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.ipynb (pretty JSON)

{
    "cells": [
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "89a63689",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "markdown",
            "id": "a2aa9a71",
            "metadata": [],
            "source": [
                "Histogramm:"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "8b30cba8-20d4-430a-9bd1-f20d73dd0bfb",
            "metadata": [],
            "source": [
                "Ein erster Hinweis auf die GΓΌte der Items ist sicherlich eine grobe AnnΓ€herung der Rohdaten an eine Normalverteilung"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "5bdf5e41-f789-4a72-a2fb-91c89e8d39e7",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "id": "abbf187f",
            "metadata": [],
            "outputs": [
                {
                    "data": {
                        "image\/png": 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cQEh2E5CMIiQ5C8hGERAch+QhCooOQ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\nrkJggg==",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 1”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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2beNc+L5bl\/GAxESNE6fG4bw7tBaoak7zvz4j\/CHxsPIX3q6v0JW7751uTkAvMTLs+t5bty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\nQAAhARBASAAEEBIAgf8HU8NE94GHLPoAAAAASUVORK5CYII=",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 2”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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qzpj4S3SAiExAch6eH4QPbpXBaQ0n8v3e0RBCHx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\nCAmAAEICIICQAAggJAACCAmAAEICIPD\/5WFeM8SYhlEAAAAASUVORK5CYII=",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 3”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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ApKsAMlEGX8daR5LmnhZbFz\/YZ1Yrx9VxgGS\nrADJRAm8IPt4Z+Yp5txv1IYBkqwAyUSJ7Nnwx6s3X3Jx8dJd6qMASVaAZKKwrx1xgGTPAIk4\nQLJnFJB2V1aqHAtIsgIkE0UBaTFrei61K571twiQJAVIJooCUmlmZpM1O9NS\/LVhvxNsQzBA\nEguQtMLfSMQBkj0DJOIAyZ4BEnGAZM9EINVtrVi+rGJrnfooQJIVIJko45BqFnXz7iKUsahG\nbRwgyQqQTJRhSPuHMEdO0YyZRdkOlndAZSAgyQqQTJRhSMVsYv2+qrvGswUqAwFJVoBkogxD\n6j241rdYOyhLZSAgyQqQTJRhSAlzG5bnOFUGApKsAMlEGf\/MhoKG5fx0lYGAJCtAMlGGIY13\nLPUtlsZMUBkISLICJBNlGNL2dixnfll5edn8bNZ+u8pAQJIVIJko468jKbmsvlxFbRwgyQqQ\nTJTIng1VJdMLC6eXqH1eMQckeQGSicK+dsQBkj0DJOIAyZ4BEnGAZM8AiThAsmeARBwg2TNA\nIg6Q7BkgEQdI9gyQiAMkewZIxAGSPQMk4gDJngEScYBkzwCJOECyZ4BEHCDZM0AiDpDsGSAR\nB0j2DJCIAyR7BkjEAZI9AyTiAMmeARJxgGTPAIk4QLJngEQcINkzQCIOkOwZIBEHSPYMkIgD\nJHsGSMQBkj0DJOIAyZ4BEnGAZM8AiThAsmeARBwg2TNAIg6Q7BkgEQdI9gyQiAMkewZIxAGS\nPQMk4gDJngEScYBkzwCJOECyZ4BEHCDZM0AiDpDsGSARB0j2DJCIAyR7BkjEAZI9AyTiAMme\nARJxgGTPAIk4QLJngEQcINkzQCIOkOwZIBEHSPYMkIgDJHsGSMQBkj0DJOIAyZ4BEnGAZM8A\niThAsmeARBwg2TNAIg6Q7JkgpHVndkweeNdhtSGAJCtAMlGGIaVf7vrnqVjmrqBOZSAgyQqQ\nTJRhSGwy5z8lO\/6+Y8+LXdgTKgMBSVaAZKKEID3C5roXP2CnqQwEJFkBkokSgnQx+69nOTtV\nZSAgyQqQTJQQpAtZjWf53HiVgYAkK0AyUUKQbmXfe5ZHdFIZCEiyAiQTZRySw+mMZ2s8y71y\nVAYCkqwAyUQZhtTX0z\/ci1XsIpWBgCQrQDJRFHs2bCjZpHIsIMkKkEwUdhEiDpDsGSARB0j2\njALS7spKlWMBSVaAZKIoIC1mTc\/l98eW+LsWkCRlSUj7\/7UkYn1MeLkpIJVmZjZZ83XuYH99\nAUlSloT0n5iMSJV0IeHlxt9IxAGSWCtbR2xSBVMILzcgEQdIYgFSqABJVoAklmkg1W2tWL6s\nYqvau\/o4IMkLkMQyCaSaRd08b49lGYtq1MYBkqwASSxzQNo\/hDlyimbMLMp2sLwDKgMBSVaA\nJJY5IBWzid94l3aNZwtUBgKSrABJLHNA6j241rdYOyhLZSAgyQqQxDIHpIS5DctznCoDAUlW\ngCSWOSClFjQs56erDAQkWQGSWOaANN6x1LdYGjNBZSAgyQqQxDIHpO3tWM78svLysvnZrP12\nlYGAJCtAEssckLiSy+rLVdTGAZKsAEksk0DivKpkemHh9JIq9VGAJCtAEss0kMILkGQFSGIB\nkv4ASSxA0gqQiAMksQApVIAkK0ASC5D0B0hiAZJWgEQcIIkFSKECJFkBkliApD9AEguQtAIk\n4gBJLEAKFSDJCpDEAiT9AZJYgKQVIBEHSGIBUqgASVaAJBYg6Q+QxAIkrQCJOEASC5BCBUiy\nAiSxAEl\/gCQWIGkFSMQBkliAFCpAkhUgiQVI+gMksQBJK0AiDpDEAqRQAZKsAEksQNIfIIkF\nSFoBEnGAJBYghQqQZAVIYgGS\/gBJLEDSCpCIAySxAClUgCQrQBILkPQHSIFtes\/bxrBPAUha\nARJxpoVUvXbpbZf+ddiA3qmtfN\/Hw5xpWYNGjLn09iff1jgxIGkFSMSZEdI7\/7xydGYCY6nZ\no6fMWXDHQ8vKX33xGVdPPnT7\/EvOP2tgR8YSjx59zePrQ54DIGkFSMSZDNKWZ64a0ZnF\/ang\nuocrQj+S2\/DifdcUZMXG9Dzzmuergw0AJK0AiTgTQap+cd6ItizzvJue3RTWRa98onhML5Zy\nxsL\/NDsKkLQCJOLMAumjf56XxnqOvfNNnZd\/zS35aazb+Uu3NFoLSFoBEnGmgLTxvoJ2cSfc\nsNrgHF6+7nhHp3H\/+qhhDSBpBUjEtTyk6rKCxFan3va+0DTWLTwxrn3hU76DgKQVIBHX0pBW\nX9bDMawk\/FeIQvfeLUNi+sx7x7MMSFoBEnEtCmnL\/53o6Hn5GrLJvDozPeH0R6sBSTtAIq4F\nIX1wXXdnwdKgT18bbstDp8Zl3VQFSFoBEnEtBumN2e06TF0rYUZvus44blmkJgVIoQIkWQVC\nKj8jtu8tVZLm9OH8mISZ2yIzKUAKFSDJqgFS+ShH3r9kzqp18dC4KZ9HYlKAFCpAkpUPUnm+\nI+cxubNy\/Y30zknxkyLwWwmQQgVIsvJCWjHKMXSZ7Fl5nmx45fiEi76SPSlAChUgycoNad34\nuFzpjPxPf1cMal38m9xJAVKoAElWUwo2zWvT6+5IzMr\/9HfFUZ3uPSJzUoAUKkCS1ZQhGe2v\nCG\/HbtEaXkf64952\/V6ROClAChUgSao6zTE19FvxaAt8Qfb7GbFny3vWAZBCBUhS2nd1XI\/T\nIjWpJrsIVY9sdbOsGxWQQgVIMqro2e25FvwUoWfTs1bJmRgghQqQ6NtxVvzl+1r047h+udxR\nuFvG1AApVIBEXe3ixOEf85b+XLv3+ncolTA5QAoVIBH3v2FtH61zL7TwB0QeuqPV6G\/IZ2df\nSNPK1I8HJNLqliSf9qV3scU\/aXX7X9otoZ6ffSGxaerHAxJln5\/cdkld\/XKLQ+K19zpH76Kd\noO0gLfDFsl3\/qAwEJLrqHkj0\/TriZoDEuTK4479Jp2g7SKxRKgMBiawf8hMfqWs4aAZI\/PDN\n8ZMod7+zH6Tk6xd7Ynmuf1QGAhJVa7odWx142BSQOK\/s0+s9uknaDlJFWhfvlYu\/kRolDdLh\nhbGX\/95ojUkg8d9mxi2spZqm7SDxH8awC3\/lgNQkWZC2Dur8WpNVZoHE+fK2p35LNE\/7QeL8\n8TbdVwFSkyRB+nfy6GY7EpgHEt+em\/oqzUTtCInvHM4u2gdIjZIC6Y\/L4u6oa7bWRJD4oWti\naR7e2RISr73T2RuQGiUD0tdDU1cHWW0mSK4\/mlNGUOx8Z09InFcPAKRGSYD0RvrwoH+BmAsS\n3zag+3rxydoVEq87rPEbHZDEql0Ye+3hoMeYDBI\/cIHzYeHp2haSZoAk1K9nt38pxFFmg8T5\nI87JBwXna2dIuysrVY4FJJH+1+9Pn4U6znyQeGX3IYI7hNsZ0uJmuwjtu2Gev\/MByXivp5zx\nS8gjTQiJ\/3hS1w+FZmxnSKWZmU3WfD\/6VH\/Hs9+DniqiRSmkJXGXq3z2lRkh8d+nOjXeV6Oe\nnSGph4d2Rvt9SqulasebEpJLf7yafq0AKVSAZLDded03qg4wKSTX49GzfjU8a0AKFSAZ65Pe\nx3+nPsKskPj\/+g4w\/BnhdoRUt7Vi+bKKrc33XWkUIBnq3U5\/PaAxxLSQ+J6Tu6j\/Mg2d\/SDV\nLOrmfVNfxqIatXGAZKTShMs1d10zLyT+x6SkCmMTtx2k\/UOYI6doxsyibAfLU\/t\/JyDpr25h\n3APao0wMyT2D+w1N3QqQ9ug5YTGbWP\/S267xDJ\/Z4I8C0u\/j24TzpgQzQ3L\/Tr3SyO7gVoDU\nevL74Z+w92D\/1VQ7KEtlICDpbe+IblvCGWduSHxt+7EGXkG0AqQ+jA14MNwnLhPmNizPcaoM\nBCSdfZvd70vtUdz0kPjHGSfv1X0iK0CqW1uUwJKmbQjrhKkFDcv56SoDAUlfn2fl\/hjeSLND\n4t8M+LPuT72zAiRXu2\/PZGzQkn3aJxzv8L\/qXhozQWUgIOlqQ1q+1tPevkwPie8Z1murzpNY\nBJLr19Kqv8WzNhcpWifc3o7lzC8rLy+bn83ab1cZCEh6Wt1m8qFwx5ofEj94bgcdf3e7swwk\n\/sXf0xhjMedpPbxVcn2fDpmrqg6QdLQs\/u8ar28HFAWQ+OEpya\/rOoFFIB15ebSDdb95139O\nZhM1T1tVMr2wcHpJlfooQAq\/B2L1vPgSDZB43XUJz+kZbwlIXy3sxmJOK3fvu1uXn0K0BUAK\nu9tjH9MzPCogcX5f3L90jLYCpLNjWYcrfV+zeyvV7qyAFGZ11+r7f3e0QOJLYu8Jf7AVILHj\nSxvecV9lbA+P5gFSeNVdntj0o1Q1ihZI\/N\/x88IeawVIRnfYVQ+QwurI5Pbv6jxJ1EBy6bgs\n3OdQrABp+Y76BWU54RYAKZx+z0\/brPc00QOJr02eFeaOd1aAxHx+FlG+3Q+QwqjmjAy9r1xG\nFSS+PmVSeO8\/txSkG2MItwBI2h04tcc27VFNiyZIfHOnorBeabYUpKKOhFsAJM32j+z5uYFJ\nRRUk\/kmXseFIinpI48aNY3nj3I3NZecQbgGQtNp7Qp+vjUwquiDxT7ueFcbbKqIeUuA3wuYZ\n+f9jqABJo1\/y+hr7ZvAog8S3djtT+wONox7Stm3b2F3b3O0w\/llKwQIk9X4a9OfvjU0q2iDx\n\/2WcoSkp6iG5uu1jwjP2B0iq\/ZwzMMy3HzUr6iDxz3uepvpBOdwakOQESGrtGTzAqKMohMR3\n9jxd43cSIIUKkFTam\/snjU+BVCkKIfEve2lIinZIBQWfuP7zR7gFQArd3iF9Bb4NPBoh8S96\nnaH63F20Q2LsncAn7gi3AEgh+zVPxFF0QuLbup2pJinaIX399R+u\/\/wRbgGQQrV\/+NFC38oV\nnZD4\/7qOVpEU7ZDkBUghOvAXod9HUQuJf9r5b8G\/FNeddSB9Vfas1lOUugKk4B08NdPY67D+\nohUS\/2\/a+JB7sFoB0h1H7+F8XTJj\/SlfkgWkoB3Kz9ihPUq1qIXEqztODvWuCitAGnKy+5+E\n+dPZbYRbAKRgHTkv7VPRSUUvJL455ZIQx1gBUuqlnH\/LXDMcMZBwC4AUpNrzO4nvRhLFkPj7\nyXODH2EFSPE3cP4ce53za6k+QcgdIDWvblY7gvf1RzMkvqbVjUHXWwFS+izOL3G4\/j66ivKb\nuQGpeZe1\/ZBgUlENia9MKAm62gKQTun8ze5OJ7oWzu1NuAVAataCxHUUk4puSPy5uAeDrLUC\npAoWm8D+7Xrg0fWvhFsApKbdmRDO14hpF+WQ+NLYIB+yYwVIvPSEE9zfuPhWx4cJtwBITSqL\ne5pmUtEOiT8Y+3yzdZaAJCVAatwLcY8STSrqIfGbE5p9wj4ghQqQGrXKGfRvbCNFPyR+TdJ7\nTdYAUqgAKbD3kxaSTcoCkOpmdGzyepolIL2Vn54Q64lwC4AU0Ma2c+gmZQFI\/MjYro33lLIC\npBUO1u7YgZ4ItwBIDX2WNjn87xHTzAqQ+B+jMhu9R9gKkAbHPkl4M\/sCJH+7euWHfv+A\/iwB\nie8fOjDwyyGtAMk5lvCM\/QGSr70D8\/ZTTsoakFxXy9CAr5+2AqQOFxOesT9Aqq9mWP89pJOy\nCKTGv6itAKloMOEZ+wMkb4dG9xZ7Q2yzrAKJb0uf5P+bwgqQvki\/Mbyv3tAVIHmqm5Kq\/4tb\n1LMMJF7Z5jrfohUgTR7JehZM9kS4BUDyNLed7i8S08o6kPiqhLvrl6wACR\/HRVAISLe3eot8\nUhaCxJ+OXeZdsAKkzQ0RbgGQuHtH5+a7ZwpnJUj8\/njvV1FbAZKcAInzNQn\/J2FSloLEixPf\nd\/+wCKQv3t8bfJzxAIlXJv9dxqSsBaluaqfPuEUgrR\/A2GrO\/30s5eN5QNqefr6EPUasBokf\nKej9nTUgfZKUXOCGtC8p1GclGcn2kH7ocxbljkENWQwSP3DC4N8sAWlCQvWPbkj8bOy0arhm\nkH7NyTsQ9DIJZzVIrv\/ljDpkBUjp47gX0tX4VnPDNYV06LS+P0malOUg8R2dz19hAUhx8+oh\nzUsg3IK9IdVd0Fn0k4lDZj1IfFObQgtASp1aD2lUT8It2BtSceIH0iZlQUj8jbj4iE1KGqQx\n6b97IK2NmUy4BVtDejSe5pO3gmZFSPxqdm+kJiUN0ruOM99mFRuujI\/fQrgFO0NaGfeYxElZ\nEtLKeOfyCE1K3utID8d5drSLX0q4ATtD2pB0k8xJWRNS6\/HtV0RmUhL3bPj40sG9Bs4S\/56E\nwOwLaVvqNKmTsiikj\/7SfV1EJoV97fTXEpB+zBot54VYXxaFpGw4tn9lJCYlEdK3W6q\/CzEw\nZHt+Uz\/erpBqhg7aJ3dSVoWkvJUxYksEJiUL0s\/XZrj\/QupR\/EtYp9w54+S5P\/LK\/ixmuOpb\nP20KqfZv3Si\/Gz5YloWkvJJSGIFJSYL0+VGMJXTrGs9Yny\/DOOGPnV3ocr5PZ11iWVc1ejaF\ndEVbyqc+g2ZdSMrShGvkT0oOpNo8duIa113+91VD2V\/C2Fn5enb+W5eyM3p9zH8bw25WGWhP\nSI\/Er5Y+KQtDUu6KvUf6pORAeo2dXv+n8aFT2FrtEw5MO8zrerNnXIs\/tR6iMtCWkFbGlcmf\nlJUhKXPkv5wkB9KMmM98i5+yWdonbD\/a9U8R+969PKy9ykA7QqpMWhSBSVkaknJe+5WSJyUH\n0qBjG1Yec5z2CVsVuv6Z5T352DiVgTaEtCNtaiQmZW1IHw3rKfnlJDmQOhU1rBybqn3CHiNd\n\/8xJ8iyPTFcZaD9Ie\/qddigSk7I2JOWDfjkbpU5KDqSE6Q0rpzu1T3h6RsNyb\/yN5O+hxEOn\nHBPeCwiiWRyS8kaXUVJfTpIDKfDvollh7O9wI\/vKt7iZXasy0HaQLujyRWQmZXVISnnydJmT\nMgekIwf9z5Gvv+0TlYF2gxSf+GGEJmV5SMojsddLnJQkSAnt\/CXgk1YNN5W9FKlJWR+SclPc\no\/ImJQlSowi3YC9IZXGUb9NXzwaQlAuTX5A2KTmQDjZK13nsrqxUOdZWkF5uO1LjW80JswOk\nLaO6vCFrUqZ7G8XiZr\/Bfp4901+BjSC9nTHyQUASqunHcW0ceMwGSZMyHaTSzMwma\/ZcbEtI\nGwceu0H9W81JswUkZZ2091SYDpJ69nloVz06bY36t5rTZg9ISkXbC+RMCpD0FxFI05OeV\/9W\nc+JsAkkpiy+WMilA0l8kIN3iuF8BJNGCfWTxIscDMiZlGkh1WyuWL6vYqvHmJbtAKkvw\/H8T\nkMQK+tnfnt\/15JkEUs2ibr1L0I4AABsZSURBVN7XnDIW1aiNswkk3yN5QBIrKCTPX5\/kmQPS\n\/iHMkVM0Y2ZRtoOpft2CPSD5n1sCJLGCfxvFxgHH0n+wkDkgFbOJ33iXdo1nC1QG2gLSxmzf\nqx2AJFaIr3V5u9sp5E+CmwNS78G1vsXaQVkqA+0Aqfps\/0MPQBIr1PcjvdxmKvWkzAEpYW7D\n8hy19y\/ZAdJFic\/5FgFJrJBfNPZ4PPWe4OaAlFrQsJxv83fIlsTe518GJLFCf2PfTXH\/pJ2U\nOSCNd\/g\/ar80ZoLKQOtDWpowr+EAIIml8tWXk5PLSSdlDkjb27Gc+WXl5WXzs1n77SoDLQ\/p\ntQ5\/CzgESGKpQNoystvblJMyBySu5PrevJSrqI2zOqT3eg37KOAgIIml9mXMG44h\/TgUk0Di\nvKpkemHh9JIq9VEWh7Q5t8\/6wMOAJJbqt5qvTR9dTTcp00AKL4tDOrfT640OA5JYqpCU5xJn\n000KkPQnDdIVzicbrwAksdQhKQ\/H3kY2KUDSnyxIix13NFkDSGJpQFKuiX+calKApD9JkJ5t\nfVnTVYAklhYk5bz2rxBNCpD0JwfS2vQzm\/3tC0hiaULaMvyo92gmBUj6kwLpwz8Nqmq2EpDE\n0oSkrO9z3CaSSQGS\/mRA2nJyj3earwUksbQhKa91GEsyKUDSnwxIk9quCLIWkMQKA5Ky3Hk1\nxaQASX8SIN0U969gqwFJrHAgKXcH7CVsPEDSHz2kR2NvCLoekMQKC5Jycat\/i08KkPRHDink\n+8wASazwIAW8k9J4gKQ\/akjv9Bge4p3PgCRWeJCUTcf3E\/4kY0DSHzGkTceFvBkBSawwIan8\nryzsAEl\/tJCqR6evDXUcIIkVLiTXg+sLBScFSPqjhXRxw0c0NAuQxAobkvJo3I1ikwIk\/ZFC\nusPz2cQhAiSxwoek3BD8BYiwAyT9UUJa5rxG5VhAEksHJOUCsQ9xACT9EUJ6vcO5akcDklh6\nIAl+iAMg6Y8O0vqsEz5SOx6QxNIDSdn45yC7DYcdIOmPDNLmob3fVx0ASGLpgqSs7XyG8Q9x\nACT9kUEal6LxtjJAEksfJOXZxEsMTwqQ9EcF6SrnExojAEksnZCU+xx3Gp0UIOmPCNL\/ad9q\ngCSWXkjK1c7lBicFSPqjgfRs60s1xwCSWLohGf8QB0DSHwmkYB\/R0CxAEks\/JMMf4gBI+qOA\n9EHfcJ5rBSSx9EMy\/CEOgKQ\/AkhbRmSsC2MYIIllAJLyescxRiYFSPojgDSh3cpwhgGSWEYg\nKU+3usLAqQBJf+KQiuPLwhoHSGIZgqTc7bhH\/4kASX\/CkB6KvTXMgYAklDFIyhznU7pPA0j6\nE4X0XNJFYY4EJLEMQlL+2uRbQcIIkPQnCOmN8HfpAiSxjELaPDRTfSfI5gGS\/sQgVfYPfydj\nQBLLKCRlfZ\/jdT4JDkj6E4IU5hPf3gBJLMOQlNc7qr5RrHmApD8hSGE+8e0NkMQyDkn3k+CA\npD8RSPPiH9MxGpDEEoCk3NPsa99UAyT9CUC6L\/Z2PcMBSSwRSM2\/iFQ1QNKfcUjPtNb3zjFA\nEksIkjK2w2vhDwYk\/RmGpPsL6QFJLDFIm0\/QsSc4IOnPKKT1Rw\/W+ekagCSWGCTlg77h32CA\npD+DkDYP7a33rS6AJJYgpPDeNOYNkPRnEFKR1kedNA+QxBKFpDybGO7eXICkP2OQLtX1JJA3\nQBJLGJLycIivgGsWIOnPEKQ7HPfqPxEgiSUOSVkQ5meCA5L+jEAqTbhW\/4kASTACSMrk8D4T\nHJD0ZwDSy20n6j6NAkiiUUDaMqrrG2EMAyT96Ye0rsdJhr4RDpDEooCkbMzp96H2KEDSn25I\nGwcca+w7SgFJLBJIyju9hql+1YEnQNKfXkhbRnZ7y9hNCEhi0UBSXuv4N80xgKQ\/vZDGt19h\n5OZTAEk0IkjK063naA0BJP3phHSFc6nRGxCQxKKCpDwQ+w+NEYCkP32QShx3Gb79AEksMkjK\ndQmPqw8AJP3pglSaoPYlsRoBklh0kJRJbdRfTgIk\/emB9FLbcQK3HiCJRQip+qy0VWrHmwRS\n7VOzLl\/tXbzrdJVx0QZpbdcRhl5Aqg+QxCKEpGwakqX2EV3mgHTkLObq3F\/dy5PVziXKIK3\/\n04BKkRsPkMSihOT+iC6VdyeZA9LDLP32h3LZ4F+4pSBtHtr7XaHbDpDEIoWkrOl8ZuiHF+aA\nNDRuq+vh3Q0s91crQaouSNX9ybeNAySxaCEp5W2mhjzOHJDanOT5cT87cb+FIE1LelbwlgMk\nsYghKUviikMdZQ5IzkLvzxI2osYykIrjlojecIAkFjUk5ZbYUO8qMwekrKH1CwvZGeMtAum+\n2FuEbzdAEosckjIn1G4q5oA0NmFv\/dIVLNYakMqcV4rfbIAkFj0k5fzk54OuNwekJ9nDvsUZ\nzBKQytueR3CrAZJYEiBtGZUW9Bkkc0D6bfELvsXaO+epDIwWSGu7nC7yQqwvQBJLAiRlU15m\nsNc0zAEp7KIE0vqjj9P5UZDBAySxZEAK8So7IOlPE9LGnKPXk9xmgCSWFEiuhxunNH+4YTpI\nuysrVY6NCkgfndx1Lc1NBkhiyYGkvNyusNk600Fa3OzJhu\/OPNXf8ex3gm0IpgGp+tyUCqJb\nDJDEkgRJear5B7CaDlJpZmaTNftvnOfv\/Cj4jTS11RNUNxggiSULkvLP+KYfU2g6SOpFwUO7\n4rhHyG4vQBJLGiTljtiSxisASX+qkO5w3Ep3cwGSWPIgKcXxjf9\/CUj6U4PU\/He+SIAklkRI\nTR\/BmwZS3daK5csqttapjzI7pCdbz6S8sQBJLJmQqgtSAr+f3iSQahZ1Y54yFtWojTM5pPJ2\nY\/V9t6VGgCSWTEhNXuUwB6T9Q5gjp2jGzKJsB8s7oDLQ3JBWdx5JsWNQQ4AkllRIysbjer7t\nP2AOSMVs4jfepV3j2QKVgaaGtK7XEJIdgxoCJLHkQlLWH\/PnD3zL5oDUe3Ctb7F2UJbKQDND\nWt+vfxjfWqArQBJLMiRl3VG5G+sXzQEpYW7D8hynykATQ9o4KEvsk06CBEhiyYakrOk6ov6L\nKswBKbWgYTk\/XWWgeSFtHt5lNfntBEhiSYekrOyY7316yRyQxjuW+hZLYyaoDDQtpC2jO+n+\nznLtAEks+ZCUp5Mu8Pw0B6Tt7VjO\/LLy8rL52az9dpWBZoVUPbbtCxJuJUASKwKQlMecl7p\/\nmAMSV3JZfbmK2jizQprayvBXt6gFSGJFApJyX9zVimkgcV5VMr2wcHpJlfook0K6JJ5uR9XA\nAEmsiEBS7oldaCJI4WVOSMWx98i5iQBJrMhAUm6JvROQDNQU0q2xd0i6hQBJrAhBUq6LewCQ\n9NcE0r2xN8i6gQBJrEhBUmY7TwQk3TWG9GD81dJuH0ASK2KQlElxZxNebjtC+qfzYnk3DyCJ\nFTlI1b1zCS+3DSEtT5wk8eYBJLEiBwlPNhgoANKTSRNk3jqAJBYghcpkkJ5vN4b0jXxNAySx\nAClU5oK0omM+7Rv5mgZIYgFSqEwFaUUnkk\/KVwmQxAKkUJkJ0sq0EZsl3zqAJBYghcpEkF7v\nOoz4jeXNAySxAClU5oG0qtsJGzWvXdEASSxACpVpIK3OGCrfESAJBkihMgukNd0HbYjArQNI\nYgFSqEwC6a2jBlF\/YFDQAEksQAqVOSDd2jMiv48ASTRACpUpICWmRub3ESCJBkihMgOkrxyZ\nH2hfsSQBkliAFCoTQPoyU9Yby5sHSGIBUqhaHtKXvYcnan2rOVmAJBYgharFIX1x1En7tb7V\nnC5AEguQQtXSkLZ1H1Wj9WXMhAGSWIAUqhaG9GnX0Qc1v9WcMEASC5BC1bKQ\/tvlbJcjQBIM\nkLSyOKSqTuMOuX8CkliApJW1IVV2mHDYswBIYgGSVpaGtK7NzPqvFQQksQBJKytDej1xbl39\nIiCJBUhaWRjSC875\/mVAEguQtLIupCfibmw4AEhiAZJWloX0YOy9AYcASSxA0sqqkG6PKws8\nCEhiAZJW1oRUd7XzxUYrAEksQNLKkpCOTGvzZuM1gCQWIGllRUgHx3Tc0GQVIIkFSFpZENK+\n07pWN10HSGIBklbWg\/RdTr+vmq0EJLEASSvLQdqRlftj87WAJBYgaWU1SNVdT\/0tyGpAEguQ\ntLIYpDVtLzgUbD0giQVIWlkL0vKEq+uCHgFIYgGSVpaCdG\/snSGOASSxAEkrC0E6crHz6VDH\nAZJYgKSVdSAdLExZF\/JIQBILkLSyDKSfT+z1aehjAUksQNKqJSGtnUnXuLadzlc5Oh6QhAIk\nrVoS0pSuo6g6Pj71FLXjGSAJBUhatSgksjtCiXPsR6oDAEksQNLKCpCqZ8depzEEkMQCJK0s\nAKnq7MT7tcYAkliApFX0Q1qXnf685iBAEguQtIp6SC90PWat9ihAEguQtIp2SA8lj6oMYxgg\niQVIWpFAuqqnypFSIc1zTN0SzjhAEguQtCKBNFntXCRCqjqndZjfDQtIYgGSVtEMaW3\/Ls+F\nORSQxAIkrQxDGhdQrxaB9ERa9lvhjgUksQBJK8OQWKNUBsqCtDA+f2PYgwFJLEDSyjCkpKNX\n+Dsl8pCqxsYv1DEckMQCJK0MQxratuFN3ZH\/G2ntwLQn9IwHJLEASSvDkC5h2\/3LEYe0PDX7\nDV0nACSxAEkrw5BeGPxWw\/IClYESIF0XX7hJ3ykASSxA0ioK92z48Eynnj+PPAGSWICkVfRB\nqsjqob2TatMASSxA0irqIN3R+uT39J8KkMQCJK0oIO2urFQ5lhRS1bjYq6oNXGeAJBYgaUUB\naXGzF2S\/6tfbX1f2e4jT6b8jvHJM6lJD1xkgiQVIWlFAKs3MbLLmj9Il\/q6l+410T5sh+p71\n9gdIYgGSVlH0N9LGibGzw3rPRJAASSxA0ip6IFUc3XmZ4esMkMQCJK2iBtJNrUa+a\/w6AySx\nAEkrEUh1WyuWL6vYGvyLVPyRQHp3lHO+kWfrfAGSWICklXFINYu6ed9CkbGoRm0cBaTH0jPD\nfQtf8ABJLEDSyjCk\/UOYI6doxsyibAfLO6AyUBzSR7MdY8P5hBOVAEksQNLKMKRiNvEb79Ku\n8UzqTqsV\/To8IHqdAZJYgKSVYUi9B9f6FmsHZakMFIRUXdzqpLeFrzNAEguQtDIMKWFuw\/Ic\np8pAMUirhiTeIPIsQ32AJBYgaWUYUmpBw3J+uspAIUh3tx24kuI6AySxAEkrw5DGO5b6Fktj\nJqgMFID09kjnFUb3ZWgcIIkFSFoZhrS9HcuZX1ZeXjY\/m7XfrjLQOKSSlGNfIrrOAEksQNLK\n+OtISq7vs7hyFbVxRiG9MTLuEvVvD9MRIIkFSFqJ7NlQVTK9sHB6SZX6KIOQ7m7f91m66wyQ\nxAIkrUy6r93aEc7ZmwmvM0ASC5C0MiWkLcWJg0ierPMHSGIBklZmhPTCgKRimifr\/AGSWICk\nlfkgbZwdf9Iq6usMkMQCJK1MB+mhrml3019ngCQWIGllMkhrRznO\/0DCdQZIYgGSVqaCtPnq\npGOekXKdAZJYgKSVmSCVZrWdR\/wkgy9AEguQtDIPpLX5jvx1sq4zQBILkLQyC6SqKxL7Py3v\nOgMksQBJK5NAurtbhxslParzBEhiAZJWpoD07HFxE9dLvc4ASSxA0soEkN4Y6zjpP5KvM0AS\nC5C0anFIH85O7Fcq\/ToDJLEASasWhrR5QcfOi2T+cVQfIIkFSFq1LKT7eybO3hiJ6wyQxAIk\nrVoS0jkpCZMFPs9bT4AkFiBp1ZKQ8nq8HqnrDJDEAiStWvzJhsgESGIBklaARBwgiQVIoQIk\nWQGSWICkP0ASC5C0AiTiAEksQAoVIMkKkMQCJP0BkliApBUgEQdIYgFSqABJVoAkFiDpD5DE\nAiStAIk4QBILkEIFSLICJLEASX+AJBYgaQVIxAGSWIAUKkCSFSCJBUj6AySxAEkrQCIOkMQC\npFABkqwASSxA0h8giQVIWgEScYAkFiCFCpBkBUhiAZL+AEksQNIKkIgDJLEAKVSAJCtAEguQ\n9AdIYgGSVoBEHCCJBUihAiRZAZJYgKQ\/QBILkLQCJOIASSxAChUgyQqQxAIk\/QGSWICkFSAR\nB0hiAVKoAElWgCQWIOkPkMQCJK0AiThAEsuOkOq2VixfVrG1Tn0UIMkKkMQyCaSaRd2Yp4xF\nNWrjAElWgCSWOSDtH8IcOUUzZhZlO1jeAZWBgCQrQBLLHJCK2cRvvEu7xrMFKgMBSVaAJJY5\nIPUeXOtbrB2UpTIQkGQFSGKZA1LC3IblOU6VgYAkK0ASyxyQUgsalvPTVQYCkqwASSxzQBrv\nWOpbLI2ZoDIQkGQFSGKZA9L2dixnfll5edn8bNZ+u8pAQJIVIIllDkhcyWX15Spq4wBJVoAk\nlkkgcV5VMr2wcHpJlfooQJIVIIllGkjhBUiyAiSxAEl\/gCQWIGlFAWl3ZaXKsYAkK0ASy3SQ\nFrOm57IjNcVfG3YoxOmmxbeNVCwxUltqFZMSqZwRvP6SIzWp5JiITSp+GsGd3xcFpNLMzCZr\nat9c7W\/VE6FO9+3qiLXk1Uht6dUlkdrS6meeidimLHn9rf6W4M7vS\/7fSAjZIEBCiCBAQogg\n+W81R8gGyX+rOUI2SP5bzRGyQfLfao6QDZL\/VnOEbJD8t5ojZIPkv9UcIRsk\/63mCNkg+W81\nR8gGyX+rOUI2SP5bzRGyQdjXDiGCAAkhggAJIYIACSGCAAkhggAJIYIACSGCWhJSHkOoBcsj\nvDO3JKQJ+RsjVet7I7Wle1tHaksb83H9CZVPuYtoS0KaQvlJl+olRe6TQpMitSVcf4KRXn+A\nRFy03hHUw\/WnFSARF613BPVw\/WkFSMRF6x1BPVx\/WgEScdF6R1AP159WgERctN4R1MP1pxUg\nERetdwT1cP1pBUjEResdQT1cf1oBEnHRekdQD9efVoBEXLTeEdTD9adVS0KaOTNim0pZFakt\nrUqJ1JZw\/QlGev21JKQ9eyK2qZ212mNoqt0ZqS3h+hOM9PrD2ygQIgiQECIIkBAiCJAQIgiQ\nECIIkBAiCJAQIgiQECIIkBAiCJAQIgiQECIIkBAiCJAQIgiQECIIkBAiCJAQIijCkF649IQk\nNq7xuu0T0p1ZCw5EYFN9vV9CkE67oX1Pn\/en1m1P\/Gej977JmVSwTcmZFD9y0xk9Wqdk3\/hz\n4Eopswq2JUmT8lTB2ILAwzSTijCkwazt0U3u3Ur7mPw5g1hejfxN9XVMdnc57YYWs4S8wuFx\n7JyAu7ekSQXblJxJ8YOs8\/CxZ6Syrl80rJMzq2BbkjQpdz+kJzeCRDSpCEN6c1vdiib37lxW\nynnteLZI\/qb6Oom34en5h\/a6\/v1vGnuqYZ2kSQXblJxJ8TrP3fqPiWxGwzo5swq2JUmTcjem\ny\/WNIBFNKvJ\/IzW5d1exbPePXY6MOtmbknnzcH4bm+VfljmpJpuSOyn+FjvZvyx3VoFbkjip\nx9nKxYGQqCbV4pBK2HzPz2y2VfameN\/4W6desuTnEKMFe4g1PBCROakmm5I7KX4Zm+Nfljur\nwC3Jm9TONhfyRpCoJtXikKazMs\/PIlYhe1P1f8ImPxViuFB1eWy1\/4DMSTXZlMRJzZl1XhYb\n8IP\/sLxZNd2StEnVDu++tzEkqkm1OKRCVu75OZMtk70p\/o\/V39V8fKkjdh35ljhfyM5tOCBz\nUk02JXFSSa778hnfNxyWN6umW5I2qTvZKt4YEtWkTANpBlsue1P1LWBnkm+J388G\/dpwSOak\nmmyqPimTqvvu6Z6dq\/wHJc6qyZbqI59UtfMiHgKS6KRaHFIkH9p528E6km\/pLjY48NMGZU6q\nyabqkzEpdx+zAf5luQ9YA7dUH\/Wk6gYetY9ziz608\/2xlxOBJxu87WHJ1BtayIbuDTwscVJN\nN1WfhEl568L8bGXeVI23VB\/1pA4zf9N866gm1eKQqliO+8c3jm7yn\/72Vs4GEm\/nCnbyvkYr\n5E2q2abqo5+Ut99i2W++ZZk3VeMt1Uc9qdppnvJY9rQy3zqqSbUkpNLFu7n7BbGlrilOJH9B\ntvmmNmxxL1Z2ZXeRbqV2Bju94WVxqZMKsilJk+LrP3L\/+9MYNty\/KUmzCrIlWZPy5ntoRzqp\nSO9rN3nyKazX5MlXuQ9kskrXv0o7R8HcwWwI9S5CzTdVwjJPPTcnhp1ziHRDdzLHeM8OLXf5\ntyRrUkE2JWlS\/DbW+5Sxw1qzLp\/6NyVpVkG2JGtS3nyQSCcVYUgL6h+i9nQf8E6Ebx+fmtC7\neL\/8TW2a0b9DXKfTlhM\/MJnne9x9un9LsiYVZFOSJsU\/uWpwp9h2uTd6\/26ROasgW5I1KW+N\nIRFNCm+jQIggQEKIIEBCiCBAQoggQEKIIEBCiCBAQoggQEKIIEBCiCBAQoggQEKIIEBCiCBA\nQoggQEKIIEBCiCBAQoggQEKIIEBCiCBAQoggQEKIIEBCiCBAQoggQEKIIEBCiCBAQoggQEKI\nIEBCiCBAQoggQEKIIEBCiCBAQoggQEKIIEBCiCBAMnNfs4KWvggovADJzHkhbQv65exqVbD6\nb3dEkQqQzNwf73zCDUD6IT0ZkCIcIJk\/3ZDGdLkekCIcIJk5z0O727xfZL7cdfj9c9Pju0z8\n1LW0mU3e9teUNmd+xr+dnNbqxI2Bp3qcrVwMSBEOkMycB9LHd7G85cuX7+D8UUfqhfOKEpI+\ncEMa0SnvklNYl20Z2bPPYim\/NJxoZ5sLOSBFOkAyc42fbPgk\/vQa148tyQPckNhNruXpLGVO\nHed\/Z7f7T1M7vPteQIp4gGTmGkO6lL39o7sC9oULUs8jrlXvshS3re3sPP9p7mSrOCBFPEAy\nc40hDWa+1rsgjXGv2smGuX8c9P5wV+28iANS5AMkM9cYUi9WsdrbXveTDd4BZ7l\/HGZD6k9R\nN\/CofRyQIh8gmbnGkAayDf5jQkE67P+txaZF9KLaPUAyc15IO9hYz6FZ7Er\/MaEg1U7zlMey\np5VF9KLaPUAyc15Iv7JczyElLn6t++e+p0NDqg8P7SIdIJm5+p1Wh7DzblykcP5YXMzp112T\nn3QsIJkuQDJz9ZC2nZ0S49mzYfOk7gkpx170JiCZLkBCiCBAQoggQEKIIEBCiCBAQoggQEKI\nIEBCiCBAQoggQEKIIEBCiCBAQoggQEKIIEBCiCBAQoggQEKIIEBCiCBAQoggQEKIIEBCiCBA\nQoggQEKIIEBCiCBAQoggQEKIIEBCiCBAQoggQEKIIEBCiCBAQoggQEKIIEBCiKD\/B31R6hLj\nQvJ1AAAAAElFTkSuQmCC",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 4”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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hZAkgpCcCyFJBCE5F0KSCEJyLoQkEYTkXAhJIgjJuRCSRBCScyEkiSAk50JI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",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 5”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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sx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\nCAmAAEICIPD\/I2QNYvAAnfkAAAAASUVORK5CYII=",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 6”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
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hpSehSPTtNDiwaQeUumjo8aWH8mMvgmux5Dc\nMKT0nNPi2LS0sDm\/lEPacaLzNLsBPziXhya6FYbkhiGlB2p+KYd0l2l2453dTNfvggwpRVCL\noBDU\/FIOqUfemtCXd1ebbj8wpBRBLYJCUPNLOaR6R4RfzDI9tzCk1EAtgkJQ80s5pMKBkZfT\nTZ+tDCklUIugENT8Ug6pQ4\/yC1PMcYMZUiqgFkEhqPmlHNKpBd+XXxpvchlSKqAWQSGo+aUc\n0iPmroqLI3Z69ncshuQGahEUgppfyiH9OPOpioulN09McEWG5AZqERSCmh+fIiQHahEUgpof\nQ5IDtQgKQc2PIcmBWgSFoObHkORALYJCUPNjSHKgFkEhqPkxJDlQi6AQ1PwYkhyoRVAIan4M\nSQ7UIigENT+GJAdqERSCmh9DkgO1CApBzY8hyYFaBIWg5seQ5EAtgkJQ82NIcqAWQSGo+TEk\nOVCLoBDU\/BiSHKhFUAhqfgxJDtQiKAQ1P4YkB2oRFIKaH0OSA7UICkHNjyHJgVoEhaDmx5Dk\nQC2CQlDzY0hyoBZBIaj5MSQ5UIugENT8GJIcqEVQCGp+DEkO1CIoBDU\/hiQHahEUgpofQ5ID\ntQgKQc2PIcmBWgSFoObHkORALYJCUPNjSHKgFkEhqPkxJDlQi6AQ1PwYkhyoRVAIan4MSQ7U\nIigENT+GJAdqERSCmh9DkgO1CApBzY8hyYFaBIWg5seQ5EAtgkJQ82NIcqAWQSGo+TEkOVCL\noBDU\/BiSHKhFUAhqfgxJDtQiKAQ1P4YkB2oRFIKaH0OSA7UICkHNjyHJgVoEhaDmx5DkQC2C\nQlDzY0hyoBZBIaj5MSQ5UIugENT8GJIcqEVQCGp+DEkO1CIoBDU\/hiQHahEUgpofQ5IDtQgK\nQc2PIcmBWgSFoObHkORALYJCUPNjSHKgFkEhqPkxJDlQi6AQ1PwYkhyoRVAIan4MSQ7UIigE\nNT+GJAdqERSCmh9DkgO1CApBzY8hyYFaBIWg5seQ5EAtgkJQ82NIcqAWQSGo+TEkOVCLoBDU\n\/BiSHKhFUAhqfgxJDtQiKAQ1P4YkB2oRFIKaH0OSA7UICkHNjyHJgVoEhaDmx5DkQC2CQlDz\nY0hyoBZBIaj5MSQ5UIugENT8GJIcqEVQCGp+DEkO1CIoBDU\/hiQHahEUgpofQ5IDtQgKQc2P\nIcmBWgSFoObHkORALYJCUPNjSHKgFkEhqPkxJDlQi6AQ1PwYkhyoRVAIan4MSQ7UIigENT+G\nJAdqERSCmh9DkgO1CApBzY8hyYFaBIWg5seQ5EAtgkJQ82NIcqAWQSGo+TEkOVCLoBDU\/BiS\nHKhFUAhqfgxJDtQiKAQ1P4YkB2oRFIKaH0OSA7UICkHNjyHJgVoEhaDml2ZIS45vXPegGdsT\nXYUhuYFaBIWg5pdySM3Ghv7zaK5xFJcluCJDcgO1CApBzS\/lkMzQYPCbuoE\/rt\/8dHPzcIIr\nMiQ3UIugENT80grpbnOxc\/FNc0yCKzIkN1CLoBDU\/NIK6QLzn\/DlTkUJrsiQ3EAtgkJQ80sr\npHPN1vDlAfkJrsiQ3EAtgkJQ80srpOvMl+HLfZokuCJDcgO1CApBzS\/1kAKFhfnm5fDlPTsn\nuCJDcgO1CApBzS\/lkPYNu965WGJGJ7giQ3IDtQgKQc3PxjMblk9\/K8F7GZIbqEVQCGp+fIqQ\nHKhFUAhqfgxJDtQiKAQ1PxshbVqxIsF7GZIbqEVQCGp+NkKaaareyifNG0XVM79YuA8vgloE\nhaDmZyOk2e3bV3nLjmfmRU3jZyQXUIugENT8+D2SHKhFUAhqfgxJDtQiKAQ1P4YkB2oRFIKa\nH0OSA7UICkHNz0pIl7RN8E6G5AZqERSCmp+VkIYmuhWG5AZqERSCmh9DkgO1CApBzS\/lkE6L\nsSdDSgXUIigENb\/Ufx8pToIrMiQ3UIugENT8Ug6pzj7PRR3FkFIBtQgKQc0v5ZB61K\/8Y3b8\nHiklUIugENT8Ug7pQrMuepkhpQRqERSCml\/KIT3VdVHl5SsTXJEhuYFaBIWg5sdnNsiBWgSF\noObHkORALYJCUPNjSHKgFkEhqPkxJDlQi6AQ1PwYkhyoRVAIan4MSQ7UIigENT+GJAdqERSC\nmh9DkgO1CApBzY8hyYFaBIWg5seQ5EAtgkJQ82NIcqAWQSGo+TEkOVCLoBDU\/BiSHKhFUAhq\nfgxJDtQiKAQ1P4YkB2oRFIKaH0OSA7UICkHNjyHJgVoEhaDmx5DkQC2CQlDzY0hyoBZBIaj5\nMSQ5UIugENT8YkPabPF2KzEkN1CLoBDU\/GJDqj30DYu3XIEhuYFaBIWg5hcb0t7GdLzjB4s3\nHsaQ3EAtgkJQ84sNqeyVQQWmzrDlFm8+yJDcQS2CQlDzq\/Jgw6Yb2xvT5Z6fLN4DQ3IDtQgK\nQc1vp0ftyl76Q76pN3q1tXtgSG6gFkEhqPnt\/PD3J39saozJOf17S\/fAkNxALYJCUPOrEtKO\nZ08ImNZ\/+uzvvc0QS\/fAkNxALYJCUPOLC+nTKS1NzjHzd4QulvVrZOkeGJIbqEVQCGp+sSGd\nlGt2n7C2\/JXrbD3ngSG5gVoEhaDmF5uLOXj2tugrJbMs3QNDcgO1CApBzS82pJUWb7cSQ3ID\ntQgKQc0vNqS568svrJ5r8R4YkhuoRVAIan5xX9pV9DPN5nPCGZIbqEVQCGp+1YY0NcfiPTAk\nN1CLoBDU\/KoNaVBji\/fAkNxALYJCUPOLhnTaaaeZ7qc5Tu1m+lu8B4bkBmoRFIKaXzQkE6P7\nRxbvgSG5gVoEhaDmFw1p7dq1ZsZax3q7v5LEkNxALYJCUPOL\/R7phvcs3nAUQ3IDtQgKQc2P\nf\/xEDtQiKAQ1P4YkB2oRFIKaX0VIxcXvh\/4vyuI9MCQ3UIugENT8KkIy5vXYB+4s3gNDcgO1\nCApBza8imQ0bfg39X5TFe2BIbqAWQSGo+fF7JDlQi6AQ1Px2DunTOfO2WrwDhuQKahEUgppf\nbEg37bM5GFxS15gDbf5IliG5gVoEhaDmFxvSIb2d\/xRMGm5usHgPDMkN1CIoBDW\/2JCKxgSD\nn5sLg8E+B1m8B4bkBmoRFIKaX2xI+VcHg0+YF4PBy239BSEHQ3IDtQgKQc0vNqRmo4LBCwOh\n748u2c3iPTAkN1CLoBDU\/GJDOmqPjZua9AxdGNDO4j0wJDdQi6AQ1PxiQ1pgcgvM34LBshan\nWLwHhuQGahEUgppf3M+RZh966F9CLxY1vsviPTAkN1CLoBDU\/PjMBjlQi6AQ1PwYkhyoRVAI\nan4MSQ7UIigENb+4kBb1a1aQG2bxHhiSG6hFUAhqfrEhPRcwDQ44KMziPTAkN1CLoBDU\/GJD\n6pr7SJnFmy7HkNxALYJCUPOLDanwVIs3HMWQ3EAtgkJQ84sNafcLLN5wFENyA7UICkHNLzak\nQV0t3nAUQ3IDtQgKQc0vNqRPmk3dYfGmyzEkN1CLoBDU\/GJDGnqkaVs8NMziPTAkN1CLoBDU\n\/OL+WRf+Oa6sgloEhaDmF5vM25Us3gNDcgO1CApBzY9PEZIDtQgKQc2vSkifvPG9xRsPY0hu\noBZBIaj5xYW0rKMxC4PBvx2wyOI9MCQ3UIugENT8YkN6v07dYiekn+pcaPEeGJIbqEVQCGp+\nsSGdUfDu105IwZP4pNVsgFoEhaDmF\/dXhE4LRkK6lP+qeTZALYJCUPOLDSlvYnlIEwss3gND\ncgO1CApBzS\/uL62eVx7SsW0t3gNDcgO1CApBzS82pJOb\/RIO6ZWcoRbvgSG5gVoEhaDmFxvS\n0sDxi82C5RPy81dZvAeG5AZqERSCml\/cz5Huygs\/0S7\/QYt3wJBcQS2CQlDzi39mw3tjuu55\n0Kj3LN4+Q3IHtQgKQc2Pz7WTA7UICkHNLz6kz1e9+4XFGw9jSG6gFkEhqPnFhPTt5a2c75Da\nTP7O4u0zJHdQi6AQ1PwqQ\/poL2MKWrbIN2bv\/1m8A4bkCmoRFIKaXzSk0u6m58uhlf\/lpR7m\nMJt\/3o4huYFaBIWg5hcN6Z+m7\/bIpd+OMq9YvAeG5AZqERSCml80pBE5H1Zc\/MCMsngPDMkN\n1CIoBDW\/aEhdDqh84\/7\/Z\/EeGJIbqEVQCGp+0ZCaDKp846lFFu+BIbmBWgSFoOYXDalgeOUb\nhxdavAeG5AZqERSCml80pNjvi0Yl93yHsjUL5j60YM0uHuJjSG6gFkEhqPmlHtLWaS0jf0yy\n1bStia7HkNxALYJCUPOrDKmgQVRBEiFtOcQEOg8aMXJQp4Dp\/nOCKzIkN1CLoBDU\/CpDirPr\nD5xshmyMXPpssLkywRUZkhuoRVAIan7RZLbF2fUHtutaWnGxtEuHBFdkSG6gFkEhqPml\/GsU\nBRdXXh6X6FE+huQGahEUgppfyiEVFVde7tcswRUZkhuoRVAIan4phzQ4EP2F9Nk5ZyS4IkNy\nA7UICkHNL+WQ1jUwnSfNmT9\/zqROpuG6BFdkSG6gFkEhqPml\/qvmq7tVPMTXbXWi6zEkN1CL\noBDU\/NL5mw0l04cPHDh8ekniazEkN1CLoBDU\/PjHT+RALYJCUPNjSHKgFkEhqPnZCGnTihUJ\n3suQ3EAtgkJQ87MR0sydnlJUtnhh1G0MyQXUIigENT8bIc1u377KWz4qjH3i3i8W7sOLoBZB\nIaj58XskOVCLoBDU\/BiSHKhFUAhqfgxJDtQiKAQ1P4YkB2oRFIKan5WQLmmb4J0MyQ3UIigE\nNT8rIQ1NdCsMyQ3UIigENT+GJAdqERSCml\/KIZ0WY0+GlAqoRVAIan4ph5T0H0thSG6gFkEh\nqPmlHFKdfZ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28vwGDce8k5nb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\nkQUMicgChkRkAUMisoAhEVnAkIgs+H8wF632OF16AAAAAABJRU5ErkJggg==",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 7”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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wq0R6FkERBSBLBtnb2hZAkgpDsCyFJBCHZF0KSCEKyL4QkEYRkXwhJ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\nneU6KmKJtwAAAABJRU5ErkJggg==",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 8”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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0u3VlnPRUjwgdRD2jO7Y2QVoU6z91jN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\nACEBAggJEEBIgABCAgQQEiCAkAAB\/w8StnFWpCACTwAAAABJRU5ErkJggg==",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 9”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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JFIQkEcchHe7BPN2Gj58wPN\/Dio6YzIiQREFIEnEc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\ngABCAiCAkAAIICQAAggJgABCAiDw\/8U\/ZnMm7APGAAAAAElFTkSuQmCC",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 10”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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Pkc6KNeG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\nAAQQEgABhARAACEBEPh\/igIgPqIxYnwAAAAASUVORK5CYII=",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 11”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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l0dsAAhSQTb2qkLIUkEIakLIUmEIqT9mzcT\/BawCiFJhCKkBSz4txyc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\nkAAIICQAAv8P5EkhgVmv6SwAAAAASUVORK5CYII=",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 12”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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N8ASaIAyb4BkkQBkn0DJIkCJPsGSBIFSPYNkCQKkOwb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",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 