diff options
Diffstat (limited to 'ml/dlib/docs/docs/ml_guide.svg')
| -rw-r--r-- | ml/dlib/docs/docs/ml_guide.svg | 4345 |
1 files changed, 0 insertions, 4345 deletions
diff --git a/ml/dlib/docs/docs/ml_guide.svg b/ml/dlib/docs/docs/ml_guide.svg deleted file mode 100644 index d971f5e89..000000000 --- a/ml/dlib/docs/docs/ml_guide.svg +++ /dev/null @@ -1,4345 +0,0 @@ -<?xml version="1.0" encoding="UTF-8" standalone="no"?> -<svg - xmlns:dc="http://purl.org/dc/elements/1.1/" - xmlns:cc="http://creativecommons.org/ns#" - xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" - xmlns:svg="http://www.w3.org/2000/svg" - xmlns="http://www.w3.org/2000/svg" - xmlns:xlink="http://www.w3.org/1999/xlink" - xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd" - xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape" - width="1826.2773" - height="887.87567" - viewBox="-331 -284 1030.832 492.80385" - id="svg2" - version="1.1" - inkscape:version="0.48.4 r9939" - sodipodi:docname="ml_guide.svg"> - <metadata - id="metadata1192"> - <rdf:RDF> - <cc:Work - rdf:about=""> - <dc:format>image/svg+xml</dc:format> - <dc:type - 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x="224.83031" - y="-43.168491" - id="text5552"> - <tspan - x="224.83031" - y="-43.168491" - id="tspan5554">NO</tspan> - </text> - <g - transform="matrix(0.57635848,0,0,0.57635848,-189.40544,-96.483777)" - id="g5730"> - <path - inkscape:connector-curvature="0" - style="fill:#dbebea" - d="m 1513.95,474.536 c 44.08,-55.164 20.74,-230.632 15.98,-300.199 -4.76,-69.566 0.44,-206.0882 -63.27,-245.9956 -63.71,-39.9074 -144.02,-30.4984 -321.02,-31.4984 -176.998,-1 -248.756,24.7046 -281.698,47.9308 C 831,-32 763.184,6.58152 768.184,145.581 c 5,138.997 37.762,229.961 130.234,320.547 49,47.998 144.632,70.634 259.832,68.112 115.21,-2.524 311.62,-4.538 355.7,-59.704 z" - id="path5732" /> - <path - inkscape:connector-curvature="0" - style="fill:none;stroke:#5aa5a2;stroke-width:5" - d="m 1513.95,474.536 c 44.08,-55.164 20.74,-230.632 15.98,-300.199 -4.76,-69.566 0.44,-206.0882 -63.27,-245.9956 -63.71,-39.9074 -144.02,-30.4984 -321.02,-31.4984 -176.998,-1 -248.756,24.7046 -281.698,47.9308 C 831,-32 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/> - <text - font-size="12.8" - style="font-size:12.80000019px;font-style:normal;font-weight:normal;text-anchor:middle;fill:#000000;font-family:sans-serif" - x="914.78699" - y="53.490002" - id="text5758"> - <tspan - x="914.78699" - y="53.490002" - id="tspan5760">Do you want to detect</tspan> - <tspan - x="914.78699" - y="69.489998" - id="tspan5762">objects in images?</tspan> - </text> - </g> - <g - transform="matrix(0.57635848,0,0,0.57635848,-189.40544,-96.483777)" - id="g5774"> - <ellipse - sodipodi:ry="34.054901" - sodipodi:rx="87.774399" - sodipodi:cy="162.746" - sodipodi:cx="1138.3" - d="m 1226.0744,162.746 c 0,18.808 -39.2979,34.0549 -87.7744,34.0549 -48.4764,0 -87.7743,-15.2469 -87.7743,-34.0549 0,-18.808 39.2979,-34.0549 87.7743,-34.0549 48.4765,0 87.7744,15.2469 87.7744,34.0549 z" - style="fill:#ffffff" - cx="1138.3" - cy="162.746" - rx="87.774399" - ry="34.054901" - id="ellipse5776" /> - <ellipse - sodipodi:ry="34.054901" - sodipodi:rx="87.774399" - sodipodi:cy="162.746" - sodipodi:cx="1138.3" - d="m 1226.0744,162.746 c 0,18.808 -39.2979,34.0549 -87.7744,34.0549 -48.4764,0 -87.7743,-15.2469 -87.7743,-34.0549 0,-18.808 39.2979,-34.0549 87.7743,-34.0549 48.4765,0 87.7744,15.2469 87.7744,34.0549 z" - style="fill:none;stroke:#000057;stroke-width:2" - cx="1138.3" - cy="162.746" - rx="87.774399" - ry="34.054901" - id="ellipse5778" /> - <text - font-size="12.8" - style="font-size:12.80000019px;font-style:normal;font-weight:normal;text-anchor:middle;fill:#000000;font-family:sans-serif" - x="1138.3" - y="158.646" - id="text5780"> - <tspan - x="1138.3" - y="158.646" - id="tspan5782">Predicting the labels</tspan> - <tspan - x="1138.3" - y="174.646" - id="tspan5784">of nodes in a graph?</tspan> - </text> - </g> - <g - transform="matrix(0.57635848,0,0,0.57635848,-189.40544,-96.483777)" - id="g5786"> - <ellipse - sodipodi:ry="47.365101" - sodipodi:rx="68.973396" - sodipodi:cy="301.603" - sodipodi:cx="1151.63" - d="m 1220.6034,301.603 c 0,26.15902 -30.8804,47.3651 -68.9734,47.3651 -38.093,0 -68.9734,-21.20608 -68.9734,-47.3651 0,-26.15903 30.8804,-47.3651 68.9734,-47.3651 38.093,0 68.9734,21.20607 68.9734,47.3651 z" - style="fill:#ffffff" - cx="1151.63" - cy="301.603" - rx="68.973396" - ry="47.365101" - id="ellipse5788" /> - <ellipse - sodipodi:ry="47.365101" - sodipodi:rx="68.973396" - sodipodi:cy="301.603" - sodipodi:cx="1151.63" - d="m 1220.6034,301.603 c 0,26.15902 -30.8804,47.3651 -68.9734,47.3651 -38.093,0 -68.9734,-21.20608 -68.9734,-47.3651 0,-26.15903 30.8804,-47.3651 68.9734,-47.3651 38.093,0 68.9734,21.20607 68.9734,47.3651 z" - style="fill:none;stroke:#000057;stroke-width:2" - cx="1151.63" - cy="301.603" - rx="68.973396" - ry="47.365101" - id="ellipse5790" /> - <text - font-size="12.8" - style="font-size:12.80000019px;font-style:normal;font-weight:normal;text-anchor:middle;fill:#000000;font-family:sans-serif" - x="1151.63" - y="297.50299" - id="text5792"> - <tspan - x="1151.63" - y="297.50299" - id="tspan5794">Binary labels on</tspan> - <tspan - x="1151.63" - y="313.50299" - id="tspan5796">nodes in a graph?</tspan> - </text> - </g> - <g - transform="matrix(0.57635848,0,0,0.57635848,-189.40544,-96.483777)" - id="g5798"> - <ellipse - sodipodi:ry="38.759998" - sodipodi:rx="103.487" - sodipodi:cy="335.742" - sodipodi:cx="968.53699" - d="m 1072.024,335.742 c 0,21.40656 -46.3327,38.76 -103.48701,38.76 -57.15429,0 -103.487,-17.35344 -103.487,-38.76 0,-21.40655 46.33271,-38.75999 103.487,-38.75999 57.15431,0 103.48701,17.35344 103.48701,38.75999 z" - style="fill:#ffffff" - cx="968.53699" - cy="335.742" - rx="103.487" - ry="38.759998" - id="ellipse5800" /> - <ellipse - sodipodi:ry="38.759998" - sodipodi:rx="103.487" - sodipodi:cy="335.742" - sodipodi:cx="968.53699" - d="m 1072.024,335.742 c 0,21.40656 -46.3327,38.76 -103.48701,38.76 -57.15429,0 -103.487,-17.35344 -103.487,-38.76 0,-21.40655 46.33271,-38.75999 103.487,-38.75999 57.15431,0 103.48701,17.35344 103.48701,38.75999 z" - style="fill:none;stroke:#000057;stroke-width:2" - cx="968.53699" - cy="335.742" - rx="103.487" - ry="38.759998" - id="ellipse5802" /> - <text - font-size="12.8" - style="font-size:12.80000019px;font-style:normal;font-weight:normal;text-anchor:middle;fill:#000000;font-family:sans-serif" - x="968.53699" - y="331.642" - id="text5804"> - <tspan - x="968.53699" - y="331.642" - id="tspan5806">A chain structured graph?