUuqg08ZAzDyRLUOIq2i2XtqOKuvFnwVLZqObCVK1Rcyjr6WPJWd3mZIiiI/A/Ob8SWQ3qLZBl7sduP3T/zsvLWS/+LWOLdEoeRcgsgtALGWAeNq9wK7LDZYxM8th26b4J5/6CvzhA3kVuAdYCRV69QUWhSFLFYie2/1AxklZsIfUuUUFzdaWhBW3zR+wsnkRNeJ8O9VDDZb/LCjvXQh2yRNP/TyGzVD0KJsmRr4la8EfVDDZfj/Zdl6TyJrZ2KQWkHe5+qNzj6Ymw5/QZOxfVoNChpJKorIexcrtVRdqDR2AjyQU+JN/R06I0Pi6jDOE4QPK7njr57tnJCl2VHO03cl7L3TsRmz6KiiQq70fLKZBeNBtWUxHYSJbx0Ev6+rcvsVjHwdxSklsHJBWBdZyx5oNNAmqLV2EnPYCsLvR1649qfgq7OcD6luiefBWcL8KyRjTbOY9zhxw5vitsUWhBqw7eZ4jXlCf8nnIWtVVClOQ1bKpWWlZVJJJLW6HVsIWRLszOlmTUHpQxKdY+Q2hGWMHhpNf1TkQ12n8uJBpVC15tKrUC32YAn6q7WusIEm1BEAqqA6MvN+4h75al3xVKWkgcpBV5qPmfbBNZLFmcGe/cM7hnM8PuT+98GeQVQXBm0WolPGWwrT17KgH9jOKvWfxAawjIxy21596qTxZfGX867LFVLg2yChroOlWvkRzKPaNgaExACtHLCNAnP9oIrafik0M1NuTOv6osCrLkSrPSmDT50X8e+fR37KjQKkiB5+gVF66Q5DTssLGz37t03btyYMWNGM15GqwZjzpSJmLOFBizt/KDvM9gHx4huk/E2v7oZk7cJEgKHwZCnwe0+YSdrO3sTls+A2Bb7/v2ZuOk7UfhdUQlLQJBK8Fy57fPlDmhFPCuw1aWIkMGP4/I7dCu26SAp6DIYBi9HTSiAqHxQKrDAqgrUNoRLGVWG/UvcL19GfJlcloxibHzhFO8pFrTFn/F/mlxNhhaELvbHquHpneHj0fDZJSjh4vpiHizuCiIaxu+EfCm4WML8LvBEt2rvbdUJZy3CsAcNGtS7d+/y8nJzrnij8bL0Gu0+OrYottr9rYJRnRZ4D/ypZh88Hd0mQpexXJ93Hlg7G3erNMWUTuQHl6BUZuCWYUAoZCf5E4cy9z4b+rySUGpHzrsCxYv8XB5LDpMKVAEDO4otqx48QaOxQYK0FJ8RIlv9ahy77dWctBFgXWnqp+6dejH0RWxFxN2wco387+S/tf1DTMACHws2EQEFrw+E2UFwNhUFF4Z6wa+3YPVxXARovYDHEiGpBP43BHit0vldK835afh8vpWVlb6C1EzjeLPrmwPdBuIyW829GCzeeKvvJ0RtVq2F5mPCto0rWrW8HBvrJV8DWXltu3e0g/8NBj6NMgXaExEEvNyf6O2m+u7uT0qVzqoRFt12/7PLG++eNV59ZMKpibtTdlcdiKRRCElsZyh+MNADHK2rJ5NxPcimBuqO90fCHygXo18KaE26lvpNAU8w3KVaIXAHW1jeA57rDeVK+PkmaiLpWoLTuP8PYXC7Zs+TVk7zO8/Msa4HxNPC87+x/21P2n4y6yQAjHEfs6jjIntB9QyM2mBZbOJx8TdMWdPKjA55ClPW0m9CcRbOov0H6zvpvTYQgp3hjwgipwwcLHAYXBACUpX8al6o8QDBQj6lySc0IMvJqsi5kntZzajr8DD3cIV3hsD/ToOkciAVkvB8PxjBef2kammaJK3+dV22QtttydsOZx4e4z5mkuckDHRXsieGk0IzvOtJKKmAS+nQ1w3aEs1v2PURM2xjKDSKA+kHLuVeEvPEkz0nD3YZ/IAHtOfbvxj04otBLzb4nXePw+EP8WbXaqQWZcCRT8HSEZu/o6IQoCj/+LewiQ/H+I74qlAadv+hrPnW2E+vJto2ADSo1KofYn543PNxB4FDbRfSy/0E6bgNSqeBpguQaWD1d88O4wliFq6oKaE939RziisDNdZoJ4hcWe6+lH3AwqbYTUsCl/zQ/wd9Sba8ljWfrM2tBZtzKh4dHf3nn3/GxMS0q8yzdEn6hJMT5p2bt/7u+i8ivhh5bOQr11+pUNeq4voQUSvg+k5QSHW9tVHGjMI8k5JMrgOREENiufFw8F1OCL0Kw55eYp54lt88bnZbOyTElsbGl8bX9vt7uRGrLj5VTv8FjrPBuSc4TZQL/3gp7JnkcnSVUQS1wG9BVUMSLSy4WbphWFsvNsoCTdC6RkUkN9MmYUvcli1JW/RvGu5T45Zngc/HFtxtjOY0bG0xdruairPAvnfrvTOZZ1iC1d55Kkb1fdT3+1L3PZoLUDLK0/dOr7u7bmfq38V50VCaa9yoAM3bYAuPj7P0mNMmjqWSQ8IF4sael4UDezn1wC2aypY9tagvmr4mhj136+eoCm33PAYIOXcUKJQV70zeqd1lhs+M54OexyQwjc6PEGwXvH/U/l3Dd03ymeQqdPUSew1yGUQbaTMS+A3vStmFuisckwJgmC+gRLq2rxCXiDKpEwzzgjZGc06DQziuXbvWfupAMioy9qburRYPJrB6YUviloV+C43vywdHreDayupyURLLEp+6/NTl3MtqVk2QhJ/Q/WvCetp97gEC5+TFmcab027A0c+wzgRYf0rwn6v3z77dLrPZJMvmyfOMlckYCLbv0dm2qiFUNRTF2UlHmJqePgbisS8PIqAE6/uvn+49fXfq7nJV+UCngfP95ms7/na177rqyqqj2UfzlflyjXEVKhAY6lezah6X+2LBg61T4P3zcCoFihTgYQGP+8MHw8GizTlwm399265iXVmyLJM3X0pFiopV0U345yjLhRu7IY0TJPLsBv0WlVvbvhz2MpY6crnTLMsmSbNWWOR0Ke8QqOLX6ppiQUPRiQJVccGNjpY+uu7Z5QWw/x0oSMJcdOySqXBLi/5QNE45Yx0ptEkpT3n81OPJxcm6+TCAmKReFfS3VTFGkqElcjiRAkV5VJqiH4izgah+J5Bg2NmXIIjR7qNHu4823EXFqFZeXXk04yhQoNbKFRvBYB64gKwKTfvYwJ9TILYQ4gohqQh8baFUDnbVm5a1AZrfsNsVnmJPS55liaKk2lYGAqwDmjLVqTgTdq3Cug4tyVch4Uro4LEns08bTRbyeJo/LEs+z7fTCaAwnAQ3Sem6TAPcEMo+sC04lfYek/aeg8DhycAn3+j2tmXUYSjEbgf64+B8PvEMP3M2BA4PsAk4NPrQl3e+Csu7qipOC1RQL5Q7jM84DjevYTPdntO1DXoOxMFrpyCpGFiwoWEXoTnD2q0AXqpeR9GRb73Qz3SfLT3ncs4dyzpW64KSAREteqbTMzXVGqLz4f0LkFiEwW0rPiztDh+NwP+0GcyG/UjxtPCc5TNrU8wmndxvpet4ScclTVdFxMLlPyDzNjcDrzxHbnz6+Uiljdw42VsDMX6doNcyiD+NuwUMQ5f4uZ9wXc0y6QKY75iVyFdqV6TZ0uyPwz9WUPSXOXLjukeCxILQgmQIxAByF9sum4f8mXbqY9XdP301ApolgVBCyT30wFs5QeDw2EJ45gjkleuGdDXQIH+MKP2WtV8EhAQ04KKBr7uv9be+jzBmWH4Yy7AmDJvFEd5R5Ph+z/fHuY8z+uWldFh2CMq0yTYElCrg+yuYlPZpg/sstVya37Dbfrgr+y7e0zwxeIQQIpsPen5QoizZn7Zfo0bPgq3QdlUwygY02enK8nAGjqOi3ojR422vUFEEqdGWcBEADA/UHUCj9HHrBX2fRDETdEBzs4aA4RBzAorv/VpxPLEiQTeEag9GwuaEPxaphnWjqgkqcAklFKad6JGX+URdACUf5wLavHGKj8Z/fRcEDvn9NpVXZhxPFskfn5s3zJJ/ytM2ZE7X53x7PX3fz+ossjexiNDAeO/xC/0WjnAd4WFhrHmmYTFHpUxi0EqA87HtuAvLumO5aNugOY3q4sWLe/fuPX/+/JgxY6BNIiuFE19jiXJZNsoeeHSFkS+4+w/5c8ifT/g/EVEYIaJFA50HDnIe1JQn1Sg5ZYXq9zurGUB7BtNMpCILhynpRJC+AKpAYJW348WRPtDN2WAhYO0M/RexADdOX4ASY/PLL01P6NSxW3ISyAur/OdY0eEH3j2r9izJgvIcnew4SyhJRg4aHk2JcuOBZaILqZrlllK1cGyPL+b75WLw3KGanzoiFwVS82XQxw2mBUJMAUodCWno7DLBQeiAxZtVnxREPOHrXV8f4Wpa4bhCAYnFNbLWSMgsw1Jws2E3AZ06dVq8eHFiYmLb9IprVGjV17bhWpQnwrlr2nXY9wYs22Lp7D/Za/Jkr8kP5bxWzmDnhfFn7fCrhVG52QZ+PeDVp2+vSsvtByXbgdFlcF9MginFcGQedKkmNIx3vtDU7UECKfDtB3RnOPEFFm+RFPb3tnKBMaur1YcKrDEYrlHLCXa7ZfHP1sVxPKWTipgP7CvKPA/LGuKhLBZaWXTuCh2ribQxLHxxBT69hAYJLPxGwxunQaIGbT9CC4GPpeV+gA0guAhUNrAgpok3ur06wnVYbV8Pn64Wh9ef3YJvanurpTkN25nD1dW11Yey1UqIPgkpV3Gp2XEwygNSNJpW7Gm8ubXNnAkC8z3Kc1HH8/E3HuLF0ALoMwcdZmqlLkbNqNHIe0wZ23HGdouARfsdUtXiKi8aBWmF8F0Y/DLBeBgb7zn+QNqBaps0EGAf0M2uG3h4grMfRB9H97ujH5aUGKkm2rpBh4Fw5+gXTmUf2Oaj6AMLFXz4lE1IDH1xdsffN0fYqdQGiRRqCPGE/ob65BwX0uH9i6BUVdWMlmijCtwbJUqQFA0FGErwb/l6rLMTWBYUT7oWPe7FHPKJrtDXVFdcEQ0TOsKZpMrEuMqz93WD7q21+NoEzb++bfVCCxWF8O/bEH8e7Qf9yHugyxiY+gmU5qALil+9ppJlsVjyYRM0BqZ9gkJFJffwR2tXGPYs9MLaWDF0q5DVmIgScP0eNgNxqh5MXtRx0ZHMIwdTD+oyNxkQ88XvdHvHW8xlj3fohy/MPDXllSZIGL0qoSL5S/II13it6lx/J+2f7Dn9w2GLP7zAqZRzKWVeDvDVKKyjNGJLBCjl1VvrGfn/OFhlz7LcrbkqQqaG9CzcvjUSvhgFz6LggjEremHHsn+iK39moIMTfDwC/WdthuY37FbPlT8h5hSOk9rwD8vCnSPg1QOFdbUzcKOMK36dRVdNhbysmuNaVqa1QKUGBYPqiQVt8fvg37e6bt2dsrtIUdTbofeygGXjPKo7meso+XTseNbDScpVl1SDhfM5534ZtKifB/FvHAoedHOGaZ0gmIuRG5Etqd+1ElAordQj5OE/ZXJ4+xw85gd+Bh49LZZ8+GMSZqEdjMd6r8GeMC8YgqqvRFo7ZsN+MBQVEHkIJ7p668U4MA/H7aV/gkcIOqgrE7/QtCgehDz+kK6ljNMSQC2hiP1w5BMMSmun4mU5cOob4Ath4JJAe2ydG5pm3Dq3tys4mnrgOAodXwl+5YWgFxiWEVACk1KetXJpM3v3KJgyVxWjIQkY5Yuvmo8+Q3xt6t2vq4Y/rFgC+2Kxu1hNbIToA1/SDdfwhiIqbYa2+JkeJQopur6NRi2CwLW0yBZGvoCuLLUC06pVXOy310zo3PRdY5KKYfVJVAUZvxNePskmXr0AjKwqCZyk8ZkSeRikxXYiWN0fBHzMkcbotAb/42kHL/Wry3z4JF9ICetv1RpWk1mckHzrzz4KoTVj4h4bhs4t3dHq1sVa2g2EAm3yOIc2wbve5NU54JNENatOLoG3z8LEnTBrH2yOBFVrduk2/4jdugXPRFZg4wYFKbqyRy0sg/5hksJ8j2WbIXwvZm7wxRD8OHR5rJqzuimIzodpeyAhX/fjlXTiMPnSv3RyMBtb9fclafRyleaA2G5OENAE/BQO8UXAI6C3G7wxCEX/moqwgrCPbn10NucMYyXtLBT6qHnRfKVGv8hmYJzXuPpHBAZ4wvrH4eMLkFbEfQ4+juGppTjS3h+yAWVblzJgyQFILtQ51fZFw4lk+Hk82LROoaTmNGylUimXyxWK+3WZasnwRDgIH/0UBbu03m9GjZKdvWdpW0mDSyfsGlubh+mBYQE+vwoJedXcS4ms72fkU39pXif0nl+WxSdLpSdvRmeY6I/hXB4FgTUitxq2ssNew4kquTP77Oz00nRt7dotoZxmiEEyURGtSaFVlmp2Nq/TmwM36nLO68dTPXAZfD4NJCpcMAc5wI/h8OM1YOso9mXR0d3dAxfS9UGpgbfOclatNwgWdkbAKB94yiA234poTsO+fPny7t27r169OnXqVGi99F+I5crhe0FSiFZk5Qh95kHv2dX2eRhWTVLAalIT066mugPmgRmeDkKhRwrh48emVP6JWZyZG0wWBLQJZ9XdfNQYuZEN9kKUJZoYgEkgNZGr8aFAk9C5um4CIynceOc7tGoD81ATbAGlPp3jywAjVqrsxrwEVr4N/axBjugaOJyAEmUH4oCmQCQAqarW5beAhiEd4KvR91Ev1hOZB6FZ1VVYuUDA7mhMI2+Ni/DmNOz+/ft36dKluLi4dRd48UQw7nXoMg41fYEA92DwNJDMfUiQNIayrvyoiM9Sqr4C0rj3vBJoBap+Vk5YUdisBGQlYGsqtstxPh2eOADphbr407YoeLoXbBiHo7oB7N4YHDATiwiahF6u8MZA6OcBkJ8MV7ZosqMu8k7VvKcSeMostqKP0gICR0Of6o+8+qHUwIvHYdMtLqTImRxFoSAihkpNpZRO6ASbJ9fXqrnab1Nze6KW7a2B5jRsMYeFhUWrT1AhSMymNEyofNgnZJS8ox9D4mlPysafn5kO1Q2bBX9I92Izq8YghkFnXmUnHQy3F96IKY6hSKqPY59A68BSObx5hrPqykGdZeHXcBjihXq9WkqU+e9ejv/xSl9Gzdd6XVML4GoOHB0a1/3CKshOLOOxZZ5SE+rjAFTAcPAdj7H0uiUWa2HbHbwYrdCSFo0GgpzAWYwZLNqWJ4Yf38uqAVatnRHYCKDYSN9Jg0+u1jhctwiveKu36uaAdy+STr0KPLElKV3J7OKxOoUQRANiCl7S7LFky3R/X2yjo4aOQzBTBfW9ZC+Gvjj++Pgnzj6x8MzC8cfH/5bww80cuJld/TnPZaTsj9MN+gyoXr326fprKobh424k9+JBdil8dzQF8pJKhLyXnIoyeDVcyRoItu8WOHsTDFzcOKtWM7A/tlLhzIA8KcwIAmtT1Sj96tvuXoeXNff80kYKdGcFWwt4oqsu273V0fyGbaYR8PJiKltt8WYyxzZp1vZh74hYuTXB9HRRrOh73b1DXBFfBBpG19q+62QY/qz2vR9FfrTh7oYCeQEOzjQklyW/HLZ6U9w+jO7UGPqK5XgMALiWf3lLbBgw3WreMrdV3sWUx3aLwu1WpcahKBbbZb7f4wOL6j23GoRSA0Vy0/NkJ3GNkZnF5XeHuroVmYAA+HA4vDgIpwBa4aSurvDLJBhmkPzeumj+cJeZRsAKrAxrKZ9g901QX4yGwIsWyoOOOftLY7cKVB1dVSv4PZa7TMI1gt8ArUs8vSJdp6+mt08KpCrmav42V4uZ2RXVH/Ukuqy0c9GzOWc0DFfOXWOCRQBICc1uyzLjX6F3nfqm3zfTfKZV38w2KNFFSIOfLVypcXAfG7iciYlr1Q5GgkQGVzNhkLHb4T7YCOCHcRg2TyrBfPKeruBh0Bmp1WE27FaJwnsAJbKjZEVc4SQBwHdki+wFJzbb3Uss00ViCym4AaHqDoueCahKiUmXpN+T3jMedQmwkB0PVOzKhXlVQy4L9jzJ09j5B+fPFNZ6xQF9FxRDjayyL53kJr93jzSxpCJIort9lSsxW5qt1V0W0ILH3B+b6DnRklcjO7wGJAHP9MRFgURe6TTgNEkFNOy+C0qtO80QFpWPGkcvN3y1AfAvnJeXFxMTo9+Uk5Nj+KOZFojG2lU5ZAUILHVyhVjyTK63kibyqnXJYFTyb6K+rFBVaRvb8G3QlmqMfkm0LN7uVVq8gwY5jQKqTACb+qvi7V65/2h3Gec+gceXgsVXQEr0cr+gBh97dvVoZ1Lk0N1Ujpcd387LQldZnVSeNP3M9OcuP7c9cfsfsX/MOzfvyctPlqtq7T1iyFBv9M972nKSDVhxDZM7YZp3gdFwXflxfLChWLsGDfuHH344ceKEflNJScnrr79eWlrarBdmpk4YDdtnPizcCF0nAI2daxUEe1bImZwhBCSXJ8eVxuk3BNsGowKB0VKYBRkBKcJ7SodFYodBL1Ov7le9dF0zd6bqX0i4rN2lh0OPVUGvgdURsJ8JosPASwR+zLBO9/ZNV3fu1x+mfbXC8XGxVtO38pjAwFMBTzmLMKlNzajW3nznWvY1HHK1Lyzz+nt9zPp6fuKl3eHmU7B9OmycANeWwaKu2FLbhFUz4GqLPbpkBv7EdgjJsmx6erq/v79+k5eXl0qlys+vzFE00wJBR7cGfPvCuDfA0hkYDU7HWROuUOwIa5CXQhLk+z3e7+7UXZcorkWvvgZsmehWttVPk+G4DZQBLYKMSDj9nbYB0IfCET8VuPYkTlraTQ+ymvoJLN7f4XBvV+7gnUeMnrXth37fu4vdSW60ENGi54Off73r69ozJFckXswNrVJ6q+RwxuFSZX2HECcxzA/GosuuzlAg42YqNQybInFN/tYZTJt/9xzk17M4rM1Bo+abo+P169cnTpyo3RQTEyOXy+3salS7mWmBWDqDSwAUJAtYerLM8q5AUW3QZqC7U/fONp0N39HJptPJcSe3JW07knnkct5l7M5T3TyuCDRJNNtRRXFusWI4uwFlJMa9IT71/XNFVsvLrFWEhgaFUK2A81vAezC4oWA4JbR+MmTVFP+553MulKsqBjgNCLLVtea9lQMbbjplZfwMZAaIDoLwqC6sRECpqrRcVW7Dt1Ewigs5F24W3KQIqp9TvyEuQ2pKixrS0wW9eliCWv3iNYCZ5KncGvt8CpxOhT0zwb01u8Ea7zybM2fO8uXLi4qK+vbtm5mZuWvXrgULFjg41NpmqWlp3UUgzQ7Ng6HPQMZtqCh8usz2qLAigsfZNheFthfZr+2+Vt9TVo+T0Gl18OqZvjNHHBuRUppiZBsMAcWkJp9Si1jCkqBwEMxLgCMfcW13SQELApbGO4cgoCQbEi9pDVvbAcuadpnlWy237J84WHkYcssdgRqPP0uXgfWnYPUhXh8L7mJ3J6FTsaJ4zY012xO3y7ngnJXA6unOT3/c82MRjf3rTdLPA8b7w6G73C2s7f7DGOSE0ty/LFxJhU234V1d67F2BH4BAwYM+OWXXzZu3Lh161aBQLBy5cpnnnnmEZw7PDz8xIkT4eHh48YZC8S2eaILIKEI+BTK8TRiPGF5IuBzAdycWKwJH7AYYk77Fab9W2LxdYB9qFipkJd3sg58ocsLtWn6oTSV0LmTdaeUkpTqh4ZygpnhlFlIa5zV1PIK2xfKHOwIPmqVVx9CwwXSQzalGRk/B90t6iKe/2+0z7EkHDDH+MKqvlg0hv1CyqQvHBfmlpMG4RcelL0J/EsgOEVR5NOBTwsowUcRH/0e87uury1Aubp8XcQ6X0vfOtoMUgT89Dgqgf8Xj5KjlBA6OmIDAI3hhIVAU/8nFsvXBO2oPRyi+76HDh06ZMiQkpKSRzkDd3Bw6Nq168mTJ1u9OlJDkKvh08uo+JNegrddNyd4czAuHev9/nKIPGSRFEryRMAoIO0mlqBYOYLYAQjwVfM2FLjm95ms6DzCU1xrWrgWISV8oeur5/KvyJVl+HOlSRSRmiIK19+pPOZd+/xEWvlHoQfaBaPRVbAB8atl0f/s8vJpDSiL4KIMSmaDQjdgbr0JJ1Pg4Gzwdkh95sy57NKFxmmZrAAkc20tI9b2fHWmz8wyVdmWxC265bd27sD9+0fCHys6rag53dDjaQ1bpkDYPUjKl9sJGIFIPHE3YDsQotpuEpWxCHp7MWyZTLZp06Zt27YJhcIzZ86EhoaGh4evWrXqYZ/bl+PAgQPtyrC/vAofna1sB8lC5D1Y8R84imFsh3q8uSAFdU4zb/PZyjQxbJRJopZ4aa7O6tJvOOXGg6UXBN7HsEEln1gu3EaN+k52PFqoIcV2Ig2TqeCEB/WwsM2qdFmFzQjCE8TWkJcIFD+SL3vZIUdGajtbkiD9H6g7Vo3JPMgugQ8uMi5e755IEwK51Pi8uHRf7iWdEyK0JgkokBfkyvO4tYMtKIeA2gPIAhBcSiiPVjLKOgwbb18SE1EGOKlYhpHR4G4JaUbSwhpMd+dT7TLctX///r17965cuVIkEslkMg8PjwMHDhQVcYXtD5/WXdrVQApl8MvNyniP9hbnQbkMfr9djyoilkE/Vno4Vl/SQp3KmrYdD0lhVaa2FS7Nx0Ku0C3c4FU78grsj7t9xcw7MUfzvI/meh2V9p3pNKrm4MYAnBSUQb+FMPMrlCJlYae4REbo+tUCIwLFeGPvNA3HUhTbE06BMLqW7ptkVLb1/H+xWNJZZOcgsAJlCBQegMKDULIRivZCwUFPcjm/fhnPUhUhURGWPFjVh5t3aCrD7CpwsoIne7TWfO8HDXedOHHi5Zdfnjt3rpWVFcMwLi4uAoHgkRl2uyKxCEsXjM2Aghv3MCP6PpTcg/hzOv2GuqFoKEyPSzv9d/o/u1J23Sm+Y2Kfy7/Dzb2cDBtlydL9ZMI+aRk26XdMVA9ogAwcAcOeRgm3J7fD3O/TvToa+N5JYE1cklrDyFVqEFwFwfGaWajaT11UBt9eAwvK9okOa6BoPcg5vSTthFzZryT3h3xJw4pGXuoHX4/DOnM+DVYCGNQBNk/FEbsdgvMnoVBYVFTEMAxJkmKxOCUlRSaT2di0++Sdh4CNEL0+NUdSW2E9RhVpMTYhqE+WNUF9ScdtDFuaIskBFjytPJcELHm/x/tVbXorClEvmaAq/WEa7HTJKAaWMDwnnr6btBaSgMeySyA/Cdw6A18EwWO6MDcg7Lpu0kFKgX8R5NVFyRno58WmCJl8BQN2y6DkZ5BPqq4hrH0vxBZAqYLoY7Ual+jVW47kVvB23YVXB0D9oUh4tT/MCULHpIDCcHeDijfbEiRBEHPmzPnxxx/Xr1+fm5u7e/fu5cuXDx8+3MmpAeI1ZuqJvx0M9zHIDKnM0JrTpR7rQHtvsHAwUYRhBEv8aVX6hlV6iixH62fOlGR+cvuT72O+r9pHWoQajKTWqpUyEN0ketwkuvbnhTztNLKavCAByyS2g9My4NQ6dJ5xLO6wwM3KrfJTaMDyK4CCqgmwBgsqHvcT+8A6KH0NVCHgsBDs5wLBueiqQ3PRtIxSvolhXwNRjUqS8rJG8dPBXu3XqnUj9ogRI9auXbthw4aUlJSvv/56+vTpr7zySnNfWGuCYZmTWSdPZZ8iCfIx98dGuY3SB+crVBWHMw9fL7juIHCY4TOjk02nD4dDchEk5ld5gMcFwvK6NVeKM7F/SG6ccVMuRo0LaVxgVzWYKyc1WyxLjAqeQAM7knY80fEJndiYhQM20CtKB1J9iBi7jloaDf5AMSHyvKX2Qu+c6b+rou/xGA81/WSF7YoyO5IiIC0MitKw6QeAt6X3bwN/ezns5cSyRDy88HyXgC8sZZ9F5OLt1NUJzXXjDTJP8gQ3r1aBaA9l+yoruMZIxlaTYWBwnmzFB1uT4WoCnWH1gSaBxCRyM1XgX4IkyenTp0+ZMkWtVms0GqFQSOqe5WbuT6Gi8PnQ5/em7NVwA9q6O+sW+i/8rt93tnzb6JLopReX3ii4oRWT+CLqi3d7vPtK8OrjC4lfwjEfi0ejov2T3evsGpUSBv++BYVpGLSh+brJM6NCURR7H3AJhIp8jGZrvV4s5NLqTKrGZJ+ALGlWliSr0rDtIXgcZIQdJx6bT30jIXSGdUbpGHYO9sGEKFm5lOQLWVKEni+VBgQyRmSpjYpxTPSaONB54JHMI+mS9GDbLqPdh/EJKrMMJwHHE2HVCa7oSncT8aBiQUc722dG8TZehcSCynwSNXTzhFf64R4jfcDfmXvY6WfjDFiJ6hsFzJGQp1LIPBW4WuCEqKM5Z1L7RV66dKmkpGTSpEmpqamvvPKKVCp99913hw5tf9k6jeL76O93J+7WKYoAqFn1lrgtIbYhKzuvfP3G69dzr+N3zI2fpcrSd26+08ex9zCX4V+MRgED6r7PT7UCTn6FVq3vMs+1+5MFPkYFjeJ7dwXnADj5LWRF6RpfEmDJkhamksYteBZWfINUmP4LFAXpP0SN0Vu19u0VKljHThrGHrHDlTYjJSy3EpP/IcfKCLHfZf9nBuAUV4u9wH5Rx0WGp/Czw2fA/nhQKo0XzOn5Qw7Hxwe75HdxcIovxsn+1ADUVPPhFBE62MJnozDsVyTVKaVYilD5oD6iyNey4IVjohtZujcGOMLXY2FKILRz8OvfsWNHv3745Pzss88EAsHQoUO/+OKLvn37CoXVtS/N1KBCVfFn4p/6MkmEc+puTdra1a7r2eyzRsKXcoX8j/g/h7lgd/j7WzUAZEZCdix2ljaCpDTdpuK6vKIQEi/i6K07Guuq5j0us4jkV9ccYWG062g/K5xI6+BbpA37KDqTwUa5hldCQDSvSwr4BaluS0m7ZdRHf5NcKijApRj4JwV+n4QegdoolAGqNdToDSZXWp+N7UnywFkEn47CodhI/3RWZwhxhK1REF+ImSeLu+py1+qmTAFPHoa72QTeyNxXnZAPK4/hoG2yYVD7gWQYRiqVenp6KpXK2NjYt9566+WXX2ZZ9t49rp+bmTopU5blyfNMznvTJelSubSmDztTmtkAmTdJYaUEkuHxCUqSDypOek9abOAG0/6WfbXUoYdSWHVqFvxs/d7u/raRbglFAUWRxs44DVBWdtTQJ8HefS/5uN6quTdAhQw+vsyZbi3YCsHOSIRMd1XoKGNYKqccVRPjTcVSOzvCpyNh7yz47rF6WTUAHE9GyeRqswMeZBXDYVz7t2tIkiRdXV2PHj36119/KRSKLl26lJaWqlQqPr8NNQt+aFjzrd2EJu5Bb7G3l4WXSCiqWSDtKfZsQN2LcwDX+qv6UTRqtYOfzmFm6YAL5kp/tfYcsTxFKq00fFOONCeyKNLo2B1ssGWXcf4IA72coeOISbDiwD8+r1dz4HO2HZUD4TX77FUipGF+CGfGtT27KMgrRfXyJgGVUkzlvyS0+yQMfNIvW7YsOjr622+/femllwQCwbVr12xsbFxcarQqNlMDS57lEv8lukiPFi7es7DjwqEuQ4e4DKkWs2aApunFHRc34AROfhA0FgUJdabLgloO1i7Kzo+x2qZCYjtsmotxJp0JqlnNOuvCEsrgfidAqpR+G/1thbraUEsS8PpAcLfj1Dk13EuNKgVvDOJmtSJHmcDW2GwI3EdeZy7NE11hRR8uPdxQd6HaidHwmiR/28fa1EOEBe92n4SBht2pU6eDBw9eu3Zt0SL0hYwePXrbtm08XhtqFvwweTn45Sc7PykgBWjDahCRomeDn13RaYUFbfFtv2/7u/XH+5v7lbPQ+cs+X452H92QwxPw2GvQdz4K9yokGN9yC4YpH4J3Ly70xTFsBQx9FgTWODlXKjKERLS4Mt/T4DBxpXHJ5clGR+/tBofnwuKe0M0FurrAoh5weB70q8wx7+lcY7XMgJMt+NepASqiUeTk5EI2yOso8Hea2IPB/ltNUq07JRA62lcftDXgaA1T6tfZpw2jW53wOLT/FwiaJq6v0WhkMhlFUSJRrVW1bQA7vt2PA3+c3WH29YLrBBD9nPqNcB3BI/HLDLYNPjD6wMmsk3dK7tgJ7Ma6j+3l0KvBJ7B0hKkfYc+g4kwQiME9BKxdiNJSHi2ILY39M+HPxPJkFyv7BWPmD1HZAkFS9va8mDegOMYoOZRH8aoyzwzo4Qpbp8K9cnwUGOlyPtUDlfqziqrKm0EDs4Mg2JSz+lbhrVPZpxiWGek6Er8EH+LH8epFZ16/l+wPTN+qi9GAjUWTGZ6tELXQnj3CphXr+pTZiLCzT7em6zHYSnmIKqXh4eHff/+9VCrdtWtXUz0sWiYCSjDOY5xxR3gOF5HLIv9qMaHGQFJGnUZ4BL0rbdea22tyJbl4Q5Pwh8Dqk14fvxS0ygvAO+Pn6MLqhs2Cj4WPv5VPXCEcikeHk4slTA7E0ijtwGmyJtzfHnZOg/cvYkhJokKFwOmd4aPhwKv+yKhQVbx7692fYn9SaLC/Ip+CpQFLvuzzzUiXyf8+Zv/9rfDTdzvkFDvgGM2CoxV8MgoGNV3+9uMd4dRc2e67RLJE5GODHvvOj0gipG0ZttaLLpfLraysDM1VrVbfunWLz+d369ZN6xzy9/d//vnnf/jhB6VS2bYNu+lRVEDkf5jOrVGDVzfoOdOo51aOIvfN22/mSnP14TSFovz98HeGOQ3yt+qYI8uuKTBcoMjefCf7m0v+8do8TRY23oB3hsGaOpOxh3rDoTnoLdMadpCjiX22JG757s53LMFyK3BPpWTUr9f5TsS5jwfM6OsweNuYQbe7lV7OgLgCcLOEsX7Qp6n1fT0smDX9Gb64LU8MH65hy2Syt99++8SJEzk5ORs3bpw9WyeCk52dvXLlytLSUqVSGRQU9PXXX9vY2Njb23t7e9N0U00K2k3pnawU9q2B2HM6f1j8OexZP+dbcNNJiAHAybyTxvLgJFTIK45lHn0y8EmJuoaEHwGFEtHac+K84qq/eakC+7wPdIch3sa7Z1dgy3hnCzRFMQ/NuzYUjOKX+F9wTU/QIHkWyt4DxhFY+PS04l4B8fVosBcRPZxtezzMubGGxcQYcxTHkIaljpIkOXHixK+//rpDhw5SqVS//YcffpDL5fv379+3b9/t27d37tzZxLXWWGnMiQq0B8J2QuxpLL3kCfFF8yEvHs7/xJV26chT5Jn8Y+5M2Xkp75Kn2LOm86yg3L+owt0oIUythO13qzbINZICmeLNMzB+B4zfhUKfH1zAJJA6UGgUCWUJeB/JxkHJV6DhxnQCWFbwZzhqxZhpBYYtEAjGjBnz2GOPWVlZ6bMslErlsWPHnnjiCW2QbNasWYcPH9b+Vjtc1+1gv/+QXpYDN/4Wn11HXfwZM7HaNkoJJFzgypINZigUD9JvYeFkJcHWwSZmMCTElMQsPD83oTxCLDSY4rAg5JHDnWeaeMyycI8LgYUX3nj2yrNd9w/o/Mf5Ly5BRA5kl0FENrx/Bp47Vl1IrDoCSuBl4YF+ackzwBpkxXB6Y39Gci14HjJmPcyaNGYMlMvlhrlTSqWysLDQ2Vk32fL19d26dSvDMLGxsR9//HFkZOSLL774xhtvGEqXJyQk/PTTT0qlkiCIM2fODB48WC6XKxTGQwNL0vycO6JTXxCZkUJ0vTBwdYtyyApZj9laEWxoYxAkUVFgoZBRRsq7BMkqZZLCXLWFF8GoCSD6Wvbtbds7vDDcWKmbALW8X2bJRGvaQ8Q7rRL8SxJKB57z6sBn/XhTLsUwKpY02j/AUnMh48y8q0uyy7NB8RgUD6uWBkvBzjuwKFA63FPJApZq3y27myRJ8hJ5dbPpJqbEDMvMdJv5eeGXoA6q+awplUNERsUgd00dj4YHR6VSsSxrbnFB07RCodA+5ppgcstw6AdePp+vVqtVKlVAQMD69et5PJ5KpTKSbRCLxZ07d1ar1QRBhIaGEgRB07RGUz3vgSBAJeef/IK4F8FlX3HIS3lnv9c4dGT8BnJN0NsWBAkCAUHzTD2zWJqiCB4PNRGAsOZb/9Tnp3dj3z1z7wzqIugU/8VQ9j5IXgKGX4Y2u9zHIeHNwfGTvLu7ilwKZMzIDnAinvuba/dnwNUG5oVI1979MrssG7erhwMYFwiwDJzPFIzzI++WJLx96+3jOcdVrIom6H72/b7u9XUfxz7PB72YpsjeWZwJ6gAj2xbQ4GZN0zyCeJiqdkZ3YLuFpmmSRE2kpjFsHo8nEonKy3VNmAoLCx0cHGgOR0dTXlQADw+PFStWaP8fGRmp3dnEHyY5EvLjgTLwqJM0oZKI0i5B8AiAtuhpZyXYy7oGBEEKxUIQ8oFzEpWoS3o69dzrtvfvlL/XXF9TpCjCRZV0BlS8goMsZ10sEKl5gRFZgSu64Y8uXDfJp1QoM4ZrYAZsxRjyFVunRJVHVI7SpgZWhkmSJUopp9W3V5/OOq2dI6hBfSXvyqpbq/4d/a+nreevQ37yIUo+P8sCbZCQrobRgRDiLnzYE2WWZRmGsbBoTPPtNoZ+2duYumuRSESSpD6ZXCgU9urV6+LFi9ofT506NXTo0Po8PhMTE/fs2RMTE0NRtaiHFGfiDWhcKkRBcZaJ0oi2gcAKLByxWssQRoNpKlYGSb4sqBiVJW0523c21mxh8iaNWvxs9W+SwgyTjMoy6k4OcGohHJmH9c+OYihRwKun4Ln/7MoquBU7dgm6AERlQpsemtmf+/TyS8sv5l6sNkun4UbejSMZRzCJhrZcO8hzeR8uS4RLswMV9PWGz0a2n2BGy6LBI/Yff/xx5cqV2NjYP/74Izw8/MUXX/T19X3qqadWrVolFosrKiqio6Pfeuut+hyqvLw8PT29rMyEYo4OR1+cnTLVbZvRoMBAW/WX0ALoNgkrMTVqdIxrp8K4FB4Klk7oGOdqP3gkT5vcZsWzmukz80beDezfoe5Q04xkasgqR7UgLQIat4RnQ5EMj5ongbwkL+D/AQ6TgB8Nwksg3gGS6oLBFls19KV/0giNqYfpraJb2v+IebB+HIzvCCeTsah7gAdM61R1XjMt3bDt7Ow6dOiwZs0a7QpZO/SPHTv2r7/+2rlzJ5/P37dvX0BAvTIGe3LExMQYr671eHbHvnPxF4An0CX7a9RYzNR1QlsOa3ebDCVZEPoXlObgp7RwACtn3PLLLBBaQ5fHlV1GRkvyLPiiLkIsjH4l5JV7sqwt8X+VwV1gjW3bkl8tUbREAZ9egaKKyr8857vGJ0LFarBbASAFm5VApaD2IOMEVD4I94Dlj0CwGsOiDX0TPxYcBFV5XmIezArCl6lueWZatmFP56i5vQ9Hgw7FMIxGo1Gpau93SvFg/P9A+T/IvI3ZGgSBVj3uDVS3bsMQBAx/DgKHY4iLZVA+5fZ+7J6Fkxf2QP6ZDVmO8SARkLy+Tn1fD3m9q13X7/v9sNT/iU231T9fYYEldAssTlh7Rg/ULdATVwBxhQY9rvSoeoPGHqgCIGVg8yEaM+MEZD5Qhfp1t4jmydRqUAWDOhCodKBv24j4Y9zHmPgED+27MVNPmtORGBoaeuDAgbCwsAkTJtS6k3NHWLYZ4s7JUm7x7d2oLmPA1gPaA25d8KWSw69zUNyf4gFL7LYufdIpT1Keq90loSTh5L2TvR16B1gFzO4w66fRwzz48G0oFHKhY4KGqV3hg2E15UxqwKLOESuwL1YXaH8EslBn0lqr1sBIz6FDHJZ+dFYIqpnA8lCumDo7s3/McNdhD/+7MNOqDDsgIGD+/PnR0dG1TsW10AI2eJzUawhlaVEvOaG2RNpNKEjW9u6Rk5pPbfMlusY6OvJl+ccyjh1jjv2W8Nt076l+lh1XDx9HKocqNUR3V1ThNZLg7eyILrTQtOp/eRb6upGUnc+R9PiqwdygwryDte9bIe9vuDwKZJWjPcsHxbj4tHHazFMzLY3mNGwnDhcXl/tLBbEsoVaAmgftTddFX3QNRBytjOFV00XhNnMvEuRq+c7E3SgDyP9qTod564dsEFMmPFc2Aqz6eCIXJMrKkAgLwE85Wz6th5jq7tg9oihCd9iqMxBvdn+VVo46mFA9ikLBpTT4/josCjFdHGKmGWnOEZBlWY1G0656dzUAaQnEnYHCVGzTxbXJkxGmxEf1aN1gJFSoVH/E/LXuzg+17TijM+yaAQHOqcCWAVkK4r/AYaaSigzLuzXEZci6futQzNTg8cECu+7u1+tuh+PZazQn+vQSJpavOAKFVaUDZtr3iH3t2rXDhw9fv359/HgDxTwzANge4NxPmCRPUsAy58XSTZbFYQKpuj5ZtNwYvjdt79OBT7uITOtbDfTOtnCbDWQcChqSXHcBbjl9Oe/yhz0/zJXlfhHxRdWcnIC4krR7yn8Aeps8XVop/HoNa8X+mISOcTPtfcT29fUdP368t7d3a2+jK1HBb7dg3j8w/1/YHIGB4gci4SIc/hhKMlEWTKPZIyqZ6py+zao0nqfSGNR11GXjBK69c2U6H1tNcmRFhYpsoMrRqvXLaQKbH6RVpF3Jv1KznLuC2kWQEpPKgbgzDQfiuJw2My2D5jRsV1fXQYMGeXh4tGrDziyHSbvhmUOwOxJ23YZlB2H6ngcoaWLUELYL5KVc42uihNK8ZZdfSjJGZmzNt7bkWRpLiGoc9FWTSkapZGrkkFXiInRxFrrW1ADE7SLnAgXnG6+OQJi2om8qdixRmXqmkCCXQWStTxIzj5rm9zI3QGS7CclPhtv/QvRxXMo+GF9fhXOJ3BfJ414EHI+DH8Iae7jSXChK1VWes0SYQJbMq2GfLHS1CNo9eNd47/G0djGl6gpFv0PhUXwV/QHKLiKaENO19ntwFDrO8pmlPZT+mAAw02emh9ijj30f40cGA44C1w+Guh6aB0/2Bjcr08rhRj0AzDQjzfmnKCsrKyoqKi0tfaT1tIoKOPkNRBzEJpMEgLUrjHwReppIuakPpQrYedegXqrSifXXHXhnSKMWnBoF5o1WfiHltVRF8SryxriMHOf7+Pmcsy9e2B6d9RGwnrrfKfuAdHRHt/UeYveYAmBYCLA30cpzdfDqe7J7WxK2lMkxpddaaP1EwBMvB78MAM92evZQxqESeYlumc1gwfOqoJccBQ4jfGCED8r0j9/J6QfrP7UGXGxNKLGYaY+Gffv27b1790ZEROgllh4F53+BK5uxDlRrPCWZuKC1cQO/hjRirkSiRNs2hoB8CTayb4xh88X40s5iCLa3UmTJkOVkdfMmYICEItVKihCPchvTkRgZraaq/SUZ79ycz575j76WhYYd5AQv9YUJVeXwiIASfNfvu3kd5l3Pvw4AfZ36DnAaQHJ14INcBv017K+1N9dGl0QzwDiKHVd1WfV85+f17x3jC0/3hF/DK/sBs0Dy4LUB0MUg6IVOALYeTb/NtD3DHjhwYO/evYuLix9dxKsgBe4cwSwuvZIByQNZCdzYhUnpXB5Ig7ATgq8txOl74mphMK7bSP8wqW9Gj/iq+M+V231pW5XXCQR0lJEL6C7a+rk9MXApnTJOESUhJo+OydattDKK4HI67JkJ46vbNkmQg5wHDXIeVPMqJnlNGuk2Mqo4SqKShNiFGHnXKRLrPfq7w85oKJXhzHxxN2y+paVcCf/GwfEkLAUZ6IFyxX7m9pftyrC1YuaPtDNBURoO0dqqKT0kiZ2ipSXYLqeBiHiwoie8clR7HO5fbnB9pqdu9suyEJELt3PBQQQjfLEX9H0Q2mBzD0bDVXGxQLD/K3ESsuQvVkVFJEMCDJIJP8+z6TxscpJM+PEZOBQHxXJTaaLYK0v/AUEig2/DsMVs/R83FrTFAKdaZzF8Cpb3gCe6oUaKvbjq/KVyeOE4bIvghmwCDtzButGtU6Cna33Pa6ZJoNuX84zRcI0pjT41gUVjVTleDeO53jjx3nQL8jmlCRdreLYPPMlJgOdJ4KUTOHzJ1UARuNb9fDRMrbvDK82HHlMh+TKAHIDPAmXFyj8osnm+2CJOoLFTE50UBK/X7MKg8SuPEyiHwiWl3B8KtcSTiuvVmLb+0CQ4iKtt2RIJ224ZOB0ouHMP3jwLR+eZp+XtzLBrVVl4GIjtQWSD/jPDWTejwaIxi0bKzAtp7As7Mwgi8/Bm7u4KPbl5q5qBN87ArgjdXa4BiM2Dpw6Dn+39rKvr+LLs9O3XCv8jR2iA6sNEPO13z8eRdM64CyJb7NTVfdK1NMGJZAKd8DXRhrhrWnt1fcSHgYqBPbHcs8bwRDRcSIebOdhOqI7zVyjRDXk6BWgKi7pnB5lw+JlpHYYdGRl5/vz5qKioMWNMlP49FNyCwKcPxJwAslJcnmVxTdt5NA6VD0BvN+POrzdzYH9c9buchoIyTGX5wUTLkCqKlLwFJS8cJ3XGeZwYslsKf/eFnuOVqB7DPZJu5igxz7SmoWjASoQJ4Zmc6FkVDHa96VjnWje+EKILcP3cw6WRAgkaBnJrdtglQK6CUdtgQkds92dyTp5WCosPwMU0nTduRyTsjsY8Nsfq0wEzrSOOzefzra2tH2m/Xp4QRjwPTv4oqK2S67pYdp0IPWc0+anSy6C0vMYXzEJM4X0aTf50AyPhVW8kIDEPPrgICoKvn2hYm/zONPCYP056d0/nZsgGMWoLETbWFNXyGNcwePzxO2D6LpiyC8Zvx6ePQg3R+XDjHpTI6/uR+RR0d6l0lRtCQLkCE3hm7IWomoLoLHxxBS4mV+UCsAQcioafw+t7XjMta8TuzHHp0qX7lG02LZ5dYclmuL0Psu7gKN15NAQ/XqWC2nRY8YDHB1UNMRH7ykCbScoUppq2U3A5A6Lzqoa7sd4KZwsqT6rTLURYsBTAm4NhsBfczqnx7ODa79TGd2Hw/tmq2+FuPmqJfxcGySXokfC0htX9Mb4luN/cmCRgRS84Go85tsaOegItNrUANtyAjeOrfQOFMvg7pvqdyOUCbI2CNYNAaJ6Qt9I1djNUd9m5Y1LKQ6a3G3R3gxvp3CikhcXve2ZlWMgkMjV62mpqI8hVnLVU4mnFDPNU7401CHRpIMQT22KxAJ9fhaJyg/MSIJHDl1dRh6xmcliuBNNptNemgwKNBp8j2stILoLVx3CHF/re/1OP8oX1E+Ddc5BVYSqZnYZTKTgXEBp4B8qUOJ4bQ0C2BC/DhNiLmVaRUtpWcRTD56PAw76yrbwav+vn+2LVZF3vEoGHtcrYJhhc9HrZVM1r0srJM+m0UXV0ZA62xcytgFs5Nf6wJPr2EotNnDGtlJMxrVH1gVsqi73VDHx9rV5zcpKAZd3h5tOw4XHT91ZNa3cUc6psNT5yiCPwzFbdtg2bIAgxJeZTrUxlYbQvrnjXjoQJneCJHrB3Nnw9GkNEdcAQckb8MxBlRlncSsFWJcRoNyg0sC9eWCQz7ukhlcOJZHRNm4RlTa/tLXm1rr2rINEbh2Jp9cNJjJH8Hq6cDrEhahjTAfjVT2fFx3k+Pvv0V849wZ6uzAUw0yqn4vdVIGdYJiw/LDYv1snKaYDrAENZzJZPV2d81X9GmVaREa9YB3ahIH0L1F3Rqql0sNqWxL6fWP6Pv1XIX1GwLhTu5PNMBrSK5djpupszxBv5qDTQxcm0V7yzIy7L/y66z0OeJBuWS0eT8O4QeOo/KOB0jhEGOrnAi31MBLRf6ocr7c23obAcd3a1gZV9YQnX58BM6zPsM2fO7Ny58+zZs3WEu3JkOW+Fv3Ug7UCxrJigiT6OfT7r9dlo99HQimDUlEqBlsG7fwNnDcNgmyvLnSC+AKqeKBtIxwEvGhi0h7+jsT5UUftzoo8bZsK80h/OpHLLbO1uGvSKv9LPtGWSBFpgVC7E5HFjpnYSbjSZ00BPd0ywqY0SOfwRgSdlWey5+1QPnGBP8If+nnBYG/Pjph4zOpuO4Yt58PUY7FkflYfX09MVQ25mWqth9+zZ083NLS8vrzavOMMyL1176e/Ev/HOoDFH7XrO9WWXlh0ZeyTELgRaPgwDUf/Bjd2QHYOJMSHjYcBiLDipHR8LH3/rgNTSNKCz8KVFA97WXna0/2uXarFqrv/GAF+YxAm6D/SE/bPh61AskNYXgRglihsS7AQnFsLvt+FqBuaH9HFDF9fllKrngqMVfDyy1qrMjDJYsB/1z7Rz6SNx8E8s/D0TDsXDiUSDqyXhl5uY1jrOz/Rx+rnjy0yrN2w7DgcHh9qySiOKI/5N/7fqGrn854yyjD2pe1qHYYftgKOfYKicpEElhQsbsQ3w/B9BXK1FoSFCWrjQb+GprFM4fdeLDTIw23e6Ldk5zuSEmcWU9TEB8OWYqt4Aw7xhiBeuimsr2zTC0wreG8pl63Dz5Cd7wK+34FAClq8N9YQVvaF/7aLP34fBpRTOCV95lusZ8PYZuHaPW/AbBOSLKuDXm7jMpszppe05V/xm4U0TMiAkbmdYRltj2HIpSofQraiIovP5URgtT70Gt/+BQcvqeN+SjkvSJek/Rv+YJ8GFskggmh8wf2Wn58OyIwFqrDsZ8LOHf2fjEtrIWkiiweKh+vCylzV8NBz+NwRNvW75BKkKa7yMJxE05paq9c8mPRTKJyk19XDXmXkwWvQX7CgwdWNy6vatoNd5fiJWiVbLVCVwcp4SVrdhEwTxbvd3J3lOupJ3RaVRBdsFRxRFzD83N6k8Q00fBE31Kks11ks2bWmHntoyUhiDQms1Y7q8DK26JizYCs19QqC9G/ZIt5EB1gEJxQmGKvY0Rc/wmWEqT7qFwdQSX2KZqilv7fRy6NXLoRcAfBX1xevhb4LSDZggEBwBVWdg7fUdfHp4cbGiR8XNHNgbDbFF4GsDUwJRTUVEQw9nuJpefdBmcGHvbgWnEw1uMRaX67ODzApKj4IW/R1b86y/7P3liisrcFLKGQJBEs8FPWeyX1SLw8kPHHygOEPbH5ODs2ef3vUvs8pX5H4RtR5K3wbZYmB8gCgBQg7UTR54eVo4TQnEbDD/ppMxKJGj3yvsHo6rs4OMy1p23IHVJyBPm83CwG/h8PEojFSt7A2hmdhbTe9sQ+ml/uiEm1sMCQVV4/lQP4xvm2kXhl33pHqazzQ/a79N8ZuiC6LtxHazfWfP7jC7xQ3XigpIuAQZN9FivfuA/2CUN3LsAH3nw4mvcJlNUGjVagV494KeM+tzSDWjjimNPnnvWGH+i1D+Bm5C9W8Rl69S1i/ww/1jP3CytjdOQeGW1o3jTh4sOoCyEGiZBPxwHXuGvDtMt3TPKoNVJ6CwojJTlcJCy/fOo1NtUVcMVv8YBolcBouvHTzTG/PPaBKOLISfb2AmHE1itumKXmB3/5CfmVZu2AqFQiaTyeX3yVTsZtfth/4/FJZJ7K0tmsegi9Lh1n7IjQOBNXbwDRhabcitKIAjH0PUUW7MYoHcgn1wJ7wDYlsYtBSElnB9Jyq30CLoMhYGP1kfnZaLORe/uPPF7aJbpTI7kF4yyjADdWepZKyQrprn50owWHUhDQ17mDf6tF0tG/YRK5RYPR6Rxdktd1PIVPDJZRx1J3PKEIcSuV5/hvNtCkolKGw4wANe7geT/OFOPj5cgpygc+VH9LeDb8ZiiI4msCDUTLsw7EuXLu3YsePKlSvTpk27z67ZMYJ7SRobB9qrGwgebQ+45FDY9waU3cOoFRAYl+6/AB5bUznBZlEa8fYBTD4hKvvU39yLw/WIlajB1Hce9JgOsmLs1CO2rc8JbxXemnVuVl5FHlqRrB8wJt5FKIYzrG6Gn1ICs/bBzUxd8umJRNgXC3tnNkxpLDofzqVVt1sCazBeOo5j7BAvyOH0YWpcR1UBtr89vkxy37IwM23KsIcOHdqnT5+VK1fWVeAlLYEz30P0ScvyPJZvAR4hMGY1TmgfDdJiPHtJJkaqdOlTGri2DToMgM6j8EeFBKIOAy2oGsMJEn+MOABDnsT/YBG4AHgNkPz6Pvp7tGqtuhCp0KmHGcKCo1BME/ilsQCfXYGbGQa1XAC3MnHjrxPvs2LJl2LfkrNpaHgEAVJ9mz49JKQUoerL9eXQ0027Fqh+LSwmt5hpgTSnYfM5BAJBraFsloVjn2PmFs0HiibUcki8hB2tFv0CjrWkL9WDe9J7hzIOhRWEWVAWj3k+NtZ9rIAU1LLrXciM0NmnFoJEeYao/yoNW4rGbxRRJwgoy8MVteEb631tNwpv6IwH+2BeBjoFVH7VzYkZ4VUupLCGPL0UzqeZMMjz6ZBWggqqtZFWCrP3wfXMytKL2rTTKNRg3RuDC+l+HhCm7b+rtXANdHGDibUntJlpRsgWLWaYGw93j+NoifKDBNoPXwz5SbixscSWxk47Pe3ZS8/+EfvH+rvrp5+a/vK1l2vthqOoQNOt6d6Tocg+IrLClgO4ujb8SAzYe+Hcu+EUK4vLVGVVZkyVgdV7QJbrlMy0L9H+XOIHDdeCU6oyXb8tU1er3zZCO85f18aotA1MarsROBu+kwc8En6fBCP8uOo0Fj1q3d1xUlDHs8NMu/aK10X2XRz3jOyKpFH8hGWMx8l6oNAo3rrx1vWc6/qJq5pVb4zZ2MOux4rOK0y8wcYNrJ3RjA3FDwmyar7AE0GfWXDsC+56iKryyD5zGyeiJqJEIsrAccwCiLcBlQ0Vz4KmAxASEJ4A8bc3SrsqmFf5gDmkPjaQbpRqyuBGj9p1yzJK4Vyq6exU7gNW30iAN5cCG+IEJxehiy62CDrYwjAvsGhldbTtiJZt2EIrtBZM5zDYyDIgsGyc4ubdkruX8i8Zq/Aw8E/6P0sClmgnt9VwDYKAYRC+F/gi7jnColiahQP0MtBI6zMPiu+hw0zNDfu0AAbMh573cwfWgpASCqgaE3jhaRCcBo0TkBIgpcCAXKPWznSsBbC8O1xKB1Zd+cdUo8Uu7w62ta8DKlQgrTnOs2AjxLSacrmBzWvAwbJKHAKjVh3wZaaF07IN23cA2Hpg83d9jgfLqYIHjTalkX9/ihRFJQoTXfiKlEVStdSEYdN8ePxNzANNOA+SQsz6dg+BkS+Aq4EMisASJr2L3b9SwvBx4zcA3LpAY3EQOHhaeEYVRJkYSKl8/f8N8+SXdsc2Q7/cQJlEYKGzEzzTBw27DtytwNsaO4QY12a6wrwu8O4FyCvVndfDFtY91kjRUjPNSMs2bJEVjH4ZDn8I5fm6IZqkcIT0H9K443mIPVxELlkVWUaPBU+RpzWvlpvX0hFmfQU5sVCcDnxLNGwLU3Ekj674emAElGBJxyXHMo6xmJBdy04M2PHtKEx60fFSP5jWCYuZWYCuTvdf99oKMIHkcjo3vGtvAa5gY2EIllL3dYcjiahk6G+LQeyHlIhuph0bNkqQTAA7Twjfo8pLoizsSJTLn9KIJltagmyDpntP33B3g+FGIV/4VOBTtHF7EAMYNbbmxO6cFHbDfMjM7TA3XZL+w90fMssz8We99pgWLuA03mW80fzCxwZf9efJHlDCjfOY8gkQ4IjpYk/1wP/3csWXmVZNizdsHE+7sZ7dyvNzLW3t+Q/c6Oud7u+czD4ZVxKn1+tZ1mnZRK+Jtb6hNBsOf4RhNnk5PlCc/VHhtGvt+zcFa0LWjPccfy3vGp5fWfpJ1CdF0iL9b2f5z5rpPVPNqGs042sYr/aHaYE6oe+u92snYKZ10RoMW+tqbnhM2CQ7k3emlKUYtrM+mHHwmU7P9LDnRisj1Ao4+jmmoGi722I/rkQ4+B7Y+2CqzMMkxDYkxFZ3igHOA36J+yWxLFHME0/0mLii8wqNRKMxirE1io52Zntum7QSw9ZXOz4YWdJ7v8X/plQrq4Y6ArLKsn6M3vDbkE0m3nAvGpKvAE9cFVqjBZgMd+ufh23Yhmib3ZapysSUWLtkKGFK+GCONZlpkQkq169f/+ijj8LDwx9ZX7644rtJJQk1NbQjS6JKTXnLoTwXazzIGn16irnV76PFmmddlyOgBrkSlC47kQxZJtO8zbRpmnPEdnV1HThw4MWLFx9ZJ12+SsFTqZVGQx0BPJWCVspAUMObTNKm02BavML55kj44RpEFWBcOtgeA2Av9GnuazLTTkZsLy+vMWPGeHt7M0wtIvdNTQhj04OtURzGwmiVvQVVqQNoCMPgEsDE9kY203407I+Dp/+DW/dQnwiFUnPhxWMoD2ym/dD8ueKPsiOfrV3Ht8ietsrKABL3GiijVgr7gMhUy1aBGHPOak4oBA0sd36EyNSo8qtWVVZrcNKuoMEGmihOVm9SSlBRdN01bBv0qGZUZtqd84zr2v7gAoZ27hM7Lzl8IfUn69JYvooPxCiJ4AXo5NJ7iekpt3sweHbHlDJ9O06WwTLMrpOgpXKvnOvRZfRVkZBagqVgdvWoTFFp4Mdw+OCCrlkXn4TZXeC7x8zdqlsTrcWwuSRtjRoeOI4Ng5cOKsoYdGtfPqniM2DDt8OEUI9g0zuL7WDUS/DPG1CSzWVjEziA91uAIir1I6U8ZWvS1ojCCGuB9fwO88e5j3vYsk5CylTrWRaLruupIngsCd48xXUm4J51Sga2R6BVf/dY01+tmXZs2Kk34OZe66xo0toJgsdhcsiDiKik3oCEcwCMk4aH97uiDCL2g/9AtGGT+A2A5dvgtlYayQoz4fyrSyPVzvmc84svLM6oyNC2ztmWuO2FoBe+6vsVj7z/46lMARF5uEju5ICp3fXH3Rqb7NzNNpYNHehZV48ePRoWfrsNCu1M3qBb9ZYoeH0QuLfcJYiZ1mXYkf/BwfcIWQlN8SAvFuLPYTONCe/gyNkIFBVw/mcMVvGEQFTWKMadhRt/wzBTZZta7L1g1KqGnqpQUfj2zbczyjLwO+aGPg2r+T7m+5FuI6d6T637vYcS4PMrqCuoZqCTHSztgaKf9YQAeH0AXM3iBMwq8XeCtwfXS+dQpUGZpJq+l3IFpBSbDbvV0PzOs7qQFsPJdaAo57QWKKzxovkQ/jfEnWnkAfMSIDvaQA+4ksRLmArepIQXhoflhRmpiIEGdiTvqPuNlzJg4b9wJRXb6yjU2PX6lROoGVp/OtjBkbnwvxGoizC8A6wZgq256lnLQZGmulVj7yFwebRic2ba7oidGo4pIpTBRRIkrnUTLkDIhMb40tQK0Kgq36htLcm9NEpgVABNKY1bpixTq9SGUmRaipRFLLC1KSizAD/egHKpwV+Gxhqs329jM0rXepuWuxX26JGr0aEtaohfgkfC/GC4kFxZfKJFBWM7N0wd0Uzz0rJHbAWXM8US+NL/hyBALmnkAe19scCbUQAoFSDkCiMVOIw6+aOoQ5PiaeFpLbauOfQFWgfWoYueJ+XKqo1+T2ERZWJVGUh9EdINs2oti7vCs/25qYaKq+tUwSA/+GxE4xXLzTx6WvaI7RECtDgSCjdZlybwlNYMOVNiPbtMQHh2b2Toy8YVek6KOQkbyXlRRCAf1BOZs09YX7TpN7cO5QaZRnYy6+T1wuuOAsep3lN9LX3rc6qe9j3He4zfnbBbF0/map4thZZPBjxZx7v4JOe7NnocsCCmwb4xGmqNwYIP346Fx/3gdApqrfT3wG4+bubVdauiZRu2U8CBkKBn8rblCXR3+h5R2SX7jp8FDm70cu+i1zPzxIvuqay0xnYcBh9xLN1hb1PbNDO+LH7ZpWWheaGYHkfAxxEff9jzw+c6P2e0W6GiMLY0lgCii20XWz6mpgoowbf9v1Wz6qOZR6VyKZAQYh/ybs93tR25asNOiLXQ19Kqb2XBXgQ3siG1FNvuPIK1rpCGqZ3wZaaV0qINu0xdtoYIz+NxrWs4WAJ+5t8brUqcCo2RHypXwgeXqXtyq6rPTcKxTJtNt2DNQBP7S9SSNdfXXLl3Re/ZLpAVrLmxpod9j4HOVW/YnrT9++jvY8s4w7bpsjp49ZwOcwDATeS2Y9iOq/lXU8pTLGiLgc4DPS08675CFtBnZgwFsYWwZD/+p6crfDgCRrk04tObaUe06DX22eyzCcXRRg1u1CrZ/tR/qmy9IdzJg+v3anxoFv5LxI42NQkvDMce9IaebRIkcskfiX/oN+xJ3fPk5Sev510vV5aXKctCc0KXX1p+KP2Q9rd8ij/cdfjSgKWzO8y+r1Xjg0OKjXJMLwu4h9GtTHj6EFzJNLfXMNNMhs0wzJYtW954443r1xsSqzGgQMHJ9hhB4Ly3cQVhUjVnwDVlwlUgN5WxniPLkaKuuPH21IpU7ZNFySi/i/5OoVag8VcmZkuUkvUx69WYqdZgSOCa4NX24QjUAM8phT3xPLXWoWjGzCM27O3bt9+6dWvKlCnfffddYmJiI47Qy6EXX1sgaVCzAQxuN5TprD8dbVEQW9f7woDOjtg4tiYOfAeBQGBsZgS4i9y1nu0iedHNwps1E7Mv512WqBrjuncQQxfH++1EQVQhT/noamfMtD4aZh4Mw5w/f/6DDz5YtWpVeHi44a8OHDgwe/bshQsXnj9/Xrvl3Llz8+fPHzx4sJ+f382bNxtxcd3tus/ymUpqLKFiORSvh9L/gSKwo53PnA6zGylnbAuDPauPhyymq8zrYnry28+p30CngRjy0cMARVOLOi7S/kSTNI8wEVAS0kJDFdH6w3LNPe6zzmDBTsCYg09mmsywZTLZv//+GxERsWfPnrt37+q379u37/XXXx8/fny/fv1WrFhx+fJlVOErLbWywuCwQCAoLdUKVTcMkiAXeW2wLLkNxb9DxQtQ9hHkXXvM5khn60bKEpUpalQ+cT0lw+6Z3t+KZ7Wu37oezj1wkNfgy45v90mvT8a6j9XuYCewe9zzcW2r9yo0MNVrqgXdGOd1nhQSiuv8s7Ao6DKlg8Kwja4ZMw/kFReJRF9++SVJkmPHjtWrIzAMs3nz5iVLlixfvhwAoqKidu3aNXjwYGtr64oKbLKqVCptbBoijVuJQg2fXnAuq3CuukzGdvst2wWdsLFrI4jKh9u5NcxGA6dTscm7yYY1PR16Hht36FjW0fD8KGeRwyTvcT3sqvK2KYJ6I+SNmwU3k0qS9J30Otl3Wh28mmhUpJ1PAo8yNWJrnyxc/7Ine8PUQFaleTCNUjNtmoYZNskhkUgMNU/kcnl0dPTKlSu1Pw4ePPinn35iWXbs2LFbtmwpLCxMSkpaunRprVdA13oNlzPhclb1KiUSyiSwO7qRhq1isAjRGAI0DFY11YZc7ikpfro8D7UYJPbYr9pwGtzbsfehsYd+iP7hVtEtAoi+jn1XdVnlb9XIJpR2Qhjpw7XLM4QBbzvo4QxCHgoGzwsGSRlgVN0MR+OeoW37q2iCOLZarVYoFBYWupmnra1tWVmZUqmcOXMmy7IREREvvfSSn1+1rrexsbHffvutUqkkCOLs2bODBg2SyWQKRTUtfh7JRmUJWFZcM78yNk9VWCyhiYaFvGiSBTltSVsolKTRMW14KlIuKalRBsIj2dAc/srT4vg8zlnGwPob8FIf1et9JFwjLx1ehNfXwV/nynIJgnARumgYTUmJKWnEekAQsCQAziZb3Mjh6dzeLLhZan4cIRnlwwDLtegtBYVCSSrVyurfWLtFpcJYZaO/8zYDTdNSqdTe3r5pDJskSYqitF8uzp8VCj6fTxAEn89fsGCBybfY2toOGTJErVYTBBETE0OSZM0u2XwKNCRds+s7F2QieTw+j2qYZI+AgjJGVaJQACGqET9jyxjKXkgxBgckCSiWs29d5MfngE7ql8LA2OehVA9n3vRAQm0w+BME4cnHMLWG1VAs9SBS/kEuMLszE1XAytXc04RgR/kyIzrwSBI/LssCnybUag1FUXx+S9dUfDQwDMOyrPnboDm0dtQYwxYIBCRJ6qfQAoHAzc0tM1OnyBsXF9e5c2denVInrq6uixcv1v4/NDSUpmmSJMViY+kdO7GpVA0WbESUpYW4EW5hDVWsUcvAsE8tR4mqQk4xQpFxoCkym4nIYYFncCYSQEX+myya2418SPfRqRT48Kph12tixx1eVxfeG4Oq9tE+PWt+Y+0ThsP8bQCA3u4aHA1OTk6+evVqcXFxQkLC7du3JRIJj8ebOnXqr7/+mpSUFBUV9ffff0+dOrU+y57Y2NitW7fevXu3Nl1xC1EaSWhqVkSIBCkEUXtb99qxEWfwxfeM49gsOFklOotNXHCpnFQqqZr9onMlrOrhCJWqGNQbq5BUe6KxLMoJZ5Q9jBOaaZs02LD//PPP1157Ta1WHzlyZM2aNWlpWK/w7LPP9uzZc968eU8++eScOXOmT59en0MplcqSkhKjpbUhEjjH8I8ZhZ2Buifjb2WqBZfrS29n194+F4Ep0x2T5bzNVORI/zuWtEPN/Uk6Gyiut1U1WJpOJRv1ZLkvhTJIrhnuItGqU9v7EtJMA2jwVPydd955/fXXaZrWLmxEIpzW2tnZbdiwIT8/n6Io7dq9PnTjiIqKqk2B2EFkCbbPA6EExUTQ8LmEyhiwWGNvZUOygkZ4hW14zmsHei0qfa2oYAqwXQDkQF0YGHj9xW7vm9yf5V0DQRGolldrdknmEhZ/UITptzwgYhosOC226teBGy3b+xLSzMM0bCGHyV85OTk16FAajUalUtUxYg91HtXBVpMC80A9DDS+QJQB7yrQGZO99hKNSikFgPGekw5MEf4Rt/di1q9iHjW9Y8hTgWtdhKajZ7YCPs/hI1WxByhH674rKhMsXnaw4pK2HwLWAhjTAa4alW1qYIg31nWZMdMKyjavXr36zz//XLt2beJE011p7QR26/quf+bKU/nSUyDQjWMvdnlxkucDyXoPcR4zxHmMBmQEJnHV1cSzj+PAAZ5uF+Fx0IwAZR8g80FwmOQVLO54BB4aL/VDKcJTCZXLbBY6OsFwL9gZBXwe9HFrWB9sM+2T5jTs4OBgR0fH5OTkOpqBTPOZ5mXh9VfSX2F5YZ4WnjN8Z0zzmSagHrSlbo4sJ6o4yoKy6OnQU0TXKnVmx7f7vNfXT0gWJ5WdA/ocyorT1KvBb+pTSh8GDiLYMQ3+job/4kHFYpvbu/nw/nkoLsc/V5AzfDgcxt+/ANRMu6Y5DduOw9HRse4azN6OvXs79s4rzLOxshHwH9SkZRrZ55Gfb4zbWKQo0gqefNjzwyneU2rbf5DzoIsTLm1P2h5eGO4gcJjXYd4QlyFG+7AshN6D2zk4xPZ0RS2hB8RJDM/3gWd7oWvvqf/gcho3enMfPSYXnj0C2x6HsY3MbTPTLmhOw2YYRrvMvv+uGEvmkU1RZPrNnW8+vPmhXoIzojBi6aWlR8YcGeA8oLa3uIncXgt5rbbfSlWw9hz8cRtKuDJNe0t4pje8N7S+bTfqgCIhLh/2xFYXDKWhsBz2xvNHdmxU+ZiZ9kFzKqiEhoauXbs2LCysjnRxLSwOivh6wDOmlKdsTtyM/9PbCQnF0uIfY3/UsI2sb95wA9Zd5tpc8fBVJIPPL2AHvCbhTj7Iaz73KLhbRJvrsc20UMMOCAiYM2eOv7//I2u4mVyenC5Jr9n4Pq4srlzVmPbwUhVnw5TBF0nia9NtaBLDc7ME2lQjLlcRg0IrZsy0wKm4E4eLi8sja3wvpsUiSqTSGA+CYkrMb1SGaIkc0stq5L0SEFeENs9/4LmykxiVkmqO2bZCs9CCmZYtZvjIrBpTYuy79bTvWTNpbazHWDHdmExjS74puW8WW3Y8uFVrC8ix66URBMSX0CrGbNlmWqRhFxcXx8TEFBYWPrJ6Wgva4sNeH7pbu6NtMzr1grFeY1d21hWTNxRrASwK4dpl6J9OLB5zSVcQN0UCi5PIVH4dC7YC81TcTEudit+9e3f//v0xMTG1FYEY0lS38TCXYYfHHv4r8a+LeRctaItp3tMW+C2w4ze+LdWrAyAyH04mgtb7RpAwqQu82LdprravO2ob3sk2+ENxdawTfBWCmq0FzZhpCYY9cODAPn365Ofnq9X3qeggCKBJ4DfRxfaw79GjXw8loySBpMkHPairJRycDXtj4EQKBqjGdYDpnavNw8uVkFGKk3bvhmeMWfDhmzGw7CDcK6mcXbHwTD+Y2YlVMWZpJDMt0rCpSureLa4Qfr9NRN2zdLCk5gbD5MCmOXvjvGUmEdCwsCu+arLpFmyO4gybB8N94M1BDTbvx/zg6ALYHoUtfhxF+PFndAZGBoaaEGbMtKYWPwBwNAme/g+ysGIR7XDXXXhlIHwwrDFNJB89X4fCmpPcSp4TUorOgfAc+G8u+robRDdn6DYa1Ax6yLXuiBKJTtPFjJkW6hUnyVqvQaKCV05xVk3rXhoWvguFM0bFTy2SpGLsdI1LYm3fLwrTV8IyYEtkIw9Ik41sMWqmHdKchn379u1169bdunWrttn42VSILTBWKVWpYF/sA+egPXwi8yC1sPrFc3qjZ1JbwcWbae00p2FbWFh4eHhYWtbaeTlX2ySnRgOdfGnDZAzNmGlvNOcaO4Dj1KlTtaWUdnNB9XxVlawfBwPdnaspe7dMujmBrwOkFhnPOEb6mAXBzbSDNXYdsa7erjCxI2BGpX58VoG7LcwKgpZPR3tY2Zt7JGmTYTQASujjCUu6NfeVmWkHtGivOEnA+nFY/3goHiRSvNgeHvDJSOjxwG3fZWrUDBTSKGPw8FgzEGwE6C3LKAcLmgt3DQbnxrT0MmOmDRk2AHhaw5YpcC2LjcmSOtkKBnrRrrUuyevLrrvwyy30WgtJ6OeBseUQZ3hIPNMLO/JklGGqia9Z0shM+zHs+xZj8ykY6g19bOUiS96DLx02R8LTh0Ct4pa+LCTko/jJsXngX19t1QZjLYDghqk8mjHTmtfYJ06cWLp06dmzZ+tuG6LVHpKpCWVjpMSrkSeB78MAF/W8qthyUj5sqNbq24yZVk8z54p37tz51VdfvW+ueFMRUwCxNWPLANeysHW29YPqqZkx01JoTsO2quRRlmSbMdMeaP5w16O06i6OEOTIRZ6qM9DjPsO1moH0Uuy/Y8ZMq6D5nWePEicLWN0PnswFlVLnPAMG/F3ghT51vWtvLPx+G9JL0LM9zg9W9WtwFYcZM4+Y9mXYALC4K4ho2HgTw10CEvp7YrjLr/Zo9s/h8OIxQJU0rkLrejp60ffOxAC1GTMtlnZn2ACYuDY5AFJKQUBBB9u69kwrhXXXABNeDdz2pxJh+x0uq8yMmZZK86+xH5ngmSECGjo73MeqAeBWDiTmm6jQOpL4MC/OjJlWPWLL5XKJRCKTyZrFtuuDhq3R0ZbDrF5ipoXTnCP2xYsXV69efeXKlfsmnzUXXRzB3a6GF52AQeaeeGZaNs1p2KNGjdq0adPw4cPr1b6rOejkAMu76xSFdXLFKujiym00Y6YF0/xihi12uNaWl70/DKNcu+9CWhkKEg7ygneHgrtVc1+ZGTN10vxG1cLTzigS42ErekFmGVjw6gqMmTHTcmh+r3ir4F45ZHGvMkVzX4oZM61ixG7hlMjhjTNwKA6yy4HHg37uKH48ukNzX5YZM3ViHrHrQqmB107Dr9cguwKj2SoNXE6FBQewh4EZMy0Zs2HXRVQe7I+rFAbX6qXSkFeK7a/NmGnJmA27LlJKoKi0xpfEQmRuc12RGTP1wmzYdSHiAUGbSD6zNPfXMdOyMRt2XfRxg+5u1TPPWFxsz24N+sdm2jPNadgsyzIM05Lj2C4W8P5QsLPgtMG1Lxae6A7TOjX3lZkx02LDXWFhYYcPH75x48b48eOhpTK1E5yygV9vQmIRzsznBMGcLlgcZsZMS6Y571Bvb+9x48Zdv36dYRhowfRyhY0TMNbFM3eaN9NKaE7DduPw8PBo4YatxWzVZloRze88q60jnxkzZlqxYZsxY6bJMRu2GTNtELNhmzHTBjEbthkzbZDmD8gSBMHn3ydFkyAIkUh0393aD+ZvwxCRSNQqAiuPAL0eUTMbNsMwBQUFmzZtunHjBsthKEjMsqz+/zKZjMfjNaGOkuHBm+qADVJTrrm/yS2G34b+t3K5nCTJJrTtRlx83TvXcUCT732Qb0OpVLIsKxA0ZQ8HtiG3R32+vdoOWNt7jfavaRo1fyRJ8tixY7NmzWp+wyYIYurUqWlpaba2qPF97tw5CwuLfv36MQyjVCr37t07depUCwsL9f/bO/Ogpq7vgb+8bERBJESpUAOoQEBEIEEsGqqC4FZUFK0zdStWK+PSgLW1U5VSu7jUZcRqK9ZRpNLRUSzUyD4KyC67hBCWhIQ1EEJYsr287+j9TX4ZxH4ZB7/E8D5/vXtz7nsn9+W8e9/NOedqtXFxccHBwe+///6YPJtxOFxGRoadnZ2bm9toTqjT6R49euTu7u7g4DCiPAzDubm5JBIJKP9f28IwzOVyHR0dGQwGqIRhOD09fcaMGe7u7jqdDobhysrKrq6ugIAAnU6Hx+MTExP9/f1tbGxgGE5ISHBwcPDz8xuT3sDj8U+fPkUQhM1mj+bfRxiGMzMzra2tvby8RpSHYZjP59fX169evXqYhjAMZ2VlWVlZeXt769vCMFxSUjI0NMRms/W9UV5eLpPJli5dCnpDJBJVVFSsWLECj8cDBWg02vz5L9JKZmRkDAwMrF27dkx6A4ZhHo8nFAqXL18+Gnk8Hl9SUqJQKJYsWTKiAjgcTi6XP3jwYPv27cMERmyLw+FEIlFpaWloaCioxOFwra2tubm5H3/8MYIgOBxOoVBwudyQkBAzMzMcDldVVdXR0bF8+fIVK1YsXLjQKAw7PDxcX7SwsKBSqRs2bAD20NLScujQoUmTXuyUlZub++mnn3p7e4/VpWEY9vT0XLp06Sjl1Wr12rVr582b9zoBGo1GoVDCwsJGbBsSEuLh4WFYqdFoFi1atHjxYkOV5s2bFxAQAIqPHj2qr6/fv38/KAqFwr17986aNQuCoLq6Oj8/v23btkFjhI2NjVqt3rFjxyjlzczM7O3tV69e/TqB/Pz8rKysyMjIEdvS6fQ1a9YYVt6/f7+3t3fnzp36mocPH4KvDIrPnz+/e/fuV199BYpkMnn27NkrVqwAxe7u7hGv9Wbk5OQUFRVFRUWNUj4pKamjo2PPnj2vE+jp6RGLxSNqOGLbmpqaW7duGcoLBAKdTsfhcECxr69PLpcfOnQIzFPS09Nra2sPHDjw/6dAjYnm5maJRAKOEQSprKwEsyyVSrVy5cr8/PwxvFZDQ0NnZ+cohXU6HZ/P7+3t/RcZkUgkFotf11Ymkw2rr6+vl0ql/6JSe3t7Y2OjvlhVVaVQKMBxeHj41atX0bGjpaVFKBSOXr6pqamtre1fBLq7u/l8/ujbtra2DlOgvb29qalJX5TL5XV1dSBqCEXRxsbG9vZ2cPzzzz8fPnwYHTu6uroEAsHo5VtbWw1VfRWlUlleXv66ts3NzcMq5XL58+fPDWv6+vqqq6v1RZVKVV1drdFoQLGjo8Pwp/JiGm/MwVV61Gr1li1bvv76ax8fn/HWxSjYt2/fggULxnDEfqc5d+6cTCaLiYkZb0WMiHfDsMHiGYlEwuMxj+0XqFQqGIaJRIO9AicwYODC/iZ4Jw0bAwNjQjioKBSKjIyM+vr68VbEKBAKhdnZ2W1tbeOtiFEgFArT0tJKS0uhicq7atgKhSI6Ojo/P/+nn36ayPcPoFarHz58GBMTk5KSMt66jD+9vb2JiYmlpaWXXwJNSMbf88wQtVotFoslEom1tbWbm5u+XqvVPnnypL293cvLy9X1RcKxgoICtVp99OjR5OTk+Ph4JtME96FXKpUCgaClpYVCofj7+8Pw/z2FtVptRkYGj8dzc3MLCAjA4/FEIjE8PFylUg0MDEAmCvBlEgqFKpVqwYIFhm/UPB6vtLTU1tbW398fj8dPmTLl4MGDZmZmPB4vMjJy9+7dE3BpxrgM+969e6dOnWprawsICIiPjweONQiCREVFFRcX0+n0s2fPxsTErFq1SiKRTJs2DYIgJyenmzdvQqZIUVHRvn37FAoFiUSqqKgwMzMD9SdOnEhJSQkICLh161ZoaOiRI0eAWy6BQDDh4Pb6+noOh8Pj8YaGhsrLy21sbEB9cnLyt99+6+7uLhAIlixZ8uOPP+LxeNBXKSkpixYtmoBW/QLUmGhqahIIBDExMcBjCVRmZmYyGAwej4ei6Llz59hstkqlSkhIOH78OIqi1dXVmzdvRk2R3t7erq6uO3fuMBiMwcFBUNnQ0GBvb5+bm4uiaGFhoZOTU01NDfjo4sWLFy5cQE2Unp6eqqqqrKwse3v7lpYWUKlUKj08PC5fvqzvmezsbPDR1atXDxw4MDQ0hE5IjOsd28HBYfbs2RQKxbAyKyuLwWC4uLzIDLphwwaJRCIQCJydnUUikUKhyM/PBx+ZHpaWljQabZgL9NOnT2fOnAlcKb28vAgEAo/HA4sOspcoFArIFLGysnJ3d7eysjIcgRsbG5VK5YcffghB0KxZs9zc3EpKSnQ63fXr17OzszkcjpGnwX17GJdhA4bdCZFINH36dHBMpVIRBBGLxUwm093d/ZtvvikrK9u1axdkurzaGxYWFubm5sAFlUajdXS82JckPj6+oqKiqqrKVF9MAMN8rRsbG6dMmQICDSAIcnR0bG5u7uvry8nJIRAIZ8+ejYuL02g00MTDuN6xR8QwzAX3ElATGRkJ3rQnlGcC+Pr6Iph3QRAU8RLj3298bBkW5ATDsEajsbS0vHjxIvBaIRAIE9ONxxhHbHCf9HfL1tZWKpWCY7lcjsPhqFQqKNrZ2Zm8VQ/rjVmzZoEAALCs2NXVZWdn96r8BOkNOp3e39/f19cHiiKRiE6n43C4yZMnT5061crKysLCwrQ75N0wbBAygSAICAIBz2M2m11XVycWiyEI4nK5NjY2c+bMgSYAOp1O9RIEQZRKJZhS+vn5SSSSwsJCEIQEQRD4/28iYPjbAHPyOXPmgEVECII6OjoqKytZLNZ4q2kcoMZEQUFBSEjI3Llzp0+fvmbNmps3b4JAlk8++WTZsmUcDmf+/Pl//vknOjHg8XibNm1iMpk0Gm3ZsmXHjh0DS0Hnz5/39PTcunWrt7d3bGwsOjHo6uricDhsNptMJgcFBX3++ecg8i8+Pt7d3f3QoUNLlizZvXv3hF0GH4Zx+Yq3trbm5eWRSCQYhpVKpaurq7u7OwRB/f39XC63o6ODxWKBOPKJQF9fX3l5OYIgeDxeo9HQaDQPDw8wsSwuLq6vr3d2dp44A9Tg4ODTp0/lcjmZTFar1ZMmTVq+fDlYIS8oKCguLrazswsODp48efJ4a2oUGJdhY2BgmOA7NgYGxpiAGTYGhgmCGTYGhgmCGTYGhgmCGTYGhgmCGTYGhgmCGbYxMjQ0VFRUJBAIQBHkHgbBHm8GgiAXLlyorq6G3gJDQ0N//PHH3r1709PT38b5Md4AzLCNEZFItPEl3d3dwJXyiy++4HK5b3xCBEESExMbGxuht8Dt27evXLnCYrFmzJjxNs6P8QZghm2M6HQ6Mpnc19d369YtUKPRaEB2lJ6eHmDtwBmrvb0dpJRqa2sbGBh4/PhxQUEBSJ+Um5ubl5enz6kCgpyqq6tTU1P7+/v119JqtUVFRVwut7OzE9QMDAx0dXVJpdL09PTm5uZhuonF4pSUlMrKSlDs7OzMysry9vYOCAgw9OHX6XStra39/f05OTlPnjzRarWgXqVSVVVVJScnl5WVGTpHyWQyLpdbXV2t/1IAPp+fnJxsmLKyr68vMzPz4cOHDQ0NJpwxxvTDNicgKIqam5vv3LkzLi5uy5Yt06ZNA/GqEASdPn1arVb/8ssvEARlZ2dfvnz577//rq2tBa7jQ0NDdXV1gYGBRCJRIBAIhUIWi3Xp0iUcDkcgEGJjY6lUan9//4kTJ+Li4lxcXDo6Ovbv3y+TyahUanR09A8//BAYGJienn7s2DEHBwcCgbB9+3YHBwe9YtevXz937pybm1tTU5Ovr++ZM2fS0tIKCwuJRKJCoThy5AhwAQZewEFBQQ4ODubm5p2dnVQq9ffff6dSqTdu3Hjw4IGlpWVLSwuDwbh06RKJRCopKYmIiLCzs6NQKL29vSQS6d69ezqdLjo6Ojs7m06nNzY2bt68OTIyks/nf/bZZ9bW1mQyGYfDff/997Nnzx6/G2XEDHcexzACampq3Nzc6urqQkNDQQYof3//a9euoSgaGRm5b98+IJaUlBQQEIAgSFlZ2XvvvRcfH4+iaEZGBo1GO3v2LIqipaWlLi4uQqEQQZAFCxZs3rxZrVZrtdqtW7dGRESgKHrkyJFNmzapVCoURa9duxYUFKTRaO7du0ckEvPy8lAU1Wq1eq2am5tdXV3v3LkDAlRcXV3/+ecfFEUPHjx49OjRYV9BoVCQyeTvvvsO5Hjy9fW9cuUKiqJSqRRcrqmpydvbG2Qy2rhxI4fDAamOPvroo8DAQBRFHz16xGQywfY3tbW1np6eAoEgLi5u2bJl4BIDAwNYyMfrwKbiRgrYF/bw4cN3796tra3Vh53rh27DYxRFrays1q1bB9JL2drarl27FoIge3t7Go0mkUiAZFhYGJFIxOPxmzZtKigokMvlBQUFSqXy5MmTx48fr6qqqq2tbW9vx+FwTCbTz88PbAepV6mmpkan04WEhEAQ5OLiwmKx9Ktlr0YcIAhia2sLdt6ztLRcv359dnY2iKg/evTojh07Tp48KZPJ+Hy+VqutqakBypPJ5I0bN4J5e2pqqlarTUhIOHbs2O3btyUSSU1NDYvFam1tDQ8Pv3HjhlQq1Sd4xBgGNhU3XjQaja+vr4eHx2+//aZPIzMsn4xemEAggBDlF09rGAYGaWhvhlsCEYlEFEXB6E2n0x0dHcFWtcHBwVQqVavVgq2Lh+1GjiAIgUDQX5REIunfnEcEPETAMZlMRhCkv7+fw+E4OTnt2rVr8uTJPB7vX/IWKZVKa2tre3t7sHHsr7/+6uPjM2PGjMTExIyMjL/++is2Nvb69ev6yT+GIZhhGylgQgVB0JdffhkWFgY26wI5/SoqKoDMkydPlEqlXv7Vtob1arU6MzMTjLcZGRmurq40Go3BYIBwdyADzFv3kldVcnJyUqlU5eXlPj4+vb29ZWVlYKNZw8vpgWFYLBYXFRWBvIupqalBQUEKhaKxsfHUqVMuLi5isbi1tRW8/Lu6uiYnJ/v7+6vV6vv374MH0OLFi8Ee0frkllqtdnBwcP5LoqKimExmYWEhZtgjghm2MQJ+7uDY09Nz1apVsbGxYPQLDQ1NSEgIDw+nUChVVVVg83BDeTB664/xeDxIkzZ16tS8vDwOh6NSqXJycq5cuYLD4aKiosLDw8PCwubOnSsWi62srE6fPo1/yataOTk5bdu2bc+ePYGBgRUVFXQ6HTwmRpRHUdTa2jo+Pr6hoUEkEslkso0bN06bNs3LyysiIuKDDz4QCoVKpRI0PHz4cERExPr16ydNmjQ4OIjH41EUXbduHZfLDQ4OZrPZSqWyu7s7Ojq6tLQ0ISHBw8NDKpUSiURfX9+3dhPebbB4bGOkv7//2bNnLBYL2K1UKi0sLPT09ATpzWpra9PS0uh0upeXl1QqZTKZCoWisrJy4cKFBAJhcHDw2bNnTCaTQqGo1epnz54xGAxLS8vi4mIbG5vi4uK2trZVq1bpF5PlcnlaWppYLLa2tmaz2Y6Oju3t7SKRyMfHZ8RsYbm5uUVFRY6OjitXrgSvuM+fPycQCM7OzoZivb29bDb7/PnzEolEqVRu2LDB2toafLWkpCSZTBYYGKhSqaZOnQpW3RUKRW5urrOzc2JiIp/Pv3HjBpj8P378uLKykkKhsFgsLy+vnp6e7OxsiURiYWERFBQ0c+bM/9U9ecfADBvjrSCTyZhMZlJSkoeHx38V5vP5qampDAaDz+dfvHjxzJkzYNUN443BpuIYbwUSibRu3TpLS8vRCJubm3d1dRUWFlIolAsXLgQHB799BU0cbMTGwIBMj/8A/lFtGlM5Qu4AAAAASUVORK5CYII="/><br/><h4>Caption</h4>Figure 3: Distribution of conversion times for all documents, ordered by number of pages in a document, on all system configurations. Every dot represents one document. Log/log scale is used to even the spacing, since both number of pages and conversion times have long-tail distributions.<br/><h4>Annotations (ibm-granite/granite-vision-3.1-2b-preview)</h4>In this image we can see a graph. On the x-axis we can see the number of pages. On the y-axis we can see the seconds.<br/>
<hr/><h3>Picture <code>#/pictures/3</code></h3><img alt="No description has been provided for this image" 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"/><br/><h4>Caption</h4>Figure 4: Contributions of PDF backend and AI models to the conversion time of a page (in seconds per page). Lower is better. Left: Ranges of time contributions for each model to pages it was applied on (i.e., OCR was applied only on pages with bitmaps, table structure was applied only on pages with tables). Right: Average time contribution to a page in the benchmark dataset (factoring in zero-time contribution for OCR and table structure models on pages without bitmaps or tables) .<br/><h4>Annotations (ibm-granite/granite-vision-3.1-2b-preview)</h4>In this image we can see a bar chart and a line chart. In the bar chart we can see the values of Pdf Parse, OCR, Layout, Table Structure, Page Total and Page. In the line chart we can see the values of Pdf Parse, OCR, Layout, Table Structure, Page Total and Page.<br/>
<hr/><h3>Picture <code>#/pictures/4</code></h3><img alt="No description has been provided for this image" 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KQDWQNaKLFY/Oeff3bv3t3V1VUykSCI+fPnHz169PLlywMGDCgpKfHw8CAI4uTJk0ZGRk1aXoUHbSjQQolEohcvXvj6+j579kwyEcfxdevWDRgwYObMmVlZWdra2ocPHyYIQtJxA6QG9RrQchUVFY0cOZLD4dy8edPQ0FAyPSUlpVevXuvXr/f396euhFJTU4OmUwNBvQa0XLq6ugcPHuRwOL6+vuXl5ZLpHTt2HDRokKQuo6WlBUHTcJA1oEUzNzc/fPjw3bt3f/75Z8nE0tLS169f1zxLGDQcpDVo6RwdHfft2+fn50fdoovD4axcudLS0tLT07Opi6ZUoL8GgConTpxYunQpm81GCA0ePDg4OBjGu5ItyBoAPsjLy4uLizM1NYUbITQGyBoAgDxA3zAAAMnB/wFclXXJqnkjIAAAAABJRU5ErkJggg=="/><br/><h4>Caption</h4>Figure 5: Conversion time in seconds per page on our dataset in three scenarios, across all assets and system configurations. Lower bars are better. The configuration includes OCR and table structure recognition ( fast table option on Docling and MinerU, hi res in unstructured, as shown in table 1).<br/><h4>Annotations (ibm-granite/granite-vision-3.1-2b-preview)</h4>In this image we can see a bar chart. In the chart we can see the CPU, Max, GPU, and sec/page.<br/>