13”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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QIQtIXQmIEIekLITGCkPSFkBhBSPpCSIwgJH0hJEYQ\nkr4QEiMISV8IiRGEpC+ExAhC0hdCYkQ6pD0rVn9vuQJCUgUhMRJ\/SEs65gz9yvxjuhANF1qt\nh5BUQUiMxB3SW2kiQ5z\/mOg4on+aeMViRYSkCkJiJO6QhqdXVK3MOPrcQ6ZZLoZYrIiQVEFI\njMQdUpfz3f+cL7Z6ls9obbEiQlIFITESd0jZ09z\/TBWHPMtTMixWREiqICRG4g6p3SXuf34v\n9niWL2pisSJCUgUhMRJ3SAObfW5+3qzJDPfip7n9LFZESKogJEbiDukpkT8oXzyRNuqheW3E\n3yxWREiqICRG4g6pepIQGbeZNwm3M3+1WBEhqYKQGJHYsuGjdXvd\/754zaQnjlithpBUQUiM\nYFs7fSEkRhCSvhASIxQhfbF5s8VvEZIqCIkRipAWiLrn8u1VEwJKEZIiCIkRipAWFxTUOQYh\nOQEhMYLnSPpCSIwgJH0hJEYQkr4QEiMyIVXvqFj2aMWOauu1EJIqCImR+EM6NLe98Oow95DV\neghJFYTESNwhHegnXEVl4yeUFbpEyUGLFRGSKgiJkbhDmilG7\/Mt7R0pZlmsiJBUQUiMxB1S\n175V\/sWqPt0sVkRIqiAkRuIOKWta7fLUbIsVEZIqCImRuEPKL61dHoydnyQCQmIk7pBGupb6\nFxenjbJYESGpgpAYiTukXU1F0Ywl5eVLZhSKZrssVkRIqiAkRuJ\/H8koFjWKDav1EJIqCIkR\nmS0bKuePGzFi3PxK67UQkioIiRFsa6cvhMQIQtIXQmIEIekLITGCkPSFkBhBSPpCSIwgJH0h\nJEYQkr4QEiMISV8IiRGEpC+ExAhC0hdCYgQh6QshMYKQ9IWQGEFI+kJIjCAkfSEkRhCSvhAS\nIwhJXwiJEYSkL4TECELSF0JiBCHpCyExgpD0hZAYQUj6QkiMICR9ISRGEJK+EBIjCElfCIkR\nhKQvhMQIQtIXQmIEIekLITGCkPSFkBhBSPpCSIwgJH0hJEYQkr4QEiMISV8IiRGEpC+ExAhC\n0hdCYgQh6QshMYKQ9IWQGEFI+kJIjCAkfSEkRhCSvhASIwhJXwiJEYSkL4TECELSF0JiBCHp\nCyExgpD0hZAYQUj6QkiMICR9ISRGEJK+EBIjCElfCIkRhKQvhMQIQtIXQmIEIekLITGCkPSF\nkBhBSPpCSIwgJH0hJEYQkr4QEiMISV8IiRGEpC+ExAhC0hdCYgQh6QshMYKQ9IWQGEFI+kJI\njCAkfSEkRhCSvhASIwhJXwiJEYSkL4TECELSF0JiBCHpCyExgpD0hZAYQUj6QkiMICR9ISRG\nEJK+EBIjCElfCIkRhKQvhMQIQtIXQmIEIekLITGCkPSFkBhBSPpCSIwgJH0hJEYQkr4QEiMI\nSV8IiRGEpC+ExAhC0hdCYgQh6QshMYKQ9IWQGEFI+kJIjMiGtHnhghUHLNdASKogJEbiDumV\nWd+Y5v9OE24tV1qtiJBUQUiMxB3S+flVZnWJaH\/Z1NNFVqXFighJFYTESNwhtT3TNNeKcw+6\nF1ekDbNYESGpgpAYiTukzDLTnCfe9y4PammxIkJSBSExEndI+aeZ5iyx37t8dZbFighJFYTE\nSNwhDcneZz4hXvMul3SxWBEhqYKQGIk7pHXipP8d6nbcDtP89U\/iGosVEZIqCImR+N9Hmi5y\nR09Jz+h5akvR5SuL9RCSKgiJEYk3ZB9pI7zShu2zWg0hqYKQGJHZsuGX1X+5+qqZS\/dar4WQ\nVEFIjGBbO30hJEYQkr4QEiMUIX2xebPFbxGSKgiJEYqQFoi65\/Jxfl5AY\/EzwRhQH0JihCKk\nxQUFdY6pWr824K\/4i6QIQmIEz5H0hZAYQUj6QkiMICR9ISRGZEKq3lGx7NGKHdXWayEkVRAS\nI\/GHdGhue98mQh3mHrJaDyGpgpAYiTukA\/2Eq6hs\/ISyQpcoOWixIkJSBSExEndIM8Xomm1V\n944UsyxWREiqICRG4g6pa98q\/2JVn24WKyIkVRASI3GHlDWtdnlqtsWKCEkVhMRI\/PtsKK1d\nHtzaYkWEpApCYiTukEa6lvoXF6eNslgRIamCkBiJO6RdTUXRjCXl5UtmFIpmuyxWREiqICRG\n4n8fySgWNYoNq\/UQkioIiRGZLRsq548bMWLcfKv9FZsISR2ExAi2tdMXQmIEIekLITGCkPSF\nkBhBSPpCSIwEh\/StkhEQkioIiZHgkHLGvKVgBISkCkJiJDik7kL0uv8H6hEQkioIiZHgkKpf\nLssSuWM30Y6AkFRBSIzUebHhi9sLhOizaD\/hCAhJFYTESL1X7arX\/C5TNJ5kudWPLQhJFYTE\nSP2Xv\/f8qZXnu1ou\/p5oBISkCkJipE5IR54b5BId\/7L3hQFiNNEICEkVhMRISEifzG4v0s4q\nP+JerB6cRzQCQlIFITESHNIF6aL5dTtrDtxCtc0DQlIFITESnIs4cfFPgQOV9xKNgJBUQUiM\nBIe0RckICEkVhMRIcEjLPq5ZMJYRjoCQVEFIjIQ8tPP3M5dym3CEpApCYiRsSHPSCEdASKog\nJEbChlTWgnAEhKQKQmIkENJFF10kSi7yGF4shhCOgJBUQUiMBEISQUo+IhwBIamCkBgJhLRz\n505x106Pj2k\/ksQipHFnOmacY5NCSIwEP0e67X0VI7AIKffsKxxydkPHJoWQGEmRnZ\/k3u\/U\nXe4BhJSSEBIxhJSa\/CGVln7g\/i+AcASEpApCYsQfkhCvB79wRzgCQlIFITHiT+bTT39x\/xdA\nOAJCUoUypG1vvvnme5F\/jZCiwXMkYjqFVLlq0ewJ55\/Qo0Neds0jkey8ghMHXTJt3rI3Q9dE\nSNHUD+mTJU8dohwBIakiE9L6hVPOap8mMjr0G3rVDbPvXrh0udvDf\/\/7gpmThg\/s1SZN5Pcb\nedNjW\/2rI6RogkO64+hvTXNDIyF6Ur4li5BUiTOk7c\/eMKCVyP7NiNlL122LsM6m5beOHdgp\nLbvvhIUbPYcRUjTBIfUb4Pkna8Y4cRvhCAhJlXhCWvOXQS1E57J5z1g8IQp4476xfbJcx054\nYhtCiiY4pPzJpvmZuNo0B\/YmHAEhqWI7pFVTjhYtBv1ljZ3TVC6d3NPVMuOmg45NS0\/BIWXe\nbJpPi5dM849UexDyQEiq2Atp1ZRjRMGV\/9oex5zWz07Pzhmx6rBjM9NQcEitJ5rm1S7386Pr\nKe8MCEkVGyG9fXMP0XVSedyzynl2xfDsNtdvd2xu2gkO6Yw2+75oeYp7YVhXwhEQkioxh7R8\neMPmV8RfkeF7seHb+\/uJont\/dGx6egkOqUKkZ4l\/mmZ1uwsJR0BIqsQW0ubZPdKK578rN6ua\nFxs+vLF10+s+jnKxUlPI+0iLTz75PvePV1ssJBwBIakSS0hvTM7Lu2yV9KwCr9r9vLgwfdgG\nx6aoD2zZQIxVSOsubdhuxmaCWQW\/\/L2+1NXnmWrHZqkJhESMUUirhmZ2vy2W94uiC30fadfk\nBr2fRUohEBIxNiGtG57e5\/54XuwOp+4bsnuvzi4sR0pBQkJ6dXDrrHQvwhEQkipWIb1+WXaP\nRXSzqr9lw6dXZRc979hU+QsOaaVLND2+txfhCAhJlcghbZrSqPNdVH+NPMJtIvTJpMyz8MaS\nX3BIfdMfV\/DXGiGpEimk7fNatppN89zIL\/y2dh+enz7hC8emy1twSNnDVYyAkFSJENLyXg0m\nbyGeVaSNVtf0bHL7T+F\/lWKCQ2p+lYoREJIqYUPaMNx1tq2tUmMScevvI4taHYUtw83QkMr6\nqhgBIakSJqRts5oWPKxgVhYfo\/hhWvrwfY7Nma3gkPa0nnOEfgSEpEr9kMp7Nrpha7hLJcvy\n80iVJzS9r8qxWTMVHNKY00Xn0jFehCMgJFXqhrT12qz+69TMyvqDfVWLmhRtcmrWTIV8rQt2\nxyUvcSE90a35XapmFe0TsnsvzJjB4GZOoOBkttYiHAEhqRIS0uZLXRe8rmxW0T9qvqJNr\/ec\nmDRX2ESIWIJCerxzmwcUziqGfTZ8NSLrlhT+DG2dkPa89T31CAhJldqQ3rs6vXSjylnFtPOT\nJ5qX7FA+aa5CQtrYS4i1pvnP418lHAEhqRIIaXVh07vVziq2vQjtG5RzT6puyRoc0ge5jUo9\nIe3PvZpwBISkij+kebn9FL1YFxDj7riqH8od\/JXiWTMVHNKorO1feUIyL8BGq3FzPKS3zs76\nQ6T9PJKJeb92H\/bq8JrSSXMVshehi0xfSH9Ium81T96Qnmxf8C\/1s4p9B5E\/XZWu4m199oJD\nypheE9L0LMIREJIqnpBuyb5gkwOzsrOn1fLmp+1VN2muQva0ekVNSGd3JhwBIalyWenb52bP\ncWRWtnZZvOfkli8pmzRXwSENbf2zN6SX08YQjoCQVLlsYJfODjys87C37+\/DN6Tfkmqv3gWH\n9IbrvNdExabrMjO3EY6AkFQ5Nf1spW8eBbG7E\/2nGw+l\/EYTDYS8j7Qww7uhXeZSyhEQkhqH\nr3H1dGpS9r\/W5d\/HHPNvJdPmKnTLhvcn9+3Se+L7pCMgJCW+PqPFOZy\/Q\/bH4Y2Wq5g3V9jW\njphDIb3XpWgP7y9jrr41fXoKfUopNKTPtm3\/nHoEhKTA8tyLD7L\/VvOXmg3ZTz5zroJC+uaP\nHTzPkDrN\/I50BIRErmpGxh3VtN9qHkV839i3o3uvPdRz56o2pI+OEiKrfbtMIbr\/l3IEhETt\n4LCmqz0\/2YdkfnNGqzdJp85XIKSqEnHKOvdd\/uc1J4nfUr4JgJCIfXbiUb4XxPiHZB6ekr2Y\nbuacBUJ6UZxT87GsX88QLxOOgJBobetUUrNTRg1CMs17M1LjJYdASOPT\/uNf\/FBMJBwBIZF6\noXHZoZpFLUIyX2palgq7kAyE1Of42iN7nEA4AkKitCjjmsD\/4PUIyXy\/U8mXFFPnLRBSy7La\nI4fnE46AkOhUX5e1uPaQJiGZe3sfm\/xflxkIKWtc7ZHjsglHQEhkfhnZNPjZqy4hmT+c1Xqz\n5NTZC4QU\/LxoIvZrFzeFIe0\/p+27wYe1Cck8PCG3QuoM+ENIxNSF9FnhsbtDjtAnJLN6dsZD\ncufAXW1IWU0DshBS3JSFtOOok74OPUajkEzz4YxbZc+CtdqQQhCOgJBIvN1y8ME6R2kVkvls\ng2uT+cN+gWR+CkE4AkKisCZ3XL3dmOoVkrm+yaVJvCdWfIyCmJqQnmswvf7\/zjULyaxsdUHd\nP6rJAyERUxLSsszbwxyrW0jmRwX9vo6+lp4QEjEVIS1IfzDc0dqFZO77Te9k\/fJmhERMQUg3\nZ\/4z7PH6hWR+U3xsku7zDiERIw+p+pqc58P\/RsOQzB\/6H5WcmwvJhzR2ifXvEZKUqiuaRtqZ\nto4hmQfP6fAh1XlxIh+SGGv9e4Qk48iYZm9H+p2WIZm\/DGuVjF\/tF3dIs\/xEofsfixURkoQj\nv8+L\/C3Heobk+X\/DW3TnxkXcIcW8JQRCit\/PpW0sdjKoaUhm1bjGrxOeHQ\/xh9TopgVeosT9\nj8WKCCluP53X3uq7JHUNyaye3CjpvkQp7pAqWrX1Xbl4jhSCMKSDZ3XaafV7bUMyq6c1XEd6\nhokX\/4sNXw4Vl3t2lI6QQtCFdOC0Auu9wukbkmle15ByBzsMyLxq90jjjmsQUh1kIR0Y0O1T\n6zV0Dsm8IWcN9VkmlNTL37v7i0n7EVIIqpAOnt5ld5RVtA7J\/FN2Un1oVu59pKo7s7sipBBE\nIR0YUBDl75HuIZkzG7xAf6YJI\/uG7PZeCCkETUgHBxR8EnUlzUMyb2qQRN+QKb1lQ\/XhKDvS\nREj2HTy98+7oa+kekjkrJ3leu8NGq8QoQjo4MIa\/R0kQknlDw\/VKzjcBKEL6YrPVXssQkl0\/\nnXVULB0lQUjmtbkb1Jyx4yhCWlBvE6Gq9WsD\/oqQ7Pnlgg4fxbRiEoRUPSW3zjYOh19e65jP\nCGdCEdLigoI6x3ycnxfQWPxMMIYkjUL6tbR1jJ8zSIKQzOqrm4Ru3f5iWhOnZEZ5mcwWPEci\nJhvS4RGxdpQUIZnV45tVBh9elePYpEovI5wHQiImGdKR0S2NWNdNipDMqjEhM0ZIkSAkG6on\nNNsS88rJEZJ5ZGSrD2oPpWJI1Tsqlj1asSPK\/jMRUuyqr2oa+XN89SRJSOavQzrU7sch9UI6\nNLe970N9HeYesloPIcVuekM7rwYnS0jmL4M6BbZzT7mQDvQTrqKy8RPKCl2ixGoHmggpZn\/J\nWm1n9aQJyTw0oLv\/peiUC2mmGL3Pt7R3pMA+GwIkQlqQaW976OQJyfyxpGfNPlhTLqSufQPb\n2FX16WaxIkKK0UMZT9o7QRKFZH5XeMIP3oWUCylrWu3yVKuvykRIsXk6Y5HNUyRTSOaXx518\nwPMz5ULKL61dHtzaYkWEFJMVmX+ze5KkCsn8pPMgzx0l5UIa6VrqX1ycNspiRYQUi3XZ82yf\nJrlCMv+vTdmRFAxpV1NRNGNJefmSGYWi2S6LFRFSDN5pPNX+iZIsJHN78zHVqReSaRT79w5Z\nbLlRC0KKzmgxJo6vhUy2kNz\/O5mSgiGZZuX8cSNGjJtfab0WQorqo3aeBzW2JV1I5ssN\/pyK\nIcUGIUWzr+u5cV1FyReS+VzmJIQUAUKK4rvCkgNxTSoJQzIfc2U5NimEZB\/jkPYXF34X36SS\nMSRzgnjAqUkhJPv4hvTzmUfH+7WqSRnSqowGSx2aFEKyj21IVWXtdsc7qeQMKeeSRk85MymE\nZB\/XkKonNIv\/6+uSNKTtpXkrHZkUQrKPa0gzczfGP6kkDcnY2r\/9y05MCiHZxzSkBVkvSkwq\nWUMyNvfp\/qYDk0JI9vEM6bGMf8pMKmlDMjYe22uT+kkhJPtYhrQy8z6pSSVvSMbL7U97T\/mk\nEJJ9HEN6o+EcuUklcUjGqual21VPCiHZxzCk95tPkpxUModkPNN4pOpJIST7+IX0aaeh8Wyo\nGiypQzIeyb5W8aQQkn3sQvrq2NOld4me3CEZd6fPUzsphGQft5D2F\/f5QXpSSR6ScVP6fUon\nhZDsYxbSr+cWfC4\/qWQPybgyW+lmdwjJPl4hVY1qG9s3IFlL+pCMsqYrFE4KIdnHK6RpTePf\nwC5I8oe07aw2a9VNCiHZxyqk27PWkEwq+UMy3j2p4A1lk0JI9nEK6bGMp2gmlQIhGRuP66ls\nYyGEZB+jkJ7PvJ9oUqkQkvGKuo2FEJJ9fEJ6O\/cmqkmlREjGqryhijYWQkj2sQlpZ6vxZJNK\njZCMJxuOVzMphGQfl5D2dmOk+SoAABgQSURBVC6V3TCoVoqEZDyYMVPJpBCSfUxC+q7nqZbf\nbmhPqoRk3Oa6W8WkEJJ9PEL65cwe3xBOKmVCMq7LfEjBpBCSfSxCqhre\/r+Uk0qdkIxLVexZ\nCCHZxyKkq\/PeJ51UCoW0bVD+i+STQkj2cQhpXs7rtJNKoZCMd0\/qvIF6UgjJPgYhLct4hnhS\nqRSS8XaP37xDPCmEZF\/iQ1pp+ytio0qpkIxXO\/6WeBMHhGRfwkPa2HA2+aRSKyTjeer9oSAk\n+xIdEuUGDQEpFpKxvOE40kkhJPsSHNK+Lhccpp9UqoVkPJz1R8pJIST7EhvS971OIdygISDl\nQiLexAEh2ZfQkH4eQLpBQ0DqhWRcl\/UI3aQQkn2JDKlqRPs9SiaVgiGRbuKAkOxLZEhTafbQ\nUF8qhrR9SP5LVJNCSPYlMKRbcjYomlQqhmS8W9KFahMHhGRf4kJalvEvVZNKyZCMt4+j2sQB\nIdmXsJBWZdyrbFKpGZKxoTPRJg4Iyb5EhfROruRXt1hJ0ZCMF1pcQLKJA0KyL0EhfdhigsJJ\npWpIxpM0mzggJPsSE9K+LoMVbNAQkLIhEW3igJDsS0hIPxSWHFQ5qdQNybjDdav8pBCSfYkI\n6af+x3+rdFIpHJLxh6yHpSeFkOxLQEhHiPfQUF8qh2Rcliu9iQNCsi8BIU1p8YHiSaV0SNtL\n81ZJTgoh2ed8SDfnvKF6UikdkrH11A7r5SaFkOxzPKQHMtXf9VI7JOOdnj3elpoUQrLP6ZBW\nZPxD\/aRSPCRjw1HFlTKTQkj2ORzS+gZ3ODCpVA\/JWNf29G0Sk0JI9jkb0tam1zoxqZQPyShv\nMlJiUgjJPkdD2tVmdJUTk0JIxtLsyfFPCiHZ52RIXx59pjMzRkiGcV\/6jLgnhZDsczCknKLi\n\/c5MCiG53ZYe9\/5QEJJ9zoX0N1ePrx2aFELymJYd7\/5QEJJ9joW0rShN8YZBtRCS15hGy+Ob\nFEKyz6mQtv8ut4Fjk0JIXtsvzKuIa1IIyT6nQhrb8I9RvtWcEELyee+0di\/HMymEZJ9DIV2f\nuSjKt5pTQkg1tvTp9kYck0JI9jkT0q3p86N8qzkphOS38bhecexZCCHZ50hI96TfGOVbzWkh\npIDXOpfY3+wOIdnnREj\/yJ5iICRZ8YVkvNBykO3N7hCSfQ6E9K\/G3u2+EJKcOEMynm16kd2T\nICT71If0fIsLvP9LREhy4g3JeLzhRJunQEj2KQ9pbbsBvt1\/IiQ5cYdkLMy8wd4JEJJ9qkPa\n0PXELb4lhCQn\/pCMv6bPsbU+QrJPcUgbexz7Vs0iQpIjEZIxz94GrAjJPrUhbe5TEPiqEYQk\nRyYkY5qtvd0hJPuUhvTuqe1rN1FBSHKkQjIub\/h47CsjJPtUhrTtvOYraw8hJDlyIW0fYeOr\nMRGSfQpD2j688dNBBxGSHLmQjG2DYt8UHCHZpzCkMaGPJhCSHMmQjK0D266JcVWEZJ+6kK7M\nfDDkMEKSIxuS8e4pnV6JbU2EZJ+ykG7MuC\/0CIQkRzokY3Of7rF9qAIh2acqpJvrvXOBkOTI\nh2S8eUyvmPZljJDsUxTSba55dY9CSHIIQjJe7XzC5hhWQ0j2qQnpnvT6W3chJDkUIRnrOpRs\nib4WQrJPSUgPZk2rfyRCkkMSkvFi64Fbo66EkOxTEdI\/sieEORYhyaEJyVjZ4tyoH\/RDSPYp\nCOmx3N+HOxohySEKyXi22ZBoJSEk++hDeqrJ77aHOx4hyaEKyXi6yYVhb6BaCMk+8pCebjIs\n\/M2EkOSQhWQsa3ip9QoIyT7qkMrzLojwwAEhyaELyfhHgyssf4+Q7CMOaVX+me9F+BVCkkMY\nkvH37Mutfs0kpKonJl6z1rd41zkW6yVhSM+3ivziKkKSQxmSsTDL6nvIeIR05HzhNuwHz\/IY\nq3NJvpBeaHNq5L0RIiQ5pCEZ92aGeavPj0dIC0Xr2x8oFn2\/M1MtpDXtT7Z42xwhyaENyfhb\nxrURf8cjpJMydrgf3t0sin9IsZBeaneS1eYnCEkOcUjG3ZG\/G5NHSI1P8\/64V5xyIKVCWtOu\nn+VmXAhJDnVIxh3pMyP8hkdI2SN8P+eLgYdSKKS1HftYf+8BQpJDHpJxV8aN4X\/BI6RuJ9Us\nzBbnjkyZkNZ1PGGT9RoISQ59SMbtER7d8QhpeNb3NUvXivRUCWltp2gdISRJCkJyP7oL+zeJ\nR0iPi4X+xfEiRUJaE+1xnYGQZKkIyf3obnqYY3mE9OOCZ\/yLVXdOt1gxeUJa06Fv9O+FQ0hy\nlIRk3B2uJB4hxSxpQnrR+nXvGghJjpqQ3I\/u6n+YGSHZRxDSC21PiaEjhCRJUUjG\/PR62ziw\nC+mLzZstfpskIa1qfWosHSEkSapCMu7LqrstOLuQFtR7seHbqyYElCZFSM+16h\/bt\/0iJDnK\nQjLuzRofegS7kBYXFNQ5JulCWpF\/Wkx\/jxCSLHUhGQ9mjwn5MCa7kKwlw0O75c3Oi75TGh+E\nJEdhSMaShmXBJSEk++RCerTRhTF\/9zxCkqMyJHdJI4JuSIRkn1RID+eMjLIbjSAISY7SkIxl\njS+o\/Wgzm5Cqd1Qse7RiR7X1WtqHtDD7stg7QkiS1IZkPJU3IPBkl0lIh+a2F14d5h6yWk\/3\nkO7OnGRndYQkR3FIxnOtTvHvF5xHSAf6CVdR2fgJZYUuUXLQYkXNQ\/pL+nW21kdIclSHZLzY\nvs9G3xKPkGaK0ft8S3tHilkWK+od0sz02fZOgJDkKA\/JWN\/9ON930PMIqWvfKv9iVZ9uFitq\nHdKkjPk2T4GQ5KgPydhwXDfvt9DzCClrWu3y1GyLFTUOafvo7AfsngYhyXEgJOOtovbPG1xC\nyi+tXR7c2mJFfUPadmHDh22fCCHJcSIkY\/NvWzzFJaSRrqX+xcVpoyxW1DakLafnLbd\/KoQk\nx5GQjK3nN1rCJKRdTUXRjCXl5UtmFIpmuyxW1DWkt\/q2rYjjJkJIcpwJydg2OvseHiGZRrGo\nUWxYradpSOuPLVgbzy2EkOQ4FJJhXJteyCMk06ycP27EiHHzK63X0jOkVe2K3ozr9kFIchwL\nyfhT2m8JLze2tQvrn0FbktiDkOQ4F5LR71zCy42Qwnm40ZBYPzZRF0KS42BITJ4jxUrDkG7J\nHGtjM9VQCEkOQopEv5CmR9xbdAwQkhyEFIluIW0ry75b4tZBSHIQUiSahbSpf7NHZW4dhCQH\nIUWiV0jre3RYJXXrICQ5CCkSrUIqb9d7g9ytg5DkIKRIdAppUaMz43z7KAAhyUFIkWgU0pyM\n0THvLSgShCQHIUWiTUjbrkj\/k\/ytg5DkIKRIdAnpnYFN7H\/6qD6EJAchRaJJSC\/36BjPpybq\nQUhyEFIkeoT0eP4Jr5PcOghJDkKKRIuQ5mUNf5fm1kFIchBSJBqEtO2K9Gupbh2EJAchRcI\/\npI2nNaV4mcEHIclBSJGwD2nVUd1X0906CEkOQoqEe0j3NDo9+neVxw4hyUFIkfAOadsE15Vx\nf4gvHIQkByFFwjqkN05p9FfaWwchyUFIkXAO6ekOR79AfOsgJDkIKRLGId3eYNAm6lsHIclB\nSJGwDWlLWcaN9LcOQpKDkCLhGtILx7VaquDWQUhyEFIkTEO6p0m\/9SpuHYQkByFFwjKk965I\nv1L6M3xhISQ5CCkSjiGt6d38IUW3DkKSg5AiYRjS3Y37varq1kFIchBSJOxC2jQsfbKah3Ue\nCEkOQoqEW0jl3dqqeLXODyHJQUiR8App+\/Sss+L74qMYISQ5CCkSViGtP6XhPLW3DkKSg5Ai\n4RTSgrzj5XZIHB1CkoOQIuET0sbh6VcQ7ZkhMoQkByFFwiakRzt2UPkqQw2EJAchRcIkpC1X\nuIZTfhI2EoQkByFFwiOkP3RttciRWwchyUFIkXAI6WCma4jSF71rISQ5CCkSBiG9cUzaRKdu\nHYQkByFFkvCQDk5Pv6ShrW81l4GQ5CCkSBId0uouXdba+1ZzKQhJDkKKJLEhfX5x+jX7bX2r\nuSSEJAchRZLIkKqXtuj9tmcBIclBSNEkdUj\/Gdhw9q\/eJYQkByFFk8QhHZiRef6emmWEJAch\nRZO8IT3VsePTgQMISQ5CiiZZQ\/rPuZnX\/Fh7ECHJQUjRJGdIB2Znn\/Hv4CMQkhyEFE0yhlT1\nSNujVoQehZDkIKRokjCkV4oazT1U5ziEJAchRZN0If3fCNeI\/9Y7FiHJQUjRJFlI30zLHLg1\nzPEISQ5CiiapQjp4S7OjV4T9DUKSg5CiSaKQfl3ULv\/2CGMhJDkIKZqkCan6qe6Np\/8Y6bcI\nSQ5CiiZJQqp+rijnhm8i\/x4hyUFI0SRFSNUVfbOu\/NRqDYQkByFFkwwhrT0x85Jd1qsgJDkI\nKRrtQ6p+rjhz\/J5oayEkOQgpmkSGtH+LtHfmFmReWBF9vRyEJAUhRZPIkCYJ5yAkKQgpmkSG\ndNmgN2W8dFWLJpe\/ENu6CEkOQoomoSHJ3BFWj85tff3bsa6NkOQgpGg0DWn54PRjb9ka+\/oI\nSQ5CikbHkCpv7+UauNjWSRCSHIQUjX4hrR3fPHek3a8LQ0hyEFI0moW0\/eEzXAUzY35qFICQ\n5CCkaLQK6dVrO6ef+fD2OK4zhCQHIUWjT0jbFp6V0W7yuviuM4QkByFFo0tIq69qm3n2g9vi\nvc4QkhyEFI0WIW2c0yet4PrXJK4zhCQHIUXDP6St95+bnTd6udx1hpDkIKRomIe07R8jmmWd\nfa+Nt17DQ0hyEFI0rEMqv6KVq2j6BoLrDCHJQUjRsA1p2yOj27hOvImiIgMhyUJI0fAMqfL+\nYXnp\/Wa+THadISQ5CCkahiG9Nves3OwB816nvM4QkhyEFA2zkLY\/NbmXK6\/07neIrzOEJAch\nRcMppA13lOaLY8c\/HvfbrpEhJDkIKRouIVU+Mv54V5Oz56xVc50hJDkIKRoOIb23bEq\/7PTC\nq1T8KaqBkOQgpGgSHVLl0qmnNnQde+l9G5VeZwhJDkKKJpEh\/b5kXJ8s1zGjFpC+QBcWQpKD\nkKJJZEg9XX3GP6D2L5EfQpKDkKKRCal6R8WyRyt2VFuvFTmkSwc7dp0hJDkIKZr4Qzo0t71v\n34sd6n1jawhFu+OyByHJQUjRxB3SgX7CVVQ2fkJZoUuUHLRYESGpgpDk8Ahpphi9z7e0d6SY\nZbEiQlIFIcnhEVLXvlX+xao+3SxWREiqICQ5PELKmla7PDXbYkWEpApCksMjpPzS2uXBrS1W\nREiqICQ5PEIa6VrqX1ycNspiRYSkCkKSwyOkXU1F0Ywl5eVLZhSKZlZfPImQVEFIcniEZBrF\n\/i\/xKjas1kNIqiAkOUxCMs3K+eNGjBg3v9J6LYSkCkKSwyak2CAkVRCSHIRkH0KSg5CioQjp\ni82bLX6LkFRBSHLYhbRA1D2Xj\/PzAhqLXyOcbmxmE6eIhk6N1CAtzynZDl5\/jZyaVKM0xyaV\nOZbgzu9HEdLigoI6x1StXxuw5rFIp\/tsrWMWrXZqpNWLnBpp7fLljg2VlNff2s8I7vx+6p8j\nAaQAhARAACEBEFD\/UXOAFKD+o+YAKUD9R80BUoD6j5oDpAD1HzUHSAHqP2oOkALUf9QcIAWo\n\/6g5QApQ\/1FzgBSg\/qPmAClA\/UfNAVIAtrUDIICQAAggJAACCAmAAEICIICQAAggJAACiQyp\nRAAkUAnhnTmRIY0avMUpOX91aqS\/5jg10pbBuP6kDKbcRDSRIV1GuadLa7nO7Sk016mRcP1J\nIr3+EBIxXe8I1nD9RYOQiOl6R7CG6y8ahERM1zuCNVx\/0SAkYrreEazh+osGIRHT9Y5gDddf\nNAiJmK53BGu4\/qJBSMR0vSNYw\/UXDUIipusdwRquv2gQEjFd7wjWcP1Fk8iQJkxwbKi8NU6N\ntCbPqZFw\/Ukivf4SGdK33zo21O6q6OvQqNrt1Ei4\/iSRXn\/4GAUAAYQEQAAhARBASAAEEBIA\nAYQEQAAhARBASAAEEBIAAYQEQAAhARBASAAEEBIAAYQEQAAhARBASAAEHA7pmckn54qLQo\/b\nNap1drdZBx0Y6hjflxC0ph1o\/5MXH5vT5JS\/h3z2Tc2kwg2lZlLmkT+f2yknr3DON8FHKplV\nuJEUTcqrQohZwYdpJuVwSH1Fk6Pr3LuNZmmDp\/YRJYfUD3WMa4zHNbQDLRBZJSP6Z4ghQXdv\nRZMKN5SaSZk\/iTb9h5+bL9rtqT1OzazCjaRoUh5ftm4UEhLRpBwOaf3O6pV17t3FYrFpVo0U\nc9UPdUw28Rhe\/3rge\/e\/\/24lnqg9TtGkwg2lZlJmtfdu\/ctoMb72ODWzCjeSokl5DG17U0hI\nRJNy\/jlSnXt3pSj0\/Njr6lCteiiVN49p3iYmBpZVTqrOUGonZb4qBgSW1c4qeCSFk3pErFoQ\nHBLVpBIe0nwxw\/uzUOxQPZR5TOYtV1y96JsIa0t6QNQ+EFE5qTpDqZ2UOUVMDSyrnVXwSOom\ntbvx5WZISFSTSnhI48QS788yUaF6qJqnsI2eiLC6lOoSsTZwQOWk6gylcFJTJ17cTfT6MnBY\n3azqjqRsUlX9O34fGhLVpBIe0ghR7v05QTyqeijz1rWfH3p\/sit9A\/lIpjlbDKs9oHJSdYZS\nOKlc93353P\/VHlY3q7ojKZvUnWKNGRoS1aTYhDReLFM9VI1Z4jzykcx7RZ8fag+pnFSdoWoo\nmVT15092blMZOKhwVnVGqkE+qe3Zk8wIIclOKuEhOfnQzudj0YJ8pLtE3+C9DaqcVJ2haqiY\nlMf7oldgWe0D1uCRalBPqrr3UftNM0kf2vmf7BU58GKDz7eiEfVAs8VJ3wcfVjipukPVUDAp\nn7YikK3Kmyp0pBrUkzosAsb6j6OaVMJDqhRFnh\/7XO3Vv\/ztUy56E49zrRiwP+QIdZOqN1QN\n+kn5\/JgufvQvq7ypQkeqQT2pqrFeJaJw7BL\/cVSTSmRIixd8YXreEFvqnuJo8jdk6w+1aZtn\ncXM7cRfpKFXjxTm1b4srnVSYoRRNytz4nuffr4eK\/oGhFM0qzEiqJuXjf2hHOimnt7UbM+YM\n0WXMmOs9BwrEZve\/RlNX6bS+oh\/1JkL1h5ovCs4cVpQmhvxKOtCdwjXSu0HLXYGRVE0qzFCK\nJmXeJrqeMfzUHNH2w8BQimYVZiRVk\/Lxh0Q6KYdDmlXzELWz54BvIuaukflZXWceUD\/Uu+N7\nNs9oedYy4gcm0\/2Pu88JjKRqUmGGUjQp84Pr+7ZMb1o8x\/e8ReWswoykalI+oSERTQofowAg\ngJAACCAkAAIICYAAQgIggJAACCAkAAIICYAAQgIggJAACCAkAAIICYAAQgIggJAACCAkAAII\nCYAAQgIggJAACCAkAAIICYAAQgIggJAACCAkAAIICYAAQgIggJAACCAkAAIICYAAQgIggJAA\nCCAkAAIICYAAQgIggJB4+lSUJvoigB0IiSdfSDvDfi17JM9MPjk35AQVouZLHkE5hMTTL69\/\nYNoNqa9ocnTwCb5s3QghOQUhcWYvpPU7q1cGn2Bo25sQklMQEk\/eh3a3+b7CfJn78FvDWme2\nHf2he2mrGLPzwrzG5\/3H\/GxMqwanbAk5WXBIj4hVCxCSUxAST96Q3r9LlCxbtuxj03zIlX\/5\n9LKs3Lc9IQ1sWXL1GaLtzg6FV54v8r4LPllQSLsbX24iJMcgJJ5CX2z4IPOcQ+4f2xr18oQk\n\/uxeHifyplab5p\/E7cEnqw2pqn\/H7xGScxAST6EhTRavfeVRKva4Q+p8xH3UGyLP09YucXHw\nyWpDulOsMRGScxAST6Eh9RV+G90hDfUctVuc6vnxk++HXyCk7dmTTITkIITEU2hIXUTFWp\/v\nPS82+FY43\/PjsOgXfDJ\/SNW9j9pvIiQHISSeQkPqLTYFfhNTSIcDf8LEWEcub8pDSDz5QvpY\nDPcemiiuC\/wmppCqxnqViMKxSxy5vCkPIfHkC+kHUew9ZGRkvuz5uf\/JGEOqgYd2jkFIPNVs\ntNpPXDxnrmGa\/8hIO+fGGwbnHm8V0jNjxpwhuowZc33gGITkGITEU01IOy\/IS\/Nu2bD1ko5Z\necdPWm8V0qyaZ0WdA8cgJMcgJAACCAmAAEICIICQAAggJAACCAmAAEICIICQAAggJAACCAmA\nAEICIICQAAggJAACCAmAAEICIICQAAggJAACCAmAAEICIICQAAggJAACCAmAAEICIICQAAgg\nJAACCAmAAEICIICQAAggJAACCAmAAEICIPD\/AShrTMFEaGxUAAAAAElFTkSuQmCC",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 14”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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4lrghpYwfG1nD+QrukjiOQAEKKceLKugmeRCY5OCT+e59G8Y9m54aQPs3J7auGdDBn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\n",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 15”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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MQJgMRkijXFs\/LuoDgG\/ItEB+Str9d\/g+aM0JKmugPaWKKhTNm3DXDi3Xy\/GMyECGJcm3X\n2pd9FptZxSAk7UDH0\/c5I6TsYf6QLmkW+YwLcxr5blw8RgoRw5B6JvUX+Pa6ELEISTvYufU3\njgjpygZ\/eENakTDUwjl\/uJJdp3\/ZPkIKEbuQliW1JP7SLWMxCUk71K35104Iaa3r0tVs4cZb\nkpOt7fPz5cymHyKkSmIW0tK0tjb2as4pNiFpR3vk\/t0BIWnPJnmfOUieY\/HMu7uw0YcQUohY\nhbQ07TbrezXnFqOQtGNX1K8Rs0kJfGfD5+MKm7cf9bnlc5c+mtoCIYWIUUgf1Pir9b2a84tV\nSNqxjgnvxmpSUr3Xbns7hBQiNiEtqXG75b2aU4hZSNqCxPqxKklgSN9t2\/69zQsoO2G+mw6E\nJMD7NfT3SzsypMVpF8SqJFEh\/Xx7rv4I6ZTJvxBePkIS4L3Ue\/QDh4ZU0jVncUwmJSikr05l\nLKVJ42TGWkXcP2Go\/Zs2mZyKkKh9WONu76FDQ3J7SnovFpMSE1JpJ3bucs9d\/o8PO7Pz7X29\n3YwqbxE6OH5kQDFCovVRzTt8C04NyV3SpdHSGExKTEgfsB7+XU4f785W2LqMWS1bVlrz4+B+\nARciJFLrMm7yLzk2JPeW82NRkpiQRiR8Wb74bzaKcAv4047Uhswby\/9ecG5I7s1FzcR\/WlFM\nSAVnVqw840+EW0BIlLZkDQv83e3gkNybCpuvFD0pMSHV71+xsm824RYQEqGtWcMqXm1wckju\nDW1PE\/3JXzEhpQyvWDk81dJ5y3YsnPvKwh0RnplASHS+yP5z0Kt2jg7Jvfb0MzeInZSYkIIf\nF42y8n6Ho\/c38X2oL\/f+o2bjEBKZr5pcdSLoqLNDcq\/Jy98odFJyhHS4I3N16D9iZP98F+t0\nxGQgQqKyt8VFIbtBcXhI7tXNOwr9HL2gkFJqB6RYCGkyG7zPt7R3IMN3NgSIC+nHM845HLLC\n6SG5lzW+QOQngAWFZPU7GPxaFAb+Wi8tyDMZiJBoHCzMr\/TeLceH5F5cv5fAzwCLCen3EJHP\nmHJTxfIEsycnEBKJI+e3\/anSKueH5H679lXiPgUsx8cososrlns3MBmIkCj80b1Vlfflx0FI\n7rlpw4RNSo6QBroCn6OdlTDIZCBCInDyqtzKu7aLj5Dcf08ZL2pScoS0qzbrMGn2\/PmzJ+Wz\nOrtMBiIkfmXX1f+i6tq4CMn9ZOKdgiYlR0iau6j8mYkit9k4hMTvtsxwH1SJj5DcDyU+KmZS\nkoSkaSXThvfrN3xaifkohMTtgZSl4VbHSUjuyUlidqMmTUjWICRezya+FXZ9vITkHlFjjohJ\nIST7VA7pnaQXw58QNyG5B2e8JWBSCMk+hUP6IOUxg1PiJ6Rtl+QI+KAfQrJP3ZA2ZkwyOil+\nQnJv6dxsFfmkEJJ9yob0ZfYww4+pxFFI7k\/PavMJ9aQQkn2qhrSv+eUnDE+Mp5DcH59aRL0r\nKIRkn6IhHczvdNj41LgKyb28YU\/iN7AiJPvUDOno+Wf+bHJyfIXknl9rAO2kEJJ9SoZ08upc\n06\/qjLOQ3LNTbyKdFEKyT8mQRtT\/t+np8RaSe0biA5STQkj2qRjS1JqfmA+Iu5DcdyVR\/hwR\nkn0KhvRC0qIII+IvJPeYtNfpJoWQ7FMvpMVJz0QaEochuQdmLSKbFEKyT7mQNqbfG3FMPIa0\nrXsTsm9gRUj2qRbSrpzhkQfFY0juzflnfEo0KYRkn2Ih\/dCql\/EbGgLiMiT3x807bqGZFEKy\nT62Qfisw\/crNcvEZkntJvWKabxZCSPYpFdLxHq1\/tDIuTkNyv1lzJMmkEJJ9KoVUdl3OV5YG\nxmtI7ueS7qKYFEKyT6WQ7q65wdrAuA3J\/XDiEwSTQkj2KRTSi4kLLI6M35DcY1Jf5Z8UQrJP\nnZDeT3ra6tA4Dmn7VVmLuSeFkOxTJqSSjDstj43jkNxbz226mndSCMk+VULa3XBIhB0gBonn\nkNyfnJ7Pu\/MkhGSfIiEdaHPRceuj4zok94pGF3N+YhYh2adGSH90PeugjeHxHZJ7fuYQvkkh\nJPuUCKlsUJNv7IyP85DcLyffwTUphGSfEiFNytxqa3y8h+R+NHEGz6QQkn0qhPRi4kJ7Z4j7\nkNzjuF5OQkj2KRDS+0kzbZ4DIbkH8LychJDskz+k7bWtv4Dkh5D0l5PWRD0phGSf9CF903iw\n9ReQ\/BCS273htIKoX05CSPbJHtLBs7rZv5UQkseKBj2j\/XQSQrJP8pCOX9zmgP1zISTd2xnX\nRzkphGSf5CGNrr8zinMhJK+XkqdENymEZJ\/cId2XZvETSKEQks+9rqeimhRCsk\/qkN5Ieieq\nSSEkv+HpUe0ZEyHZJ3NIq1Mfj25SCMlv++U5y6KYFEKyT+KQ\/p01IcpJIaRyJQWnR7E\/P4Rk\nn7wh7T+1+GSUk0JIAR83O3JJcNEAABfkSURBVO8z22dCSPZJG9LRjmdb+Qq7sBBShfez+tk+\nD0KyT9aQSvs0\/z7qSSGkIP+ocYvdsyAk+2QN6dZa26OfFEIK9pjrEZvnQEj2SRrSC8kfckwK\nIYW4OXWuvTMgJPvkDOn9pOd4JoWQQl1Tx95nKhCSfVKGtMXGV2+Fg5BCfXZu87V2xiMk+2QM\n6dsm9j85EQIhVbKh9Z9KbAxHSPZJGNJv7bv8wTcphFTZspxeNj5TgZDsky+kEz1b\/8w5KYRU\nxbyao6wPRkj2yRfSDfX+wzsphFTVs4kPWB6LkOyTLqRHaqzjnhRCCmNq0t+tDkVI9skW0luJ\nr\/JPCiGF85eMdyyOREj2SRbSxpoPE0wKIYWz7aLGK62NREj2yRXSV9kjKCaFkMLa3K7tJksD\nEZJ9UoX082k9TlBMCiGFt6rJhZb2U4GQ7JMppD+6tPuVZFIIycC7tSztpwIh2SdRSGVDGv+X\nZlIIycjsFCv7qUBI9kkU0pQMe\/ucMIaQDD1qZbfnCMk+eUJ6OfFdqkkhJGM3pL4WcQxCsk+a\nkFamWN5peUQIydj24vpLI41BSPbJEpK79l\/pJoWQTGzpmLc+whCEZJ8kIe07pV8p3aQQkpn1\neR23mI9ASPbJEdKhDuf8TjgphGRqaf1i889UICT7pAjpxGWtfqScFEIy90baGNPTEZJ9UoQ0\ntt6XpJNCSBHMNP9MBUKyT4aQHq6xlnZSCCmSqUkvmJyKkOyTIKR5ia8RTwohRTQ0423jExGS\nfdUf0sc1plNPCiFFtP2ynOWGJyIk+6o9pC\/rjSWfFEKKbHOHNob7qUBI9lV3SPtbXBHtPieM\nISQL1hjvpwIh2VfNIR0pKop6nxPGEJIV72X1NTgFIdlXvSGdvOrU\/wmYFEKy5B9pN4Y\/ASHZ\nV70h3Vhvh4hJISRrnjZ4OQkh2VetIT1C\/QKSH0Ky6O7wLychJPuqM6Q3k94SMymEZNW1Gf8M\nsxYh2VeNIa1K\/ZugSSEkq7b1bBDm5SSEZF\/1hfR5nWh3Wh4RQrKspLDVhiorEZJ91RbS3qZX\nE34CKRRCsm5ti6qfTkJI9lVXSL\/mdxTwApIfQrJhecNLK3\/ZHUKyr5pCOn5xG959t5hASHbM\nzxxWaQ1Csq96Qir7S6PdAieFkGx5KWVi6AqEZF\/1hDQxc4vISSEkex5JfCzkOEKyr1pCejp5\nqdBJISSbbkqdE3wUIdlXHSG9nThH7KQQkl3X1H436BhCsq8aQlpd4yHBk0JIdm27sPGKimMI\nyb7Yh\/R51hjRk0JItm0uyFsXOIKQ7It5SHtPKab\/JF8lCMm+Da0LN5cvIyT7Yh3SwXZdKb8K\nMjyEFIUVjS8of2EWIdkX45COnt\/2gPhJIaRoLKjd37+EkOyLbUgnr2q2NwaTQkhRmZPq\/8Qs\nQrIvtiGNrPdFLCaFkKLzROJ93kOEZF9MQ7ozfUNMJoWQonR34lP6AUKyL5YhPZX8fmwmhZCi\nNdb7FgeEZF8MQ0pNnBWjSSGkqA3JeAshRSN2IU1g5F9NbAQhRW1bz5wPEFIUYhbSGzWSYzYp\nhBS9rec1XYWQ7ItVSIuzOkfYqzkhhMTh07Zn9EJItsUopOWNuz2NkLjEKiT3mubZQwivN0Ki\n\/Nm0\/NNm872ak0JIXJbWaE94vRESnU\/attlgvldzWgiJzyX9CK83QiKz5dxTVpnv1ZwYQuIj\nyZMNpa+PGr\/Mtzi9h8m4eAlp2yU5S90IiVfchXSyF\/Po86u+PNTsUuIkpO1XZy3QDxESn7gL\n6VnW4OGZRazwFw0h6a5N\/4f3ECHxibuQOift8Px5dzcr+hUheYxLfdG3gJD4xF1ImV29B0+x\ncw8jJPfkwFemISQ+cRdSqv+5w2nsgqNxH9KDiY+ULyIkPnEXUl5n\/8JU1nNgnIf0eOLdgWWE\nxCfuQuqbctC\/dDNLjO+QXki5ueIIQuITdyG9xp4tXxzB4jqkuWljgo4hJD5xF9JvM94uXyx9\ndKLJQKeH9Fr6kOCjCIlP3IVkmcNDmler7\/bg4wiJD0Iy4uyQFtXrHbojOITEJ55D2r9pk8mp\njg5pcfZFn4WuQUh84jmkGVWebPjuvMKA09gfBNvgJCikDxufV1JpFULiE88hzWrZstKaI489\nHDDGub+Rlud23lx5HULiE88hmXPun3arT+2wscpKhMQHIRlxbEirWuR\/WnUtQuKDkIw4NaQ1\neW3WhVmNkPjEY0hlOxbOfWXhjjLzUQ4NaU2rNmvDrUdIfOIvpKP3N2FeufcfNRvnzJDWnXF6\n2I4QEqe4C+lwR+bq0H\/EyP75LtbpiMlAR4a0\/szTPw5\/CkLiE3chTWaD9\/mW9g5kU0wGOjGk\n9W1PM+gIIXGKu5BaFJaWL5YW5JkMdGBI685svcboNITEJ+5CSrmpYnlCqslA54W0to1xRwiJ\nU9yFlF1csdy7gclAx4W07szTjTtCSJziLqSBrjnli7MSBpkMdFpIq1u3MXp8pENIfOIupF21\nWYdJs+fPnz0pn9XZZTLQYSGtzgv\/+lE5hMQn7kLS3EXMr8htNs5ZIa3KO8O0I4TEKf5C0rSS\nacP79Rs+rcR8lKNCWtGswwbzEQiJTzyGZI2TQvogtzDM+1RDICQ+CMmIg0Ja1ODsSB0hJE4I\nyYhzQno3p0uVz\/FVgZD4ICQjjglpXlaPrZFHISQ+CMmIU0J6JeOyzyKPQkicEJIRh4T0YtqA\nbZFHISReCMmIM0J6MnXo9sij3AiJF0Iy4oiQHk4aZnEkQuKDkIw4IaTJrtutDkVIfBCSEQeE\ndHPiA5bHIiQ+CMmI8iFtH5LyhPXRCIkPQjKiekhbe2XOsTEcIfFBSEYUD+nT8+q9ZWc8QuKD\nkIyoHdLa\/CaLbZ0BIfFBSEaUDmlp8zNW2zsHQuKDkIyoHNL8nI4RPn5UBULig5CMKBzSSxm9\nLLxNNRRC4oOQjKgb0iPJ11p7W1AwhMQHIRlRNqSbXH+N4qeDkPggJCOKhrRtQMqj0fx0EBIf\nhGREzZA+7VLHzsuwFRASH4RkRMmQPmrT1N7LRwEIiQ9CMqJiSPMbtTP5VmJTCIkPQjKiYEgz\nM3pG\/pYTo\/MiJC4IyYh6Id2eOML+097lEBIfhGREtZA+G5jyIMdPByHxQUhGFAtpbces2Tw\/\nHYTEByEZUSuk905ttZTrp4OQ+CAkI0qF9Hxmt4hfSmwOIfFBSEZUCunWxGGWvrzOBELig5CM\nqBPS5uJUnqcZfBASH4RkRJmQlrdt8Ab\/Twch8UFIRlQJaU69glUEPx2ExAchGVEkpElJg618\nR35ECIkPQjKiREgbL0u1\/h2QphASH4RkRIWQFrdq9DrRTwch8UFIRhQI6cnM8813VW4DQuKD\nkIxIH9Jnw1zcrx5VQEh8EJIR2UNaUZD1AuFPByHxQUhGJA\/pubrtl1H+dBASH4RkROqQPhvj\nGryF9KeDkPggJCMyh7S8IGsm8U8HIfFBSEYkDumpOoUrqH86CIkPQjIibUib\/+waRfdsXTmE\nxAchGZE1pPmtcl4U8NNBSHwQkhE5Q9o+tUb3j0X8dBASH4RkRMqQVndNnSjmp4OQ+CAkIzKG\n9FRW2yi\/SDUihMQHIRmRL6QNfVwjbO\/3yCqExAchGZEupDlNm3B94ZY5hMQHIRmRLKTNw1x9\nOb8oyBRC4oOQjMgV0mvNGot40rsCQuKDkIzIFNKmv7j62N27sk0IiQ9CMiJRSC\/mNnpW9E8H\nIfFBSEakCWlDX1ffT4T\/dBASH4RkRJaQnm7Q9KUY\/HQQEh+EZESOkB68OGlE1DsPswMh8UFI\nRmQI6URKjbPeis1PByHxQUhGJAip5OyEvvQfmAgPIfFBSEaqPaRfxif2q2lzr+bRQ0h8EJKR\nag6p9KWc01bY3as5B4TEByEZqd6QPjk7\/cE\/7O7VnAdC4oOQjFRnSN+NdF2+R19ASHwQUiRO\nDun447Xy1\/gWERIfhBSJg0P6Z1795076lxESH4QUiWND2nBu6q0HAscQEh+EFIlDQ\/rvkITL\ndwUdR0h8EFIkjgzpx1tSzt0QsgYh8UFIkTgwpN\/uqdX6n5XWISQ+CCkSx4V07PkGuc+fqLwW\nIfFBSJE4LKTjz+dmz\/i96nqExAchReKokI6\/2KL2fYfCnYKQ+CCkSBwU0vE5eZkTfw5\/GkLi\ng5AicUxIx+e0zJx4wOhUhMQHIUXikJAOPZZb976DxqcjJD4IKRJHhPTDXXUbPvyr2QiExAch\nReKAkPaMr3nq40fNxyAkPggpEuVD+mRAUsGbJyONQkh8EFIkaod0Yl5nV6\/lFgYiJD4IKRKV\nQ\/plWrP0G760NBQh8UFIkagbUsn1NZs+bPh8dyUIiQ9CiqQ6Q\/rX81F7ZmQb1uy6mZbHpyIk\nLggpkuoM6br03Og0zHS5MhraOQdDSFwQUiTVGVJ0d4RNDxQktJm60d6ZEBIfhBSJaiG9Obh2\nRt95ts+GkPggpEiUCmnZTXkJRQ9H8134CIkPQopEnZA2PFDkanbDkuhuM4TEByFFokhIm5+4\nNLXONa9GfZshJD4IKRIVQtryTO+MGj2e3MJxmyEkPggpEulDKpl5Va3U7tNsPktXGULig5Ai\nkTukT6ZfmpHa7SH+HZEjJD4IKRKJQ1pxT9fUjMse+5TiNkNIfBBSJJKGtO0fo89IyO77bAnR\nbYaQ+CCkSGQMac2jV9ZLaHvDG9vpbjOExAchRSJbSFtnj2zryrz4vpW0txlC4oOQIpEppG3z\nbuua7mo\/5lX6HScjJD4IKRJZQtr2zh0X1mYtrpmxXshthpD4IKRIZAip5JWbu9ZiTa9+5CNh\ntxlC4oOQIqnukFY+eX1BqqvVwEdWCL3NEBIfhBRJdYbU76zLGrOaZw9\/Rsyfc8EQEh+EFAlP\nSGU7Fs59ZeGOMvNRxiEVZBbf\/Tb9EwvhICQ+CCmS6EM6en8T5pV7v+m3M1J\/QjYqCIkPQook\n6pAOd2SuDv1HjOyf72KdjpgMREiiICQ+coQ0mQ3e51vaO5BNMRmIkERBSHzkCKlFYWn5YmlB\nnslAhCQKQuIjR0gpN1UsT0g1GYiQREFIfOQIKbu4Yrl3A5OBCEkUhMRHjpAGuuaUL85KGGQy\nECGJgpD4yBHSrtqsw6TZ8+fPnpTP6uwyGYiQREFIfOQISXMXMb8it9k4hCQKQuIjSUiaVjJt\neL9+w6eVmI9CSKIgJD7ShGQNQhIFIfFBSPYhJD4IKRKKkPZv2mRyKkISBSHxkS6kGazypXyd\nnRWQyY4bnO\/65FqxwmrGaks1ErJiJTWGt19GrCaVkRCzSSVfT3DnL0cR0qyWLSutKV25LODD\nV43O992ymHl+Say2tOT5WG1p2ZtvxmxTjrz9ln1HcOcvJ\/4xEkAcQEgABBASAAHxHzUHiAPi\nP2oOEAfEf9QcIA6I\/6g5QBwQ\/1FzgDgg\/qPmAHFA\/EfNAeKA+I+aA8QB8R81B4gD4j9qDhAH\nxH\/UHCAO4L12AAQQEgABhARAACEBEEBIAAQQEgABhARAoDpD6sQAqlEnwjtzdYY0qPfmWEl7\nPFZbejwtVlva3Bu3H5felG8Rrc6QrqX8pktz6bH7ptD0WG0Jtx8n0tsPIRFT9Y5gDrdfJAiJ\nmKp3BHO4\/SJBSMRUvSOYw+0XCUIipuodwRxuv0gQEjFV7wjmcPtFgpCIqXpHMIfbLxKEREzV\nO4I53H6RICRiqt4RzOH2iwQhEVP1jmAOt18k1RnSyJEx21TWh7Ha0odZsdoSbj9OpLdfdYZ0\n4EDMNrW7NPIYGqW7Y7Ul3H6cSG8\/fIwCgABCAiCAkAAIICQAAggJgABCAiCAkAAIICQAAggJ\ngABCAiCAkAAIICQAAggJgABCAiCAkAAIICQAAjEO6e1x56SzAaHrdg1qkJo35UgMNnWabycE\nDWg3dOiNa05Pq3Xu30M++yZmUuE2JWZS2sl7e56SlpV\/z8\/BK4XMKtyWBE3KayFjU4KP00wq\nxiEVslqtK9273XUSek8oYJ2Oit\/Uaa6huvG0G5rBUjr165LErgi6ewuaVLhNiZmU9jtr2KVv\nz2zWeE\/FOjGzCrclQZPS\/dAgIyQkoknFOKSVO8sWVbp3F7FZmlY6kN0vflOnpRJvw+ufMw96\n\/v1XDnu9Yp2gSYXblJhJaWXeu\/WxwWxExToxswq3JUGT0l3Z6K6QkIgmFfvHSJXu3SUsXz\/Y\n68otE70pkT8eTXuIjQosi5xUpU2JnZS2inULLIudVfCWBE7qZbZ4RnBIVJOq9pCmsUnew3y2\nQ\/SmtNOSHxw29vmfDUZzmskq\/hAROalKmxI7Ke1GNiGwLHZWwVsSN6ndmddpISFRTaraQxrO\nZnsP+7OFojflfwib8brBcC5lndiywBGRk6q0KYGTmjDqmjzW7ofAcXGzqrwlYZMq7dL0YGhI\nVJOq9pD6sfnew5HsFdGb0v5v2fdHPx\/nSlxDviVNm8r6VBwROalKmxI4qXTPfbnn\/yqOi5tV\n5S0Jm9Sj7EMtNCSqSUkT0gg2V\/Sm\/KawS8m3pD3FCn6tOCZyUpU25SdkUmXfv9GsYUngqMBZ\nVdqSH\/mktqeO1gxC4p1UtYcUyz\/tfL5m9ci3NJ0VBn\/boMhJVdqUn4hJ6T5n7QLLYv9gDd6S\nH\/WkytqfekjTHPqnXfmDvQ4xeLLB5wDLoN7QVNb5YPBxgZOqvCk\/AZPyacQC2Yr8UYVuyY96\nUidYwPXl66gmVe0hlbAO+sE+VxPxT3\/7zGftibdzM+t2KGSFuElV2ZQf\/aR8fktkv5Uvi\/xR\nhW7Jj3pSpdd7dWL5188uX0c1qeoMadaM\/Zr+gtgczxQHk78gW3VTG7fpi5sas+mkWykdwXpU\nvCwudFJhNiVoUtqGz\/R\/f7qSdQlsStCswmxJ1KR8yv+0I51UrN9rN3Rod9Z86NBb9SMt2SbP\nv+7aruKbCllH6rcIVd3UNNbyoj4dEtgVx0k39ChzDfS+oWV6YEuiJhVmU4ImpT3EWnTve14a\na\/TvwKYEzSrMlkRNyqc8JNJJxTikKf4\/UZvpR3wT0XYNzE5pMfmw+E1tGXFW3aT6F88l\/sNk\nYvnf3T0CWxI1qTCbEjQp7YtbC+sn1i66x\/e4ReSswmxJ1KR8QkMimhQ+RgFAACEBEEBIAAQQ\nEgABhARAACEBEEBIAAQQEgABhARAACEBEEBIAAQQEgABhARAACEBEEBIAAQQEgABhARAACEB\nEEBIAAQQEgABhARAACEBEEBIAAQQEgABhARAACEBEEBIAAQQEgABhARAACEBEEBIAAQQEgAB\nhARAACHJ6VtWXN1XAexASHLyhbQz7G7Zjbw97pz0oDMsL85Jyb1iJfU1g7AQkpyOffyFZjek\nQlardcUZ7mCpXftfUG8K\/XWDMBCSzOyFtHJn2aLAGV5mnfd6Dkp\/EnC1oCqEJCfvn3YP+XZh\nPtdzfH2fBsmNBv\/bs7SVDd15VVbmpV9q3w3NqXHu5pCzBUI61jD9fzG\/0vEMIcnJG9Ln01mn\nuXPnfq1pL7iyr5vYPyX9Ez2kC+p3GtudNdqZmz+mF8v6JfhsgZCWsMG\/v3Hng8vLquPKxyOE\nJKfQJxu+SO5x1HOwLaOdHhK717M8nGVN8FRyJ3s4+GyBkO5j41vpv8064\/dSbCAkOYWGNI6t\n\/lFXzPZ4Qmp20rNqLcvS29rFrgk+WyCkcSzxtJWHtl\/MusX2escthCSn0JAKWbkNnpCu1Fft\nZufpB7\/7DsoFQhrDkvQHVIcbs00xvNZxDCHJKTSk5mzhMp+D+pMNvgG99IMTrGPw2QIhTWZt\nvYdD2bOxusrxDSHJKTSk9mxj4BRrIc3x\/6aawGYIv66gISRZ+UL6mvX1HhvFbgmcYi2kvQn1\nj+uHF7IF4q8sICRZ+UL6lRV5j7mTklfoh4fesBqS1odN9R6vfzg2VzjeISQ5+d+02pFdc8\/9\nbk17KSmhxx1\/7Z1+pllIbw8d2p01Hzr0Vv3Ivuas89jLXcn4hRQbCElO\/pB2Xp6V4H1nw9Yh\nTVOyzhy90iykKf5n9pp5j\/14Y7PkelfhObsYQUgABBASAAGEBEAAIQEQQEgABBASAAGEBEAA\nIQEQQEgABBASAAGEBEAAIQEQQEgABBASAAGEBEAAIQEQQEgABBASAAGEBEAAIQEQQEgABBAS\nAAGEBEAAIQEQQEgABBASAAGEBEAAIQEQQEgABBASAAGEBEDg\/wGAKLIi24H\/IAAAAABJRU5E\nrkJggg==",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 