</tspan> - <tspan - x="968.53699" - y="347.642" - id="tspan5808">(e.g. words in a sentence)</tspan> - </text> - </g> - <g - transform="matrix(0.57635848,0,0,0.57635848,-189.40544,-96.483777)" - id="g5810"> - <ellipse - sodipodi:ry="39.1562" - sodipodi:rx="92.1082" - sodipodi:cy="427.93201" - sodipodi:cx="1079.11" - d="m 1171.2182,427.93201 c 0,21.62537 -41.2383,39.1562 -92.1082,39.1562 -50.87,0 -92.10821,-17.53083 -92.10821,-39.1562 0,-21.62538 41.23821,-39.1562 92.10821,-39.1562 50.8699,0 92.1082,17.53082 92.1082,39.1562 z" - style="fill:#ffffff" - cx="1079.11" - cy="427.93201" - rx="92.1082" - ry="39.1562" - id="ellipse5812" /> - <ellipse - sodipodi:ry="39.1562" - sodipodi:rx="92.1082" - sodipodi:cy="427.93201" - sodipodi:cx="1079.11" - d="m 1171.2182,427.93201 c 0,21.62537 -41.2383,39.1562 -92.1082,39.1562 -50.87,0 -92.10821,-17.53083 -92.10821,-39.1562 0,-21.62538 41.23821,-39.1562 92.10821,-39.1562 50.8699,0 92.1082,17.53082 92.1082,39.1562 z" - style="fill:none;stroke:#000057;stroke-width:2" - cx="1079.11" - cy="427.93201" - rx="92.1082" - ry="39.1562" - id="ellipse5814" /> - <text - font-size="12.8" - style="font-size:12.80000019px;font-style:normal;font-weight:normal;text-anchor:middle;fill:#000000;font-family:sans-serif" - x="1079.11" - y="423.832" - id="text5816"> - <tspan - x="1079.11" - y="423.832" - id="tspan5818">Are you trying to make</tspan> - <tspan - x="1079.11" - y="439.832" - id="tspan5820">a BIO or BILOU tagger?</tspan> - </text> - </g> - <g - transform="matrix(0.57635848,0,0,0.57635848,-189.40544,-96.483777)" - id="g5822"> - <path - inkscape:connector-curvature="0" - style="fill:none;stroke:#800000;stroke-width:4" - d="M 1077.73,128.465 A 1181.4,1181.4 0 0 0 985.629,84.8341" - id="path5824" /> - <polygon - style="fill:#800000" - points="1084.36,131.978 1073.18,131.62 1077.76,128.411 1077.94,122.824 " - id="polygon5826" /> - <polygon - style="fill:none;stroke:#800000;stroke-width:4" - points="1084.36,131.978 1073.18,131.62 1077.76,128.411 1077.94,122.824 " - id="polygon5828" /> - </g> - <g - transform="matrix(0.57635848,0,0,0.57635848,-189.40544,-96.483777)" - id="g5860"> - <ellipse - sodipodi:ry="36.265999" - sodipodi:rx="89.409203" - sodipodi:cy="69.619003" - sodipodi:cx="1344.77" - d="m 1434.1792,69.619003 c 0,20.029158 -40.0298,36.265997 -89.4092,36.265997 -49.3793,0 -89.4092,-16.236839 -89.4092,-36.265997 0,-20.029158 40.0299,-36.265999 89.4092,-36.265999 49.3794,0 89.4092,16.236841 89.4092,36.265999 z" - style="fill:#ffffff" - cx="1344.77" - cy="69.619003" - rx="89.409203" - ry="36.265999" - id="ellipse5862" /> - <ellipse - sodipodi:ry="36.265999" - sodipodi:rx="89.409203" - sodipodi:cy="69.619003" - sodipodi:cx="1344.77" - d="m 1434.1792,69.619003 c 0,20.029158 -40.0298,36.265997 -89.4092,36.265997 -49.3793,0 -89.4092,-16.236839 -89.4092,-36.265997 0,-20.029158 40.0299,-36.265999 89.4092,-36.265999 49.3794,0 89.4092,16.236841 89.4092,36.265999 