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<h2 id="describe-pictures-with-smolvlm">Describe pictures with SmolVLM<a class="anchor-link" href="#describe-pictures-with-smolvlm">¶</a></h2><p>This section will run locally the <a href="https://huggingface.co/HuggingFaceTB/SmolVLM-256M-Instruct">HuggingFaceTB/SmolVLM-256M-Instruct</a> model to describe the pictures of the document.</p>
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<div class="jp-InputPrompt jp-InputArea-prompt">In [7]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">docling.datamodel.pipeline_options</span><span class="w"> </span><span class="kn">import</span> <span class="n">smolvlm_picture_description</span>
<span class="n">pipeline_options</span> <span class="o">=</span> <span class="n">PdfPipelineOptions</span><span class="p">()</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">do_picture_description</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">picture_description_options</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">smolvlm_picture_description</span> <span class="c1"># &lt;-- the model choice</span>
<span class="p">)</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">picture_description_options</span><span class="o">.</span><span class="n">prompt</span> <span class="o">=</span> <span class="p">(</span>
<span class="s2">"Describe the image in three sentences. Be consise and accurate."</span>
<span class="p">)</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">images_scale</span> <span class="o">=</span> <span class="mf">2.0</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">generate_picture_images</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">converter</span> <span class="o">=</span> <span class="n">DocumentConverter</span><span class="p">(</span>
<span class="n">format_options</span><span class="o">=</span><span class="p">{</span>
<span class="n">InputFormat</span><span class="o">.</span><span class="n">PDF</span><span class="p">:</span> <span class="n">PdfFormatOption</span><span class="p">(</span>
<span class="n">pipeline_options</span><span class="o">=</span><span class="n">pipeline_options</span><span class="p">,</span>
<span class="p">)</span>
<span class="p">}</span>
<span class="p">)</span>
<span class="n">doc</span> <span class="o">=</span> <span class="n">converter</span><span class="o">.</span><span class="n">convert</span><span class="p">(</span><span class="n">DOC_SOURCE</span><span class="p">)</span><span class="o">.</span><span class="n">document</span>
</pre></div>
<div class="clipboard-copy-txt" id="cell-6">from docling.datamodel.pipeline_options import smolvlm_picture_description
pipeline_options = PdfPipelineOptions()
pipeline_options.do_picture_description = True
pipeline_options.picture_description_options = (
smolvlm_picture_description # &lt;-- the model choice
)
pipeline_options.picture_description_options.prompt = (
"Describe the image in three sentences. Be consise and accurate."
)
pipeline_options.images_scale = 2.0
pipeline_options.generate_picture_images = True
converter = DocumentConverter(
format_options={
InputFormat.PDF: PdfFormatOption(
pipeline_options=pipeline_options,
)
}
)
doc = converter.convert(DOC_SOURCE).document</div>
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<div class="jp-InputPrompt jp-InputArea-prompt">In [6]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">docling_core.types.doc.document</span><span class="w"> </span><span class="kn">import</span> <span class="n">PictureDescriptionData</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">IPython</span><span class="w"> </span><span class="kn">import</span> <span class="n">display</span>
<span class="n">html_buffer</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1"># display the first 5 pictures and their captions and annotations:</span>
<span class="k">for</span> <span class="n">pic</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">pictures</span><span class="p">[:</span><span class="mi">5</span><span class="p">]:</span>
<span class="n">html_item</span> <span class="o">=</span> <span class="p">(</span>
<span class="sa">f</span><span class="s2">"&lt;h3&gt;Picture &lt;code&gt;</span><span class="si">{</span><span class="n">pic</span><span class="o">.</span><span class="n">self_ref</span><span class="si">}</span><span class="s2">&lt;/code&gt;&lt;/h3&gt;"</span>
<span class="sa">f</span><span class="s1">'&lt;img src="</span><span class="si">{</span><span class="n">pic</span><span class="o">.</span><span class="n">image</span><span class="o">.</span><span class="n">uri</span><span class="si">!s}</span><span class="s1">" /&gt;&lt;br /&gt;'</span>
<span class="sa">f</span><span class="s2">"&lt;h4&gt;Caption&lt;/h4&gt;</span><span class="si">{</span><span class="n">pic</span><span class="o">.</span><span class="n">caption_text</span><span class="p">(</span><span class="n">doc</span><span class="o">=</span><span class="n">doc</span><span class="p">)</span><span class="si">}</span><span class="s2">&lt;br /&gt;"</span>
<span class="p">)</span>
<span class="k">for</span> <span class="n">annotation</span> <span class="ow">in</span> <span class="n">pic</span><span class="o">.</span><span class="n">annotations</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">annotation</span><span class="p">,</span> <span class="n">PictureDescriptionData</span><span class="p">):</span>
<span class="k">continue</span>
<span class="n">html_item</span> <span class="o">+=</span> <span class="p">(</span>
<span class="sa">f</span><span class="s2">"&lt;h4&gt;Annotations (</span><span class="si">{</span><span class="n">annotation</span><span class="o">.</span><span class="n">provenance</span><span class="si">}</span><span class="s2">)&lt;/h4&gt;</span><span class="si">{</span><span class="n">annotation</span><span class="o">.</span><span class="n">text</span><span class="si">}</span><span class="s2">&lt;br /&gt;</span><span class="se">\n</span><span class="s2">"</span>
<span class="p">)</span>
<span class="n">html_buffer</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">html_item</span><span class="p">)</span>
<span class="n">display</span><span class="o">.</span><span class="n">HTML</span><span class="p">(</span><span class="s2">"&lt;hr /&gt;"</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">html_buffer</span><span class="p">))</span>
</pre></div>
<div class="clipboard-copy-txt" id="cell-7">from docling_core.types.doc.document import PictureDescriptionData
from IPython import display
html_buffer = []
# display the first 5 pictures and their captions and annotations:
for pic in doc.pictures[:5]:
html_item = (
f"<h3>Picture <code>{pic.self_ref}</code></h3>"
f'<img alt="No description has been provided for this image" src="{pic.image.uri!s}"/><br/>'
f"<h4>Caption</h4>{pic.caption_text(doc=doc)}<br/>"
)
for annotation in pic.annotations:
if not isinstance(annotation, PictureDescriptionData):
continue
html_item += (
f"<h4>Annotations ({annotation.provenance})</h4>{annotation.text}<br/>\n"
)
html_buffer.append(html_item)
display.HTML("<hr/>".join(html_buffer))</div>
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<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[6]:</div>
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<h3>Picture <code>#/pictures/0</code></h3><img alt="No description has been provided for this image" src="data:image/png;base64,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"/><br/><h4>Caption</h4>Figure 1: Sketch of Docling's pipelines and usage model. Both PDF pipeline and simple pipeline build up a DoclingDocument representation, which can be further enriched. Downstream applications can utilize Docling's API to inspect, export, or chunk the document for various purposes.<br/><h4>Annotations (HuggingFaceTB/SmolVLM-256M-Instruct)</h4>This is a page that has different types of documents on it.<br/>
<hr/><h3>Picture <code>#/pictures/1</code></h3><img alt="No description has been provided for this image" 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"/><br/><h4>Caption</h4>Figure 2: Dataset categories and sample counts for documents and pages.<br/><h4>Annotations (HuggingFaceTB/SmolVLM-256M-Instruct)</h4>Here is a page-by-page list of documents per category:
- Science
- Articles
- Law and Regulations
- Articles
- Misc.<br/>
<hr/><h3>Picture <code>#/pictures/2</code></h3><img alt="No description has been provided for this image" 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qm0tbX9+++/ly1b5unp+dlnn2mrQe/evbtr164WqoiUEgZnN2Ctv0oG1q4QNBrGrMbiSjMtm+Y0bK0NhIeHjxs3rqHvTShLiC+NN55wEBBRHJEnz3MR1pqVXRtqtdrb23vQoEHvvfdednb2e++9t27dOv1v+Xz+xo0bVSrVli1b3njjjZ49expppLAsa2NjM3bs2I0bN6alpW3YsOHixYvapJqysrK1a9fevXvXwsKitLRUJpNJJBKRSDR06NAJEyZ88sknR44c8fRskYJehSmwbw3q0tB8IEkoy0YZPYaBCe9wlZVmWi7NORV3dHTs3r27o6NjIwZtiqBM5sCQeAM28kOpVKp58+bt27evQ4cOzs7ORn4vS0tLOzu7+fPnKxSK6Ojomm8nCGL8+PGnT5+2sLDo3LmzdhpPEMSOHTsiIyP//PPPffv2vfbaa/p0ury8vEuXLgUEBJw+fRpaJuH7oOQeVtegVhGBdZQ0D2JOQB4mL5h5lEjV0gpVhYbVtALD9vHxmThxop+fXyMMu7NN52623aDGxxzoNNBR2BgXFMMwGo0mJCRky5Yta9as0W7RXlhWVtatW7dKS0vz8vJ2794tl8trKj0xDKNQKDp37vzzzz9/8MEHFEVpNBrt24uLi8VisaOjY3l5+fbt22UyGUVRcrn85Zdf7tKly5kzZ86fP//LL79ACyQnzljPhKTR1It1zn8zj4DYkthnLj/jt8/Pfbf75JOTj2cdr8+7mn9C1bjsFCue1Rtd37hVeKtMXoZPJ64SJMA+4OXglxu6wNZmv+sFiebOnav9j4WFhTb9ODo6es2aNY6OjgqOzz//3KhFHkEQdnZ22hnEpEmTtBtFIpGNDWq5LFy48MSJE1OnThWJRFoNFoqi9u/fn5ubu379egcHh08//fT9998fNWpU0yvDPSA1K2GxOloEQnNW9iMivix+9rnZdwruaH1JRzOOXsq9tGXYluk+05tSaKFpUSgUMpls5cqVkyZN0meGNEho4VzOufUx62NLYmmS7u/U/7Xg1wJtAhvdCVAkEhkmk2iLAQUCAcMwpaWlWVlZNE37+PjULL1gWVYulwsEAsPLU6lUGo1G6z+XSqUpKSnW1tYeHh5KpVIgEMjlcpIkBQKBdmeJRKLVP6t5bc0ptBD5H+x9tZpsqEYFLp1QpqYsGwWuffuCd6+GasI2OW1VaIFl2Vevv/ptxLdgeF9ooLtj9ysTr4hpcZMJLTQtly9f3rFjx9WrV6dNm9a4I4xwHTHCdUS6JJ0maHdx4xvNkiRZ00iqCmVI0o6jtrcTBFHT2nkc2v8baq1oTd1ofwsLC2iBBI2B7lPh9gEsn8QCaQIEVqgoePgjUHDFzyJb6DsXxr5qWv7azIOhZJQn7p0wnlWTEF0SnVCa0N2hex3vbc6/x+DBg3v16vX888/rw8WNw9uiSv/ETFPCE8KUj1BgMPoEytQ4+mEDipRraOE87sGklMLl38HeG/rOb+5rbZtoTHnLWPR83Mct1ZyGLaikGa/BzH3gCaDXTHyplVBRAFufwptK34aCpECthrvHcWDnt0UBtmaFR/JGuo6MLYytZqYM+Nv6+1ujEHAdNP8MypxN3Tqg+VCWg7ZttKImSJAW4/y8iQybYZmwgrCIogiaoEPsQoJsg6x5bW3xXE9Ignyu83NHso6klaTpErFYENLCt7u9bcWzaumG/SAVIGYeKRb2qNkuKwHKwIXJaEBsB+Jq5W6NRq6Wr7mxZnvS9mJZMQqNi+2CbIJ6OfRa0WlFiF1dPejaKl3tuu4bue+T25+cyjml1qi72XV7pesrM32wC03dNKdRxcXFXb9+PTY2dvTo0c14GWbqi4MvBA7D5LMqxW8GU9C6TQa6adZTn0d9vuHOBhyduBuzWFF8JefKlZwre1P37hi+Y6Tb/TtgtD16O/TeO2pvvjxfySidhc4CStDSE1TkcnlRUZHJNldmWijDV0Lw4/gfjQpfFA8GLkXDbgqypdn70vZhFoI+rodN+fCVU5HzYcSHZaoyaJeQBOkicvGy8KqnVTfziN2dIzIystkVVHJycg4ePLhgwQKj4Lk2fr5p0yZHR8cZM2bUTGItKCg4evTo5cuXZTJZYGDg2LFje/fuTVHU8ePHb968qVQqLS0t+/btO2zYMJZld+/e3alTp549e2rfGxoampWVpW3u12qwdIB530PyVSwOofkQOBI8m6xLXpY0K0eWY3qsoeBGwY2o4qjBzoOb6nRtm+YX/XxAq1ZoILUEsspA8wA+uLS0tLVr15aVmRgQdu/evXr16p9//rmmky81NXX+/Pl//vlnSEjI2LFj8/Pz33777YQErG3csmXLzp07BQJBQkLCokWLfv/9d4Igvv/++/Pnz+vffvz48VbZpoviQcAweOw1GLWqCa0ae1TxbdEnVMvfUa6Ry9SyJjxd26Z1O6523oXvrkFUHq74RvnCG4NgiFdjjkOSpFHamZbY2Nhdu3Y9//zzt2/fNvoVy7JffPEFSZIHDx7UZpssWrQoOztbG72jKGro0KFvvvkmALz55pubN2+eP3++SCQy9BTyeDxzqM+QjtYdH3N/7JeSX0wMNwz4WvveN8ZjpgWN2I1m+x1YdhDCMkGmBqkK/ouBOf/AzZwmO75Go/n888/nzJkTFBRUc1pRUVHx33//Pf3004Y5ZG5ubvb29tr/6+ftlpaWGg5oMzycCCUBxP+6/2+ox1ActNWYO6kbvblcjPl+830tfR/GedskzT9iG/XuqidFcvg+DBRKg0/Ag+wiHMD/nFwtHNNotm/frlQqFy9erC29Mlpgl5SUqFQqbac+lmUPHjwYFxcnFAonTZrk5+dHkuTdu3e3bduWmZm5cePGVatWWVlZNVoB6uGiUUN6OGTcQivy6gE+vXGyXRu5cRB9EgpTwcYdOo3ARPEmxdPC8/CYw/vS9h3POp5SnnKz6KZKo+po3XGe37z/dftf056rbdOchn316tVDhw5duXJl7NixDX1vfCEkFHMuU0MoiMyHQhk4P3DmdVJS0s8///zFF1+UlJRUVFSo1erS0lJra2u9efN4PLVarW+VJJFI8vLyNm7c6OrqqjXsrKysCxcuiMXi7777bvLkyQzDaHUXWlZyjkoORz+DiAPY1xKTAa3QxT3hbdPZJnePw5GPoSQLc1QYBsJ2wGNrMFe8SbHiWS31X7rUf2mxovhm0U2FRhFgHRBg3cLq3lo8zWnYPj4+48aNCw8Pb5TQApCmqjPJWrbXB8MxOScnp6Ki4u2339Y2IcrNzX3xxRfXrVunF05xdHT09/e/evXq8OHDCYJYwHHixAmt6arV6tGjR2vlzbQwDGNjY1NQUKDfUlBQYFI77ZFyZTNc2w40rcv91iiwLbGNK4x8wXjP8jw48gmU5uj2pACfBafWgXsX8GisC00phXt3UFPN2hXcjPuN2gnsRruZExxap0qpu7v71q1bG2HYQU4Q7AgXk3EGXgUD/d3BoeENrViWVSqVRUVF2oougiC6dev277//amVGt27d+t9//3344YeGBV40TT///PNr164NCQkZOXIkRVFFHNrfqjkMT0GS5NixY3/++eelS5e6uLikpaWdPn1a22C82ZAWQ+xpLm5cOfMhKCDUEHsGizosqwvIx5+HinxUUNFD8TDDNOFSIw07/SacWY9LAKUUrJyh00gMkucn4svGDfyHNLGyGsuV7OvrT9s6zb/GbtzK05IHbw6CqFwokVZOyNUQ6AKv9NflRDUIsVjs4+OzcOFCHo/Hsiyfz//jjz8CA3Wl3cHBwdpOg0bvWrx4sVwu/+qrr9atW2dhYVFWVjZ69Oh+/fppBVhrVmI+8cQTcXFxc+fOdXR0LCwsHDZs2DPPPAPNiKQIu8wb5X6TFBq8pNDYsMtyMc+MqH7DEARU6PQeG0bxPdj3OhSkYDCcovEBEf43rt5VUsx7AQKcOsCEteA3AB4caQnEnISky6BWoQchZDw+ONo6zW/YjWaCP+ydBT+Hw5k0EFAwPRBe6AcBOp90wwgICNi1a5dSqdTKgJMkaaguOH78+GHDTMuVP/3003PmzImPj1cqlS4uLv7+unjMmjVramaz2NjYbNiwIS4uLi8vz9nZuVOnTtC8iG1BbA1FTLXYCMNgQri4RvG5cyAOdyxb7cHJsuDUsTGnjtgPRWlVCi3ah4u8lHONc8fPiYcD/4OndoJVNdHIBlNRAIfegzvHOLkIAu4cxdeMzxt52a2HVmzYADC6A4z0xXAXASCu3ZV7XwQCgY+PT22/teao7bc2NjZ9+/Y12ujs7Fzb/p04oCVg4QBdxkFGZJW5YldqDXQeY8KcAoeBewjOn3mVsXeVElw7Q+CIxpz6XjRWjxj5Pg3nyTQfitJRwmXwg61Wru+GqCPAF+nyVCkepIXD2R9hzjcGmattkFa/5CAJsOA9kFW3U1gGF7c9Z0CvGUDxdbnfBAE9psOgJ0zszxPCjK/AbxDag9aZ79YZJr8Pdo0STkav+/3sitE8qByqWgnRx/AZYXgungCn5ZIidNrFnoWowxi9a3M0/4ht7lnXDCRdhtDtkH4DzdV/GGobVeRhQDtgGHQcaLRvRFHEmewzxcriLvZdx8z70jE7BfITwNYDF8CN9m+FjEeLwkW7fmhhjU2dpNBb/iCwGjRgY4cZgY+w0L8weleUjuflW0KPKTD65bbUCKE5DVulUik5mvEa2iNx59BxJS3Ceam8HONbbsGw+DewccG7PPEyZEWimFmnkWDjuiHmx09vf5ItycY3kjDIdfCmoZuD/Ac96DUEDIXes+HGblDLuVUAoVtm6z15GjUILdH+HwSKj4uF+AvcoF0JQeBIfvE3nBFo/SCKcrj8B04ixrwCbYXmNOwrV67s3bs3NDR08uSquj+CICiKUigURoVWNSVK2wlaPdMmO5xCApc2gaRAF47WzrGz78DlTTBoGRxYCymhgH1LCTi38VyfIa/c+1allOlvkytZl1+++vz+UftNSmQ2AIoHE9eiyOmdo2hXjn44BQjbgUMoSaIDz8IBxr4CLo3RnK2CpKDvAhRp06jw/7o5