16”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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Gj0rBLtpRCSKAhJIvisnXMhJIm4JKQrz7fNCPsGhZDk4ZKQcvrf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",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 17”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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IFIUnEckj5RTXLQ7Q+\/AQhiYKQJGI5pDGuZYHFJUlj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\nAggJgABCAiCAkAAIICQAAggJgMD\/Azu\/ltvPNuiSAAAAAElFTkSuQmCC",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 18”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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gISSJRh3S8O3N1GTJm7JDOLpZ7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\nQAAhARBASAAEEBIAAYQEQAAhARD4f1tHp2+vTcOcAAAAAElFTkSuQmCC",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 19”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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akakjaNPf7MS9LhZBcd5SFdIebcAsIidSanHGBRWVD0iZmfx7rolQIKW9wWUgXNybc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\nAAQQEgABhARAACEBEEBIAAT+H5JU526uEJVWAAAAAElFTkSuQmCC",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 20”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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EkmAhJDiHBREhyCAkmQpJDSDARkhxC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\n1IS9V4j46MUAAAAASUVORK5CYII=",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 21”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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yHJMSOkFsMrloe5HfyEkHQhJDlmhDQmsLxscWnGWJeBhKQLIckxI6Rd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",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 22”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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nYDql8AmNp92q3MbfeRymvEkQJIUmE45UN367Y6f75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\n\/wEw+zhliJ\/\/VQAAAABJRU5ErkJggg==",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 23”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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fLGkZ0ebgYRkCiGp8UZIeVdULE\/N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\n\/wHyXWLf7FuJJwAAAABJRU5ErkJggg==",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 24”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
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wEZId7htvf2okniFpL3mSeW6onYIC8kzuSykyWmEW0BIolgP6U7XbXz7XNxC0q5l0\/mu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\ngABCAiDw\/zw\/QuOHbCuEAAAAAElFTkSuQmCC",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 25”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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9gg5QlrMGt\/1aFfW5TcteUNaXX9ItQ9\/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\nEEBIAAQQEgCB\/wc01rkZRZO2RgAAAABJRU5ErkJggg==",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 26”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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JHkQzo0rzkLajHvkNl2CEkUhCSRpEM6kM983UZMnDSiq48V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\nM1oAAAAASUVORK5CYII=",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 27”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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6kJIEkFI6kJIEkFI6kJIEkFI6kJIEkFI6kJIEkFI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",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 28”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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Wli0V3TjIZSEjwAHYRIiQIICRCggCJkLavWmXyW0KC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\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tO32eEZI\/9kPQv0zL7R\/HynfdC0nr1zNEFBaNnVvOtHtWE9NdGrZ17\nsS6MkOwRCEnr9SfWfaSa3WC8GVJ0TEN6+Qz\/SAdfrAsjJHtEQtIH78g+89NqxhBSVcxCuqXW\ncf+My31GSPbIhKT1J6fVvNP8IJKEVJWqQxrYoMZ1sp\/fqxIh2SMVki5+5IhO75sNIKSqVB1S\n18bL43WfEZI9YiFpvX2Yf8KPVf+akKpi89jfMgjJHsGQtH6hbcuq354lpKoQklOSNSS9b1LG\n2VV9xR8hVYWQnJK0IWn9vzMzJ1X+OXRCqgohOSWJQ9J6aYu2lX6dEiFVhZCcktQh6V1X+s+v\n5NOzhFQVQnJKcoek9dqTa9y4t+KFhFQVQnJKsocU+PuudbMFFXYaIqSqEJJTkj8kvXdqjVPK\nH7KLkKpCSE5JgZC0\/vR838jI78skpKoQklNSIiStV3apOalsVwdCqgohOSVFQtLFT7ZuNrf0\nQJKEVBVCckqqhBR4qnRrTucXQ4uEVBVCckrqhKT1V6P8fYJfV0dIVSEkp6RSSFr\/t8BX8Akh\nVY2QnJJaIWn9dq+My74mpKoQklNSLSStn+1Y8\/wacdsoQoodIdkTp5B00aIWatQbcdooQood\nIdkTr5C0XpbZuubIt+KyUYQUO0KyJ34hPZO99tZmtS6PR0qEFDtCsieeIRUWrrm5ee7o1x3f\nKEKKHSHZE9+QCgvX3XVk9rCVDm8UIcWOkOyJd0iBlO5on3WRs0eZIqTYEZI98Q8pkNLsX\/vO\netLBjSKk2BGSPW6EFLDg1LQu9zry7dwGQoodIdnjUkiFhYt\/6z\/2T2uc2ShCih0h2eNaSIWF\nLwzPbTDekZfwCCl2hGSPiyEVFr477cjMfovlN4qQYkdI9rgaUmHhurtPUHl3rRXeKEKKHSHZ\n43JIAU9eWKPR5bLvLBFS7AjJHvdDKix8+4bW6Wc+JPgaHiHFjpDsSYSQCgvXP9jb3+qql6U2\nipBiR0j2JEZIAa9c3dKXf9eHIhtFSLEjJHsSJqTAP0sPnZ3ZePRSgY0ipNgRkj0JFFLAG5OO\nVR2nvml3owgpdoRkT2KFFPDUiIaZfe5ZbWujCCl2hGRPwoVUWLhuztlZtc5\/wMa3eRNS7AjJ\nngQMKeDdGb3SGwxdaPUVcUKKHSHZk5ghBbxx8wm+xsPmW\/p3iZBiR0j2JGxIASun5PkaDHoo\n9pfECSl2hGRPIocU8Pq0k9LrnHvXO7Fdi5BiR0j2JHhIAW\/OODMns+eNK2K4CiHFjpDsSfyQ\nAlb\/3+DG6qiRj0S7lzghxY6Q7EmKkALWPzmxqz+3zy0vRjOYkGJHSPYkS0iGt2b1b6BaX3T3\n29UNJKTYEZI9yRRSwPqnrj8529dx7APvm40ipNgRkj1JFpJhzbxxXTLSO4+ZW2VMhBQ7QrIn\nCUMyrHpwXNcM\/6+H31XpZ5gIKXaEZE+ShmRY9dAVPXNVi343PlnxLVtCih0h2ZPEIRnW\/WvK\nOS1Uja4j7noh4tKECal4w9KFjy7dUGw+ipCcQkgxef1v43rkqno9x8wuqSlBQto\/vbkKajF9\nv9k4QnIKIcVs\/bI7fndCrqqbP+LPi9cmRkh7uytfl0Fjxg7q7FP5+0wGEpJTCMmadcvuGNmz\nocqo00twvS2HNEUN+yq0tHWImmoykJCcQkh2vPZAh7MF19tySG27FZUuFnVtbzKQkJxCSPYk\nxp92mVeVLU\/MMhlISE4hJHsSI6SG\/cuW+zU2GUhITiEkexIjpCG+BaWL89KGmgwkJKcQkj2J\nEdKmOqrL5PlLlsyf3FnV3WQykJCcQkj2JEZIujBPlcgrNBtHSE4hJHsSJCStV88cXVAweuZq\n81GE5BRCsidhQooOITmFkOwhpNgRkj2EVB2JkLavWmXyW0JyCiHZk3AhzVYVb+WzhvXCaqkD\nVVxvVEbteFE14zVTjbR68ZIVx\/svN14blZsWt43KGCXw4C8lEdK8du0qXFL0yoqwFx+r6npf\nr4ibucvjNdPyufGaacU\/\/hG3qVLy\/lvxtcCDv5Tzz5EADyAkQAAhAQKc\/6g54AHOf9Qc8ADn\nP2oOeIDzHzUHPMD5j5oDHuD8R80BD3D+o+aABzj\/UXPAA5z\/qDngAc5\/1BzwAOc\/ag54APva\nAQIICRBASIAAQgIEEBIggJAAAYQECHAzpHwFuChf8MHsZkhD+30QL9l3x2umu7PjNdMH\/bj\/\nbOknuYuomyFdInmkS3M58TtSaE68ZuL+s0n0\/iMkYcn6QDDH\/VcdQhKWrA8Ec9x\/1SEkYcn6\nQDDH\/VcdQhKWrA8Ec9x\/1SEkYcn6QDDH\/VcdQhKWrA8Ec9x\/1SEkYcn6QDDH\/VcdQhKWrA8E\nc9x\/1SEkYcn6QDDH\/VcdN0MaOzZuU9V7MV4zvVgvXjNx\/9kkev+5GdLOnXGbanNR9WNkFG2O\n10zcfzaJ3n98jAIQQEiAAEICBBASIICQAAGEBAggJEAAIQECCAkQQEiAAEICBBASIICQAAGE\nBAggJEAAIQEC4hzS4vEn5ajB5S\/bNLRxVvup++Iw1TGhLyFoLDvRnicu+lV27Z4PlvvsmzMb\nVdlUzmyUPnTrWa2y63W+ZUfkhY5sVWUzObRRQUuVmhp5Xmaj4hxSN1X76AqP7sK6af0mdlX5\n+52f6hjfCMME2Ylmq8z8gl7p6ryIh7dDG1XZVM5slP5JNek18KyGqtmWssuc2arKZnJoowzf\nNs4tF5LQRsU5pFc2Fi+r8OjOU\/O0Lhqipjs\/1TFZwnME\/WvOrsDP\/zRSi8ouc2ijKpvKmY3S\nxcGH9S\/D1Jiyy5zZqspmcmijDAOa3lQuJKGNiv9zpAqP7tWqs3Gy1dei2OmpnPzPo\/UMNS68\n7ORGVZjK2Y3Sr6rTwsvOblXkTA5u1CPqmdmRIUltlOshzVSTg6ed1Qanp9LHZPxp5BVzd1Qx\n2qY5quwPESc3qsJUzm6UvlJNDC87u1WRMzm3UZtrXarLhSS1Ua6HNFrND54OUkudnqrkKWzu\noiqG21Kcr1aEzzi5URWmcnCjJo67qL3q+G34vHNbVXEmxzaqqFfLXeVDktoo10MqUEuCp2PV\no05Ppf+8Ytv+j8b7\/K+Lz6T1NHVB2RknN6rCVA5uVE7gsXzWN2XnnduqijM5tlF3qhd1+ZCk\nNiphQhqjFjo9VYmp6mzxmfS9quvusnNOblSFqUo4slHF255o3WR1+KyDW1VhphLiG7U+6zJd\nRUh2N8r1kOL5p13IZ6q++EyzVLfIow06uVEVpirhxEYZPlIdw8vO\/sEaOVMJ6Y0q7nTkHq1T\n9E+70id7XeLwYkPITpUrPdE01WNX5HkHN6riVCUc2KiQpiqcrZP\/qcrPVEJ6ow6qsFGll0lt\nlOshrVZdjJOvfM2df\/k7ZInqJDzP1eq0PeUucG6jDpuqhPxGhfzoVz+WLjv5n6r8TCWkN6po\nVFC+6jxqfullUhvlZkjzZm\/XxhtiCwKbOEz8DdnDp3p\/nbG4qpmaJTpL0RjVt+xtcUc3qpKp\nHNoo\/c6Hxs\/vB6he4akc2qpKZnJqo0JK\/7QT3ah472s3YkRv1WbEiGuNM+3UqsDPwjq+\/ld1\nU92ldxE6fKqZql2fC7qkqfMOiE50p\/INCe7QMis8k1MbVclUDm2UnqHa9h54crZq+t\/wVA5t\nVSUzObVRIaUhiW5UnEOaWvInamvjTGhD9KYhDTPbTtnr\/FRrxhx\/RHqDMxYK\/2EyqfTv7r7h\nmZzaqEqmcmij9MfXdmvgr5N3S+h5i5NbVclMTm1USPmQhDaKj1EAAggJEEBIgABCAgQQEiCA\nkAABhAQIICRAACEBAggJEEBIgABCAgQQEiCAkAABhAQIICRAACEBAggJEEBIgABCAgQQEiCA\nkAABhAQIICRAACEBAggJEEBIgABCAgQQEiCAkAABhAQIICRAACEBAggpMX2p+ru9CogFISWm\nUEgbK\/1a9irseeKiX2XX7vlgUejsvPzc7E6zDzqydjgMISWmX974WMcY0myVmV\/QK12dFyzp\nEnXEsLHt1YAih1YQ5RFSIosppH\/N2RX4+Z9GalHgZJlqvU3rn89RDzu1biiHkBJT8E+7GaGv\nMF8YOP\/2BY0zmg77b2BprRqx8fx6tc7+RH89olGNnh9UvOYMNS7w81J1r3FmneoS5xX3KkJK\nTMGQPpql8hcuXPiZ1g\/4Gl46aVBmzrtGSKc3yL+it2q6sUXny89V9X6ocM05akLg59nqOePM\nPqV2xn\/lvYiQElP5Fxs+zui7P3CyLrejEZK6NbA8WtWbWKz1jer28lcszlcrAifD1X3GuY+U\neieu6+1ZhJSYyoc0Xr32naG\/2hIIqfWhwEVvqnpGW5vUReWvOE1dYJz8Q7XbofXBC1ToXyY4\njZASU\/mQuqlS7wRCGmBctFmdbJz8FDoJu1d13W2cFvVTjcdM7FCjvXohruvtWYSUmMqH1EYt\nXRGyy3ixITTgXOPkoOoeebVZqlvJc6KDf+lcI7fv+3lqbRzX2sMIKTGVD6mTej\/8G7OQpqke\nu8rdzI+Z2QecXVGEEFJiCoX0mRoYPDdOXRP+jUlIV6vT9pS\/mVmhwXAcISWmUEi7VV7wXGF6\nxkrjdM8TJiEVjVHB1\/ZCPikO\/FiSnftp3FbZ2wgpMZXstNpdXXTL9EKtH05P6\/uH6\/vldDAJ\n6U7lGzLCMMs4161F34EdVM3nXVh3TyKkxFQS0sbf1ksL7tmwdnjLzHodLnvFJKRJpa\/s9TXO\n3ZtfL7PNuM3xXm\/PIiRAACEBAggJEEBIgABCAgQQEiCAkAABhAQIICRAACEBAggJEEBIgABC\nAgQQEiCAkAABhAQIICRAACEBAggJEEBIgABCAgQQEiCAkAABhAQIICRAACEBAggJEEBIgABC\nAgQQEiCAkAAB\/w+pgCcyOVUwigAAAABJRU5ErkJggg==",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 29”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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2A6peaeS8GJJx5Y6GyIkURCS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\nAABJRU5ErkJggg==",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 30”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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CAkCCImQIICQCAkCCImQIICQCAkCCImQIICQCAkCCImQ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",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 31”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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AEIiJAiQCGnbqlU2vyUkGEAipLmHPNlQvPTJoFmEhNQnEdL8tm0rnbK5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\nAElFTkSuQmCC",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 32”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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6TKMBhISHAB0yFlt1sa0ouQCMnlzH+KUK2i0DKPkQjJ7UyHNF5tCS0TEiG5nemQ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",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 33”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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IQEAYRESBBASIQEAYRESBBASIQEAYRESBBASIQEAYRESBBASIQEAYRESBBASIQEAYRE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",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 34”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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IT0hN5PT6N85oFeAoaPpno65Ak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\nhAQIICRAACEBAggJEEBIgID\/BzkDB8yd6nhFAAAAAElFTkSuQmCC",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 35”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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6FyIkhGR3ikNq0qlkYRrrNRghISSbUxzSgPjj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\nAEICIICQAAj8PynoYy4Zy4VLAAAAAElFTkSuQmCC",
                        "text\/plain": [
                            "Plot with title β€œHistogram item 36”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "fallprozeile <- read.csv2 (\"https:\/\/paul-koop.org\/fallprozeilenurdaten.csv\", header=FALSE, dec=\",\");\n",
                "\n",
                "for (i in 1:36){\n",
                "  hist(fallprozeile[,i],\n",
                "       freq=FALSE,\n",
                "       main=paste(\"Histogram item\",i),\n",
                "       xlab=paste(\"item\",i)\n",
                "       )\n",
                "  x <- seq(1,4,0.01)\n",
                "  curve(dnorm(x,mean=mean(fallprozeile[,i]),sd=sd(fallprozeile[,i])),add=TRUE)\n",
                "}\n",
                "\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "febec818",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "markdown",
            "id": "8d60a7f1-8670-4533-82fb-de9c67e96dfe",
            "metadata": [],
            "source": [
                "\n",
                "Ein erstes objektives Merkmal der ValiditΓ€t eines Tests ist die TrennschΓ€rfe der Items. Valide ist ein Test dann, wenn er auch tatsΓ€chlich die Variable misst, die er auch vorgibt zu messen. Unter der TrennschΓ€rfe eines Items versteht man die Korrelation des Items mit dem Gesamtergebnis der jeweils gemessenen Dimension eines Tests."