z" - style="fill:none;stroke:#000057;stroke-width:2" - cx="1344.77" - cy="69.619003" - rx="89.409203" - ry="36.265999" - id="ellipse5864" /> - <text - font-size="12.8" - style="font-size:12.80000019px;font-style:normal;font-weight:normal;text-anchor:middle;fill:#000000;font-family:sans-serif" - x="1344.77" - y="65.518997" - id="text5866"> - <tspan - x="1344.77" - y="65.518997" - id="tspan5868">Trying to solve an</tspan> - <tspan - x="1344.77" - y="81.518997" - id="tspan5870">assignment problem?</tspan> - </text> - </g> - <text - font-size="12.8" - style="font-size:7.37738848px;font-style:normal;font-weight:normal;text-anchor:start;fill:#008000;font-family:sans-serif" - x="469.60294" - y="126.33755" - id="text5896"> - <tspan - x="469.60294" - y="126.33755" - id="tspan5898">YES</tspan> - </text> - <text - font-size="12.8" - style="font-size:7.37738848px;font-style:normal;font-weight:normal;text-anchor:start;fill:#800000;font-family:sans-serif" - x="491.66599" - y="153.59703" - id="text5900"> - <tspan - x="491.66599" - y="153.59703" - id="tspan5902">NO</tspan> - </text> - <text - font-size="12.8" - style="font-size:7.37738848px;font-style:normal;font-weight:normal;text-anchor:start;fill:#800000;font-family:sans-serif" - x="486.89365" - y="43.905613" - id="text5904"> - <tspan - x="486.89365" - y="43.905613" - id="tspan5906">NO</tspan> - </text> - <text - font-size="12.8" - style="font-size:7.37738848px;font-style:normal;font-weight:normal;text-anchor:start;fill:#008000;font-family:sans-serif" - x="517.61932" - y="59.077667" - 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x="207.582">Number of</tspan> - <tspan - id="tspan40604" - y="105.671" - x="207.582">features</tspan> - <tspan - id="tspan40606" - y="121.671" - x="207.582">< 100</tspan> - </text> - </g> - <text - id="text40608" - y="-110.52305" - x="-4.7936749" - style="font-size:7.38190126px;font-style:normal;font-weight:normal;text-anchor:start;fill:#800000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40610" - y="-110.52305" - x="-4.7936749">NO</tspan> - </text> - <text - id="text40612" - y="-46.71315" - x="-12.304188" - style="font-size:7.38190126px;font-style:normal;font-weight:normal;text-anchor:start;fill:#008000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40614" - y="-46.71315" - x="-12.304188">YES</tspan> - </text> - <g - id="g40630" - transform="matrix(0.57671105,0,0,0.57671105,-189.44156,-98.071115)"> - <ellipse - id="ellipse40632" - ry="33.556599" - rx="40.856098" - cy="-0.390807" - cx="21.561001" - style="fill:#ffffff" - d="m 62.417099,-0.390807 c 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style="font-size:12.80000019px;font-style:normal;font-weight:normal;text-anchor:middle;fill:#000000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40638" - y="-4.4908099" - x="21.561001">< 20K</tspan> - <tspan - id="tspan40640" - y="11.5092" - x="21.561001">Samples</tspan> - </text> - </g> - <text - id="text40642" - y="-112.73492" - x="-116.2119" - style="font-size:7.38190126px;font-style:normal;font-weight:normal;text-align:center;text-anchor:middle;fill:#808000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40644" - y="-112.73492" - x="-134.03767" - style="text-align:center;text-anchor:middle">NOT</tspan> - <tspan - id="tspan40646" - y="-103.50754" - x="-134.03767" - style="text-align:center;text-anchor:middle">WORKING</tspan> - </text> - <text - id="text40648" - y="-122.91808" - x="-180.65865" - style="font-size:7.38190126px;font-style:normal;font-weight:normal;text-anchor:start;fill:#008000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40650" - y="-122.91808" - x="-180.65865">YES</tspan> - </text> - <text - id="text40662" - y="-57.442398" - x="-106.05607" - style="font-size:7.38190126px;font-style:normal;font-weight:normal;text-anchor:start;fill:#800000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40664" - y="-57.442398" - x="-106.05607">NO</tspan> - </text> - <text - id="text40666" - y="-101.74" - x="-212.59938" - style="font-size:7.38190126px;font-style:normal;font-weight:normal;text-anchor:start;fill:#800000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40668" - y="-101.74" - x="-212.59938">NO</tspan> - </text> - <text - id="text40670" - y="-104.63276" - x="-182.14595" - style="font-size:7.13555813px;font-style:normal;font-weight:normal;text-anchor:start;fill:#000000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40672" - y="-104.63276" - x="-182.14595" /> - </text> - <g - id="g40674" - transform="matrix(0.57671105,0,0,0.57671105,-189.44156,-98.071115)"> - <ellipse - id="ellipse40676" - ry="43.008801" - rx="54.863201" - cy="29.567301" - cx="350.39999" - style="fill:#ffffff" - d="m 405.2632,29.567301 c 0,23.753104 -24.5631,43.0088 -54.86321,43.0088 -30.30011,0 -54.8632,-19.255696 -54.8632,-43.0088 0,-23.7531048 24.56309,-43.008801 54.8632,-43.008801 30.30011,0 54.86321,19.2556962 54.86321,43.008801 z" - sodipodi:cx="350.39999" - sodipodi:cy="29.567301" - sodipodi:rx="54.863201" - sodipodi:ry="43.008801" /> - <ellipse - id="ellipse40678" - ry="43.008801" - rx="54.863201" - cy="29.567301" - cx="350.39999" - style="fill:none;stroke:#000057;stroke-width:2" - d="m 405.2632,29.567301 c 0,23.753104 -24.5631,43.0088 -54.86321,43.0088 -30.30011,0 -54.8632,-19.255696 -54.8632,-43.0088 0,-23.7531048 24.56309,-43.008801 54.8632,-43.008801 30.30011,0 54.86321,19.2556962 54.86321,43.008801 z" - sodipodi:cx="350.39999" - sodipodi:cy="29.567301" - sodipodi:rx="54.863201" - sodipodi:ry="43.008801" /> - <text - id="text40680" - y="25.4673" - x="350.39999" - style="font-size:12.80000019px;font-style:normal;font-weight:normal;text-anchor:middle;fill:#000000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40682" - y="25.4673" - x="350.39999">Do you have</tspan> - <tspan - id="tspan40684" - y="41.4673" - x="350.39999">labeled data?</tspan> - </text> - </g> - <g - id="g40686" - transform="matrix(0.57671105,0,0,0.57671105,-189.44156,-98.071115)"> - <ellipse - id="ellipse40688" - ry="50.1301" - rx="75.076599" - cy="-113.523" - cx="145.739" - style="fill:#ffffff" - d="m 220.8156,-113.523 c 0,27.686087 -33.61294,50.130098 -75.0766,50.130098 -41.46366,0 -75.076601,-22.444011 -75.076601,-50.130098 0,-27.68609 33.612941,-50.1301 75.076601,-50.1301 41.46366,0 75.0766,22.44401 75.0766,50.1301 z" - sodipodi:cx="145.739" - sodipodi:cy="-113.523" - sodipodi:rx="75.076599" - sodipodi:ry="50.1301" /> - <ellipse - id="ellipse40690" - ry="50.1301" - rx="75.076599" - cy="-113.523" - cx="145.739" - style="fill:none;stroke:#000057;stroke-width:2" - d="m 220.8156,-113.523 c 0,27.686087 -33.61294,50.130098 -75.0766,50.130098 -41.46366,0 -75.076601,-22.444011 -75.076601,-50.130098 0,-27.68609 33.612941,-50.1301 75.076601,-50.1301 41.46366,0 75.0766,22.44401 75.0766,50.1301 z" - sodipodi:cx="145.739" - sodipodi:cy="-113.523" - sodipodi:rx="75.076599" - sodipodi:ry="50.1301" /> - <text - id="text40692" - y="-133.623" - x="145.739" - style="font-size:12.80000019px;font-style:normal;font-weight:normal;text-anchor:middle;fill:#000000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40694" - y="-133.623" - x="145.739">Are you trying</tspan> - <tspan - id="tspan40696" - y="-117.623" - x="145.739">to label things</tspan> - <tspan - id="tspan40698" - y="-101.623" - x="145.739">as anomalous</tspan> - <tspan - id="tspan40700" - y="-85.622803" - x="145.739">vs. normal?</tspan> - </text> - </g> - <g - id="g40714" - 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sodipodi:ry="33.426998" /> - <text - id="text40720" - y="-241.567" - x="64.597099" - style="font-size:12.80000019px;font-style:normal;font-weight:normal;text-anchor:middle;fill:#000000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40722" - y="-241.567" - x="64.597099">< 20K</tspan> - <tspan - id="tspan40724" - y="-225.567" - x="64.597099">Samples</tspan> - </text> - </g> - <text - id="text40726" - y="-197.04799" - x="-118.14854" - style="font-size:7.38190126px;font-style:normal;font-weight:normal;text-anchor:start;fill:#008000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40728" - y="-197.04799" - x="-118.14854">YES</tspan> - </text> - <g - id="g40730" - transform="matrix(0.57671105,0,0,0.57671105,-189.44156,-98.071115)"> - <ellipse - id="ellipse40732" - ry="34.2831" - rx="46.0229" - cy="-238.58099" - cx="186.702" - style="fill:#ffffff" - d="m 232.7249,-238.58099 c 0,18.93403 -20.60516,34.2831 -46.0229,34.2831 -25.41775,0 -46.0229,-15.34907 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x="186.702">labels!</tspan> - </text> - </g> - <text - id="text40742" - y="-193.86224" - x="-80.957031" - style="font-size:7.38190126px;font-style:normal;font-weight:normal;text-anchor:start;fill:#800000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40744" - y="-193.86224" - x="-80.957031">NO</tspan> - </text> - <text - id="text40746" - y="-239.01872" - x="-195.65677" - style="font-size:7.38190126px;font-style:normal;font-weight:normal;text-anchor:start;fill:#008000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40748" - y="-239.01872" - x="-195.65677">YES</tspan> - </text> - <text - id="text40764" - y="-194.76595" - x="-158.55869" - style="font-size:7.38190126px;font-style:normal;font-weight:normal;text-anchor:start;fill:#800000;font-family:sans-serif" - font-size="12.8"> - <tspan - id="tspan40766" - y="-194.76595" - x="-158.55869">NO</tspan> - </text> - <g - id="g40778" - transform="matrix(0.57671105,0,0,0.57671105,-189.44156,-98.071115)"> - 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