AaFTq9Y/RAiuF0LUEVyYOLSRrNXmNOxevXr5+vpmZ2cb5lETBGFra1tYWGh0Q2s0GpIk29u8XaPRyGQyJyenJvvgBcmQn2Ssi0DSkBkBhz/EYDV286Hxvq/I33JnvcpaVs0PQ8OFnAthBWEjXBvlMzMEFRom4Uut1I2oAUNx0VuUyjUJG9P4vBdDAodjQ6JzP+GcnCQwUK9rt2w07acxA6fkntmwmwArDhsbG6PMSjs7O5qmtWLR+o1yuZzP5zcusbz1QpKkq6urtm9B04CdPWrksZIUFKahD4nmVUazCJaETB6jG970ECBXyPNl+U12PVoHuBbXzvhqWigak22CxkLaTfwkd45g6Ktm4zGWwSkMv0WKQAOoGYguAKUG/O3AVthqE1QIgqgZYSouLraysjILpD0oDh3A3gfdZrTBDUIQODeWlRj6mQiWcNfQxg8BFoQCoZPwwWLLTQ7FQ+XzOrB0hODH8D+ZEcZNi7So5OA/GFxbRhiyOlcy4eNLEJHLGbYtrOgNS+sSFNfROlatLEcLrY5qXYissY8H3xI0Si5qzeA9be8Dw57FIav6N7ys3Fagr53UooFR7qOGuAyB5kWjgvxk7NedFQUp14jcuPrmigYOxwlCNdtmQaXAxfzol020NGpububA/H1wNAbulUGBBEIz4Kn/4Ldb93+jeQBsf3SdgGYQuhWyY9BT1Xk0DH0G58BxZyHudNV0lFUPV9l+6D3q44L95bISNG8S+rn0WxW06pu731zKvUQR1GSvyfP85lnQj3YGG38erm7FxDXtU0kpFQmtNf7DYexLODLXjU8f6Dkds1a0eeOokU5B98kw6kV04LUwWBZ+vQXpxQB6pz4JGga+DoX5wWBZZz91s2G3S0Iexxb2FYW42rSw1w13417HLPGsKK7VBAsiG2Lw8tdHPD+x9LW9qXsKFYX9HPt1tOq4MnTl7fzb2mH8QNqBf9L/2TZsmx2/1v5HTUzMKfjnDbxOXdE4pqCS5bnkje0gK4IFnNSUWlGraipJwcT/Yfuxu8dAVob58F3GYeVpiywOUWjgbGqN2mQCkksgthD61Jnwbjbs9grFw/JMQ1w7wcKfMOqbE4P9NAOGoY4CQQTbdgnu8Z52l3nn593Ou2141xxJO/JT7E/vdHunHt74ZKzicguqS8ihbjQqDDjLyqpidVoIEi028SJ6vwtToTQbU2J7TEc3e01oIQxYjL1NZCUgtm+B02892EnJ1AOHAKDv9yAyG7YZA6xdoc+c2n4ZVRR1Pud8TbfMoYxDL3R+wYaPPYNNUJ6PZdt3j2FxFUmBRwg8/hb+2whKc3D5YPq5QGDCydn1XHEY4Iwj5hSMfBGGPm36UHxxy+9JJKBgUgDcvWcwFdd223SDoOqldzVpiTMQMy2TMnWZRC0xTvEmQKKS4HaTMBqUZ7jxNy6GWQatLjkU/n0bijMbfHq1ApPb647nEwROwmkBjsOYXvYrThNaM0/3gm4eAEpOAU4DoAI7C/jfEBDcb0Q2j9hm6ouvpa+HhVesIrqabbPga9XBUViL1yorCrUcaEGVQfKEkHUHYk/CwHqXbZXnY95r5GGQFWN6SV22bfArkkSNl9hT4NSsRe8PRkdb+HcOfHUVQjNBwWBV8qq+KMh7X5rfsNtnomhrxEPsMc9p1PuFnGFXxsAoknzSezafrMVFmxVlwhQpCrKijUu7a0Negd6y+PM4A8ce3fW/Wwg8hYzr490g1AousF+n0/kR0sEWfhoPuRJQqMG7luVOyzLsW7dunT59+ubNm40QMzTTDKjlb6YqK0osd9jK79FqYKGTiv9ysfW01HyoTWtQbGOiPBO1HKzrq3QTeRASL1Ub8+sLi0t6r3okc+hJvYF1KVmRILDAovTes9Db1zJwsWhVKaW+vr51aBiYaVnkpwiyYr4q91isUMXylBQLvZTCDnLAKgt5GQhN/R07DMKQUllulceL0eBsPMC0Io0JUs4DIwOqHkm12jU8SevKSNRK6DgItdPqSewZnBpIuKI3YCH9FqoyT/+s5dh2g2jOabC/v/+sWbMCAwPblJh+G0atQBlTkuimEM2psJ0pse2g4gZSjQKTt0xi5YgSxUIrdJ4xajQ2lsHUt473b8GVXQH/JcK+0p4RpHbUrZ53yKirJZCxDCo9dR6Fok4aNao79ZgK0z+tbzRLIYXT32EAjCfEcZ6k0WceewYiD0HrpPnX2EZqnmZaLnaeYOsOWYVcFLVykc2oMSO1pkaanu5TsCQz4gDkJWJ4ucs46DLGRBlGdXbdhc8vQQQKJT7rJpg5hz32qeZbMci43CsV2HujzEPUYYxpA8HSfEJoCSNewMlzQQqU5WCA2j3YWKexDnLj8Y1k9UAazcOo/sAlXLlbK6P1XbEZ0xQkowAgrsYCwanB2ZHlqnKWZa35dS6LLB1RHSE7BqfTWieWRgUWjtB/0X0M1ac3vrTz5Hoslc+nwfL/QCbX3Z7Z4PQ9sZgPqi/UnxMsg4NzzxkwYiUEczIs5fls6T2GZ0HdPQYZt7EONLDhJaWm2/0RoJI9pH5GDxuzYbd+WBYu/QbXd2HSFcu1p+87F9O/6+dtSi5P3hCzISw/jAW2r2PfF4JeqKv3Xd/5eM+E/gXlucCoMMN8+ErUS6gP9Us4YwF+uVVl1Xr2EOOeoff728ih70KUT8C13GB8he8hTnxNShPRScdocPI8YiWO3g2KtjgH4qQDfQEGZ1WrwLtnaxyuzYbdJrjxN5z8Bs1bm2hZkomZXkJr6Df/vm+NKYmZdmZafFG81nV9JefKf5n//Tvq3xA705lhUkYe6uOSazHRvrSwv+tQW5/BGLtqUkrlkFhcYysLGaR7yqQ//LuIwbDmpOQenFxHSEt0BknSuDS49Dv49muYJrmlAwx8Ak58zQXnuE+kUYCjL/Sa1Rid+haAOYbcypGXQ8RBTsqXZ1CcrMEoEcp01wUL7OdRn6NV01ylAfdKKk76LPIz1lSX6piSmDlnZ48/Pm7B1efGJ304KX5tWPHNJv9AIh7Kzta8VgseYenoVM2qASDhAnq8DB8uJI1aS0lXGnziAYvg8TfRj0DRnMbjUJj1DTi31p5h5hG7lVOWh76imt08ynKhLB+EdSU0pFakXs2/avxsJyE0PzS5LLmjdTVJfSVT8eTlJVezr6P908CqlZczLiyVLTk29pi3pTfuoVGh/4llcaCjBegqy4xAB7VLAHh2r78fS0DBtEA4l1xdtlQDAzygW019B6wnrdG4h6B0PQYbBC2EQUtx9V6UDgIx+uda5yRcSyu+dDOIwALV8I0cPCxbnyIHpUap1JgQHlEySgVTFb5SaiAqD45lxF3Nzq26XwjsmhZTFPNf5uGVnZ+DpKtw+Xdsu8UCOPuj8zzxErfmZ1GWMGQ8DoYC4xwLNauOLIzMl+d3sunka1WVJ/l0T7iWBTvvcF2yuXP5OMD7I7mRvKIAY2YWDrq+BV49UThBUz25jWXArUvND8WyrICqpZxTj8i6kQUqLQyzYbdybFzBbyA21qhyOLN4o3cYgNZVJ54Wnv7W/mmladVb/EBHq45eFl7any6mw9tnIeweKJnuQNwG8V9g/R6QJfrd75TFQkoY7H0VJw64HCBwkY9ywqRuza+ogLDtGMoe97rh2cPyw94Jf+dC3gUNq7HiWc3rMG9eh3lX8q7Elsb6WXmvGDD1sQ59/k0AhQp6usKTvaGjKg72/oa5pRo1OggHLMTSS7WyllIQvv6n1IrU3xN+P5p5VMEoRriMeKbTM13tmkImsWVjNuzWz5CnMASVGoZLa8yjpFH0f8hT932fBW2xKmjVhZwLKiyo5DYx2EX0uU7PWfEw0yupGBYdgPQibvlN0MDaQfkq3M32ZV0cmwVH2hrCdqLEp75Guua6gKUx2aPfAn3bkExp5sILCxOLE7kjQ4miZGPMxi2JW2RKXdjJSbzuq36f/Dv7Jd10vDQLdr2CHxMVFAjIvgv/fYgZoGk3UONJ3y1UB4E56j2m4UcoT1pwfkFYTpj2A97Jv3Mg48CeEXv6O/WHNo3Zedb6sXaBBT/BpPcwrhs8Hia+Cwt+NhZRMEQlg8JMVXFGfGlcN/tufw75c6DLQBEtEtLC3k69fx3861w/XS/7X29CeiH38NfPcwkA2UJQ9eBiS2Alsp7kPBINrO5QFknhFLosV7/hj4Q/EksSq45M4J0oU8t0Pjymd37htOdORp9M4xoVAMC1nZAdi88ObW89iofj9q19WP5pbNWVKxHu2fNjzI9h2WF4IpJ70ZBRmvHerfeyZdnxpfElyqqpRxvDPGI3B5IiuLUfMm+jw6bTcEzGarSoiBaRNfRfiK/7Er4XIv87rE7aYFMST0p4pGCw86BPen1CU7SG1QTbBusVSFkWblVZYiUEgMYB5B5A3eJRvHd7vNvLeQCw98sdZBnsnmOQTH694LoJvzsWjQmg7FOQLgaNk4yFBfvkrwyEN/sqiayoGnXgtRRgYdhPgM+RiEMKr5CDmYeM73EazuScmXByQpmyzFnoPN1n+otdXhRRDW+q3rIxG/YjJzce9r6Ok0lWg/dy1CEIOYvd7YRNJx5uEpbBHiAnvv1HVLjIOV9WodscVxx7LvfcycdO+llVy1cjCFNyeSxQJPRz7xfiZju/w/KRbiNxY8BQuLm3mlyR1pmnX/OrVdChHzhXudmtaVMpbgRA+RoofwX/w70KKoRvnwZXASzjkaYCcKbQNgyKOAQRBzViq3KnjJrVZSpGdbvgNibnlCaH5obuSd3zbvd3J3tXtaNpAzzEqfjdu3d/4EhJSXl4Z2llsJx8z70o9O7wRFyJAol51JEHH/qpC5Lh2o4SUvWNQ4WMVzk1JXHqm1yc/HnU5zVj15MDuImx4WY1BDnCvnFrfx30l86qAWDgYvRmKbme9RoV1opQXDt7lZyr/dBgatqIFwyDUtO8pxkfmQBQu4KsujAThWf8K45f4dybs0+DN7BMZU+PmrDal0hSOlDKM93Vs/KzAwU38m/MOz9vV8ouaEM8RMOOjIx0dna2tLRcs2ZNfn6T9o5ovRRlYdc7ox5xBAkR/+nEuh4e96KhKCNOwETTSmMTJuBGYVihvMDoHfODYX537h7R7s+CrQ28PwzcjJpSuneFBRuwAMO1M2aqd5sCT2yC+Rsws7XndJjyIXb8c+Bi3ZVM85m2PHA5HlbDVW1pQ9YaD9C4GdshCZmlkNdlLvj24vSVNGjSaiXKJDt30qmjay3ZuBMAQQL1UrmDtYYb7fWvmpAgVUq/jPoyT45FJ+1xKs6ybHR09OXLl/Py8mbMmNGlS1W08PLly3/99ZdAIHj66adDQjASOH8+pjSq1eqjR48WFBQ4ObWw9hHNgpQT9zG6eQkSJIWmO1Q0IVg+Yeq+5q6F0VhUKMGxeo2jkIaNfZJGJfy3t6JXAWXfVx250EszpPP8Goq4AK5dYOZXKDYIDNhUhtlqL7rmkbzv+30/1GXo7pTduYqCXuXM8Iy09RbK60Q5sI5G0ktWPLB2coLZ38KVbdjvWiHBjJd+CzET5vDHkHqNK0qhwMIGpKXVbJdgR8rEWyqCPvAmo8viAViCIBQaUxWmJMSUxkSXRDu7tsrq6wc1bIlEsmHDhpSUlPDwcF9fX71hHzt27OWXX166dGlFRcW8efO2bt3aq1cv7a9+/vnnzp07d+rUEpunNAN2nlgqXFFQzbYZNUr/3q+S8UFxDQRbt0BpXmc1P5SWVd3/ir5Q8cKd/El9ku3G+8HzfTHHS0d5vvXBV58qu7OUEDNqkg8KuKMBxzIY/pzpDOo6XPE1sORZLvVfurjjYjWrEdw9CXdfnS6TPU3d2EV0qNqJG2MnBYCjAEDgCePfhDEv4xOKFuiCaot/hdTrivQo1spZ6OYPm5dhPilhMA9lNNMs+jw2fkNMRRLLahLKEhZc4ApIaoBa6q2zkKsJpuIikeizzz77559/unXrplLppo4sy27atGnWrFlvvvnmxx9/3KNHjx07dmh/9ddff2VkZKxdu9YsbKbD0gHjq2oFF3Pm0Chxsd1jhomwTdPiHAg9p9upYXWRpUBdOS9V9oGi/SB9QqOxL5QS2yJg+l74Lym/SME5xG8fhKy7QPBpUPNRKZPAmfPNfZhS1kRQBCUg+ZhO4xliKVd8od44kI3AX6AiJ0swMDEI5fuq4AkxlKUPlZMU+A1QDX5aETwJC7A7Dqr6YqFSUyXkcbHAurdDzz6OfWb5zprqNRUT2oxMmIEAq4BONm1n+GmYvVEUZWtrq23vqm/sKpfLIyIiBg4cqP1xxIgRly9fBoCtW7euX79+6NCht2/frqiodMLWoD599rTnaiM9dIevwOwRsQ3nbVJil7yJa6FzpSOq3jT42yBpHO7GvzHHbthORY8xfF8viw586bug8qgKJtOQUwrTDoT67Q1aemV5TNw+YCs91NoXxUOrzk+CpsXSASa/B779vZnUo7IlGxX/m+WUMLc7bJsBe2aCQ41QVIWq4lbhrajiqFJlqUQl4WdFWV7+DafltACs3XDFgT48JZpv/4XQEzNVtPBI3h9D/ljTYw22LtG2JWPRqnk0b1WXVe7i++TqtSIaM/0zmrGoVCqZTKbvU29vb19UVKS1/PHjx8fGxqalpfn4+Bg2sk9KSvr9999VKhVBEBcuXBg0aJCCo46TqtVqiUTSFkZ+goRBz4PvcKIgGWgB6xqEcaCyhhUtqFQqhmH0k6Z6n5qAXouJjmPGl+aN4LGnZdTLOcFZRvtQoFEGl0odtsT9eUPDOy7w9dAYttJFaVGpVKaSyIim9fbZdITJXxCpYfyyrGVi6yd9ygmnMjVLqGRQVnlybG9NUPvu7fs16deEsgSapL0tvGmSds7PXp5eNkFuhbMeoZXKravGxp2l+WrvfmzAMOyUY1ATwif4Hwd9PMx62O8pv5/IO8GwTKBl4DN+z8xznVfWwL9CS4Omab0RNcG6juTQKxypVCqaptVq9eLFi2t7C5/Pd3JyUqlUJEmKRCLtEe5rtARBtAXD5v4C0KEv+GFWI8FoOGmRhn0ugqMx3wajAhsXtZ27BQFdCkm+6QImGl8k3BWqfrUq/qDYxaDKSs06diTcgiiCywZvShhMbu81k2EZDbbL02BuGWfNpF6SnOTtTN35bNizCoyo4UMmq5x7LpFw0AM+LoHXS5xALuGV3iPHvK707Ip9vTQqnJBXn92oWNU4r3EjPEbkK/KVGqWT0MmStlQxqta+xiZJUj+Pa4xh83g8giD0Pei1VpqTk6P9MTk52d/fn8erK5XKy8tr9erV2v8nJibSNM3jqOMtSqVSLBbXvU/rhAa4X8lRDdRqNZ/PF4sfqElNRxfo7AgpBdUXZCwAHQt0mjYEdUUg0zBKSqsBzjDA4xMDl4jca5dYaTJM/KFZYH9M/hErz7S3rYG1qgj41KZgnMwyi1LHwZ3A9F2j/UIsUe281huGBzxLi6pZJL9aH53WCp/Pb6Rh53JIJJJ79+6lpKS4ubkJhcLx48dv3rx53LhxUql0z549zz33XH0Gk5SUlDt37sTHxw8fPrzuPbWP0tb+QG1pCCh4tT/2VS+VaMs8OKsmy8DyGyA5t7kGKI9uEDgHEi6CUoYjas/p0HVis1xtcnlydEl0ZFGk6YQTFspIZrRLWgmFkrdU6je9D1/YMGBDX6f6yTa1ORps2OvWrTtx4kROTs7vv/9+6NChjRs3hoSEvPjii0lJSTNnzlQqlYMHD547V1dFUDdFRUXR0dFFRUVtZILdChndAXZOg29C4WoWSNVS4F8F629BeEKfkTKiwzSq68vYnlIpQ4VtLrVGyUC+BKVKncRV8+S60KghJRT71Fu5oONajP7X+pNcnvxp5KcXcy4WKYtUjMq0YXMPpUJK5xLXkGxYXtjyy8svT7h8H4XGNkqDDXvt2rVvvvkmTdMMh5UVZji7uLhs27YtNjaWz+cHBNRXTaY3R3x8vFmBuBkZ7w9j/aBAAn8lHXrn9jIVUxni1sAAtwFPBSzH/1s4QKVKwt5Y+C4U60MIAsZ1gDUDYYCuFtMAjRpFF9RKcPABSTEceg9Sw7kMHALs3GHCO9CpvkKi+fL8OefmhOeG43pB65uvJxTcKb7zb/q/T/g/Ae2PBhu2oXPbEIqigoODG3QolmUZhjF3C2h2aBJcrWBNj1k+tuwvsb+GFVy34dvM7zD/xS4vGnXb+zsalh4EmVK3LP/nLoRlw39zobuLwU7pt+H8T5ATxwXzfEEpU+fcuShWRfEVnhp6VLHM9tAHYO8FTtWkl2pja9LW8PzwRjp5WYgsjmzQO3JluTElMdY862C74PvLrbRgmrO669q1a//999/169fHjx/fjJdhphJqju+8Gd6z5IycBFJMG3vmSuSw7hrIFAZ3DQ8yi+DbMPh9ElDasTQ7Gvasxlg3KiKgklE8X/WCe+FZkUQNLAngb8f/IadiXPRJGF4vwz6bfRaTyRu7VvMQ69Po7kOFqmLd3XU/xf5UqCgkCbKXXa9P+nwyym0UtE6ac3Hr6+s7ceJEHx8fhnnIadLtDY0Sk9vqhmVx2aySG22mSdqStqxp1QAQXwgJWjUVQ0iIyIVCqe6gmJdWlKZLDiMpFc1/1qngpLgCW/hx5R7xfOXTzgWxRVH1LMMka2uved9bhgFboe10n+n6DXWf8Js737x3871cWa6aVSs1ytC80Pnn598uxOrO1khzjtiuHO7u7mbDbjJKsyF8D8SdA7UcvHtBn7ngYUrfKyUUwnZAynV0hnUejelZ9ZgYKxi5giFqBudYltGgndFYd516vUr/gCUuiCrOiSTVTIqFDCG7N+Pf//1jDYOfANeguk/6mPtjh1KrN9BioINNB28L7/NZ53ULbw6SIBltIQ2LDgJnsfPX/b/2tfQtU8B/CXAmFdvQDvKG6YHgWmM1mSPN2RC3Af+nT8KjIK8ib1PCpvX261tjymPzCy2Y19hNRmke7HkDki4BRvsJyImFuLMw+xvMxDYk4QLsXQOSAp0FXtmM7TIX/oyCu3XC8uNYWgPyXsYeLP4NIF0BvDGpDivMq+w4ii83OU7eJcvZ8N1ERjiKOjnXFRVf5LdoT9qeC5kXdJ4z1BomVgWtmtth7ldRX+1O2Z0ty9ZWkuut2k3stsx/2Uzfmb0cehXK4IVjsCtKd1HbbsMuP1w4+NtXO0tUSVSRosikErOKUfFbTK/s1jEVv379+gcffHDjxg19rouZRhNXGrc37OM9uUdiLUlsLkdSWFtSlgtnfsCZuR6lFC7+BuX5qMqE+mEkqhfnxMCVLfdtUiUuvinmfQRkRfVslruE1TcUwY0QBAmOHQzrT93VpkcOd4ZH8EXoOb+6pe56VVuB7a7hu17p9kp3h+4dbTqOcB/x+5DfX+7yspvIbV2/dUfGHLHgWRhNsitUFY95PNbLAesLf70Ju27r1M7wxYMLSfDBRePPasWzIkw53K14Vq00FtucI7abm9vQoUMvX75szjx5ELQNPX6L+S2lPAU8wVdV9lS53duljnifUnzUVyhMrxoV85PwpfVs6SEp7PYuK60rwiwr4p85w5dM1uWxaBHtB4vXujr1dxC4YGLsmR9QjVTfs5Jgx8gtfZVkKo8xtBoRQ06UWmF5CUmhs01aAha6ATS1BFJLwd0SAuyr0kDdRG7f9PsmW5ZdoarwEHsYrv+vFlytUFZUM0kCyuXlRzOPDncdrtTAzrvVxRg5h99/iZBTAW4GUlRd7bqG2IVE5EdU8yBoYIrXFFr7zGptNOfTyNPTc9SoUd7e3uY19oPwa9yvb994O6UiRZs+ncpT/c8ub6NVEVeYxZUuqg08ZAzDyRLUOIq2i2XtqOKuvFnwVLZqObCVK1Rcyjr6WPJWd3mZIiiI/A/Ob8SWQ3qLZBl7sduP3T/zsvLWS/+LWOLdEoeRcgsgtALGWAeNq9wK7LDZYxM8th26b4J5/6CvzhA3kVuAdYCRV69QUWhSFLFYie2/1AxklZsIfUuUUFzdaWhBW3zR+wsnkRNeJ8O9VDDZb/LCjvXQh2yRNP/TyGzVD0KJsmRr4la8EfVDDZfj/Zdl6TyJrZ2KQWkHe5+qNzj6Ymw5/QZOxfVoNChpJKorIexcrtVRdqDR2AjyQU+JN/R06I0Pi6jDOE4QPK7njr57tnJCl2VHO03cl7L3TsRmz6KiiQq70fLKZBeNBtWUxHYSJbx0Ev6+rcvsVjHwdxSklsHJBWBdZyx5oNNAmqLV2EnPYCsLvR1649qfgq7OcD6luiefBWcL8KyRjTbOY9zhxw5vitsUWhBqw7eZ4jXlCf8nnIWtVVClOQ1bKpWWlZVJJJLW6HVsIWRLszOlmTUHpQxKdY+Q2hGWMHhpNf1TkQ12n8uJBpVC15tKrUC32YAn6q7WusIEm1BEAqqA6MvN+4h75al3xVKWkgcpBV5qPmfbBNZLFmcGe/cM7hnM8PuT+98GeQVQXBm0WolPGWwrT17KgH9jOKvWfxAawjIxy21596qTxZfGX867LFVLg2yChroOlWvkRzKPaNgaExACtHLCNAnP9oIrafik0M1NuTOv6osCrLkSrPSmDT50X8e+fR37KjQKkiB5+gVF66Q5DTssLGz37t03btyYMWNGM15GqwZjzpSJmLOFBizt/KDvM9gHx4huk/E2v7oZk7cJEgKHwZCnwe0+YSdrO3sTls+A2Bb7/v2ZuOk7UfhdUQlLQJBK8Fy57fPlDmhFPCuw1aWIkMGP4/I7dCu26SAp6DIYBi9HTSiAqHxQKrDAqgrUNoRLGVWG/UvcL19GfJlcloxibHzhFO8pFrTFn/F/mlxNhhaELvbHquHpneHj0fDZJSjh4vpiHizuCiIaxu+EfCm4WML8LvBEt2rvbdUJZy3CsAcNGtS7d+/y8nJzrnij8bL0Gu0+OrYottr9rYJRnRZ4D/ypZh88Hd0mQpexXJ93Hlg7G3erNMWUTuQHl6BUZuCWYUAoZCf5E4cy9z4b+rySUGpHzrsCxYv8XB5LDpMKVAEDO4otqx48QaOxQYK0FJ8RIlv9ahy77dWctBFgXWnqp+6dejH0RWxFxN2wco387+S/tf1DTMACHws2EQEFrw+E2UFwNhUFF4Z6wa+3YPVxXARovYDHEiGpBP43BHit0vldK835afh8vpWVlb6C1EzjeLPrmwPdBuIyW829GCzeeKvvJ0RtVq2F5mPCto0rWrW8HBvrJV8DWXltu3e0g/8NBj6NMgXaExEEvNyf6O2m+u7uT0qVzqoRFt12/7PLG++eNV59ZMKpibtTdlcdiKRRCElsZyh+MNADHK2rJ5NxPcimBuqO90fCHygXo18KaE26lvpNAU8w3KVaIXAHW1jeA57rDeVK+PkmaiLpWoLTuP8PYXC7Zs+TVk7zO8/Msa4HxNPC87+x/21P2n4y6yQAjHEfs6jjIntB9QyM2mBZbOJx8TdMWdPKjA55ClPW0m9CcRbOov0H6zvpvTYQgp3hjwgipwwcLHAYXBACUpX8al6o8QDBQj6lySc0IMvJqsi5kntZzajr8DD3cIV3hsD/ToOkciAVkvB8PxjBef2kammaJK3+dV22QtttydsOZx4e4z5mkuckDHRXsieGk0IzvOtJKKmAS+nQ1w3aEs1v2PURM2xjKDSKA+kHLuVeEvPEkz0nD3YZ/IAHtOfbvxj04otBLzb4nXePw+EP8WbXaqQWZcCRT8HSEZu/o6IQoCj/+LewiQ/H+I74qlAadv+hrPnW2E+vJto2ADSo1KofYn543PNxB4FDbRfSy/0E6bgNSqeBpguQaWD1d88O4wliFq6oKaE939RziisDNdZoJ4hcWe6+lH3AwqbYTUsCl/zQ/wd9Sba8ljWfrM2tBZtzKh4dHf3nn3/GxMS0q8yzdEn6hJMT5p2bt/7u+i8ivhh5bOQr11+pUNeq4voQUSvg+k5QSHW9tVHGjMI8k5JMrgOREENiufFw8F1OCL0Kw55eYp54lt88bnZbOyTElsbGl8bX9vt7uRGrLj5VTv8FjrPBuSc4TZQL/3gp7JnkcnSVUQS1wG9BVUMSLSy4WbphWFsvNsoCTdC6RkUkN9MmYUvcli1JW/RvGu5T45Zngc/HFtxtjOY0bG0xdruairPAvnfrvTOZZ1iC1d55Kkb1fdT3+1L3PZoLUDLK0/dOr7u7bmfq38V50VCaa9yoAM3bYAuPj7P0mNMmjqWSQ8IF4sael4UDezn1wC2aypY9tagvmr4mhj136+eoCm33PAYIOXcUKJQV70zeqd1lhs+M54OexyQwjc6PEGwXvH/U/l3Dd03ymeQqdPUSew1yGUQbaTMS+A3vStmFuisckwJgmC+gRLq2rxCXiDKpEwzzgjZGc06DQziuXbvWfupAMioy9qburRYPJrB6YUviloV+C43vywdHreDayupyURLLEp+6/NTl3MtqVk2QhJ/Q/WvCetp97gEC5+TFmcab027A0c+wzgRYf0rwn6v3z77dLrPZJMvmyfOMlckYCLbv0dm2qiFUNRTF2UlHmJqePgbisS8PIqAE6/uvn+49fXfq7nJV+UCngfP95ms7/na177rqyqqj2UfzlflyjXEVKhAY6lezah6X+2LBg61T4P3zcCoFihTgYQGP+8MHw8GizTlwm399265iXVmyLJM3X0pFiopV0U345yjLhRu7IY0TJPLsBv0WlVvbvhz2MpY6crnTLMsmSbNWWOR0Ke8QqOLX6ppiQUPRiQJVccGNjpY+uu7Z5QWw/x0oSMJcdOySqXBLi/5QNE45Yx0ptEkpT3n81OPJxcm6+TCAmKReFfS3VTFGkqElcjiRAkV5VJqiH4izgah+J5Bg2NmXIIjR7qNHu4823EXFqFZeXXk04yhQoNbKFRvBYB64gKwKTfvYwJ9TILYQ4gohqQh8baFUDnbVm5a1AZrfsNsVnmJPS55liaKk2lYGAqwDmjLVqTgTdq3Cug4tyVch4Uro4LEns08bTRbyeJo/LEs+z7fTCaAwnAQ3Sem6TAPcEMo+sC04lfYek/aeg8DhycAn3+j2tmXUYSjEbgf64+B8PvEMP3M2BA4PsAk4NPrQl3e+Csu7qipOC1RQL5Q7jM84DjevYTPdntO1DXoOxMFrpyCpGFiwoWEXoTnD2q0AXqpeR9GRb73Qz3SfLT3ncs4dyzpW64KSAREteqbTMzXVGqLz4f0LkFiEwW0rPiztDh+NwP+0GcyG/UjxtPCc5TNrU8wmndxvpet4ScclTVdFxMLlPyDzNjcDrzxHbnz6+Uiljdw42VsDMX6doNcyiD+NuwUMQ5f4uZ9wXc0y6QKY75iVyFdqV6TZ0uyPwz9WUPSXOXLjukeCxILQgmQIxAByF9sum4f8mXbqY9XdP301ApolgVBCyT30wFs5QeDw2EJ45gjkleuGdDXQIH+MKP2WtV8EhAQ04KKBr7uv9be+jzBmWH4Yy7AmDJvFEd5R5Ph+z/fHuY8z+uWldFh2CMq0yTYElCrg+yuYlPZpg/sstVya37Dbfrgr+y7e0zwxeIQQIpsPen5QoizZn7Zfo0bPgq3QdlUwygY02enK8nAGjqOi3ojR422vUFEEqdGWcBEADA/UHUCj9HHrBX2fRDETdEBzs4aA4RBzAorv/VpxPLEiQTeEag9GwuaEPxaphnWjqgkqcAklFKad6JGX+URdACUf5wLavHGKj8Z/fRcEDvn9NpVXZhxPFskfn5s3zJJ/ytM2ZE7X53x7PX3fz+ossjexiNDAeO/xC/0WjnAd4WFhrHmmYTFHpUxi0EqA87HtuAvLumO5aNugOY3q4sWLe/fuPX/+/JgxY6BNIiuFE19jiXJZNsoeeHSFkS+4+w/5c8ifT/g/EVEYIaJFA50HDnIe1JQn1Sg5ZYXq9zurGUB7BtNMpCILhynpRJC+AKpAYJW348WRPtDN2WAhYO0M/RexADdOX4ASY/PLL01P6NSxW3ISyAur/OdY0eEH3j2r9izJgvIcnew4SyhJRg4aHk2JcuOBZaILqZrlllK1cGyPL+b75WLw3KGanzoiFwVS82XQxw2mBUJMAUodCWno7DLBQeiAxZtVnxREPOHrXV8f4Wpa4bhCAYnFNbLWSMgsw1Jws2E3AZ06dVq8eHFiYmLb9IprVGjV17bhWpQnwrlr2nXY9wYs22Lp7D/Za/Jkr8kP5bxWzmDnhfFn7fCrhVG52QZ+PeDVp2+vSsvtByXbgdFlcF9MginFcGQedKkmNIx3vtDU7UECKfDtB3RnOPEFFm+RFPb3tnKBMaur1YcKrDEYrlHLCXa7ZfHP1sVxPKWTipgP7CvKPA/LGuKhLBZaWXTuCh2ribQxLHxxBT69hAYJLPxGwxunQaIGbT9CC4GPpeV+gA0guAhUNrAgpok3ur06wnVYbV8Pn64Wh9ef3YJvanurpTkN25nD1dW11Yey1UqIPgkpV3Gp2XEwygNSNJpW7Gm8ubXNnAkC8z3Kc1HH8/E3HuLF0ALoMwcdZmqlLkbNqNHIe0wZ23HGdouARfsdUtXiKi8aBWmF8F0Y/DLBeBgb7zn+QNqBaps0EGAf0M2uG3h4grMfRB9H97ujH5aUGKkm2rpBh4Fw5+gXTmUf2Oaj6AMLFXz4lE1IDH1xdsffN0fYqdQGiRRqCPGE/ob65BwX0uH9i6BUVdWMlmijCtwbJUqQFA0FGErwb/l6rLMTWBYUT7oWPe7FHPKJrtDXVFdcEQ0TOsKZpMrEuMqz93WD7q21+NoEzb++bfVCCxWF8O/bEH8e7Qf9yHugyxiY+gmU5qALil+9ppJlsVjyYRM0BqZ9gkJFJffwR2tXGPYs9MLaWDF0q5DVmIgScP0eNgNxqh5MXtRx0ZHMIwdTD+oyNxkQ88XvdHvHW8xlj3fohy/MPDXllSZIGL0qoSL5S/II13it6lx/J+2f7Dn9w2GLP7zAqZRzKWVeDvDVKKyjNGJLBCjl1VvrGfn/OFhlz7LcrbkqQqaG9CzcvjUSvhgFz6LggjEremHHsn+iK39moIMTfDwC/WdthuY37FbPlT8h5hSOk9rwD8vCnSPg1QOFdbUzcKOMK36dRVdNhbysmuNaVqa1QKUGBYPqiQVt8fvg37e6bt2dsrtIUdTbofeygGXjPKo7meso+XTseNbDScpVl1SDhfM5534ZtKifB/FvHAoedHOGaZ0gmIuRG5Etqd+1ElAordQj5OE/ZXJ4+xw85gd+Bh49LZZ8+GMSZqEdjMd6r8GeMC8YgqqvRFo7ZsN+MBQVEHkIJ7p668U4MA/H7aV/gkcIOqgrE7/QtCgehDz+kK6ljNMSQC2hiP1w5BMMSmun4mU5cOob4Ath4JJAe2ydG5pm3Dq3tys4mnrgOAodXwl+5YWgFxiWEVACk1KetXJpM3v3KJgyVxWjIQkY5Yuvmo8+Q3xt6t2vq4Y/rFgC+2Kxu1hNbIToA1/SDdfwhiIqbYa2+JkeJQopur6NRi2CwLW0yBZGvoCuLLUC06pVXOy310zo3PRdY5KKYfVJVAUZvxNePskmXr0AjKwqCZyk8ZkSeRikxXYiWN0fBHzMkcbotAb/42kHL/Wry3z4JF9ICetv1RpWk1mckHzrzz4KoTVj4h4bhs4t3dHq1sVa2g2EAm3yOIc2wbve5NU54JNENatOLoG3z8LEnTBrH2yOBFVrduk2/4jdugXPRFZg4wYFKbqyRy0sg/5hksJ8j2WbIXwvZm7wxRD8OHR5rJqzuimIzodpeyAhX/fjlXTiMPnSv3RyMBtb9fclafRyleaA2G5OENAE/BQO8UXAI6C3G7wxCEX/moqwgrCPbn10NucMYyXtLBT6qHnRfKVGv8hmYJzXuPpHBAZ4wvrH4eMLkFbEfQ4+juGppTjS3h+yAWVblzJgyQFILtQ51fZFw4lk+Hk82LROoaTmNGylUimXyxWK+3WZasnwRDgIH/0UBbu03m9GjZKdvWdpW0mDSyfsGlubh+mBYQE+vwoJedXcS4ms72fkU39pXif0nl+WxSdLpSdvRmeY6I/hXB4FgTUitxq2ssNew4kquTP77Oz00nRt7dotoZxmiEEyURGtSaFVlmp2Nq/TmwM36nLO68dTPXAZfD4NJCpcMAc5wI/h8OM1YOso9mXR0d3dAxfS9UGpgbfOclatNwgWdkbAKB94yiA234poTsO+fPny7t27r169OnXqVGi99F+I5crhe0FSiFZk5Qh95kHv2dX2eRhWTVLAalIT066mugPmgRmeDkKhRwrh48emVP6JWZyZG0wWBLQJZ9XdfNQYuZEN9kKUJZoYgEkgNZGr8aFAk9C5um4CIynceOc7tGoD81ATbAGlPp3jywAjVqrsxrwEVr4N/axBjugaOJyAEmUH4oCmQCQAqarW5beAhiEd4KvR91Ev1hOZB6FZ1VVYuUDA7mhMI2+Ni/DmNOz+/ft36dKluLi4dRd48UQw7nXoMg41fYEA92DwNJDMfUiQNIayrvyoiM9Sqr4C0rj3vBJoBap+Vk5YUdisBGQlYGsqtstxPh2eOADphbr407YoeLoXbBiHo7oB7N4YHDATiwiahF6u8MZA6OcBkJ8MV7ZosqMu8k7VvKcSeMostqKP0gICR0Of6o+8+qHUwIvHYdMtLqTImRxFoSAihkpNpZRO6ASbJ9fXqrnab1Nze6KW7a2B5jRsMYeFhUWrT1AhSMymNEyofNgnZJS8ox9D4mlPysafn5kO1Q2bBX9I92Izq8YghkFnXmUnHQy3F96IKY6hSKqPY59A68BSObx5hrPqykGdZeHXcBjihXq9WkqU+e9ejv/xSl9Gzdd6XVML4GoOHB0a1/3CKshOLOOxZZ5SE+rjAFTAcPAdj7H0uiUWa2HbHbwYrdCSFo0GgpzAWYwZLNqWJ4Yf38uqAVatnRHYCKDYSN9Jg0+u1jhctwiveKu36uaAdy+STr0KPLElKV3J7OKxOoUQRANiCl7S7LFky3R/X2yjo4aOQzBTBfW9ZC+Gvjj++Pgnzj6x8MzC8cfH/5bww80cuJld/TnPZaTsj9MN+gyoXr326fprKobh424k9+JBdil8dzQF8pJKhLyXnIoyeDVcyRoItu8WOHsTDFzcOKtWM7A/tlLhzIA8KcwIAmtT1Sj96tvuXoeXNff80kYKdGcFWwt4oqsu273V0fyGbaYR8PJiKltt8WYyxzZp1vZh74hYuTXB9HRRrOh73b1DXBFfBBpG19q+62QY/qz2vR9FfrTh7oYCeQEOzjQklyW/HLZ6U9w+jO7UGPqK5XgMALiWf3lLbBgw3WreMrdV3sWUx3aLwu1WpcahKBbbZb7f4wOL6j23GoRSA0Vy0/NkJ3GNkZnF5XeHuroVmYAA+HA4vDgIpwBa4aSurvDLJBhmkPzeumj+cJeZRsAKrAxrKZ9g901QX4yGwIsWyoOOOftLY7cKVB1dVSv4PZa7TMI1gt8ArUs8vSJdp6+mt08KpCrmav42V4uZ2RXVH/Ukuqy0c9GzOWc0DFfOXWOCRQBICc1uyzLjX6F3nfqm3zfTfKZV38w2KNFFSIOfLVypcXAfG7iciYlr1Q5GgkQGVzNhkLHb4T7YCOCHcRg2TyrBfPKeruBh0Bmp1WE27FaJwnsAJbKjZEVc4SQBwHdki+wFJzbb3Uss00ViCym4AaHqDoueCahKiUmXpN+T3jMedQmwkB0PVOzKhXlVQy4L9jzJ09j5B+fPFNZ6xQF9FxRDjayyL53kJr93jzSxpCJIort9lSsxW5qt1V0W0ILH3B+b6DnRklcjO7wGJAHP9MRFgURe6TTgNEkFNOy+C0qtO80QFpWPGkcvN3y1AfAvnJeXFxMTo9+Uk5Nj+KOZFojG2lU5ZAUILHVyhVjyTK63kibyqnXJYFTyb6K+rFBVaRvb8G3QlmqMfkm0LN7uVVq8gwY5jQKqTACb+qvi7V65/2h3Gec+gceXgsVXQEr0cr+gBh97dvVoZ1Lk0N1Ujpcd387LQldZnVSeNP3M9OcuP7c9cfsfsX/MOzfvyctPlqtq7T1iyFBv9M972nKSDVhxDZM7YZp3gdFwXflxfLChWLsGDfuHH344ceKEflNJScnrr79eWlrarBdmpk4YDdtnPizcCF0nAI2daxUEe1bImZwhBCSXJ8eVxuk3BNsGowKB0VKYBRkBKcJ7SodFYodBL1Ov7le9dF0zd6bqX0i4rN2lh0OPVUGvgdURsJ8JosPASwR+zLBO9/ZNV3fu1x+mfbXC8XGxVtO38pjAwFMBTzmLMKlNzajW3nznWvY1HHK1Lyzz+nt9zPp6fuKl3eHmU7B9OmycANeWwaKu2FLbhFUz4GqLPbpkBv7EdgjJsmx6erq/v79+k5eXl0qlys+vzFE00wJBR7cGfPvCuDfA0hkYDU7HWROuUOwIa5CXQhLk+z3e7+7UXZcorkWvvgZsmehWttVPk+G4DZQBLYKMSDj9nbYB0IfCET8VuPYkTlraTQ+ymvoJLN7f4XBvV+7gnUeMnrXth37fu4vdSW60ENGi54Off73r69ozJFckXswNrVJ6q+RwxuFSZX2HECcxzA/GosuuzlAg42YqNQybInFN/tYZTJt/9xzk17M4rM1Bo+abo+P169cnTpyo3RQTEyOXy+3salS7mWmBWDqDSwAUJAtYerLM8q5AUW3QZqC7U/fONp0N39HJptPJcSe3JW07knnkct5l7M5T3TyuCDRJNNtRRXFusWI4uwFlJMa9IT71/XNFVsvLrFWEhgaFUK2A81vAezC4oWA4JbR+MmTVFP+553MulKsqBjgNCLLVtea9lQMbbjplZfwMZAaIDoLwqC6sRECpqrRcVW7Dt1Ewigs5F24W3KQIqp9TvyEuQ2pKixrS0wW9eliCWv3iNYCZ5KncGvt8CpxOhT0zwb01u8Ea7zybM2fO8uXLi4qK+vbtm5mZuWvXrgULFjg41NpmqWlp3UUgzQ7Ng6HPQMZtqCh8usz2qLAigsfZNheFthfZr+2+Vt9TVo+T0Gl18OqZvjNHHBuRUppiZBsMAcWkJp9Si1jCkqBwEMxLgCMfcW13SQELApbGO4cgoCQbEi9pDVvbAcuadpnlWy237J84WHkYcssdgRqPP0uXgfWnYPUhXh8L7mJ3J6FTsaJ4zY012xO3y7ngnJXA6unOT3/c82MRjf3rTdLPA8b7w6G73C2s7f7DGOSE0ty/LFxJhU234V1d67F2BH4BAwYM+OWXXzZu3Lh161aBQLBy5cpnnnnmEZw7PDz8xIkT4eHh48YZC8S2eaILIKEI+BTK8TRiPGF5IuBzAdycWKwJH7AYYk77Fab9W2LxdYB9qFipkJd3sg58ocsLtWn6oTSV0LmTdaeUkpTqh4ZygpnhlFlIa5zV1PIK2xfKHOwIPmqVVx9CwwXSQzalGRk/B90t6iKe/2+0z7EkHDDH+MKqvlg0hv1CyqQvHBfmlpMG4RcelL0J/EsgOEVR5NOBTwsowUcRH/0e87uury1Aubp8XcQ6X0vfOtoMUgT89Dgqgf8Xj5KjlBA6OmIDAI3hhIVAU/8nFsvXBO2oPRyi+76HDh06ZMiQkpKSRzkDd3Bw6Nq168mTJ1u9OlJDkKvh08uo+JNegrddNyd4czAuHev9/nKIPGSRFEryRMAoIO0mlqBYOYLYAQjwVfM2FLjm95ms6DzCU1xrWrgWISV8oeur5/KvyJVl+HOlSRSRmiIK19+pPOZd+/xEWvlHoQfaBaPRVbAB8atl0f/s8vJpDSiL4KIMSmaDQjdgbr0JJ1Pg4Gzwdkh95sy57NKFxmmZrAAkc20tI9b2fHWmz8wyVdmWxC265bd27sD9+0fCHys6rag53dDjaQ1bpkDYPUjKl9sJGIFIPHE3YDsQotpuEpWxCHp7MWyZTLZp06Zt27YJhcIzZ86EhoaGh4evWrXqYZ/bl+PAgQPtyrC/vAofna1sB8lC5D1Y8R84imFsh3q8uSAFdU4zb/PZyjQxbJRJopZ4aa7O6tJvOOXGg6UXBN7HsEEln1gu3EaN+k52PFqoIcV2Ig2TqeCEB/WwsM2qdFmFzQjCE8TWkJcIFD+SL3vZIUdGajtbkiD9H6g7Vo3JPMgugQ8uMi5e755IEwK51Pi8uHRf7iWdEyK0JgkokBfkyvO4tYMtKIeA2gPIAhBcSiiPVjLKOgwbb18SE1EGOKlYhpHR4G4JaUbSwhpMd+dT7TLctX///r17965cuVIkEslkMg8PjwMHDhQVcYXtD5/WXdrVQApl8MvNyniP9hbnQbkMfr9djyoilkE/Vno4Vl/SQp3KmrYdD0lhVaa2FS7Nx0Ku0C3c4FU78grsj7t9xcw7MUfzvI/meh2V9p3pNKrm4MYAnBSUQb+FMPMrlCJlYae4REbo+tUCIwLFeGPvNA3HUhTbE06BMLqW7ptkVLb1/H+xWNJZZOcgsAJlCBQegMKDULIRivZCwUFPcjm/fhnPUhUhURGWPFjVh5t3aCrD7CpwsoIne7TWfO8HDXedOHHi5Zdfnjt3rpWVFcMwLi4uAoHgkRl2uyKxCEsXjM2Aghv3MCP6PpTcg/hzOv2GuqFoKEyPSzv9d/o/u1J23Sm+Y2Kfy7/Dzb2cDBtlydL9ZMI+aRk26XdMVA9ogAwcAcOeRgm3J7fD3O/TvToa+N5JYE1cklrDyFVqEFwFwfGaWajaT11UBt9eAwvK9okOa6BoPcg5vSTthFzZryT3h3xJw4pGXuoHX4/DOnM+DVYCGNQBNk/FEbsdgvMnoVBYVFTEMAxJkmKxOCUlRSaT2di0++Sdh4CNEL0+NUdSW2E9RhVpMTYhqE+WNUF9ScdtDFuaIskBFjytPJcELHm/x/tVbXorClEvmaAq/WEa7HTJKAaWMDwnnr6btBaSgMeySyA/Cdw6A18EwWO6MDcg7Lpu0kFKgX8R5NVFyRno58WmCJl8BQN2y6DkZ5BPqq4hrH0vxBZAqYLoY7Ual+jVW47kVvB23YVXB0D9oUh4tT/MCULHpIDCcHeDijfbEiRBEHPmzPnxxx/Xr1+fm5u7e/fu5cuXDx8+3MmpAeI1ZuqJvx0M9zHIDKnM0JrTpR7rQHtvsHAwUYRhBEv8aVX6hlV6iixH62fOlGR+cvuT72O+r9pHWoQajKTWqpUyEN0ketwkuvbnhTztNLKavCAByyS2g9My4NQ6dJ5xLO6wwM3KrfJTaMDyK4CCqgmwBgsqHvcT+8A6KH0NVCHgsBDs5wLBueiqQ3PRtIxSvolhXwNRjUqS8rJG8dPBXu3XqnUj9ogRI9auXbthw4aUlJSvv/56+vTpr7zySnNfWGuCYZmTWSdPZZ8iCfIx98dGuY3SB+crVBWHMw9fL7juIHCY4TOjk02nD4dDchEk5ld5gMcFwvK6NVeKM7F/SG6ccVMuRo0LaVxgVzWYKyc1WyxLjAqeQAM7knY80fEJndiYhQM20CtKB1J9iBi7jloaDf5AMSHyvKX2Qu+c6b+rou/xGA81/WSF7YoyO5IiIC0MitKw6QeAt6X3bwN/ezns5cSyRDy88HyXgC8sZZ9F5OLt1NUJzXXjDTJP8gQ3r1aBaA9l+yoruMZIxlaTYWBwnmzFB1uT4WoCnWH1gSaBxCRyM1XgX4IkyenTp0+ZMkWtVms0GqFQSOqe5WbuT6Gi8PnQ5/em7NVwA9q6O+sW+i/8rt93tnzb6JLopReX3ii4oRWT+CLqi3d7vPtK8OrjC4lfwjEfi0ejov2T3evsGpUSBv++BYVpGLSh+brJM6NCURR7H3AJhIp8jGZrvV4s5NLqTKrGZJ+ALGlWliSr0rDtIXgcZIQdJx6bT30jIXSGdUbpGHYO9sGEKFm5lOQLWVKEni+VBgQyRmSpjYpxTPSaONB54JHMI+mS9GDbLqPdh/EJKrMMJwHHE2HVCa7oSncT8aBiQUc722dG8TZehcSCynwSNXTzhFf64R4jfcDfmXvY6WfjDFiJ6hsFzJGQp1LIPBW4WuCEqKM5Z1L7RV66dKmkpGTSpEmpqamvvPKKVCp99913hw5tf9k6jeL76O93J+7WKYoAqFn1lrgtIbYhKzuvfP3G69dzr+N3zI2fpcrSd26+08ex9zCX4V+MRgED6r7PT7UCTn6FVq3vMs+1+5MFPkYFjeJ7dwXnADj5LWRF6RpfEmDJkhamksYteBZWfINUmP4LFAXpP0SN0Vu19u0VKljHThrGHrHDlTYjJSy3EpP/IcfKCLHfZf9nBuAUV4u9wH5Rx0WGp/Czw2fA/nhQKo0XzOn5Qw7Hxwe75HdxcIovxsn+1ADUVPPhFBE62MJnozDsVyTVKaVYilD5oD6iyNey4IVjohtZujcGOMLXY2FKILRz8OvfsWNHv3745Pzss88EAsHQoUO/+OKLvn37CoXVtS/N1KBCVfFn4p/6MkmEc+puTdra1a7r2eyzRsKXcoX8j/g/h7lgd/j7WzUAZEZCdix2ljaCpDTdpuK6vKIQEi/i6K07Guuq5j0us4jkV9ccYWG062g/K5xI6+BbpA37KDqTwUa5hldCQDSvSwr4BaluS0m7ZdRHf5NcKijApRj4JwV+n4QegdoolAGqNdToDSZXWp+N7UnywFkEn47CodhI/3RWZwhxhK1REF+ImSeLu+py1+qmTAFPHoa72QTeyNxXnZAPK4/hoG2yYVD7gWQYRiqVenp6KpXK2NjYt9566+WXX2ZZ9t49rp+bmTopU5blyfNMznvTJelSubSmDztTmtkAmTdJYaUEkuHxCUqSDypOek9abOAG0/6WfbXUoYdSWHVqFvxs/d7u/raRbglFAUWRxs44DVBWdtTQJ8HefS/5uN6quTdAhQw+vsyZbi3YCsHOSIRMd1XoKGNYKqccVRPjTcVSOzvCpyNh7yz47rF6WTUAHE9GyeRqswMeZBXDYVz7t2tIkiRdXV2PHj36119/KRSKLl26lJaWqlQqPr8NNQt+aFjzrd2EJu5Bb7G3l4WXSCiqWSDtKfZsQN2LcwDX+qv6UTRqtYOfzmFm6YAL5kp/tfYcsTxFKq00fFOONCeyKNLo2B1ssGWXcf4IA72coeOISbDiwD8+r1dz4HO2HZUD4TX77FUipGF+CGfGtT27KMgrRfXyJgGVUkzlvyS0+yQMfNIvW7YsOjr622+/femllwQCwbVr12xsbFxcarQqNlMDS57lEv8lukiPFi7es7DjwqEuQ4e4DKkWs2aApunFHRc34AROfhA0FgUJdabLgloO1i7Kzo+x2qZCYjtsmotxJp0JqlnNOuvCEsrgfidAqpR+G/1thbraUEsS8PpAcLfj1Dk13EuNKgVvDOJmtSJHmcDW2GwI3EdeZy7NE11hRR8uPdxQd6HaidHwmiR/28fa1EOEBe92n4SBht2pU6eDBw9eu3Zt0SL0hYwePXrbtm08XhtqFvwweTn45Sc7PykgBWjDahCRomeDn13RaYUFbfFtv2/7u/XH+5v7lbPQ+cs+X452H92QwxPw2GvQdz4K9yokGN9yC4YpH4J3Ly70xTFsBQx9FgTWODlXKjKERLS4Mt/T4DBxpXHJ5clGR+/tBofnwuKe0M0FurrAoh5weB70q8wx7+lcY7XMgJMt+NepASqiUeTk5EI2yOso8Hea2IPB/ltNUq07JRA62lcftDXgaA1T6tfZpw2jW53wOLT/FwiaJq6v0WhkMhlFUSJRrVW1bQA7vt2PA3+c3WH29YLrBBD9nPqNcB3BI/HLDLYNPjD6wMmsk3dK7tgJ7Ma6j+3l0KvBJ7B0hKkfYc+g4kwQiME9BKxdiNJSHi2ILY39M+HPxPJkFyv7BWPmD1HZAkFS9va8mDegOMYoOZRH8aoyzwzo4Qpbp8K9cnwUGOlyPtUDlfqziqrKm0EDs4Mg2JSz+lbhrVPZpxiWGek6Er8EH+LH8epFZ16/l+wPTN+qi9GAjUWTGZ6tELXQnj3CphXr+pTZiLCzT7em6zHYSnmIKqXh4eHff/+9VCrdtWtXUz0sWiYCSjDOY5xxR3gOF5HLIv9qMaHGQFJGnUZ4BL0rbdea22tyJbl4Q5Pwh8Dqk14fvxS0ygvAO+Pn6MLqhs2Cj4WPv5VPXCEcikeHk4slTA7E0ijtwGmyJtzfHnZOg/cvYkhJokKFwOmd4aPhwKv+yKhQVbx7692fYn9SaLC/Ip+CpQFLvuzzzUiXyf8+Zv/9rfDTdzvkFDvgGM2CoxV8MgoGNV3+9uMd4dRc2e67RLJE5GODHvvOj0gipG0ZttaLLpfLraysDM1VrVbfunWLz+d369ZN6xzy9/d//vnnf/jhB6VS2bYNu+lRVEDkf5jOrVGDVzfoOdOo51aOIvfN22/mSnP14TSFovz98HeGOQ3yt+qYI8uuKTBcoMjefCf7m0v+8do8TRY23oB3hsGaOpOxh3rDoTnoLdMadpCjiX22JG757s53LMFyK3BPpWTUr9f5TsS5jwfM6OsweNuYQbe7lV7OgLgCcLOEsX7Qp6n1fT0smDX9Gb64LU8MH65hy2Syt99++8SJEzk5ORs3bpw9WyeCk52dvXLlytLSUqVSGRQU9PXXX9vY2Njb23t7e9N0U00K2k3pnawU9q2B2HM6f1j8OexZP+dbcNNJiAHAybyTxvLgJFTIK45lHn0y8EmJuoaEHwGFEtHac+K84qq/eakC+7wPdIch3sa7Z1dgy3hnCzRFMQ/NuzYUjOKX+F9wTU/QIHkWyt4DxhFY+PS04l4B8fVosBcRPZxtezzMubGGxcQYcxTHkIaljpIkOXHixK+//rpDhw5SqVS//YcffpDL5fv379+3b9/t27d37tzZxLXWWGnMiQq0B8J2QuxpLL3kCfFF8yEvHs7/xJV26chT5Jn8Y+5M2Xkp75Kn2LOm86yg3L+owt0oIUythO13qzbINZICmeLNMzB+B4zfhUKfH1zAJJA6UGgUCWUJeB/JxkHJV6DhxnQCWFbwZzhqxZhpBYYtEAjGjBnz2GOPWVlZ6bMslErlsWPHnnjiCW2QbNasWYcPH9b+Vjtc1+1gv/+QXpYDN/4Wn11HXfwZM7HaNkoJJFzgypINZigUD9JvYeFkJcHWwSZmMCTElMQsPD83oTxCLDSY4rAg5JHDnWeaeMyycI8LgYUX3nj2yrNd9w/o/Mf5Ly5BRA5kl0FENrx/Bp47Vl1IrDoCSuBl4YF+ackzwBpkxXB6Y39Gci14HjJmPcyaNGYMlMvlhrlTSqWysLDQ2Vk32fL19d26dSvDMLGxsR9//HFkZOSLL774xhtvGEqXJyQk/PTTT0qlkiCIM2fODB48WC6XKxTGQwNL0vycO6JTXxCZkUJ0vTBwdYtyyApZj9laEWxoYxAkUVFgoZBRRsq7BMkqZZLCXLWFF8GoCSD6Wvbtbds7vDDcWKmbALW8X2bJRGvaQ8Q7rRL8SxJKB57z6sBn/XhTLsUwKpY02j/AUnMh48y8q0uyy7NB8RgUD6uWBkvBzjuwKFA63FPJApZq3y27myRJ8hJ5dbPpJqbEDMvMdJv5eeGXoA6q+awplUNERsUgd00dj4YHR6VSsSxrbnFB07RCodA+5ppgcstw6AdePp+vVqtVKlVAQMD69et5PJ5KpTKSbRCLxZ07d1ar1QRBhIaGEgRB07RGUz3vgSBAJeef/IK4F8FlX3HIS3lnv9c4dGT8BnJN0NsWBAkCAUHzTD2zWJqiCB4PNRGAsOZb/9Tnp3dj3z1z7wzqIugU/8VQ9j5IXgKGX4Y2u9zHIeHNwfGTvLu7ilwKZMzIDnAinvuba/dnwNUG5oVI1979MrssG7erhwMYFwiwDJzPFIzzI++WJLx96+3jOcdVrIom6H72/b7u9XUfxz7PB72YpsjeWZwJ6gAj2xbQ4GZN0zyCeJiqdkZ3YLuFpmmSRE2kpjFsHo8nEonKy3VNmAoLCx0cHGgOR0dTXlQADw+PFStWaP8fGRmp3dnEHyY5EvLjgTLwqJM0oZKI0i5B8AiAtuhpZyXYy7oGBEEKxUIQ8oFzEpWoS3o69dzrtvfvlL/XXF9TpCjCRZV0BlS8goMsZ10sEKl5gRFZgSu64Y8uXDfJp1QoM4ZrYAZsxRjyFVunRJVHVI7SpgZWhkmSJUopp9W3V5/OOq2dI6hBfSXvyqpbq/4d/a+nreevQ37yIUo+P8sCbZCQrobRgRDiLnzYE2WWZRmGsbBoTPPtNoZ+2duYumuRSESSpD6ZXCgU9urV6+LFi9ofT506NXTo0Po8PhMTE/fs2RMTE0NRtaiHFGfiDWhcKkRBcZaJ0oi2gcAKLByxWssQRoNpKlYGSb4sqBiVJW0523c21mxh8iaNWvxs9W+SwgyTjMoy6k4OcGohHJmH9c+OYihRwKun4Ln/7MoquBU7dgm6AERlQpsemtmf+/TyS8sv5l6sNkun4UbejSMZRzCJhrZcO8hzeR8uS4RLswMV9PWGz0a2n2BGy6LBI/Yff/xx5cqV2NjYP/74Izw8/MUXX/T19X3qqadWrVolFosrKiqio6Pfeuut+hyqvLw8PT29rMyEYo4OR1+cnTLVbZvRoMBAW/WX0ALoNgkrMTVqdIxrp8K4FB4Klk7oGOdqP3gkT5vcZsWzmukz80beDezfoe5Q04xkasgqR7UgLQIat4RnQ5EMj5ongbwkL+D/AQ6TgB8Nwksg3gGS6oLBFls19KV/0giNqYfpraJb2v+IebB+HIzvCCeTsah7gAdM61R1XjMt3bDt7Ow6dOiwZs0a7QpZO/SPHTv2r7/+2rlzJ5/P37dvX0BAvTIGe3LExMQYr671eHbHvnPxF4An0CX7a9RYzNR1QlsOa3ebDCVZEPoXlObgp7RwACtn3PLLLBBaQ5fHlV1GRkvyLPiiLkIsjH4l5JV7sqwt8X+VwV1gjW3bkl8tUbREAZ9egaKKyr8857vGJ0LFarBbASAFm5VApaD2IOMEVD4I94Dlj0CwGsOiDX0TPxYcBFV5XmIezArCl6lueWZatmFP56i5vQ9Hgw7FMIxGo1Gpau93SvFg/P9A+T/IvI3ZGgSBVj3uDVS3bsMQBAx/DgKHY4iLZVA+5fZ+7J6Fkxf2QP6ZDVmO8SARkLy+Tn1fD3m9q13X7/v9sNT/iU231T9fYYEldAssTlh7Rg/ULdATVwBxhQY9rvSoeoPGHqgCIGVg8yEaM+MEZD5Qhfp1t4jmydRqUAWDOhCodKBv24j4Y9zHmPgED+27MVNPmtORGBoaeuDAgbCwsAkTJtS6k3NHWLYZ4s7JUm7x7d2oLmPA1gPaA25d8KWSw69zUNyf4gFL7LYufdIpT1Keq90loSTh5L2TvR16B1gFzO4w66fRwzz48G0oFHKhY4KGqV3hg2E15UxqwKLOESuwL1YXaH8EslBn0lqr1sBIz6FDHJZ+dFYIqpnA8lCumDo7s3/McNdhD/+7MNOqDDsgIGD+/PnR0dG1TsW10AI2eJzUawhlaVEvOaG2RNpNKEjW9u6Rk5pPbfMlusY6OvJl+ccyjh1jjv2W8Nt076l+lh1XDx9HKocqNUR3V1ThNZLg7eyILrTQtOp/eRb6upGUnc+R9PiqwdygwryDte9bIe9vuDwKZJWjPcsHxbj4tHHazFMzLY3mNGwnDhcXl/tLBbEsoVaAmgftTddFX3QNRBytjOFV00XhNnMvEuRq+c7E3SgDyP9qTod564dsEFMmPFc2Aqz6eCIXJMrKkAgLwE85Wz6th5jq7tg9oihCd9iqMxBvdn+VVo46mFA9ikLBpTT4/josCjFdHGKmGWnOEZBlWY1G0656dzUAaQnEnYHCVGzTxbXJkxGmxEf1aN1gJFSoVH/E/LXuzg+17TijM+yaAQHOqcCWAVkK4r/AYaaSigzLuzXEZci6futQzNTg8cECu+7u1+tuh+PZazQn+vQSJpavOAKFVaUDZtr3iH3t2rXDhw9fv359/HgDxTwzANge4NxPmCRPUsAy58XSTZbFYQKpuj5ZtNwYvjdt79OBT7uITOtbDfTOtnCbDWQcChqSXHcBbjl9Oe/yhz0/zJXlfhHxRdWcnIC4krR7yn8Aeps8XVop/HoNa8X+mISOcTPtfcT29fUdP368t7d3a2+jK1HBb7dg3j8w/1/YHIGB4gci4SIc/hhKMlEWTKPZIyqZ6py+zao0nqfSGNR11GXjBK69c2U6H1tNcmRFhYpsoMrRqvXLaQKbH6RVpF3Jv1KznLuC2kWQEpPKgbgzDQfiuJw2My2D5jRsV1fXQYMGeXh4tGrDziyHSbvhmUOwOxJ23YZlB2H6ngcoaWLUELYL5KVc42uihNK8ZZdfSjJGZmzNt7bkWRpLiGoc9FWTSkapZGrkkFXiInRxFrrW1ADE7SLnAgXnG6+OQJi2om8qdixRmXqmkCCXQWStTxIzj5rm9zI3QGS7CclPhtv/QvRxXMo+GF9fhXOJ3BfJ414EHI+DH8Iae7jSXChK1VWes0SYQJbMq2GfLHS1CNo9eNd47/G0djGl6gpFv0PhUXwV/QHKLiKaENO19ntwFDrO8pmlPZT+mAAw02emh9ijj30f40cGA44C1w+Guh6aB0/2Bjcr08rhRj0AzDQjzfmnKCsrKyoqKi0tfaT1tIoKOPkNRBzEJpMEgLUrjHwReppIuakPpQrYedegXqrSifXXHXhnSKMWnBoF5o1WfiHltVRF8SryxriMHOf7+Pmcsy9e2B6d9RGwnrrfKfuAdHRHt/UeYveYAmBYCLA30cpzdfDqe7J7WxK2lMkxpddaaP1EwBMvB78MAM92evZQxqESeYlumc1gwfOqoJccBQ4jfGCED8r0j9/J6QfrP7UGXGxNKLGYaY+Gffv27b1790ZEROgllh4F53+BK5uxDlRrPCWZuKC1cQO/hjRirkSiRNs2hoB8CTayb4xh88X40s5iCLa3UmTJkOVkdfMmYICEItVKihCPchvTkRgZraaq/SUZ79ycz575j76WhYYd5AQv9YUJVeXwiIASfNfvu3kd5l3Pvw4AfZ36DnAaQHJ14INcBv017K+1N9dGl0QzwDiKHVd1WfV85+f17x3jC0/3hF/DK/sBs0Dy4LUB0MUg6IVOALYeTb/NtD3DHjhwYO/evYuLix9dxKsgBe4cwSwuvZIByQNZCdzYhUnpXB5Ig7ATgq8txOl74mphMK7bSP8wqW9Gj/iq+M+V231pW5XXCQR0lJEL6C7a+rk9MXApnTJOESUhJo+OydattDKK4HI67JkJ46vbNkmQg5wHDXIeVPMqJnlNGuk2Mqo4SqKShNiFGHnXKRLrPfq7w85oKJXhzHxxN2y+paVcCf/GwfEkLAUZ6IFyxX7m9pftyrC1YuaPtDNBURoO0dqqKT0kiZ2ipSXYLqeBiHiwoie8clR7HO5fbnB9pqdu9suyEJELt3PBQQQjfLEX9H0Q2mBzD0bDVXGxQLD/K3ESsuQvVkVFJEMCDJIJP8+z6TxscpJM+PEZOBQHxXJTaaLYK0v/AUEig2/DsMVs/R83FrTFAKdaZzF8Cpb3gCe6oUaKvbjq/KVyeOE4bIvghmwCDtzButGtU6Cna33Pa6ZJoNuX84zRcI0pjT41gUVjVTleDeO53jjx3nQL8jmlCRdreLYPPMlJgOdJ4KUTOHzJ1UARuNb9fDRMrbvDK82HHlMh+TKAHIDPAmXFyj8osnm+2CJOoLFTE50UBK/X7MKg8SuPEyiHwiWl3B8KtcSTiuvVmLb+0CQ4iKtt2RIJ224ZOB0ouHMP3jwLR+eZp+XtzLBrVVl4GIjtQWSD/jPDWTejwaIxi0bKzAtp7As7Mwgi8/Bm7u4KPbl5q5qBN87ArgjdXa4BiM2Dpw6Dn+39rKvr+LLs9O3XCv8jR2iA6sNEPO13z8eRdM64CyJb7NTVfdK1NMGJZAKd8DXRhrhrWnt1fcSHgYqBPbHcs8bwRDRcSIebOdhOqI7zVyjRDXk6BWgKi7pnB5lw+JlpHYYdGRl5/vz5qKioMWNMlP49FNyCwKcPxJwAslJcnmVxTdt5NA6VD0BvN+POrzdzYH9c9buchoIyTGX5wUTLkCqKlLwFJS8cJ3XGeZwYslsKf/eFnuOVqB7DPZJu5igxz7SmoWjASoQJ4Zmc6FkVDHa96VjnWje+EKILcP3cw6WRAgkaBnJrdtglQK6CUdtgQkds92dyTp5WCosPwMU0nTduRyTsjsY8Nsfq0wEzrSOOzefzra2tH2m/Xp4QRjwPTv4oqK2S67pYdp0IPWc0+anSy6C0vMYXzEJM4X0aTf50AyPhVW8kIDEPPrgICoKvn2hYm/zONPCYP056d0/nZsgGMWoLETbWFNXyGNcwePzxO2D6LpiyC8Zvx6ePQg3R+XDjHpTI6/uR+RR0d6l0lRtCQLkCE3hm7IWomoLoLHxxBS4mV+UCsAQcioafw+t7XjMta8TuzHHp0qX7lG02LZ5dYclmuL0Psu7gKN15NAQ/XqWC2nRY8YDHB1UNMRH7ykCbScoUppq2U3A5A6Lzqoa7sd4KZwsqT6rTLURYsBTAm4NhsBfczqnx7ODa79TGd2Hw/tmq2+FuPmqJfxcGySXokfC0htX9Mb4luN/cmCRgRS84Go85tsaOegItNrUANtyAjeOrfQOFMvg7pvqdyOUCbI2CNYNAaJ6Qt9I1djNUd9m5Y1LKQ6a3G3R3gxvp3CikhcXve2ZlWMgkMjV62mpqI8hVnLVU4mnFDPNU7401CHRpIMQT22KxAJ9fhaJyg/MSIJHDl1dRh6xmcliuBNNptNemgwKNBp8j2stILoLVx3CHF/re/1OP8oX1E+Ddc5BVYSqZnYZTKTgXEBp4B8qUOJ4bQ0C2BC/DhNiLmVaRUtpWcRTD56PAw76yrbwav+vn+2LVZF3vEoGHtcrYJhhc9HrZVM1r0srJM+m0UXV0ZA62xcytgFs5Nf6wJPr2EotNnDGtlJMxrVH1gVsqi73VDHx9rV5zcpKAZd3h5tOw4XHT91ZNa3cUc6psNT5yiCPwzFbdtg2bIAgxJeZTrUxlYbQvrnjXjoQJneCJHrB3Nnw9GkNEdcAQckb8MxBlRlncSsFWJcRoNyg0sC9eWCQz7ukhlcOJZHRNm4RlTa/tLXm1rr2rINEbh2Jp9cNJjJH8Hq6cDrEhahjTAfjVT2fFx3k+Pvv0V849wZ6uzAUw0yqn4vdVIGdYJiw/LDYv1snKaYDrAENZzJZPV2d81X9GmVaREa9YB3ahIH0L1F3Rqql0sNqWxL6fWP6Pv1XIX1GwLhTu5PNMBrSK5djpupszxBv5qDTQxcm0V7yzIy7L/y66z0OeJBuWS0eT8O4QeOo/KOB0jhEGOrnAi31MBLRf6ocr7c23obAcd3a1gZV9YQnX58BM6zPsM2fO7Ny58+zZs3WEu3JkOW+Fv3Ug7UCxrJigiT6OfT7r9dlo99HQimDUlEqBlsG7fwNnDcNgmyvLnSC+AKqeKBtIxwEvGhi0h7+jsT5UUftzoo8bZsK80h/OpHLLbO1uGvSKv9LPtGWSBFpgVC7E5HFjpnYSbjSZ00BPd0ywqY0SOfwRgSdlWey5+1QPnGBP8If+nnBYG/Pjph4zOpuO4Yt58PUY7FkflYfX09MVQ25mWqth9+zZ083NLS8vrzavOMMyL1176e/Ev/HOoDFH7XrO9WWXlh0ZeyTELgRaPgwDUf/Bjd2QHYOJMSHjYcBiLDipHR8LH3/rgNTSNKCz8KVFA97WXna0/2uXarFqrv/GAF+YxAm6D/SE/bPh61AskNYXgRglihsS7AQnFsLvt+FqBuaH9HFDF9fllKrngqMVfDyy1qrMjDJYsB/1z7Rz6SNx8E8s/D0TDsXDiUSDqyXhl5uY1jrOz/Rx+rnjy0yrN2w7DgcHh9qySiOKI/5N/7fqGrn854yyjD2pe1qHYYftgKOfYKicpEElhQsbsQ3w/B9BXK1FoSFCWrjQb+GprFM4fdeLDTIw23e6Ldk5zuSEmcWU9TEB8OWYqt4Aw7xhiBeuimsr2zTC0wreG8pl63Dz5Cd7wK+34FAClq8N9YQVvaF/7aLP34fBpRTOCV95lusZ8PYZuHaPW/AbBOSLKuDXm7jMpszppe05V/xm4U0TMiAkbmdYRltj2HIpSofQraiIovP5URgtT70Gt/+BQcvqeN+SjkvSJek/Rv+YJ8GFskggmh8wf2Wn58OyIwFqrDsZ8LOHf2fjEtrIWkiiweKh+vCylzV8NBz+NwRNvW75BKkKa7yMJxE05paq9c8mPRTKJyk19XDXmXkwWvQX7CgwdWNy6vatoNd5fiJWiVbLVCVwcp4SVrdhEwTxbvd3J3lOupJ3RaVRBdsFRxRFzD83N6k8Q00fBE31Kks11ks2bWmHntoyUhiDQms1Y7q8DK26JizYCs19QqC9G/ZIt5EB1gEJxQmGKvY0Rc/wmWEqT7qFwdQSX2KZqilv7fRy6NXLoRcAfBX1xevhb4LSDZggEBwBVWdg7fUdfHp4cbGiR8XNHNgbDbFF4GsDUwJRTUVEQw9nuJpefdBmcGHvbgWnEw1uMRaX67ODzApKj4IW/R1b86y/7P3liisrcFLKGQJBEs8FPWeyX1SLw8kPHHygOEPbH5ODs2ef3vUvs8pX5H4RtR5K3wbZYmB8gCgBQg7UTR54eVo4TQnEbDD/ppMxKJGj3yvsHo6rs4OMy1p23IHVJyBPm83CwG/h8PEojFSt7A2hmdhbTe9sQ+ml/uiEm1sMCQVV4/lQP4xvm2kXhl33pHqazzQ/a79N8ZuiC6LtxHazfWfP7jC7xQ3XigpIuAQZN9FivfuA/2CUN3LsAH3nw4mvcJlNUGjVagV494KeM+tzSDWjjimNPnnvWGH+i1D+Bm5C9W8Rl69S1i/ww/1jP3CytjdOQeGW1o3jTh4sOoCyEGiZBPxwHXuGvDtMt3TPKoNVJ6CwojJTlcJCy/fOo1NtUVcMVv8YBolcBouvHTzTG/PPaBKOLISfb2AmHE1itumKXmB3/5CfmVZu2AqFQiaTyeX3yVTsZtfth/4/FJZJ7K0tmsegi9Lh1n7IjQOBNXbwDRhabcitKIAjH0PUUW7MYoHcgn1wJ7wDYlsYtBSElnB9Jyq30CLoMhYGP1kfnZaLORe/uPPF7aJbpTI7kF4yyjADdWepZKyQrprn50owWHUhDQ17mDf6tF0tG/YRK5RYPR6Rxdktd1PIVPDJZRx1J3PKEIcSuV5/hvNtCkolKGw4wANe7geT/OFOPj5cgpygc+VH9LeDb8ZiiI4msCDUTLsw7EuXLu3YsePKlSvTpk27z67ZMYJ7SRobB9qrGwgebQ+45FDY9waU3cOoFRAYl+6/AB5bUznBZlEa8fYBTD4hKvvU39yLw/WIlajB1Hce9JgOsmLs1CO2rc8JbxXemnVuVl5FHlqRrB8wJt5FKIYzrG6Gn1ICs/bBzUxd8umJRNgXC3tnNkxpLDofzqVVt1sCazBeOo5j7BAvyOH0YWpcR1UBtr89vkxy37IwM23KsIcOHdqnT5+VK1fWVeAlLYEz30P0ScvyPJZvAR4hMGY1TmgfDdJiPHtJJkaqdOlTGri2DToMgM6j8EeFBKIOAy2oGsMJEn+MOABDnsT/YBG4AHgNkPz6Pvp7tGqtuhCp0KmHGcKCo1BME/ilsQCfXYGbGQa1XAC3MnHjrxPvs2LJl2LfkrNpaHgEAVJ9mz49JKQUoerL9eXQ0027Fqh+LSwmt5hpgTSnYfM5BAJBraFsloVjn2PmFs0HiibUcki8hB2tFv0CjrWkL9WDe9J7hzIOhRWEWVAWj3k+NtZ9rIAU1LLrXciM0NmnFoJEeYao/yoNW4rGbxRRJwgoy8MVteEb631tNwpv6IwH+2BeBjoFVH7VzYkZ4VUupLCGPL0UzqeZMMjz6ZBWggqqtZFWCrP3wfXMytKL2rTTKNRg3RuDC+l+HhCm7b+rtXANdHGDibUntJlpRsgWLWaYGw93j+NoifKDBNoPXwz5SbixscSWxk47Pe3ZS8/+EfvH+rvrp5+a/vK1l2vthqOoQNOt6d6Tocg+IrLClgO4ujb8SAzYe+Hcu+EUK4vLVGVVZkyVgdV7QJbrlMy0L9H+XOIHDdeCU6oyXb8tU1er3zZCO85f18aotA1MarsROBu+kwc8En6fBCP8uOo0Fj1q3d1xUlDHs8NMu/aK10X2XRz3jOyKpFH8hGWMx8l6oNAo3rrx1vWc6/qJq5pVb4zZ2MOux4rOK0y8wcYNrJ3RjA3FDwmyar7AE0GfWXDsC+56iKryyD5zGyeiJqJEIsrAccwCiLcBlQ0Vz4KmAxASEJ4A8bc3SrsqmFf5gDmkPjaQbpRqyuBGj9p1yzJK4Vyq6exU7gNW30iAN5cCG+IEJxehiy62CDrYwjAvsGhldbTtiJZt2EIrtBZM5zDYyDIgsGyc4ubdkruX8i8Zq/Aw8E/6P0sClmgnt9VwDYKAYRC+F/gi7jnColiahQP0MtBI6zMPiu+hw0zNDfu0AAbMh573cwfWgpASCqgaE3jhaRCcBo0TkBIgpcCAXKPWznSsBbC8O1xKB1Zd+cdUo8Uu7w62ta8DKlQgrTnOs2AjxLSacrmBzWvAwbJKHAKjVh3wZaaF07IN23cA2Hpg83d9jgfLqYIHjTalkX9/ihRFJQoTXfiKlEVStdSEYdN8ePxNzANNOA+SQsz6dg+BkS+Aq4EMisASJr2L3b9SwvBx4zcA3LpAY3EQOHhaeEYVRJkYSKl8/f8N8+SXdsc2Q7/cQJlEYKGzEzzTBw27DtytwNsaO4QY12a6wrwu8O4FyCvVndfDFtY91kjRUjPNSMs2bJEVjH4ZDn8I5fm6IZqkcIT0H9K443mIPVxELlkVWUaPBU+RpzWvlpvX0hFmfQU5sVCcDnxLNGwLU3Ekj674emAElGBJxyXHMo6xmJBdy04M2PHtKEx60fFSP5jWCYuZWYCuTvdf99oKMIHkcjo3vGtvAa5gY2EIllL3dYcjiahk6G+LQeyHlIhuph0bNkqQTAA7Twjfo8pLoizsSJTLn9KIJltagmyDpntP33B3g+FGIV/4VOBTtHF7EAMYNbbmxO6cFHbDfMjM7TA3XZL+w90fMssz8We99pgWLuA03mW80fzCxwZf9efJHlDCjfOY8gkQ4IjpYk/1wP/3csWXmVZNizdsHE+7sZ7dyvNzLW3t+Q/c6Oud7u+czD4ZVxKn1+tZ1mnZRK+Jtb6hNBsOf4RhNnk5PlCc/VHhtGvt+zcFa0LWjPccfy3vGp5fWfpJ1CdF0iL9b2f5z5rpPVPNqGs042sYr/aHaYE6oe+u92snYKZ10RoMW+tqbnhM2CQ7k3emlKUYtrM+mHHwmU7P9LDnRisj1Ao4+jmmoGi722I/rkQ4+B7Y+2CqzMMkxDYkxFZ3igHOA36J+yWxLFHME0/0mLii8wqNRKMxirE1io52Zntum7QSw9ZXOz4YWdJ7v8X/plQrq4Y6ArLKsn6M3vDbkE0m3nAvGpKvAE9cFVqjBZgMd+ufh23Yhmib3ZapysSUWLtkKGFK+GCONZlpkQkq169f/+ijj8LDwx9ZX7644rtJJQk1NbQjS6JKTXnLoTwXazzIGn16irnV76PFmmddlyOgBrkSlC47kQxZJtO8zbRpmnPEdnV1HThw4MWLFx9ZJ12+SsFTqZVGQx0BPJWCVspAUMObTNKm02BavML55kj44RpEFWBcOtgeA2Av9GnuazLTTkZsLy+vMWPGeHt7M0wtIvdNTQhj04OtURzGwmiVvQVVqQNoCMPgEsDE9kY203407I+Dp/+DW/dQnwiFUnPhxWMoD2ym/dD8ueKPsiOfrV3Ht8ietsrKABL3GiijVgr7gMhUy1aBGHPOak4oBA0sd36EyNSo8qtWVVZrcNKuoMEGmihOVm9SSlBRdN01bBv0qGZUZtqd84zr2v7gAoZ27hM7Lzl8IfUn69JYvooPxCiJ4AXo5NJ7iekpt3sweHbHlDJ9O06WwTLMrpOgpXKvnOvRZfRVkZBagqVgdvWoTFFp4Mdw+OCCrlkXn4TZXeC7x8zdqlsTrcWwuSRtjRoeOI4Ng5cOKsoYdGtfPqniM2DDt8OEUI9g0zuL7WDUS/DPG1CSzWVjEziA91uAIir1I6U8ZWvS1ojCCGuB9fwO88e5j3vYsk5CylTrWRaLruupIngsCd48xXUm4J51Sga2R6BVf/dY01+tmXZs2Kk34OZe66xo0toJgsdhcsiDiKik3oCEcwCMk4aH97uiDCL2g/9AtGGT+A2A5dvgtlYayQoz4fyrSyPVzvmc84svLM6oyNC2ztmWuO2FoBe+6vsVj7z/46lMARF5uEju5ICp3fXH3Rqb7NzNNpYNHehZV48ePRoWfrsNCu1M3qBb9ZYoeH0QuLfcJYiZ1mXYkf/BwfcIWQlN8SAvFuLPYTONCe/gyNkIFBVw/mcMVvGEQFTWKMadhRt/wzBTZZta7L1g1KqGnqpQUfj2zbczyjLwO+aGPg2r+T7m+5FuI6d6T637vYcS4PMrqCuoZqCTHSztgaKf9YQAeH0AXM3iBMwq8XeCtwfXS+dQpUGZpJq+l3IFpBSbDbvV0PzOs7qQFsPJdaAo57QWKKzxovkQ/jfEnWnkAfMSIDvaQA+4ksRLmArepIQXhoflhRmpiIEGdiTvqPuNlzJg4b9wJRXb6yjU2PX6lROoGVp/OtjBkbnwvxGoizC8A6wZgq256lnLQZGmulVj7yFwebRic2ba7oidGo4pIpTBRRIkrnUTLkDIhMb40tQK0Kgq36htLcm9NEpgVABNKY1bpixTq9SGUmRaipRFLLC1KSizAD/egHKpwV+Gxhqs329jM0rXepuWuxX26JGr0aEtaohfgkfC/GC4kFxZfKJFBWM7N0wd0Uzz0rJHbAWXM8US+NL/hyBALmnkAe19scCbUQAoFSDkCiMVOIw6+aOoQ5PiaeFpLbauOfQFWgfWoYueJ+XKqo1+T2ERZWJVGUh9EdINs2oti7vCs/25qYaKq+tUwSA/+GxE4xXLzTx6WvaI7RECtDgSCjdZlybwlNYMOVNiPbtMQHh2b2Toy8YVek6KOQkbyXlRRCAf1BOZs09YX7TpN7cO5QaZRnYy6+T1wuuOAsep3lN9LX3rc6qe9j3He4zfnbBbF0/map4thZZPBjxZx7v4JOe7NnocsCCmwb4xGmqNwYIP346Fx/3gdApqrfT3wG4+bubVdauiZRu2U8CBkKBn8rblCXR3+h5R2SX7jp8FDm70cu+i1zPzxIvuqay0xnYcBh9xLN1hb1PbNDO+LH7ZpWWheaGYHkfAxxEff9jzw+c6P2e0W6GiMLY0lgCii20XWz6mpgoowbf9v1Wz6qOZR6VyKZAQYh/ybs93tR25asNOiLXQ19Kqb2XBXgQ3siG1FNvuPIK1rpCGqZ3wZaaV0qINu0xdtoYIz+NxrWs4WAJ+5t8brUqcCo2RHypXwgeXqXtyq6rPTcKxTJtNt2DNQBP7S9SSNdfXXLl3Re/ZLpAVrLmxpod9j4HOVW/YnrT9++jvY8s4w7bpsjp49ZwOcwDATeS2Y9iOq/lXU8pTLGiLgc4DPS08675CFtBnZgwFsYWwZD/+p6crfDgCRrk04tObaUe06DX22eyzCcXRRg1u1CrZ/tR/qmy9IdzJg+v3anxoFv5LxI42NQkvDMce9IaebRIkcskfiX/oN+xJ3fPk5Sev510vV5aXKctCc0KXX1p+KP2Q9rd8ij/cdfjSgKWzO8y+r1Xjg0OKjXJMLwu4h9GtTHj6EFzJNLfXMNNMhs0wzJYtW954443r1xsSqzGgQMHJ9hhB4Ly3cQVhUjVnwDVlwlUgN5WxniPLkaKuuPH21IpU7ZNFySi/i/5OoVag8VcmZkuUkvUx69WYqdZgSOCa4NX24QjUAM8phT3xPLXWoWjGzCM27O3bt9+6dWvKlCnfffddYmJiI47Qy6EXX1sgaVCzAQxuN5TprD8dbVEQW9f7woDOjtg4tiYOfAeBQGBsZgS4i9y1nu0iedHNwps1E7Mv512WqBrjuncQQxfH++1EQVQhT/noamfMtD4aZh4Mw5w/f/6DDz5YtWpVeHi44a8OHDgwe/bshQsXnj9/Xrvl3Llz8+fPHzx4sJ+f382bNxtxcd3tus/ymUpqLKFiORSvh9L/gSKwo53PnA6zGylnbAuDPauPhyymq8zrYnry28+p30CngRjy0cMARVOLOi7S/kSTNI8wEVAS0kJDFdH6w3LNPe6zzmDBTsCYg09mmsywZTLZv//+GxERsWfPnrt37+q379u37/XXXx8/fny/fv1WrFhx+fJlVOErLbWywuCwQCAoLdUKVTcMkiAXeW2wLLkNxb9DxQtQ9hHkXXvM5khn60bKEpUpalQ+cT0lw+6Z3t+KZ7Wu37oezj1wkNfgy45v90mvT8a6j9XuYCewe9zzcW2r9yo0MNVrqgXdGOd1nhQSiuv8s7Ao6DKlg8Kwja4ZMw/kFReJRF9++SVJkmPHjtWrIzAMs3nz5iVLlixfvhwAoqKidu3aNXjwYGtr64oKbLKqVCptbBoijVuJQg2fXnAuq3CuukzGdvst2wWdsLFrI4jKh9u5NcxGA6dTscm7yYY1PR16Hht36FjW0fD8KGeRwyTvcT3sqvK2KYJ6I+SNmwU3k0qS9J30Otl3Wh28mmhUpJ1PAo8yNWJrnyxc/7Ine8PUQFaleTCNUjNtmoYZNskhkUgMNU/kcnl0dPTKlSu1Pw4ePPinn35iWXbs2LFbtmwpLCxMSkpaunRprVdA13oNlzPhclb1KiUSyiSwO7qRhq1isAjRGAI0DFY11YZc7ikpfro8D7UYJPbYr9pwGtzbsfehsYd+iP7hVtEtAoi+jn1XdVnlb9XIJpR2Qhjpw7XLM4QBbzvo4QxCHgoGzwsGSRlgVN0MR+OeoW37q2iCOLZarVYoFBYWupmnra1tWVmZUqmcOXMmy7IREREvvfSSn1+1rrexsbHffvutUqkkCOLs2bODBg2SyWQKRTUtfh7JRmUJWFZcM78yNk9VWCyhiYaFvGiSBTltSVsolKTRMW14KlIuKalRBsIj2dAc/srT4vg8zlnGwPob8FIf1et9JFwjLx1ehNfXwV/nynIJgnARumgYTUmJKWnEekAQsCQAziZb3Mjh6dzeLLhZan4cIRnlwwDLtegtBYVCSSrVyurfWLtFpcJYZaO/8zYDTdNSqdTe3r5pDJskSYqitF8uzp8VCj6fTxAEn89fsGCBybfY2toOGTJErVYTBBETE0OSZM0u2XwKNCRds+s7F2QieTw+j2qYZI+AgjJGVaJQACGqET9jyxjKXkgxBgckCSiWs29d5MfngE7ql8LA2OehVA9n3vRAQm0w+BME4cnHMLWG1VAs9SBS/kEuMLszE1XAytXc04RgR/kyIzrwSBI/LssCnybUag1FUXx+S9dUfDQwDMOyrPnboDm0dtQYwxYIBCRJ6qfQAoHAzc0tM1OnyBsXF9e5c2denVInrq6uixcv1v4/NDSUpmmSJMViY+kdO7GpVA0WbESUpYW4EW5hDVWsUcvAsE8tR4mqQk4xQpFxoCkym4nIYYFncCYSQEX+myya2418SPfRqRT48Kph12tixx1eVxfeG4Oq9tE+PWt+Y+0ThsP8bQCA3u4aHA1OTk6+evVqcXFxQkLC7du3JRIJj8ebOnXqr7/+mpSUFBUV9ffff0+dOrU+y57Y2NitW7fevXu3Nl1xC1EaSWhqVkSIBCkEUXtb99qxEWfwxfeM49gsOFklOotNXHCpnFQqqZr9onMlrOrhCJWqGNQbq5BUe6KxLMoJZ5Q9jBOaaZs02LD//PPP1157Ta1WHzlyZM2aNWlpWK/w7LPP9uzZc968eU8++eScOXOmT59en0MplcqSkhKjpbUhEjjH8I8ZhZ2Buifjb2WqBZfrS29n194+F4Ep0x2T5bzNVORI/zuWtEPN/Uk6Gyiut1U1WJpOJRv1ZLkvhTJIrhnuItGqU9v7EtJMA2jwVPydd955/fXXaZrWLmxEIpzW2tnZbdiwIT8/n6Io7dq9PnTjiIqKqk2B2EFkCbbPA6EExUTQ8LmEyhiwWGNvZUOygkZ4hW14zmsHei0qfa2oYAqwXQDkQF0YGHj9xW7vm9yf5V0DQRGolldrdknmEhZ/UITptzwgYhosOC226teBGy3b+xLSzMM0bCGHyV85OTk16FAajUalUtUxYg91HtXBVpMC80A9DDS+QJQB7yrQGZO99hKNSikFgPGekw5MEf4Rt/di1q9iHjW9Y8hTgWtdhKajZ7YCPs/hI1WxByhH674rKhMsXnaw4pK2HwLWAhjTAa4alW1qYIg31nWZMdMKyjavXr36zz//XLt2beJE011p7QR26/quf+bKU/nSUyDQjWMvdnlxkucDyXoPcR4zxHmMBmQEJnHV1cSzj+PAAZ5uF+Fx0IwAZR8g80FwmOQVLO54BB4aL/VDKcJTCZXLbBY6OsFwL9gZBXwe9HFrWB9sM+2T5jTs4OBgR0fH5OTkOpqBTPOZ5mXh9VfSX2F5YZ4WnjN8Z0zzmSagHrSlbo4sJ6o4yoKy6OnQU0TXKnVmx7f7vNfXT0gWJ5WdA/ocyorT1KvBb+pTSh8GDiLYMQ3+job/4kHFYpvbu/nw/nkoLsc/V5AzfDgcxt+/ANRMu6Y5DduOw9HRse4azN6OvXs79s4rzLOxshHwH9SkZRrZ55Gfb4zbWKQo0gqefNjzwyneU2rbf5DzoIsTLm1P2h5eGO4gcJjXYd4QlyFG+7AshN6D2zk4xPZ0RS2hB8RJDM/3gWd7oWvvqf/gcho3enMfPSYXnj0C2x6HsY3MbTPTLmhOw2YYRrvMvv+uGEvmkU1RZPrNnW8+vPmhXoIzojBi6aWlR8YcGeA8oLa3uIncXgt5rbbfSlWw9hz8cRtKuDJNe0t4pje8N7S+bTfqgCIhLh/2xFYXDKWhsBz2xvNHdmxU+ZiZ9kFzKqiEhoauXbs2LCysjnRxLSwOivh6wDOmlKdsTtyM/9PbCQnF0uIfY3/UsI2sb95wA9Zd5tpc8fBVJIPPL2AHvCbhTj7Iaz73KLhbRJvrsc20UMMOCAiYM2eOv7//I2u4mVyenC5Jr9n4Pq4srlzVmPbwUhVnw5TBF0nia9NtaBLDc7ME2lQjLlcRg0IrZsy0wKm4E4eLi8sja3wvpsUiSqTSGA+CYkrMb1SGaIkc0stq5L0SEFeENs9/4LmykxiVkmqO2bZCs9CCmZYtZvjIrBpTYuy79bTvWTNpbazHWDHdmExjS74puW8WW3Y8uFVrC8ix66URBMSX0CrGbNlmWqRhFxcXx8TEFBYWPrJ6Wgva4sNeH7pbu6NtMzr1grFeY1d21hWTNxRrASwK4dpl6J9OLB5zSVcQN0UCi5PIVH4dC7YC81TcTEudit+9e3f//v0xMTG1FYEY0lS38TCXYYfHHv4r8a+LeRctaItp3tMW+C2w4ze+LdWrAyAyH04mgtb7RpAwqQu82LdprravO2ob3sk2+ENxdawTfBWCmq0FzZhpCYY9cODAPn365Ofnq9X3qeggCKBJ4DfRxfaw79GjXw8loySBpMkHPairJRycDXtj4EQKBqjGdYDpnavNw8uVkFGKk3bvhmeMWfDhmzGw7CDcK6mcXbHwTD+Y2YlVMWZpJDMt0rCpSureLa4Qfr9NRN2zdLCk5gbD5MCmOXvjvGUmEdCwsCu+arLpFmyO4gybB8N94M1BDTbvx/zg6ALYHoUtfhxF+PFndAZGBoaaEGbMtKYWPwBwNAme/g+ysGIR7XDXXXhlIHwwrDFNJB89X4fCmpPcSp4TUorOgfAc+G8u+robRDdn6DYa1Ax6yLXuiBKJTtPFjJkW6hUnyVqvQaKCV05xVk3rXhoWvguFM0bFTy2SpGLsdI1LYm3fLwrTV8IyYEtkIw9Ik41sMWqmHdKchn379u1169bdunWrttn42VSILTBWKVWpYF/sA+egPXwi8yC1sPrFc3qjZ1JbwcWbae00p2FbWFh4eHhYWtbaeTlX2ySnRgOdfGnDZAzNmGlvNOcaO4Dj1KlTtaWUdnNB9XxVlawfBwPdnaspe7dMujmBrwOkFhnPOEb6mAXBzbSDNXYdsa7erjCxI2BGpX58VoG7LcwKgpZPR3tY2Zt7JGmTYTQASujjCUu6NfeVmWkHtGivOEnA+nFY/3goHiRSvNgeHvDJSOjxwG3fZWrUDBTSKGPw8FgzEGwE6C3LKAcLmgt3DQbnxrT0MmOmDRk2AHhaw5YpcC2LjcmSOtkKBnrRrrUuyevLrrvwyy30WgtJ6OeBseUQZ3hIPNMLO/JklGGqia9Z0shM+zHs+xZj8ykY6g19bOUiS96DLx02R8LTh0Ct4pa+LCTko/jJsXngX19t1QZjLYDghqk8mjHTmtfYJ06cWLp06dmzZ+tuG6LVHpKpCWVjpMSrkSeB78MAF/W8qthyUj5sqNbq24yZVk8z54p37tz51VdfvW+ueFMRUwCxNWPLANeysHW29YPqqZkx01JoTsO2quRRlmSbMdMeaP5w16O06i6OEOTIRZ6qM9DjPsO1moH0Uuy/Y8ZMq6D5nWePEicLWN0PnswFlVLnPAMG/F3ghT51vWtvLPx+G9JL0LM9zg9W9WtwFYcZM4+Y9mXYALC4K4ho2HgTw10CEvp7YrjLr/Zo9s/h8OIxQJU0rkLrejp60ffOxAC1GTMtlnZn2ACYuDY5AFJKQUBBB9u69kwrhXXXABNeDdz2pxJh+x0uq8yMmZZK86+xH5ngmSECGjo73MeqAeBWDiTmm6jQOpL4MC/OjJlWPWLL5XKJRCKTyZrFtuuDhq3R0ZbDrF5ipoXTnCP2xYsXV69efeXKlfsmnzUXXRzB3a6GF52AQeaeeGZaNs1p2KNGjdq0adPw4cPr1b6rOejkAMu76xSFdXLFKujiym00Y6YF0/xihi12uNaWl70/DKNcu+9CWhkKEg7ygneHgrtVc1+ZGTN10vxG1cLTzigS42ErekFmGVjw6gqMmTHTcmh+r3ir4F45ZHGvMkVzX4oZM61ixG7hlMjhjTNwKA6yy4HHg37uKH48ukNzX5YZM3ViHrHrQqmB107Dr9cguwKj2SoNXE6FBQewh4EZMy0Zs2HXRVQe7I+rFAbX6qXSkFeK7a/NmGnJmA27LlJKoKi0xpfEQmRuc12RGTP1wmzYdSHiAUGbSD6zNPfXMdOyMRt2XfRxg+5u1TPPWFxsz24N+sdm2jPNadgsyzIM05Lj2C4W8P5QsLPgtMG1Lxae6A7TOjX3lZkx02LDXWFhYYcPH75x48b48eOhpTK1E5yygV9vQmIRzsznBMGcLlgcZsZMS6Y571Bvb+9x48Zdv36dYRhowfRyhY0TMNbFM3eaN9NKaE7DduPw8PBo4YatxWzVZloRze88q60jnxkzZlqxYZsxY6bJMRu2GTNtELNhmzHTBjEbthkzbZDmD8gSBMHn3ydFkyAIkUh0393aD+ZvwxCRSNQqAiuPAL0eUTMbNsMwBQUFmzZtunHjBsthKEjMsqz+/zKZjMfjNaGOkuHBm+qADVJTrrm/yS2G34b+t3K5nCTJJrTtRlx83TvXcUCT732Qb0OpVLIsKxA0ZQ8HtiG3R32+vdoOWNt7jfavaRo1fyRJ8tixY7NmzWp+wyYIYurUqWlpaba2qPF97tw5CwuLfv36MQyjVCr37t07depUCwsL9f/bO/Ogpq7vgb+8bERBJESpUAOoQEBEIEEsGqqC4FZUFK0zdStWK+PSgLW1U5VSu7jUZcRqK9ZRpNLRUSzUyD4KyC67hBCWhIQ1EEJYsr287+j9TX4ZxH4ZB7/E8D5/vXtz7nsn9+W8e9/NOedqtXFxccHBwe+///6YPJtxOFxGRoadnZ2bm9toTqjT6R49euTu7u7g4DCiPAzDubm5JBIJKP9f28IwzOVyHR0dGQwGqIRhOD09fcaMGe7u7jqdDobhysrKrq6ugIAAnU6Hx+MTExP9/f1tbGxgGE5ISHBwcPDz8xuT3sDj8U+fPkUQhM1mj+bfRxiGMzMzra2tvby8RpSHYZjP59fX169evXqYhjAMZ2VlWVlZeXt769vCMFxSUjI0NMRms/W9UV5eLpPJli5dCnpDJBJVVFSsWLECj8cDBWg02vz5L9JKZmRkDAwMrF27dkx6A4ZhHo8nFAqXL18+Gnk8Hl9SUqJQKJYsWTKiAjgcTi6XP3jwYPv27cMERmyLw+FEIlFpaWloaCioxOFwra2tubm5H3/8MYIgOBxOoVBwudyQkBAzMzMcDldVVdXR0bF8+fIVK1YsXLjQKAw7PDxcX7SwsKBSqRs2bAD20NLScujQoUmTXuyUlZub++mnn3p7e4/VpWEY9vT0XLp06Sjl1Wr12rVr582b9zoBGo1GoVDCwsJGbBsSEuLh4WFYqdFoFi1atHjxYkOV5s2bFxAQAIqPHj2qr6/fv38/KAqFwr17986aNQuCoLq6Oj8/v23btkFjhI2NjVqt3rFjxyjlzczM7O3tV69e/TqB/Pz8rKysyMjIEdvS6fQ1a9YYVt6/f7+3t3fnzp36mocPH4KvDIrPnz+/e/fuV199BYpkMnn27NkrVqwAxe7u7hGv9Wbk5OQUFRVFRUWNUj4pKamjo2PPnj2vE+jp6RGLxSNqOGLbmpqaW7duGcoLBAKdTsfhcECxr69PLpcfOnQIzFPS09Nra2sPHDjw/6dAjYnm5maJRAKOEQSprKwEsyyVSrVy5cr8/PwxvFZDQ0NnZ+cohXU6HZ/P7+3t/RcZkUgkFotf11Ymkw2rr6+vl0ql/6JSe3t7Y2OjvlhVVaVQKMBxeHj41atX0bGjpaVFKBSOXr6pqamtre1fBLq7u/l8/ujbtra2DlOgvb29qalJX5TL5XV1dSBqCEXRxsbG9vZ2cPzzzz8fPnwYHTu6uroEAsHo5VtbWw1VfRWlUlleXv66ts3NzcMq5XL58+fPDWv6+vqqq6v1RZVKVV1drdFoQLGjo8Pwp/JiGm/MwVV61Gr1li1bvv76ax8fn/HWxSjYt2/fggULxnDEfqc5d+6cTCaLiYkZb0WMiHfDsMHiGYlEwuMxj+0XqFQqGIaJRIO9AicwYODC/iZ4Jw0bAwNjQjioKBSKjIyM+vr68VbEKBAKhdnZ2W1tbeOtiFEgFArT0tJKS0uhicq7atgKhSI6Ojo/P/+nn36ayPcPoFarHz58GBMTk5KSMt66jD+9vb2JiYmlpaWXXwJNSMbf88wQtVotFoslEom1tbWbm5u+XqvVPnnypL293cvLy9X1RcKxgoICtVp99OjR5OTk+Ph4JtME96FXKpUCgaClpYVCofj7+8Pw/z2FtVptRkYGj8dzc3MLCAjA4/FEIjE8PFylUg0MDEAmCvBlEgqFKpVqwYIFhm/UPB6vtLTU1tbW398fj8dPmTLl4MGDZmZmPB4vMjJy9+7dE3BpxrgM+969e6dOnWprawsICIiPjweONQiCREVFFRcX0+n0s2fPxsTErFq1SiKRTJs2DYIgJyenmzdvQqZIUVHRvn37FAoFiUSqqKgwMzMD9SdOnEhJSQkICLh161ZoaOiRI0eAWy6BQDDh4Pb6+noOh8Pj8YaGhsrLy21sbEB9cnLyt99+6+7uLhAIlixZ8uOPP+LxeNBXKSkpixYtmoBW/QLUmGhqahIIBDExMcBjCVRmZmYyGAwej4ei6Llz59hstkqlSkhIOH78OIqi1dXVmzdvRk2R3t7erq6uO3fuMBiMwcFBUNnQ0GBvb5+bm4uiaGFhoZOTU01NDfjo4sWLFy5cQE2Unp6eqqqqrKwse3v7lpYWUKlUKj08PC5fvqzvmezsbPDR1atXDxw4MDQ0hE5IjOsd28HBYfbs2RQKxbAyKyuLwWC4uLzIDLphwwaJRCIQCJydnUUikUKhyM/PBx+ZHpaWljQabZgL9NOnT2fOnAlcKb28vAgEAo/HA4sOspcoFArIFLGysnJ3d7eysjIcgRsbG5VK5YcffghB0KxZs9zc3EpKSnQ63fXr17OzszkcjpGnwX17GJdhA4bdCZFINH36dHBMpVIRBBGLxUwm093d/ZtvvikrK9u1axdkurzaGxYWFubm5sAFlUajdXS82JckPj6+oqKiqqrKVF9MAMN8rRsbG6dMmQICDSAIcnR0bG5u7uvry8nJIRAIZ8+ejYuL02g00MTDuN6xR8QwzAX3ElATGRkJ3rQnlGcC+Pr6Iph3QRAU8RLj3298bBkW5ATDsEajsbS0vHjxIvBaIRAIE9ONxxhHbHCf9HfL1tZWKpWCY7lcjsPhqFQqKNrZ2Zm8VQ/rjVmzZoEAALCs2NXVZWdn96r8BOkNOp3e39/f19cHiiKRiE6n43C4yZMnT5061crKysLCwrQ75N0wbBAygSAICAIBz2M2m11XVycWiyEI4nK5NjY2c+bMgSYAOp1O9RIEQZRKJZhS+vn5SSSSwsJCEIQEQRD4/28iYPjbAHPyOXPmgEVECII6OjoqKytZLNZ4q2kcoMZEQUFBSEjI3Llzp0+fvmbNmps3b4JAlk8++WTZsmUcDmf+/Pl//vknOjHg8XibNm1iMpk0Gm3ZsmXHjh0DS0Hnz5/39PTcunWrt7d3bGwsOjHo6uricDhsNptMJgcFBX3++ecg8i8+Pt7d3f3QoUNLlizZvXv3hF0GH4Zx+Yq3trbm5eWRSCQYhpVKpaurq7u7OwRB/f39XC63o6ODxWKBOPKJQF9fX3l5OYIgeDxeo9HQaDQPDw8wsSwuLq6vr3d2dp44A9Tg4ODTp0/lcjmZTFar1ZMmTVq+fDlYIS8oKCguLrazswsODp48efJ4a2oUGJdhY2BgmOA7NgYGxpiAGTYGhgmCGTYGhgmCGTYGhgmCGTYGhgmCGTYGhgmCGbYxMjQ0VFRUJBAIQBHkHgbBHm8GgiAXLlyorq6G3gJDQ0N//PHH3r1709PT38b5Md4AzLCNEZFItPEl3d3dwJXyiy++4HK5b3xCBEESExMbGxuht8Dt27evXLnCYrFmzJjxNs6P8QZghm2M6HQ6Mpnc19d369YtUKPRaEB2lJ6eHmDtwBmrvb0dpJRqa2sbGBh4/PhxQUEBSJ+Um5ubl5enz6kCgpyqq6tTU1P7+/v119JqtUVFRVwut7OzE9QMDAx0dXVJpdL09PTm5uZhuonF4pSUlMrKSlDs7OzMysry9vYOCAgw9OHX6XStra39/f05OTlPnjzRarWgXqVSVVVVJScnl5WVGTpHyWQyLpdbXV2t/1IAPp+fnJxsmLKyr68vMzPz4cOHDQ0NJpwxxvTDNicgKIqam5vv3LkzLi5uy5Yt06ZNA/GqEASdPn1arVb/8ssvEARlZ2dfvnz577//rq2tBa7jQ0NDdXV1gYGBRCJRIBAIhUIWi3Xp0iUcDkcgEGJjY6lUan9//4kTJ+Li4lxcXDo6Ovbv3y+TyahUanR09A8//BAYGJienn7s2DEHBwcCgbB9+3YHBwe9YtevXz937pybm1tTU5Ovr++ZM2fS0tIKCwuJRKJCoThy5AhwAQZewEFBQQ4ODubm5p2dnVQq9ffff6dSqTdu3Hjw4IGlpWVLSwuDwbh06RKJRCopKYmIiLCzs6NQKL29vSQS6d69ezqdLjo6Ojs7m06nNzY2bt68OTIyks/nf/bZZ9bW1mQyGYfDff/997Nnzx6/G2XEDHcexzACampq3Nzc6urqQkNDQQYof3//a9euoSgaGRm5b98+IJaUlBQQEIAgSFlZ2XvvvRcfH4+iaEZGBo1GO3v2LIqipaWlLi4uQqEQQZAFCxZs3rxZrVZrtdqtW7dGRESgKHrkyJFNmzapVCoURa9duxYUFKTRaO7du0ckEvPy8lAU1Wq1eq2am5tdXV3v3LkDAlRcXV3/+ecfFEUPHjx49OjRYV9BoVCQyeTvvvsO5Hjy9fW9cuUKiqJSqRRcrqmpydvbG2Qy2rhxI4fDAamOPvroo8DAQBRFHz16xGQywfY3tbW1np6eAoEgLi5u2bJl4BIDAwNYyMfrwKbiRgrYF/bw4cN3796tra3Vh53rh27DYxRFrays1q1bB9JL2drarl27FoIge3t7Go0mkUiAZFhYGJFIxOPxmzZtKigokMvlBQUFSqXy5MmTx48fr6qqqq2tbW9vx+FwTCbTz88PbAepV6mmpkan04WEhEAQ5OLiwmKx9Ktlr0YcIAhia2sLdt6ztLRcv359dnY2iKg/evTojh07Tp48KZPJ+Hy+VqutqakBypPJ5I0bN4J5e2pqqlarTUhIOHbs2O3btyUSSU1NDYvFam1tDQ8Pv3HjhlQq1Sd4xBgGNhU3XjQaja+vr4eHx2+//aZPIzMsn4xemEAggBDlF09rGAYGaWhvhlsCEYlEFEXB6E2n0x0dHcFWtcHBwVQqVavVgq2Lh+1GjiAIgUDQX5REIunfnEcEPETAMZlMRhCkv7+fw+E4OTnt2rVr8uTJPB7vX/IWKZVKa2tre3t7sHHsr7/+6uPjM2PGjMTExIyMjL/++is2Nvb69ev6yT+GIZhhGylgQgVB0JdffhkWFgY26wI5/SoqKoDMkydPlEqlXv7Vtob1arU6MzMTjLcZGRmurq40Go3BYIBwdyADzFv3kldVcnJyUqlU5eXlPj4+vb29ZWVlYKNZw8vpgWFYLBYXFRWBvIupqalBQUEKhaKxsfHUqVMuLi5isbi1tRW8/Lu6uiYnJ/v7+6vV6vv374MH0OLFi8Ee0frkllqtdnBwcP5LoqKimExmYWEhZtgjghm2MQJ+7uDY09Nz1apVsbGxYPQLDQ1NSEgIDw+nUChVVVVg83BDeTB664/xeDxIkzZ16tS8vDwOh6NSqXJycq5cuYLD4aKiosLDw8PCwubOnSsWi62srE6fPo1/yataOTk5bdu2bc+ePYGBgRUVFXQ6HTwmRpRHUdTa2jo+Pr6hoUEkEslkso0bN06bNs3LyysiIuKDDz4QCoVKpRI0PHz4cERExPr16ydNmjQ4OIjH41EUXbduHZfLDQ4OZrPZSqWyu7s7Ojq6tLQ0ISHBw8NDKpUSiURfX9+3dhPebbB4bGOkv7//2bNnLBYL2K1UKi0sLPT09ATpzWpra9PS0uh0upeXl1QqZTKZCoWisrJy4cKFBAJhcHDw2bNnTCaTQqGo1epnz54xGAxLS8vi4mIbG5vi4uK2trZVq1bpF5PlcnlaWppYLLa2tmaz2Y6Oju3t7SKRyMfHZ8RsYbm5uUVFRY6OjitXrgSvuM+fPycQCM7OzoZivb29bDb7/PnzEolEqVRu2LDB2toafLWkpCSZTBYYGKhSqaZOnQpW3RUKRW5urrOzc2JiIp/Pv3HjBpj8P378uLKykkKhsFgsLy+vnp6e7OxsiURiYWERFBQ0c+bM/9U9ecfADBvjrSCTyZhMZlJSkoeHx38V5vP5qampDAaDz+dfvHjxzJkzYNUN443BpuIYbwUSibRu3TpLS8vRCJubm3d1dRUWFlIolAsXLgQHB799BU0cbMTGwIBMj/8A/lFtGlM5Qu4AAAAASUVORK5CYII="/><br/><h4>Caption</h4>Figure 3: Distribution of conversion times for all documents, ordered by number of pages in a document, on all system configurations. Every dot represents one document. Log/log scale is used to even the spacing, since both number of pages and conversion times have long-tail distributions.<br/><h4>Annotations (HuggingFaceTB/SmolVLM-256M-Instruct)</h4>The image is a bar chart that shows the number of pages of a website as a function of the number of pages of the website. The x-axis represents the number of pages, ranging from 100 to 10,000. The y-axis represents the number of pages, ranging from 100 to 10,000. The chart is labeled "Number of pages" and has a legend at the top of the chart that indicates the number of pages.
The chart shows a clear trend: as the number of pages increases, the number of pages decreases. This is evident from the following points:
- The number of pages increases from 100 to 1000.
- The number of pages decreases from 1000 to 10,000.
- The number of pages increases from 10,000 to 10,000.<br/>
<hr/><h3>Picture <code>#/pictures/3</code></h3><img alt="No description has been provided for this image" 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"/><br/><h4>Caption</h4>Figure 4: Contributions of PDF backend and AI models to the conversion time of a page (in seconds per page). Lower is better. Left: Ranges of time contributions for each model to pages it was applied on (i.e., OCR was applied only on pages with bitmaps, table structure was applied only on pages with tables). Right: Average time contribution to a page in the benchmark dataset (factoring in zero-time contribution for OCR and table structure models on pages without bitmaps or tables) .<br/><h4>Annotations (HuggingFaceTB/SmolVLM-256M-Instruct)</h4>bar chart with different colored bars representing different data points.<br/>
<hr/><h3>Picture <code>#/pictures/4</code></h3><img alt="No description has been provided for this image" 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KQDWQNaKLFY/Oeff3bv3t3V1VUykSCI+fPnHz169PLlywMGDCgpKfHw8CAI4uTJk0ZGRk1aXoUHbSjQQolEohcvXvj6+j579kwyEcfxdevWDRgwYObMmVlZWdra2ocPHyYIQtJxA6QG9RrQchUVFY0cOZLD4dy8edPQ0FAyPSUlpVevXuvXr/f396euhFJTU4OmUwNBvQa0XLq6ugcPHuRwOL6+vuXl5ZLpHTt2HDRokKQuo6WlBUHTcJA1oEUzNzc/fPjw3bt3f/75Z8nE0tLS169f1zxLGDQcpDVo6RwdHfft2+fn50fdoovD4axcudLS0tLT07Opi6ZUoL8GgConTpxYunQpm81GCA0ePDg4OBjGu5ItyBoAPsjLy4uLizM1NYUbITQGyBoAgDxA3zAAAMnB/wFclXXJqnkjIAAAAABJRU5ErkJggg=="/><br/><h4>Caption</h4>Figure 5: Conversion time in seconds per page on our dataset in three scenarios, across all assets and system configurations. Lower bars are better. The configuration includes OCR and table structure recognition ( fast table option on Docling and MinerU, hi res in unstructured, as shown in table 1).<br/><h4>Annotations (HuggingFaceTB/SmolVLM-256M-Instruct)</h4>A bar chart with the following information:
- The x-axis represents the number of pages, ranging from 0 to 14.
- The y-axis represents the page count, ranging from 0 to 14.
- The chart has three categories: Marker, Unstructured, and Detailed.
- The x-axis is labeled "see/page."
- The y-axis is labeled "Page Count."
- The chart shows that the Marker category has the highest number of pages, followed by the Unstructured category, and then the Detailed category.<br/>
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<h2 id="use-other-vision-models">Use other vision models<a class="anchor-link" href="#use-other-vision-models">¶</a></h2><p>The examples above can also be reproduced using other vision model.
The Docling options <code>PictureDescriptionVlmOptions</code> allows to specify your favorite vision model from the Hugging Face Hub.</p>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">docling.datamodel.pipeline_options</span><span class="w"> </span><span class="kn">import</span> <span class="n">PictureDescriptionVlmOptions</span>
<span class="n">pipeline_options</span> <span class="o">=</span> <span class="n">PdfPipelineOptions</span><span class="p">()</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">do_picture_description</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">picture_description_options</span> <span class="o">=</span> <span class="n">PictureDescriptionVlmOptions</span><span class="p">(</span>
<span class="n">repo_id</span><span class="o">=</span><span class="s2">""</span><span class="p">,</span> <span class="c1"># &lt;-- add here the Hugging Face repo_id of your favorite VLM</span>
<span class="n">prompt</span><span class="o">=</span><span class="s2">"Describe the image in three sentences. Be consise and accurate."</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">images_scale</span> <span class="o">=</span> <span class="mf">2.0</span>
<span class="n">pipeline_options</span><span class="o">.</span><span class="n">generate_picture_images</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">converter</span> <span class="o">=</span> <span class="n">DocumentConverter</span><span class="p">(</span>
<span class="n">format_options</span><span class="o">=</span><span class="p">{</span>
<span class="n">InputFormat</span><span class="o">.</span><span class="n">PDF</span><span class="p">:</span> <span class="n">PdfFormatOption</span><span class="p">(</span>
<span class="n">pipeline_options</span><span class="o">=</span><span class="n">pipeline_options</span><span class="p">,</span>
<span class="p">)</span>
<span class="p">}</span>
<span class="p">)</span>
<span class="c1"># Uncomment to run:</span>
<span class="c1"># doc = converter.convert(DOC_SOURCE).document</span>
</pre></div>
<div class="clipboard-copy-txt" id="cell-8">from docling.datamodel.pipeline_options import PictureDescriptionVlmOptions
pipeline_options = PdfPipelineOptions()
pipeline_options.do_picture_description = True
pipeline_options.picture_description_options = PictureDescriptionVlmOptions(
repo_id="", # &lt;-- add here the Hugging Face repo_id of your favorite VLM
prompt="Describe the image in three sentences. Be consise and accurate.",
)
pipeline_options.images_scale = 2.0
pipeline_options.generate_picture_images = True
converter = DocumentConverter(
format_options={
InputFormat.PDF: PdfFormatOption(
pipeline_options=pipeline_options,
)
}
)
# Uncomment to run:
# doc = converter.convert(DOC_SOURCE).document</div>
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