            ]
        },
        {
            "cell_type": "markdown",
            "id": "043bd893-bb1b-4092-bd75-ea1c7b6255c1",
            "metadata": [],
            "source": []
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "eb5bac8e",
            "metadata": [],
            "outputs": [],
            "source": [
                "Fachkompetenz:"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "49fdf749-53d5-454f-a992-51599e3043ad",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "id": "55393183",
            "metadata": [],
            "outputs": [
                {
                    "data": {
                        "text\/html": [
                            "<table class=\"dataframe\">\n",
                            "<caption>A matrix: 9 Γ— 9 of type dbl<\/caption>\n",
                            "<thead>\n",
                            "\t<tr><th><\/th><th scope=col>X21<\/th><th scope=col>X22<\/th><th scope=col>X23<\/th><th scope=col>X24<\/th><th scope=col>X25<\/th><th scope=col>X26<\/th><th scope=col>X27<\/th><th scope=col>X28<\/th><th scope=col>ts<\/th><\/tr>\n",
                            "<\/thead>\n",
                            "<tbody>\n",
                            "\t<tr><th scope=row>X21<\/th><td>1.00<\/td><td>0.61<\/td><td>0.47<\/td><td>0.49<\/td><td>0.48<\/td><td>0.39<\/td><td>0.46<\/td><td>0.42<\/td><td>0.75<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X22<\/th><td>0.61<\/td><td>1.00<\/td><td>0.45<\/td><td>0.50<\/td><td>0.47<\/td><td>0.50<\/td><td>0.47<\/td><td>0.36<\/td><td>0.75<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X23<\/th><td>0.47<\/td><td>0.45<\/td><td>1.00<\/td><td>0.42<\/td><td>0.56<\/td><td>0.42<\/td><td>0.44<\/td><td>0.41<\/td><td>0.72<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X24<\/th><td>0.49<\/td><td>0.50<\/td><td>0.42<\/td><td>1.00<\/td><td>0.54<\/td><td>0.28<\/td><td>0.46<\/td><td>0.27<\/td><td>0.68<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X25<\/th><td>0.48<\/td><td>0.47<\/td><td>0.56<\/td><td>0.54<\/td><td>1.00<\/td><td>0.45<\/td><td>0.43<\/td><td>0.40<\/td><td>0.75<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X26<\/th><td>0.39<\/td><td>0.50<\/td><td>0.42<\/td><td>0.28<\/td><td>0.45<\/td><td>1.00<\/td><td>0.52<\/td><td>0.46<\/td><td>0.70<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X27<\/th><td>0.46<\/td><td>0.47<\/td><td>0.44<\/td><td>0.46<\/td><td>0.43<\/td><td>0.52<\/td><td>1.00<\/td><td>0.56<\/td><td>0.76<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X28<\/th><td>0.42<\/td><td>0.36<\/td><td>0.41<\/td><td>0.27<\/td><td>0.40<\/td><td>0.46<\/td><td>0.56<\/td><td>1.00<\/td><td>0.68<\/td><\/tr>\n",
                            "\t<tr><th scope=row>ts<\/th><td>0.75<\/td><td>0.75<\/td><td>0.72<\/td><td>0.68<\/td><td>0.75<\/td><td>0.70<\/td><td>0.76<\/td><td>0.68<\/td><td>1.00<\/td><\/tr>\n",
                            "<\/tbody>\n",
                            "<\/table>\n"
                        ],
                        "text\/latex": [
                            "A matrix: 9 Γ— 9 of type dbl\n",
                            "\\begin{tabular}{r|lllllllll}\n",
                            "  & X21 & X22 & X23 & X24 & X25 & X26 & X27 & X28 & ts\\\\\n",
                            "\\hline\n",
                            "\tX21 & 1.00 & 0.61 & 0.47 & 0.49 & 0.48 & 0.39 & 0.46 & 0.42 & 0.75\\\\\n",
                            "\tX22 & 0.61 & 1.00 & 0.45 & 0.50 & 0.47 & 0.50 & 0.47 & 0.36 & 0.75\\\\\n",
                            "\tX23 & 0.47 & 0.45 & 1.00 & 0.42 & 0.56 & 0.42 & 0.44 & 0.41 & 0.72\\\\\n",
                            "\tX24 & 0.49 & 0.50 & 0.42 & 1.00 & 0.54 & 0.28 & 0.46 & 0.27 & 0.68\\\\\n",
                            "\tX25 & 0.48 & 0.47 & 0.56 & 0.54 & 1.00 & 0.45 & 0.43 & 0.40 & 0.75\\\\\n",
                            "\tX26 & 0.39 & 0.50 & 0.42 & 0.28 & 0.45 & 1.00 & 0.52 & 0.46 & 0.70\\\\\n",
                            "\tX27 & 0.46 & 0.47 & 0.44 & 0.46 & 0.43 & 0.52 & 1.00 & 0.56 & 0.76\\\\\n",
                            "\tX28 & 0.42 & 0.36 & 0.41 & 0.27 & 0.40 & 0.46 & 0.56 & 1.00 & 0.68\\\\\n",
                            "\tts & 0.75 & 0.75 & 0.72 & 0.68 & 0.75 & 0.70 & 0.76 & 0.68 & 1.00\\\\\n",
                            "\\end{tabular}\n"
                        ],
                        "text\/markdown": [
                            "\n",
                            "A matrix: 9 Γ— 9 of type dbl\n",
                            "\n",
                            "| <!--\/--> | X21 | X22 | X23 | X24 | X25 | X26 | X27 | X28 | ts |\n",
                            "|---|---|---|---|---|---|---|---|---|---|\n",
                            "| X21 | 1.00 | 0.61 | 0.47 | 0.49 | 0.48 | 0.39 | 0.46 | 0.42 | 0.75 |\n",
                            "| X22 | 0.61 | 1.00 | 0.45 | 0.50 | 0.47 | 0.50 | 0.47 | 0.36 | 0.75 |\n",
                            "| X23 | 0.47 | 0.45 | 1.00 | 0.42 | 0.56 | 0.42 | 0.44 | 0.41 | 0.72 |\n",
                            "| X24 | 0.49 | 0.50 | 0.42 | 1.00 | 0.54 | 0.28 | 0.46 | 0.27 | 0.68 |\n",
                            "| X25 | 0.48 | 0.47 | 0.56 | 0.54 | 1.00 | 0.45 | 0.43 | 0.40 | 0.75 |\n",
                            "| X26 | 0.39 | 0.50 | 0.42 | 0.28 | 0.45 | 1.00 | 0.52 | 0.46 | 0.70 |\n",
                            "| X27 | 0.46 | 0.47 | 0.44 | 0.46 | 0.43 | 0.52 | 1.00 | 0.56 | 0.76 |\n",
                            "| X28 | 0.42 | 0.36 | 0.41 | 0.27 | 0.40 | 0.46 | 0.56 | 1.00 | 0.68 |\n",
                            "| ts | 0.75 | 0.75 | 0.72 | 0.68 | 0.75 | 0.70 | 0.76 | 0.68 | 1.00 |\n",
                            "\n"
                        ],
                        "text\/plain": [
                            "    X21  X22  X23  X24  X25  X26  X27  X28  ts  \n",
                            "X21 1.00 0.61 0.47 0.49 0.48 0.39 0.46 0.42 0.75\n",
                            "X22 0.61 1.00 0.45 0.50 0.47 0.50 0.47 0.36 0.75\n",
                            "X23 0.47 0.45 1.00 0.42 0.56 0.42 0.44 0.41 0.72\n",
                            "X24 0.49 0.50 0.42 1.00 0.54 0.28 0.46 0.27 0.68\n",
                            "X25 0.48 0.47 0.56 0.54 1.00 0.45 0.43 0.40 0.75\n",
                            "X26 0.39 0.50 0.42 0.28 0.45 1.00 0.52 0.46 0.70\n",
                            "X27 0.46 0.47 0.44 0.46 0.43 0.52 1.00 0.56 0.76\n",
                            "X28 0.42 0.36 0.41 0.27 0.40 0.46 0.56 1.00 0.68\n",
                            "ts  0.75 0.75 0.72 0.68 0.75 0.70 0.76 0.68 1.00"
                        ]
                    },
                    "metadata": [],
                    "output_type": "display_data"
                }
            ],
            "source": [
                "fachkompetenz <- read.csv2 (\"https:\/\/paul-koop.org\/SV.csv\", header=TRUE, dec=\",\");\n",
                "fachkompetenz$ts <- rowSums(fachkompetenz[,-1])\n",
                "round(cor(fachkompetenz[,-1]),2)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "1c66bd91",
            "metadata": [],
            "outputs": [],
            "source": [
                "Arbeitsverhalten:"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "dc5a9ba5",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "id": "592c7e12",
            "metadata": [],
            "outputs": [
                {
                    "data": {
                        "text\/html": [
                            "<table class=\"dataframe\">\n",
                            "<caption>A matrix: 11 Γ— 11 of type dbl<\/caption>\n",
                            "<thead>\n",
                            "\t<tr><th><\/th><th scope=col>X1<\/th><th scope=col>X2<\/th><th scope=col>X3<\/th><th scope=col>X4<\/th><th scope=col>X5<\/th><th scope=col>X6<\/th><th scope=col>X7<\/th><th scope=col>X8<\/th><th scope=col>X9<\/th><th scope=col>X10<\/th><th scope=col>ts<\/th><\/tr>\n",
                            "<\/thead>\n",
                            "<tbody>\n",
                            "\t<tr><th scope=row>X1<\/th><td>1.00<\/td><td>0.41<\/td><td>0.45<\/td><td>0.40<\/td><td>0.41<\/td><td>0.43<\/td><td>0.55<\/td><td>0.40<\/td><td>0.39<\/td><td>0.43<\/td><td>0.69<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X2<\/th><td>0.41<\/td><td>1.00<\/td><td>0.44<\/td><td>0.56<\/td><td>0.36<\/td><td>0.35<\/td><td>0.35<\/td><td>0.49<\/td><td>0.51<\/td><td>0.35<\/td><td>0.69<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X3<\/th><td>0.45<\/td><td>0.44<\/td><td>1.00<\/td><td>0.60<\/td><td>0.42<\/td><td>0.35<\/td><td>0.34<\/td><td>0.54<\/td><td>0.56<\/td><td>0.41<\/td><td>0.75<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X4<\/th><td>0.40<\/td><td>0.56<\/td><td>0.60<\/td><td>1.00<\/td><td>0.43<\/td><td>0.31<\/td><td>0.36<\/td><td>0.61<\/td><td>0.46<\/td><td>0.49<\/td><td>0.76<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X5<\/th><td>0.41<\/td><td>0.36<\/td><td>0.42<\/td><td>0.43<\/td><td>1.00<\/td><td>0.29<\/td><td>0.45<\/td><td>0.53<\/td><td>0.43<\/td><td>0.43<\/td><td>0.68<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X6<\/th><td>0.43<\/td><td>0.35<\/td><td>0.35<\/td><td>0.31<\/td><td>0.29<\/td><td>1.00<\/td><td>0.64<\/td><td>0.27<\/td><td>0.31<\/td><td>0.26<\/td><td>0.59<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X7<\/th><td>0.55<\/td><td>0.35<\/td><td>0.34<\/td><td>0.36<\/td><td>0.45<\/td><td>0.64<\/td><td>1.00<\/td><td>0.33<\/td><td>0.28<\/td><td>0.43<\/td><td>0.66<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X8<\/th><td>0.40<\/td><td>0.49<\/td><td>0.54<\/td><td>0.61<\/td><td>0.53<\/td><td>0.27<\/td><td>0.33<\/td><td>1.00<\/td><td>0.55<\/td><td>0.52<\/td><td>0.76<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X9<\/th><td>0.39<\/td><td>0.51<\/td><td>0.56<\/td><td>0.46<\/td><td>0.43<\/td><td>0.31<\/td><td>0.28<\/td><td>0.55<\/td><td>1.00<\/td><td>0.37<\/td><td>0.72<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X10<\/th><td>0.43<\/td><td>0.35<\/td><td>0.41<\/td><td>0.49<\/td><td>0.43<\/td><td>0.26<\/td><td>0.43<\/td><td>0.52<\/td><td>0.37<\/td><td>1.00<\/td><td>0.67<\/td><\/tr>\n",
                            "\t<tr><th scope=row>ts<\/th><td>0.69<\/td><td>0.69<\/td><td>0.75<\/td><td>0.76<\/td><td>0.68<\/td><td>0.59<\/td><td>0.66<\/td><td>0.76<\/td><td>0.72<\/td><td>0.67<\/td><td>1.00<\/td><\/tr>\n",
                            "<\/tbody>\n",
                            "<\/table>\n"
                        ],
                        "text\/latex": [
                            "A matrix: 11 Γ— 11 of type dbl\n",
                            "\\begin{tabular}{r|lllllllllll}\n",
                            "  & X1 & X2 & X3 & X4 & X5 & X6 & X7 & X8 & X9 & X10 & ts\\\\\n",
                            "\\hline\n",
                            "\tX1 & 1.00 & 0.41 & 0.45 & 0.40 & 0.41 & 0.43 & 0.55 & 0.40 & 0.39 & 0.43 & 0.69\\\\\n",
                            "\tX2 & 0.41 & 1.00 & 0.44 & 0.56 & 0.36 & 0.35 & 0.35 & 0.49 & 0.51 & 0.35 & 0.69\\\\\n",
                            "\tX3 & 0.45 & 0.44 & 1.00 & 0.60 & 0.42 & 0.35 & 0.34 & 0.54 & 0.56 & 0.41 & 0.75\\\\\n",
                            "\tX4 & 0.40 & 0.56 & 0.60 & 1.00 & 0.43 & 0.31 & 0.36 & 0.61 & 0.46 & 0.49 & 0.76\\\\\n",
                            "\tX5 & 0.41 & 0.36 & 0.42 & 0.43 & 1.00 & 0.29 & 0.45 & 0.53 & 0.43 & 0.43 & 0.68\\\\\n",
                            "\tX6 & 0.43 & 0.35 & 0.35 & 0.31 & 0.29 & 1.00 & 0.64 & 0.27 & 0.31 & 0.26 & 0.59\\\\\n",
                            "\tX7 & 0.55 & 0.35 & 0.34 & 0.36 & 0.45 & 0.64 & 1.00 & 0.33 & 0.28 & 0.43 & 0.66\\\\\n",
                            "\tX8 & 0.40 & 0.49 & 0.54 & 0.61 & 0.53 & 0.27 & 0.33 & 1.00 & 0.55 & 0.52 & 0.76\\\\\n",
                            "\tX9 & 0.39 & 0.51 & 0.56 & 0.46 & 0.43 & 0.31 & 0.28 & 0.55 & 1.00 & 0.37 & 0.72\\\\\n",
                            "\tX10 & 0.43 & 0.35 & 0.41 & 0.49 & 0.43 & 0.26 & 0.43 & 0.52 & 0.37 & 1.00 & 0.67\\\\\n",
                            "\tts & 0.69 & 0.69 & 0.75 & 0.76 & 0.68 & 0.59 & 0.66 & 0.76 & 0.72 & 0.67 & 1.00\\\\\n",
                            "\\end{tabular}\n"
                        ],
                        "text\/markdown": [
                            "\n",
                            "A matrix: 11 Γ— 11 of type dbl\n",
                            "\n",
                            "| <!--\/--> | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | X10 | ts |\n",
                            "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
                            "| X1 | 1.00 | 0.41 | 0.45 | 0.40 | 0.41 | 0.43 | 0.55 | 0.40 | 0.39 | 0.43 | 0.69 |\n",
                            "| X2 | 0.41 | 1.00 | 0.44 | 0.56 | 0.36 | 0.35 | 0.35 | 0.49 | 0.51 | 0.35 | 0.69 |\n",
                            "| X3 | 0.45 | 0.44 | 1.00 | 0.60 | 0.42 | 0.35 | 0.34 | 0.54 | 0.56 | 0.41 | 0.75 |\n",
                            "| X4 | 0.40 | 0.56 | 0.60 | 1.00 | 0.43 | 0.31 | 0.36 | 0.61 | 0.46 | 0.49 | 0.76 |\n",
                            "| X5 | 0.41 | 0.36 | 0.42 | 0.43 | 1.00 | 0.29 | 0.45 | 0.53 | 0.43 | 0.43 | 0.68 |\n",
                            "| X6 | 0.43 | 0.35 | 0.35 | 0.31 | 0.29 | 1.00 | 0.64 | 0.27 | 0.31 | 0.26 | 0.59 |\n",
                            "| X7 | 0.55 | 0.35 | 0.34 | 0.36 | 0.45 | 0.64 | 1.00 | 0.33 | 0.28 | 0.43 | 0.66 |\n",
                            "| X8 | 0.40 | 0.49 | 0.54 | 0.61 | 0.53 | 0.27 | 0.33 | 1.00 | 0.55 | 0.52 | 0.76 |\n",
                            "| X9 | 0.39 | 0.51 | 0.56 | 0.46 | 0.43 | 0.31 | 0.28 | 0.55 | 1.00 | 0.37 | 0.72 |\n",
                            "| X10 | 0.43 | 0.35 | 0.41 | 0.49 | 0.43 | 0.26 | 0.43 | 0.52 | 0.37 | 1.00 | 0.67 |\n",
                            "| ts | 0.69 | 0.69 | 0.75 | 0.76 | 0.68 | 0.59 | 0.66 | 0.76 | 0.72 | 0.67 | 1.00 |\n",
                            "\n"
                        ],
                        "text\/plain": [
                            "    X1   X2   X3   X4   X5   X6   X7   X8   X9   X10  ts  \n",
                            "X1  1.00 0.41 0.45 0.40 0.41 0.43 0.55 0.40 0.39 0.43 0.69\n",
                            "X2  0.41 1.00 0.44 0.56 0.36 0.35 0.35 0.49 0.51 0.35 0.69\n",
                            "X3  0.45 0.44 1.00 0.60 0.42 0.35 0.34 0.54 0.56 0.41 0.75\n",
                            "X4  0.40 0.56 0.60 1.00 0.43 0.31 0.36 0.61 0.46 0.49 0.76\n",
                            "X5  0.41 0.36 0.42 0.43 1.00 0.29 0.45 0.53 0.43 0.43 0.68\n",
                            "X6  0.43 0.35 0.35 0.31 0.29 1.00 0.64 0.27 0.31 0.26 0.59\n",
                            "X7  0.55 0.35 0.34 0.36 0.45 0.64 1.00 0.33 0.28 0.43 0.66\n",
                            "X8  0.40 0.49 0.54 0.61 0.53 0.27 0.33 1.00 0.55 0.52 0.76\n",
                            "X9  0.39 0.51 0.56 0.46 0.43 0.31 0.28 0.55 1.00 0.37 0.72\n",
                            "X10 0.43 0.35 0.41 0.49 0.43 0.26 0.43 0.52 0.37 1.00 0.67\n",
                            "ts  0.69 0.69 0.75 0.76 0.68 0.59 0.66 0.76 0.72 0.67 1.00"
                        ]
                    },
                    "metadata": [],
                    "output_type": "display_data"
                }
            ],
            "source": [
                "arbeitsverhalten <- read.csv2 (\"https:\/\/paul-koop.org\/AV.csv\", header=TRUE, dec=\",\");\n",
                "arbeitsverhalten$ts <- rowSums(arbeitsverhalten[,-1])\n",
                "round(cor(arbeitsverhalten[,-1]),2)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "f5747468",
            "metadata": [],
            "outputs": [],
            "source": [
                "Sozialverhalten:"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "fdc38892",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "id": "bd119932",
            "metadata": [],
            "outputs": [
                {
                    "data": {
                        "text\/html": [
                            "<table class=\"dataframe\">\n",
                            "<caption>A matrix: 9 Γ— 9 of type dbl<\/caption>\n",
                            "<thead>\n",
                            "\t<tr><th><\/th><th scope=col>X21<\/th><th scope=col>X22<\/th><th scope=col>X23<\/th><th scope=col>X24<\/th><th scope=col>X25<\/th><th scope=col>X26<\/th><th scope=col>X27<\/th><th scope=col>X28<\/th><th scope=col>ts<\/th><\/tr>\n",
                            "<\/thead>\n",
                            "<tbody>\n",
                            "\t<tr><th scope=row>X21<\/th><td>1.00<\/td><td>0.61<\/td><td>0.47<\/td><td>0.49<\/td><td>0.48<\/td><td>0.39<\/td><td>0.46<\/td><td>0.42<\/td><td>0.75<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X22<\/th><td>0.61<\/td><td>1.00<\/td><td>0.45<\/td><td>0.50<\/td><td>0.47<\/td><td>0.50<\/td><td>0.47<\/td><td>0.36<\/td><td>0.75<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X23<\/th><td>0.47<\/td><td>0.45<\/td><td>1.00<\/td><td>0.42<\/td><td>0.56<\/td><td>0.42<\/td><td>0.44<\/td><td>0.41<\/td><td>0.72<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X24<\/th><td>0.49<\/td><td>0.50<\/td><td>0.42<\/td><td>1.00<\/td><td>0.54<\/td><td>0.28<\/td><td>0.46<\/td><td>0.27<\/td><td>0.68<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X25<\/th><td>0.48<\/td><td>0.47<\/td><td>0.56<\/td><td>0.54<\/td><td>1.00<\/td><td>0.45<\/td><td>0.43<\/td><td>0.40<\/td><td>0.75<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X26<\/th><td>0.39<\/td><td>0.50<\/td><td>0.42<\/td><td>0.28<\/td><td>0.45<\/td><td>1.00<\/td><td>0.52<\/td><td>0.46<\/td><td>0.70<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X27<\/th><td>0.46<\/td><td>0.47<\/td><td>0.44<\/td><td>0.46<\/td><td>0.43<\/td><td>0.52<\/td><td>1.00<\/td><td>0.56<\/td><td>0.76<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X28<\/th><td>0.42<\/td><td>0.36<\/td><td>0.41<\/td><td>0.27<\/td><td>0.40<\/td><td>0.46<\/td><td>0.56<\/td><td>1.00<\/td><td>0.68<\/td><\/tr>\n",
                            "\t<tr><th scope=row>ts<\/th><td>0.75<\/td><td>0.75<\/td><td>0.72<\/td><td>0.68<\/td><td>0.75<\/td><td>0.70<\/td><td>0.76<\/td><td>0.68<\/td><td>1.00<\/td><\/tr>\n",
                            "<\/tbody>\n",
                            "<\/table>\n"
                        ],
                        "text\/latex": [
                            "A matrix: 9 Γ— 9 of type dbl\n",
                            "\\begin{tabular}{r|lllllllll}\n",
                            "  & X21 & X22 & X23 & X24 & X25 & X26 & X27 & X28 & ts\\\\\n",
                            "\\hline\n",
                            "\tX21 & 1.00 & 0.61 & 0.47 & 0.49 & 0.48 & 0.39 & 0.46 & 0.42 & 0.75\\\\\n",
                            "\tX22 & 0.61 & 1.00 & 0.45 & 0.50 & 0.47 & 0.50 & 0.47 & 0.36 & 0.75\\\\\n",
                            "\tX23 & 0.47 & 0.45 & 1.00 & 0.42 & 0.56 & 0.42 & 0.44 & 0.41 & 0.72\\\\\n",
                            "\tX24 & 0.49 & 0.50 & 0.42 & 1.00 & 0.54 & 0.28 & 0.46 & 0.27 & 0.68\\\\\n",
                            "\tX25 & 0.48 & 0.47 & 0.56 & 0.54 & 1.00 & 0.45 & 0.43 & 0.40 & 0.75\\\\\n",
                            "\tX26 & 0.39 & 0.50 & 0.42 & 0.28 & 0.45 & 1.00 & 0.52 & 0.46 & 0.70\\\\\n",
                            "\tX27 & 0.46 & 0.47 & 0.44 & 0.46 & 0.43 & 0.52 & 1.00 & 0.56 & 0.76\\\\\n",
                            "\tX28 & 0.42 & 0.36 & 0.41 & 0.27 & 0.40 & 0.46 & 0.56 & 1.00 & 0.68\\\\\n",
                            "\tts & 0.75 & 0.75 & 0.72 & 0.68 & 0.75 & 0.70 & 0.76 & 0.68 & 1.00\\\\\n",
                            "\\end{tabular}\n"
                        ],
                        "text\/markdown": [
                            "\n",
                            "A matrix: 9 Γ— 9 of type dbl\n",
                            "\n",
                            "| <!--\/--> | X21 | X22 | X23 | X24 | X25 | X26 | X27 | X28 | ts |\n",
                            "|---|---|---|---|---|---|---|---|---|---|\n",
                            "| X21 | 1.00 | 0.61 | 0.47 | 0.49 | 0.48 | 0.39 | 0.46 | 0.42 | 0.75 |\n",
                            "| X22 | 0.61 | 1.00 | 0.45 | 0.50 | 0.47 | 0.50 | 0.47 | 0.36 | 0.75 |\n",
                            "| X23 | 0.47 | 0.45 | 1.00 | 0.42 | 0.56 | 0.42 | 0.44 | 0.41 | 0.72 |\n",
                            "| X24 | 0.49 | 0.50 | 0.42 | 1.00 | 0.54 | 0.28 | 0.46 | 0.27 | 0.68 |\n",
                            "| X25 | 0.48 | 0.47 | 0.56 | 0.54 | 1.00 | 0.45 | 0.43 | 0.40 | 0.75 |\n",
                            "| X26 | 0.39 | 0.50 | 0.42 | 0.28 | 0.45 | 1.00 | 0.52 | 0.46 | 0.70 |\n",
                            "| X27 | 0.46 | 0.47 | 0.44 | 0.46 | 0.43 | 0.52 | 1.00 | 0.56 | 0.76 |\n",
                            "| X28 | 0.42 | 0.36 | 0.41 | 0.27 | 0.40 | 0.46 | 0.56 | 1.00 | 0.68 |\n",
                            "| ts | 0.75 | 0.75 | 0.72 | 0.68 | 0.75 | 0.70 | 0.76 | 0.68 | 1.00 |\n",
                            "\n"
                        ],
                        "text\/plain": [
                            "    X21  X22  X23  X24  X25  X26  X27  X28  ts  \n",
                            "X21 1.00 0.61 0.47 0.49 0.48 0.39 0.46 0.42 0.75\n",
                            "X22 0.61 1.00 0.45 0.50 0.47 0.50 0.47 0.36 0.75\n",
                            "X23 0.47 0.45 1.00 0.42 0.56 0.42 0.44 0.41 0.72\n",
                            "X24 0.49 0.50 0.42 1.00 0.54 0.28 0.46 0.27 0.68\n",
                            "X25 0.48 0.47 0.56 0.54 1.00 0.45 0.43 0.40 0.75\n",
                            "X26 0.39 0.50 0.42 0.28 0.45 1.00 0.52 0.46 0.70\n",
                            "X27 0.46 0.47 0.44 0.46 0.43 0.52 1.00 0.56 0.76\n",
                            "X28 0.42 0.36 0.41 0.27 0.40 0.46 0.56 1.00 0.68\n",
                            "ts  0.75 0.75 0.72 0.68 0.75 0.70 0.76 0.68 1.00"
                        ]
                    },
                    "metadata": [],
                    "output_type": "display_data"
                }
            ],
            "source": [
                "sozialverhalten <- read.csv2 (\"https:\/\/paul-koop.org\/SV.csv\", header=TRUE, dec=\",\");\n",
                "sozialverhalten$ts <- rowSums(sozialverhalten[,-1])\n",
                "round(cor(sozialverhalten[,-1]),2)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "e28bc736",
            "metadata": [],
            "outputs": [],
            "source": [
                "Lernverhalten:"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "8ffc3a45",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "id": "85549b09",
            "metadata": [],
            "outputs": [
                {
                    "data": {
                        "text\/html": [
                            "<table class=\"dataframe\">\n",
                            "<caption>A matrix: 11 Γ— 11 of type dbl<\/caption>\n",
                            "<thead>\n",
                            "\t<tr><th><\/th><th scope=col>X11<\/th><th scope=col>X12<\/th><th scope=col>X13<\/th><th scope=col>X14<\/th><th scope=col>X15<\/th><th scope=col>X16<\/th><th scope=col>X17<\/th><th scope=col>X18<\/th><th scope=col>X19<\/th><th scope=col>X20<\/th><th scope=col>ts<\/th><\/tr>\n",
                            "<\/thead>\n",
                            "<tbody>\n",
                            "\t<tr><th scope=row>X11<\/th><td>1.00<\/td><td>0.54<\/td><td>0.52<\/td><td>0.47<\/td><td>0.55<\/td><td>0.47<\/td><td>0.53<\/td><td>0.50<\/td><td>0.46<\/td><td>0.46<\/td><td>0.77<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X12<\/th><td>0.54<\/td><td>1.00<\/td><td>0.53<\/td><td>0.48<\/td><td>0.50<\/td><td>0.49<\/td><td>0.45<\/td><td>0.29<\/td><td>0.53<\/td><td>0.42<\/td><td>0.73<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X13<\/th><td>0.52<\/td><td>0.53<\/td><td>1.00<\/td><td>0.35<\/td><td>0.51<\/td><td>0.45<\/td><td>0.48<\/td><td>0.44<\/td><td>0.48<\/td><td>0.46<\/td><td>0.74<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X14<\/th><td>0.47<\/td><td>0.48<\/td><td>0.35<\/td><td>1.00<\/td><td>0.50<\/td><td>0.38<\/td><td>0.43<\/td><td>0.28<\/td><td>0.52<\/td><td>0.48<\/td><td>0.68<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X15<\/th><td>0.55<\/td><td>0.50<\/td><td>0.51<\/td><td>0.50<\/td><td>1.00<\/td><td>0.39<\/td><td>0.34<\/td><td>0.34<\/td><td>0.44<\/td><td>0.44<\/td><td>0.71<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X16<\/th><td>0.47<\/td><td>0.49<\/td><td>0.45<\/td><td>0.38<\/td><td>0.39<\/td><td>1.00<\/td><td>0.49<\/td><td>0.33<\/td><td>0.52<\/td><td>0.42<\/td><td>0.69<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X17<\/th><td>0.53<\/td><td>0.45<\/td><td>0.48<\/td><td>0.43<\/td><td>0.34<\/td><td>0.49<\/td><td>1.00<\/td><td>0.45<\/td><td>0.48<\/td><td>0.42<\/td><td>0.71<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X18<\/th><td>0.50<\/td><td>0.29<\/td><td>0.44<\/td><td>0.28<\/td><td>0.34<\/td><td>0.33<\/td><td>0.45<\/td><td>1.00<\/td><td>0.46<\/td><td>0.45<\/td><td>0.64<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X19<\/th><td>0.46<\/td><td>0.53<\/td><td>0.48<\/td><td>0.52<\/td><td>0.44<\/td><td>0.52<\/td><td>0.48<\/td><td>0.46<\/td><td>1.00<\/td><td>0.55<\/td><td>0.76<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X20<\/th><td>0.46<\/td><td>0.42<\/td><td>0.46<\/td><td>0.48<\/td><td>0.44<\/td><td>0.42<\/td><td>0.42<\/td><td>0.45<\/td><td>0.55<\/td><td>1.00<\/td><td>0.71<\/td><\/tr>\n",
                            "\t<tr><th scope=row>ts<\/th><td>0.77<\/td><td>0.73<\/td><td>0.74<\/td><td>0.68<\/td><td>0.71<\/td><td>0.69<\/td><td>0.71<\/td><td>0.64<\/td><td>0.76<\/td><td>0.71<\/td><td>1.00<\/td><\/tr>\n",
                            "<\/tbody>\n",
                            "<\/table>\n"
                        ],
                        "text\/latex": [
                            "A matrix: 11 Γ— 11 of type dbl\n",
                            "\\begin{tabular}{r|lllllllllll}\n",
                            "  & X11 & X12 & X13 & X14 & X15 & X16 & X17 & X18 & X19 & X20 & ts\\\\\n",
                            "\\hline\n",
                            "\tX11 & 1.00 & 0.54 & 0.52 & 0.47 & 0.55 & 0.47 & 0.53 & 0.50 & 0.46 & 0.46 & 0.77\\\\\n",
                            "\tX12 & 0.54 & 1.00 & 0.53 & 0.48 & 0.50 & 0.49 & 0.45 & 0.29 & 0.53 & 0.42 & 0.73\\\\\n",
                            "\tX13 & 0.52 & 0.53 & 1.00 & 0.35 & 0.51 & 0.45 & 0.48 & 0.44 & 0.48 & 0.46 & 0.74\\\\\n",
                            "\tX14 & 0.47 & 0.48 & 0.35 & 1.00 & 0.50 & 0.38 & 0.43 & 0.28 & 0.52 & 0.48 & 0.68\\\\\n",
                            "\tX15 & 0.55 & 0.50 & 0.51 & 0.50 & 1.00 & 0.39 & 0.34 & 0.34 & 0.44 & 0.44 & 0.71\\\\\n",
                            "\tX16 & 0.47 & 0.49 & 0.45 & 0.38 & 0.39 & 1.00 & 0.49 & 0.33 & 0.52 & 0.42 & 0.69\\\\\n",
                            "\tX17 & 0.53 & 0.45 & 0.48 & 0.43 & 0.34 & 0.49 & 1.00 & 0.45 & 0.48 & 0.42 & 0.71\\\\\n",
                            "\tX18 & 0.50 & 0.29 & 0.44 & 0.28 & 0.34 & 0.33 & 0.45 & 1.00 & 0.46 & 0.45 & 0.64\\\\\n",
                            "\tX19 & 0.46 & 0.53 & 0.48 & 0.52 & 0.44 & 0.52 & 0.48 & 0.46 & 1.00 & 0.55 & 0.76\\\\\n",
                            "\tX20 & 0.46 & 0.42 & 0.46 & 0.48 & 0.44 & 0.42 & 0.42 & 0.45 & 0.55 & 1.00 & 0.71\\\\\n",
                            "\tts & 0.77 & 0.73 & 0.74 & 0.68 & 0.71 & 0.69 & 0.71 & 0.64 & 0.76 & 0.71 & 1.00\\\\\n",
                            "\\end{tabular}\n"
                        ],
                        "text\/markdown": [
                            "\n",
                            "A matrix: 11 Γ— 11 of type dbl\n",
                            "\n",
                            "| <!--\/--> | X11 | X12 | X13 | X14 | X15 | X16 | X17 | X18 | X19 | X20 | ts |\n",
                            "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
                            "| X11 | 1.00 | 0.54 | 0.52 | 0.47 | 0.55 | 0.47 | 0.53 | 0.50 | 0.46 | 0.46 | 0.77 |\n",
                            "| X12 | 0.54 | 1.00 | 0.53 | 0.48 | 0.50 | 0.49 | 0.45 | 0.29 | 0.53 | 0.42 | 0.73 |\n",
                            "| X13 | 0.52 | 0.53 | 1.00 | 0.35 | 0.51 | 0.45 | 0.48 | 0.44 | 0.48 | 0.46 | 0.74 |\n",
                            "| X14 | 0.47 | 0.48 | 0.35 | 1.00 | 0.50 | 0.38 | 0.43 | 0.28 | 0.52 | 0.48 | 0.68 |\n",
                            "| X15 | 0.55 | 0.50 | 0.51 | 0.50 | 1.00 | 0.39 | 0.34 | 0.34 | 0.44 | 0.44 | 0.71 |\n",
                            "| X16 | 0.47 | 0.49 | 0.45 | 0.38 | 0.39 | 1.00 | 0.49 | 0.33 | 0.52 | 0.42 | 0.69 |\n",
                            "| X17 | 0.53 | 0.45 | 0.48 | 0.43 | 0.34 | 0.49 | 1.00 | 0.45 | 0.48 | 0.42 | 0.71 |\n",
                            "| X18 | 0.50 | 0.29 | 0.44 | 0.28 | 0.34 | 0.33 | 0.45 | 1.00 | 0.46 | 0.45 | 0.64 |\n",
                            "| X19 | 0.46 | 0.53 | 0.48 | 0.52 | 0.44 | 0.52 | 0.48 | 0.46 | 1.00 | 0.55 | 0.76 |\n",
                            "| X20 | 0.46 | 0.42 | 0.46 | 0.48 | 0.44 | 0.42 | 0.42 | 0.45 | 0.55 | 1.00 | 0.71 |\n",
                            "| ts | 0.77 | 0.73 | 0.74 | 0.68 | 0.71 | 0.69 | 0.71 | 0.64 | 0.76 | 0.71 | 1.00 |\n",
                            "\n"
                        ],
                        "text\/plain": [
                            "    X11  X12  X13  X14  X15  X16  X17  X18  X19  X20  ts  \n",
                            "X11 1.00 0.54 0.52 0.47 0.55 0.47 0.53 0.50 0.46 0.46 0.77\n",
                            "X12 0.54 1.00 0.53 0.48 0.50 0.49 0.45 0.29 0.53 0.42 0.73\n",
                            "X13 0.52 0.53 1.00 0.35 0.51 0.45 0.48 0.44 0.48 0.46 0.74\n",
                            "X14 0.47 0.48 0.35 1.00 0.50 0.38 0.43 0.28 0.52 0.48 0.68\n",
                            "X15 0.55 0.50 0.51 0.50 1.00 0.39 0.34 0.34 0.44 0.44 0.71\n",
                            "X16 0.47 0.49 0.45 0.38 0.39 1.00 0.49 0.33 0.52 0.42 0.69\n",
                            "X17 0.53 0.45 0.48 0.43 0.34 0.49 1.00 0.45 0.48 0.42 0.71\n",
                            "X18 0.50 0.29 0.44 0.28 0.34 0.33 0.45 1.00 0.46 0.45 0.64\n",
                            "X19 0.46 0.53 0.48 0.52 0.44 0.52 0.48 0.46 1.00 0.55 0.76\n",
                            "X20 0.46 0.42 0.46 0.48 0.44 0.42 0.42 0.45 0.55 1.00 0.71\n",
                            "ts  0.77 0.73 0.74 0.68 0.71 0.69 0.71 0.64 0.76 0.71 1.00"
                        ]
                    },
                    "metadata": [],
                    "output_type": "display_data"
                }
            ],
            "source": [
                "lernverhalten <- read.csv2 (\"https:\/\/paul-koop.org\/LV.csv\", header=TRUE, dec=\",\");\n",
                "lernverhalten$ts <- rowSums(lernverhalten[,-1])\n",
                "round(cor(lernverhalten[,-1]),2)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "105cd7f0",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "markdown",
            "id": "a6da2fa5",
            "metadata": [],
            "source": [
                "Interkorrelation:"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "45b0fde2-b045-48e2-8f89-6c34c357aaee",
            "metadata": [],
            "source": [
                "Einen weiteren ersten qualitativen Hinweis auf die GΓΌte der Items bieten ihre Interkorrelationen innerhalb der Dimensionen, denen die Items zugeordnet sind. Denn wenn die Items eine gemeinsame Dimension messen, mΓΌssen sie positiv miteinander korreliert sein."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "29a1235a-bbe3-4620-bbff-27bf7bf1436d",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "id": "32cf1b1b",
            "metadata": [],
            "outputs": [
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "Installing package into β€˜\/srv\/rlibs’\n",
                        "(as β€˜lib’ is unspecified)\n",
                        "\n"
                    ]
                },
                {
                    "data": {
                        "text\/html": [
                            "<table class=\"dataframe\">\n",
                            "<caption>A matrix: 36 Γ— 36 of type dbl<\/caption>\n",
                            "<thead>\n",
                            "\t<tr><th><\/th><th scope=col>X1<\/th><th scope=col>X2<\/th><th scope=col>X3<\/th><th scope=col>X4<\/th><th scope=col>X5<\/th><th scope=col>X6<\/th><th scope=col>X7<\/th><th scope=col>X8<\/th><th scope=col>X9<\/th><th scope=col>X10<\/th><th scope=col>β‹―<\/th><th scope=col>X27<\/th><th scope=col>X28<\/th><th scope=col>X29<\/th><th scope=col>X30<\/th><th scope=col>X31<\/th><th scope=col>X32<\/th><th scope=col>X33<\/th><th scope=col>X34<\/th><th scope=col>X35<\/th><th scope=col>X36<\/th><\/tr>\n",
                            "<\/thead>\n",
                            "<tbody>\n",
                            "\t<tr><th scope=row>X1<\/th><td> 1.00<\/td><td>0.41<\/td><td> 0.45<\/td><td>0.40<\/td><td>0.41<\/td><td>0.43<\/td><td>0.55<\/td><td>0.40<\/td><td>0.39<\/td><td>0.43<\/td><td>β‹―<\/td><td> 0.28<\/td><td> 0.22<\/td><td>0.12<\/td><td>0.32<\/td><td> 0.02<\/td><td>0.10<\/td><td> 0.00<\/td><td> 0.07<\/td><td>-0.01<\/td><td> 0.19<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X2<\/th><td> 0.41<\/td><td>1.00<\/td><td> 0.44<\/td><td>0.56<\/td><td>0.36<\/td><td>0.35<\/td><td>0.35<\/td><td>0.49<\/td><td>0.51<\/td><td>0.35<\/td><td>β‹―<\/td><td> 0.18<\/td><td> 0.33<\/td><td>0.12<\/td><td>0.36<\/td><td> 0.15<\/td><td>0.06<\/td><td> 0.07<\/td><td> 0.05<\/td><td> 0.11<\/td><td> 0.09<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X3<\/th><td> 0.45<\/td><td>0.44<\/td><td> 1.00<\/td><td>0.60<\/td><td>0.42<\/td><td>0.35<\/td><td>0.34<\/td><td>0.54<\/td><td>0.56<\/td><td>0.41<\/td><td>β‹―<\/td><td> 0.24<\/td><td> 0.30<\/td><td>0.08<\/td><td>0.43<\/td><td>-0.07<\/td><td>0.14<\/td><td> 0.10<\/td><td> 0.18<\/td><td> 0.12<\/td><td> 0.11<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X4<\/th><td> 0.40<\/td><td>0.56<\/td><td> 0.60<\/td><td>1.00<\/td><td>0.43<\/td><td>0.31<\/td><td>0.36<\/td><td>0.61<\/td><td>0.46<\/td><td>0.49<\/td><td>β‹―<\/td><td> 0.30<\/td><td> 0.31<\/td><td>0.06<\/td><td>0.43<\/td><td> 0.03<\/td><td>0.23<\/td><td> 0.10<\/td><td> 0.11<\/td><td> 0.11<\/td><td> 0.21<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X5<\/th><td> 0.41<\/td><td>0.36<\/td><td> 0.42<\/td><td>0.43<\/td><td>1.00<\/td><td>0.29<\/td><td>0.45<\/td><td>0.53<\/td><td>0.43<\/td><td>0.43<\/td><td>β‹―<\/td><td> 0.08<\/td><td> 0.10<\/td><td>0.12<\/td><td>0.27<\/td><td> 0.13<\/td><td>0.10<\/td><td> 0.02<\/td><td> 0.16<\/td><td> 0.25<\/td><td> 0.16<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X6<\/th><td> 0.43<\/td><td>0.35<\/td><td> 0.35<\/td><td>0.31<\/td><td>0.29<\/td><td>1.00<\/td><td>0.64<\/td><td>0.27<\/td><td>0.31<\/td><td>0.26<\/td><td>β‹―<\/td><td> 0.32<\/td><td> 0.21<\/td><td>0.31<\/td><td>0.29<\/td><td> 0.06<\/td><td>0.22<\/td><td> 0.14<\/td><td> 0.31<\/td><td> 0.08<\/td><td> 0.22<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X7<\/th><td> 0.55<\/td><td>0.35<\/td><td> 0.34<\/td><td>0.36<\/td><td>0.45<\/td><td>0.64<\/td><td>1.00<\/td><td>0.33<\/td><td>0.28<\/td><td>0.43<\/td><td>β‹―<\/td><td> 0.21<\/td><td> 0.18<\/td><td>0.30<\/td><td>0.31<\/td><td> 0.16<\/td><td>0.24<\/td><td> 0.20<\/td><td> 0.31<\/td><td> 0.27<\/td><td> 0.30<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X8<\/th><td> 0.40<\/td><td>0.49<\/td><td> 0.54<\/td><td>0.61<\/td><td>0.53<\/td><td>0.27<\/td><td>0.33<\/td><td>1.00<\/td><td>0.55<\/td><td>0.52<\/td><td>β‹―<\/td><td> 0.21<\/td><td> 0.18<\/td><td>0.06<\/td><td>0.44<\/td><td> 0.06<\/td><td>0.11<\/td><td> 0.05<\/td><td> 0.13<\/td><td> 0.15<\/td><td> 0.21<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X9<\/th><td> 0.39<\/td><td>0.51<\/td><td> 0.56<\/td><td>0.46<\/td><td>0.43<\/td><td>0.31<\/td><td>0.28<\/td><td>0.55<\/td><td>1.00<\/td><td>0.37<\/td><td>β‹―<\/td><td> 0.20<\/td><td> 0.30<\/td><td>0.15<\/td><td>0.38<\/td><td> 0.06<\/td><td>0.08<\/td><td> 0.08<\/td><td> 0.08<\/td><td> 0.00<\/td><td> 0.00<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X10<\/th><td> 0.43<\/td><td>0.35<\/td><td> 0.41<\/td><td>0.49<\/td><td>0.43<\/td><td>0.26<\/td><td>0.43<\/td><td>0.52<\/td><td>0.37<\/td><td>1.00<\/td><td>β‹―<\/td><td> 0.30<\/td><td> 0.27<\/td><td>0.08<\/td><td>0.36<\/td><td> 0.11<\/td><td>0.20<\/td><td> 0.25<\/td><td> 0.18<\/td><td> 0.15<\/td><td> 0.22<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X11<\/th><td> 0.44<\/td><td>0.56<\/td><td> 0.48<\/td><td>0.49<\/td><td>0.41<\/td><td>0.33<\/td><td>0.34<\/td><td>0.52<\/td><td>0.48<\/td><td>0.49<\/td><td>β‹―<\/td><td> 0.27<\/td><td> 0.23<\/td><td>0.04<\/td><td>0.42<\/td><td> 0.08<\/td><td>0.06<\/td><td> 0.05<\/td><td> 0.16<\/td><td> 0.00<\/td><td> 0.17<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X12<\/th><td> 0.47<\/td><td>0.49<\/td><td> 0.43<\/td><td>0.38<\/td><td>0.45<\/td><td>0.34<\/td><td>0.43<\/td><td>0.45<\/td><td>0.54<\/td><td>0.36<\/td><td>β‹―<\/td><td> 0.26<\/td><td> 0.36<\/td><td>0.08<\/td><td>0.25<\/td><td> 0.10<\/td><td>0.15<\/td><td>-0.13<\/td><td> 0.14<\/td><td> 0.09<\/td><td> 0.08<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X13<\/th><td> 0.55<\/td><td>0.42<\/td><td> 0.44<\/td><td>0.38<\/td><td>0.49<\/td><td>0.42<\/td><td>0.43<\/td><td>0.42<\/td><td>0.48<\/td><td>0.49<\/td><td>β‹―<\/td><td> 0.29<\/td><td> 0.37<\/td><td>0.09<\/td><td>0.34<\/td><td>-0.02<\/td><td>0.09<\/td><td> 0.01<\/td><td> 0.11<\/td><td> 0.01<\/td><td> 0.09<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X14<\/th><td> 0.33<\/td><td>0.39<\/td><td> 0.45<\/td><td>0.51<\/td><td>0.37<\/td><td>0.33<\/td><td>0.36<\/td><td>0.46<\/td><td>0.37<\/td><td>0.45<\/td><td>β‹―<\/td><td> 0.38<\/td><td> 0.32<\/td><td>0.13<\/td><td>0.37<\/td><td> 0.03<\/td><td>0.16<\/td><td> 0.08<\/td><td> 0.27<\/td><td> 0.18<\/td><td> 0.19<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X15<\/th><td> 0.48<\/td><td>0.44<\/td><td> 0.54<\/td><td>0.49<\/td><td>0.44<\/td><td>0.38<\/td><td>0.36<\/td><td>0.52<\/td><td>0.40<\/td><td>0.46<\/td><td>β‹―<\/td><td> 0.27<\/td><td> 0.28<\/td><td>0.07<\/td><td>0.27<\/td><td> 0.03<\/td><td>0.05<\/td><td>-0.05<\/td><td> 0.20<\/td><td> 0.10<\/td><td> 0.19<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X16<\/th><td> 0.46<\/td><td>0.44<\/td><td> 0.44<\/td><td>0.53<\/td><td>0.38<\/td><td>0.38<\/td><td>0.44<\/td><td>0.38<\/td><td>0.42<\/td><td>0.38<\/td><td>β‹―<\/td><td> 0.24<\/td><td> 0.31<\/td><td>0.06<\/td><td>0.31<\/td><td>-0.08<\/td><td>0.23<\/td><td>-0.07<\/td><td>-0.01<\/td><td> 0.01<\/td><td> 0.01<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X17<\/th><td> 0.41<\/td><td>0.54<\/td><td> 0.42<\/td><td>0.46<\/td><td>0.43<\/td><td>0.39<\/td><td>0.41<\/td><td>0.47<\/td><td>0.53<\/td><td>0.47<\/td><td>β‹―<\/td><td> 0.23<\/td><td> 0.30<\/td><td>0.15<\/td><td>0.44<\/td><td> 0.10<\/td><td>0.15<\/td><td> 0.12<\/td><td> 0.12<\/td><td> 0.07<\/td><td> 0.18<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X18<\/th><td> 0.30<\/td><td>0.39<\/td><td> 0.32<\/td><td>0.39<\/td><td>0.33<\/td><td>0.32<\/td><td>0.36<\/td><td>0.41<\/td><td>0.46<\/td><td>0.50<\/td><td>β‹―<\/td><td> 0.29<\/td><td> 0.25<\/td><td>0.13<\/td><td>0.44<\/td><td> 0.23<\/td><td>0.12<\/td><td> 0.22<\/td><td> 0.18<\/td><td> 0.09<\/td><td> 0.25<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X19<\/th><td> 0.44<\/td><td>0.49<\/td><td> 0.45<\/td><td>0.54<\/td><td>0.46<\/td><td>0.41<\/td><td>0.50<\/td><td>0.47<\/td><td>0.48<\/td><td>0.45<\/td><td>β‹―<\/td><td> 0.33<\/td><td> 0.35<\/td><td>0.15<\/td><td>0.39<\/td><td>-0.03<\/td><td>0.22<\/td><td> 0.02<\/td><td> 0.13<\/td><td> 0.05<\/td><td> 0.11<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X20<\/th><td> 0.37<\/td><td>0.40<\/td><td> 0.41<\/td><td>0.43<\/td><td>0.43<\/td><td>0.42<\/td><td>0.48<\/td><td>0.46<\/td><td>0.37<\/td><td>0.48<\/td><td>β‹―<\/td><td> 0.33<\/td><td> 0.21<\/td><td>0.19<\/td><td>0.42<\/td><td> 0.07<\/td><td>0.21<\/td><td> 0.19<\/td><td> 0.30<\/td><td> 0.23<\/td><td> 0.23<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X21<\/th><td> 0.43<\/td><td>0.37<\/td><td> 0.37<\/td><td>0.38<\/td><td>0.29<\/td><td>0.34<\/td><td>0.43<\/td><td>0.29<\/td><td>0.24<\/td><td>0.24<\/td><td>β‹―<\/td><td> 0.46<\/td><td> 0.42<\/td><td>0.27<\/td><td>0.34<\/td><td> 0.01<\/td><td>0.04<\/td><td> 0.10<\/td><td> 0.25<\/td><td> 0.09<\/td><td> 0.15<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X22<\/th><td> 0.30<\/td><td>0.29<\/td><td> 0.30<\/td><td>0.34<\/td><td>0.18<\/td><td>0.37<\/td><td>0.37<\/td><td>0.27<\/td><td>0.19<\/td><td>0.24<\/td><td>β‹―<\/td><td> 0.47<\/td><td> 0.36<\/td><td>0.19<\/td><td>0.33<\/td><td> 0.04<\/td><td>0.20<\/td><td> 0.03<\/td><td> 0.30<\/td><td> 0.16<\/td><td> 0.14<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X23<\/th><td> 0.21<\/td><td>0.26<\/td><td> 0.30<\/td><td>0.38<\/td><td>0.26<\/td><td>0.25<\/td><td>0.26<\/td><td>0.36<\/td><td>0.27<\/td><td>0.29<\/td><td>β‹―<\/td><td> 0.44<\/td><td> 0.41<\/td><td>0.14<\/td><td>0.34<\/td><td>-0.12<\/td><td>0.06<\/td><td> 0.08<\/td><td> 0.10<\/td><td>-0.06<\/td><td> 0.08<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X24<\/th><td> 0.41<\/td><td>0.21<\/td><td> 0.22<\/td><td>0.25<\/td><td>0.22<\/td><td>0.40<\/td><td>0.40<\/td><td>0.30<\/td><td>0.21<\/td><td>0.19<\/td><td>β‹―<\/td><td> 0.46<\/td><td> 0.27<\/td><td>0.20<\/td><td>0.25<\/td><td>-0.16<\/td><td>0.11<\/td><td> 0.08<\/td><td> 0.13<\/td><td>-0.06<\/td><td> 0.08<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X25<\/th><td> 0.40<\/td><td>0.27<\/td><td> 0.32<\/td><td>0.32<\/td><td>0.23<\/td><td>0.32<\/td><td>0.33<\/td><td>0.31<\/td><td>0.18<\/td><td>0.31<\/td><td>β‹―<\/td><td> 0.43<\/td><td> 0.40<\/td><td>0.11<\/td><td>0.38<\/td><td>-0.03<\/td><td>0.14<\/td><td> 0.14<\/td><td> 0.16<\/td><td> 0.08<\/td><td> 0.15<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X26<\/th><td> 0.31<\/td><td>0.25<\/td><td> 0.30<\/td><td>0.39<\/td><td>0.07<\/td><td>0.15<\/td><td>0.15<\/td><td>0.23<\/td><td>0.19<\/td><td>0.29<\/td><td>β‹―<\/td><td> 0.52<\/td><td> 0.46<\/td><td>0.09<\/td><td>0.31<\/td><td> 0.04<\/td><td>0.17<\/td><td> 0.00<\/td><td> 0.15<\/td><td>-0.04<\/td><td> 0.11<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X27<\/th><td> 0.28<\/td><td>0.18<\/td><td> 0.24<\/td><td>0.30<\/td><td>0.08<\/td><td>0.32<\/td><td>0.21<\/td><td>0.21<\/td><td>0.20<\/td><td>0.30<\/td><td>β‹―<\/td><td> 1.00<\/td><td> 0.56<\/td><td>0.19<\/td><td>0.24<\/td><td>-0.13<\/td><td>0.11<\/td><td> 0.01<\/td><td> 0.09<\/td><td>-0.18<\/td><td> 0.05<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X28<\/th><td> 0.22<\/td><td>0.33<\/td><td> 0.30<\/td><td>0.31<\/td><td>0.10<\/td><td>0.21<\/td><td>0.18<\/td><td>0.18<\/td><td>0.30<\/td><td>0.27<\/td><td>β‹―<\/td><td> 0.56<\/td><td> 1.00<\/td><td>0.07<\/td><td>0.28<\/td><td>-0.07<\/td><td>0.07<\/td><td> 0.01<\/td><td> 0.03<\/td><td>-0.09<\/td><td>-0.05<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X29<\/th><td> 0.12<\/td><td>0.12<\/td><td> 0.08<\/td><td>0.06<\/td><td>0.12<\/td><td>0.31<\/td><td>0.30<\/td><td>0.06<\/td><td>0.15<\/td><td>0.08<\/td><td>β‹―<\/td><td> 0.19<\/td><td> 0.07<\/td><td>1.00<\/td><td>0.28<\/td><td> 0.12<\/td><td>0.12<\/td><td> 0.20<\/td><td> 0.33<\/td><td> 0.08<\/td><td> 0.12<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X30<\/th><td> 0.32<\/td><td>0.36<\/td><td> 0.43<\/td><td>0.43<\/td><td>0.27<\/td><td>0.29<\/td><td>0.31<\/td><td>0.44<\/td><td>0.38<\/td><td>0.36<\/td><td>β‹―<\/td><td> 0.24<\/td><td> 0.28<\/td><td>0.28<\/td><td>1.00<\/td><td> 0.17<\/td><td>0.28<\/td><td> 0.27<\/td><td> 0.35<\/td><td> 0.27<\/td><td> 0.28<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X31<\/th><td> 0.02<\/td><td>0.15<\/td><td>-0.07<\/td><td>0.03<\/td><td>0.13<\/td><td>0.06<\/td><td>0.16<\/td><td>0.06<\/td><td>0.06<\/td><td>0.11<\/td><td>β‹―<\/td><td>-0.13<\/td><td>-0.07<\/td><td>0.12<\/td><td>0.17<\/td><td> 1.00<\/td><td>0.26<\/td><td> 0.24<\/td><td> 0.26<\/td><td> 0.47<\/td><td> 0.36<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X32<\/th><td> 0.10<\/td><td>0.06<\/td><td> 0.14<\/td><td>0.23<\/td><td>0.10<\/td><td>0.22<\/td><td>0.24<\/td><td>0.11<\/td><td>0.08<\/td><td>0.20<\/td><td>β‹―<\/td><td> 0.11<\/td><td> 0.07<\/td><td>0.12<\/td><td>0.28<\/td><td> 0.26<\/td><td>1.00<\/td><td> 0.14<\/td><td> 0.37<\/td><td> 0.46<\/td><td> 0.37<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X33<\/th><td> 0.00<\/td><td>0.07<\/td><td> 0.10<\/td><td>0.10<\/td><td>0.02<\/td><td>0.14<\/td><td>0.20<\/td><td>0.05<\/td><td>0.08<\/td><td>0.25<\/td><td>β‹―<\/td><td> 0.01<\/td><td> 0.01<\/td><td>0.20<\/td><td>0.27<\/td><td> 0.24<\/td><td>0.14<\/td><td> 1.00<\/td><td> 0.44<\/td><td> 0.31<\/td><td> 0.30<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X34<\/th><td> 0.07<\/td><td>0.05<\/td><td> 0.18<\/td><td>0.11<\/td><td>0.16<\/td><td>0.31<\/td><td>0.31<\/td><td>0.13<\/td><td>0.08<\/td><td>0.18<\/td><td>β‹―<\/td><td> 0.09<\/td><td> 0.03<\/td><td>0.33<\/td><td>0.35<\/td><td> 0.26<\/td><td>0.37<\/td><td> 0.44<\/td><td> 1.00<\/td><td> 0.49<\/td><td> 0.49<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X35<\/th><td>-0.01<\/td><td>0.11<\/td><td> 0.12<\/td><td>0.11<\/td><td>0.25<\/td><td>0.08<\/td><td>0.27<\/td><td>0.15<\/td><td>0.00<\/td><td>0.15<\/td><td>β‹―<\/td><td>-0.18<\/td><td>-0.09<\/td><td>0.08<\/td><td>0.27<\/td><td> 0.47<\/td><td>0.46<\/td><td> 0.31<\/td><td> 0.49<\/td><td> 1.00<\/td><td> 0.42<\/td><\/tr>\n",
                            "\t<tr><th scope=row>X36<\/th><td> 0.19<\/td><td>0.09<\/td><td> 0.11<\/td><td>0.21<\/td><td>0.16<\/td><td>0.22<\/td><td>0.30<\/td><td>0.21<\/td><td>0.00<\/td><td>0.22<\/td><td>β‹―<\/td><td> 0.05<\/td><td>-0.05<\/td><td>0.12<\/td><td>0.28<\/td><td> 0.36<\/td><td>0.37<\/td><td> 0.30<\/td><td> 0.49<\/td><td> 0.42<\/td><td> 1.00<\/td><\/tr>\n",
                            "<\/tbody>\n",
                            "<\/table>\n"
                        ],
                        "text\/latex": [
                            "A matrix: 36 Γ— 36 of type dbl\n",
                            "\\begin{tabular}{r|lllllllllllllllllllll}\n",
                            "  & X1 & X2 & X3 & X4 & X5 & X6 & X7 & X8 & X9 & X10 & β‹― & X27 & X28 & X29 & X30 & X31 & X32 & X33 & X34 & X35 & X36\\\\\n",
                            "\\hline\n",
                            "\tX1 &  1.00 & 0.41 &  0.45 & 0.40 & 0.41 & 0.43 & 0.55 & 0.40 & 0.39 & 0.43 & β‹― &  0.28 &  0.22 & 0.12 & 0.32 &  0.02 & 0.10 &  0.00 &  0.07 & -0.01 &  0.19\\\\\n",
                            "\tX2 &  0.41 & 1.00 &  0.44 & 0.56 & 0.36 & 0.35 & 0.35 & 0.49 & 0.51 & 0.35 & β‹― &  0.18 &  0.33 & 0.12 & 0.36 &  0.15 & 0.06 &  0.07 &  0.05 &  0.11 &  0.09\\\\\n",
                            "\tX3 &  0.45 & 0.44 &  1.00 & 0.60 & 0.42 & 0.35 & 0.34 & 0.54 & 0.56 & 0.41 & β‹― &  0.24 &  0.30 & 0.08 & 0.43 & -0.07 & 0.14 &  0.10 &  0.18 &  0.12 &  0.11\\\\\n",
                            "\tX4 &  0.40 & 0.56 &  0.60 & 1.00 & 0.43 & 0.31 & 0.36 & 0.61 & 0.46 & 0.49 & β‹― &  0.30 &  0.31 & 0.06 & 0.43 &  0.03 & 0.23 &  0.10 &  0.11 &  0.11 &  0.21\\\\\n",
                            "\tX5 &  0.41 & 0.36 &  0.42 & 0.43 & 1.00 & 0.29 & 0.45 & 0.53 & 0.43 & 0.43 & β‹― &  0.08 &  0.10 & 0.12 & 0.27 &  0.13 & 0.10 &  0.02 &  0.16 &  0.25 &  0.16\\\\\n",
                            "\tX6 &  0.43 & 0.35 &  0.35 & 0.31 & 0.29 & 1.00 & 0.64 & 0.27 & 0.31 & 0.26 & β‹― &  0.32 &  0.21 & 0.31 & 0.29 &  0.06 & 0.22 &  0.14 &  0.31 &  0.08 &  0.22\\\\\n",
                            "\tX7 &  0.55 & 0.35 &  0.34 & 0.36 & 0.45 & 0.64 & 1.00 & 0.33 & 0.28 & 0.43 & β‹― &  0.21 &  0.18 & 0.30 & 0.31 &  0.16 & 0.24 &  0.20 &  0.31 &  0.27 &  0.30\\\\\n",
                            "\tX8 &  0.40 & 0.49 &  0.54 & 0.61 & 0.53 & 0.27 & 0.33 & 1.00 & 0.55 & 0.52 & β‹― &  0.21 &  0.18 & 0.06 & 0.44 &  0.06 & 0.11 &  0.05 &  0.13 &  0.15 &  0.21\\\\\n",
                            "\tX9 &  0.39 & 0.51 &  0.56 & 0.46 & 0.43 & 0.31 & 0.28 & 0.55 & 1.00 & 0.37 & β‹― &  0.20 &  0.30 & 0.15 & 0.38 &  0.06 & 0.08 &  0.08 &  0.08 &  0.00 &  0.00\\\\\n",
                            "\tX10 &  0.43 & 0.35 &  0.41 & 0.49 & 0.43 & 0.26 & 0.43 & 0.52 & 0.37 & 1.00 & β‹― &  0.30 &  0.27 & 0.08 & 0.36 &  0.11 & 0.20 &  0.25 &  0.18 &  0.15 &  0.22\\\\\n",
                            "\tX11 &  0.44 & 0.56 &  0.48 & 0.49 & 0.41 & 0.33 & 0.34 & 0.52 & 0.48 & 0.49 & β‹― &  0.27 &  0.23 & 0.04 & 0.42 &  0.08 & 0.06 &  0.05 &  0.16 &  0.00 &  0.17\\\\\n",
                            "\tX12 &  0.47 & 0.49 &  0.43 & 0.38 & 0.45 & 0.34 & 0.43 & 0.45 & 0.54 & 0.36 & β‹― &  0.26 &  0.36 & 0.08 & 0.25 &  0.10 & 0.15 & -0.13 &  0.14 &  0.09 &  0.08\\\\\n",
                            "\tX13 &  0.55 & 0.42 &  0.44 & 0.38 & 0.49 & 0.42 & 0.43 & 0.42 & 0.48 & 0.49 & β‹― &  0.29 &  0.37 & 0.09 & 0.34 & -0.02 & 0.09 &  0.01 &  0.11 &  0.01 &  0.09\\\\\n",
                            "\tX14 &  0.33 & 0.39 &  0.45 & 0.51 & 0.37 & 0.33 & 0.36 & 0.46 & 0.37 & 0.45 & β‹― &  0.38 &  0.32 & 0.13 & 0.37 &  0.03 & 0.16 &  0.08 &  0.27 &  0.18 &  0.19\\\\\n",
                            "\tX15 &  0.48 & 0.44 &  0.54 & 0.49 & 0.44 & 0.38 & 0.36 & 0.52 & 0.40 & 0.46 & β‹― &  0.27 &  0.28 & 0.07 & 0.27 &  0.03 & 0.05 & -0.05 &  0.20 &  0.10 &  0.19\\\\\n",
                            "\tX16 &  0.46 & 0.44 &  0.44 & 0.53 & 0.38 & 0.38 & 0.44 & 0.38 & 0.42 & 0.38 & β‹― &  0.24 &  0.31 & 0.06 & 0.31 & -0.08 & 0.23 & -0.07 & -0.01 &  0.01 &  0.01\\\\\n",
                            "\tX17 &  0.41 & 0.54 &  0.42 & 0.46 & 0.43 & 0.39 & 0.41 & 0.47 & 0.53 & 0.47 & β‹― &  0.23 &  0.30 & 0.15 & 0.44 &  0.10 & 0.15 &  0.12 &  0.12 &  0.07 &  0.18\\\\\n",
                            "\tX18 &  0.30 & 0.39 &  0.32 & 0.39 & 0.33 & 0.32 & 0.36 & 0.41 & 0.46 & 0.50 & β‹― &  0.29 &  0.25 & 0.13 & 0.44 &  0.23 & 0.12 &  0.22 &  0.18 &  0.09 &  0.25\\\\\n",
                            "\tX19 &  0.44 & 0.49 &  0.45 & 0.54 & 0.46 & 0.41 & 0.50 & 0.47 & 0.48 & 0.45 & β‹― &  0.33 &  0.35 & 0.15 & 0.39 & -0.03 & 0.22 &  0.02 &  0.13 &  0.05 &  0.11\\\\\n",
                            "\tX20 &  0.37 & 0.40 &  0.41 & 0.43 & 0.43 & 0.42 & 0.48 & 0.46 & 0.37 & 0.48 & β‹― &  0.33 &  0.21 & 0.19 & 0.42 &  0.07 & 0.21 &  0.19 &  0.30 &  0.23 &  0.23\\\\\n",
                            "\tX21 &  0.43 & 0.37 &  0.37 & 0.38 & 0.29 & 0.34 & 0.43 & 0.29 & 0.24 & 0.24 & β‹― &  0.46 &  0.42 & 0.27 & 0.34 &  0.01 & 0.04 &  0.10 &  0.25 &  0.09 &  0.15\\\\\n",
                            "\tX22 &  0.30 & 0.29 &  0.30 & 0.34 & 0.18 & 0.37 & 0.37 & 0.27 & 0.19 & 0.24 & β‹― &  0.47 &  0.36 & 0.19 & 0.33 &  0.04 & 0.20 &  0.03 &  0.30 &  0.16 &  0.14\\\\\n",
                            "\tX23 &  0.21 & 0.26 &  0.30 & 0.38 & 0.26 & 0.25 & 0.26 & 0.36 & 0.27 & 0.29 & β‹― &  0.44 &  0.41 & 0.14 & 0.34 & -0.12 & 0.06 &  0.08 &  0.10 & -0.06 &  0.08\\\\\n",
                            "\tX24 &  0.41 & 0.21 &  0.22 & 0.25 & 0.22 & 0.40 & 0.40 & 0.30 & 0.21 & 0.19 & β‹― &  0.46 &  0.27 & 0.20 & 0.25 & -0.16 & 0.11 &  0.08 &  0.13 & -0.06 &  0.08\\\\\n",
                            "\tX25 &  0.40 & 0.27 &  0.32 & 0.32 & 0.23 & 0.32 & 0.33 & 0.31 & 0.18 & 0.31 & β‹― &  0.43 &  0.40 & 0.11 & 0.38 & -0.03 & 0.14 &  0.14 &  0.16 &  0.08 &  0.15\\\\\n",
                            "\tX26 &  0.31 & 0.25 &  0.30 & 0.39 & 0.07 & 0.15 & 0.15 & 0.23 & 0.19 & 0.29 & β‹― &  0.52 &  0.46 & 0.09 & 0.31 &  0.04 & 0.17 &  0.00 &  0.15 & -0.04 &  0.11\\\\\n",
                            "\tX27 &  0.28 & 0.18 &  0.24 & 0.30 & 0.08 & 0.32 & 0.21 & 0.21 & 0.20 & 0.30 & β‹― &  1.00 &  0.56 & 0.19 & 0.24 & -0.13 & 0.11 &  0.01 &  0.09 & -0.18 &  0.05\\\\\n",
                            "\tX28 &  0.22 & 0.33 &  0.30 & 0.31 & 0.10 & 0.21 & 0.18 & 0.18 & 0.30 & 0.27 & β‹― &  0.56 &  1.00 & 0.07 & 0.28 & -0.07 & 0.07 &  0.01 &  0.03 & -0.09 & -0.05\\\\\n",
                            "\tX29 &  0.12 & 0.12 &  0.08 & 0.06 & 0.12 & 0.31 & 0.30 & 0.06 & 0.15 & 0.08 & β‹― &  0.19 &  0.07 & 1.00 & 0.28 &  0.12 & 0.12 &  0.20 &  0.33 &  0.08 &  0.12\\\\\n",
                            "\tX30 &  0.32 & 0.36 &  0.43 & 0.43 & 0.27 & 0.29 & 0.31 & 0.44 & 0.38 & 0.36 & β‹― &  0.24 &  0.28 & 0.28 & 1.00 &  0.17 & 0.28 &  0.27 &  0.35 &  0.27 &  0.28\\\\\n",
                            "\tX31 &  0.02 & 0.15 & -0.07 & 0.03 & 0.13 & 0.06 & 0.16 & 0.06 & 0.06 & 0.11 & β‹― & -0.13 & -0.07 & 0.12 & 0.17 &  1.00 & 0.26 &  0.24 &  0.26 &  0.47 &  0.36\\\\\n",
                            "\tX32 &  0.10 & 0.06 &  0.14 & 0.23 & 0.10 & 0.22 & 0.24 & 0.11 & 0.08 & 0.20 & β‹― &  0.11 &  0.07 & 0.12 & 0.28 &  0.26 & 1.00 &  0.14 &  0.37 &  0.46 &  0.37\\\\\n",
                            "\tX33 &  0.00 & 0.07 &  0.10 & 0.10 & 0.02 & 0.14 & 0.20 & 0.05 & 0.08 & 0.25 & β‹― &  0.01 &  0.01 & 0.20 & 0.27 &  0.24 & 0.14 &  1.00 &  0.44 &  0.31 &  0.30\\\\\n",
                            "\tX34 &  0.07 & 0.05 &  0.18 & 0.11 & 0.16 & 0.31 & 0.31 & 0.13 & 0.08 & 0.18 & β‹― &  0.09 &  0.03 & 0.33 & 0.35 &  0.26 & 0.37 &  0.44 &  1.00 &  0.49 &  0.49\\\\\n",
                            "\tX35 & -0.01 & 0.11 &  0.12 & 0.11 & 0.25 & 0.08 & 0.27 & 0.15 & 0.00 & 0.15 & β‹― & -0.18 & -0.09 & 0.08 & 0.27 &  0.47 & 0.46 &  0.31 &  0.49 &  1.00 &  0.42\\\\\n",
                            "\tX36 &  0.19 & 0.09 &  0.11 & 0.21 & 0.16 & 0.22 & 0.30 & 0.21 & 0.00 & 0.22 & β‹― &  0.05 & -0.05 & 0.12 & 0.28 &  0.36 & 0.37 &  0.30 &  0.49 &  0.42 &  1.00\\\\\n",
                            "\\end{tabular}\n"
                        ],
                        "text\/markdown": [
                            "\n",
                            "A matrix: 36 Γ— 36 of type dbl\n",
                            "\n",
                            "| <!--\/--> | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | X10 | β‹― | X27 | X28 | X29 | X30 | X31 | X32 | X33 | X34 | X35 | X36 |\n",
                            "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
                            "| X1 |  1.00 | 0.41 |  0.45 | 0.40 | 0.41 | 0.43 | 0.55 | 0.40 | 0.39 | 0.43 | β‹― |  0.28 |  0.22 | 0.12 | 0.32 |  0.02 | 0.10 |  0.00 |  0.07 | -0.01 |  0.19 |\n",
                            "| X2 |  0.41 | 1.00 |  0.44 | 0.56 | 0.36 | 0.35 | 0.35 | 0.49 | 0.51 | 0.35 | β‹― |  0.18 |  0.33 | 0.12 | 0.36 |  0.15 | 0.06 |  0.07 |  0.05 |  0.11 |  0.09 |\n",
                            "| X3 |  0.45 | 0.44 |  1.00 | 0.60 | 0.42 | 0.35 | 0.34 | 0.54 | 0.56 | 0.41 | β‹― |  0.24 |  0.30 | 0.08 | 0.43 | -0.07 | 0.14 |  0.10 |  0.18 |  0.12 |  0.11 |\n",
                            "| X4 |  0.40 | 0.56 |  0.60 | 1.00 | 0.43 | 0.31 | 0.36 | 0.61 | 0.46 | 0.49 | β‹― |  0.30 |  0.31 | 0.06 | 0.43 |  0.03 | 0.23 |  0.10 |  0.11 |  0.11 |  0.21 |\n",
                            "| X5 |  0.41 | 0.36 |  0.42 | 0.43 | 1.00 | 0.29 | 0.45 | 0.53 | 0.43 | 0.43 | β‹― |  0.08 |  0.10 | 0.12 | 0.27 |  0.13 | 0.10 |  0.02 |  0.16 |  0.25 |  0.16 |\n",
                            "| X6 |  0.43 | 0.35 |  0.35 | 0.31 | 0.29 | 1.00 | 0.64 | 0.27 | 0.31 | 0.26 | β‹― |  0.32 |  0.21 | 0.31 | 0.29 |  0.06 | 0.22 |  0.14 |  0.31 |  0.08 |  0.22 |\n",
                            "| X7 |  0.55 | 0.35 |  0.34 | 0.36 | 0.45 | 0.64 | 1.00 | 0.33 | 0.28 | 0.43 | β‹― |  0.21 |  0.18 | 0.30 | 0.31 |  0.16 | 0.24 |  0.20 |  0.31 |  0.27 |  0.30 |\n",
                            "| X8 |  0.40 | 0.49 |  0.54 | 0.61 | 0.53 | 0.27 | 0.33 | 1.00 | 0.55 | 0.52 | β‹― |  0.21 |  0.18 | 0.06 | 0.44 |  0.06 | 0.11 |  0.05 |  0.13 |  0.15 |  0.21 |\n",
                            "| X9 |  0.39 | 0.51 |  0.56 | 0.46 | 0.43 | 0.31 | 0.28 | 0.55 | 1.00 | 0.37 | β‹― |  0.20 |  0.30 | 0.15 | 0.38 |  0.06 | 0.08 |  0.08 |  0.08 |  0.00 |  0.00 |\n",
                            "| X10 |  0.43 | 0.35 |  0.41 | 0.49 | 0.43 | 0.26 | 0.43 | 0.52 | 0.37 | 1.00 | β‹― |  0.30 |  0.27 | 0.08 | 0.36 |  0.11 | 0.20 |  0.25 |  0.18 |  0.15 |  0.22 |\n",
                            "| X11 |  0.44 | 0.56 |  0.48 | 0.49 | 0.41 | 0.33 | 0.34 | 0.52 | 0.48 | 0.49 | β‹― |  0.27 |  0.23 | 0.04 | 0.42 |  0.08 | 0.06 |  0.05 |  0.16 |  0.00 |  0.17 |\n",
                            "| X12 |  0.47 | 0.49 |  0.43 | 0.38 | 0.45 | 0.34 | 0.43 | 0.45 | 0.54 | 0.36 | β‹― |  0.26 |  0.36 | 0.08 | 0.25 |  0.10 | 0.15 | -0.13 |  0.14 |  0.09 |  0.08 |\n",
                            "| X13 |  0.55 | 0.42 |  0.44 | 0.38 | 0.49 | 0.42 | 0.43 | 0.42 | 0.48 | 0.49 | β‹― |  0.29 |  0.37 | 0.09 | 0.34 | -0.02 | 0.09 |  0.01 |  0.11 |  0.01 |  0.09 |\n",
                            "| X14 |  0.33 | 0.39 |  0.45 | 0.51 | 0.37 | 0.33 | 0.36 | 0.46 | 0.37 | 0.45 | β‹― |  0.38 |  0.32 | 0.13 | 0.37 |  0.03 | 0.16 |  0.08 |  0.27 |  0.18 |  0.19 |\n",
                            "| X15 |  0.48 | 0.44 |  0.54 | 0.49 | 0.44 | 0.38 | 0.36 | 0.52 | 0.40 | 0.46 | β‹― |  0.27 |  0.28 | 0.07 | 0.27 |  0.03 | 0.05 | -0.05 |  0.20 |  0.10 |  0.19 |\n",
                            "| X16 |  0.46 | 0.44 |  0.44 | 0.53 | 0.38 | 0.38 | 0.44 | 0.38 | 0.42 | 0.38 | β‹― |  0.24 |  0.31 | 0.06 | 0.31 | -0.08 | 0.23 | -0.07 | -0.01 |  0.01 |  0.01 |\n",
                            "| X17 |  0.41 | 0.54 |  0.42 | 0.46 | 0.43 | 0.39 | 0.41 | 0.47 | 0.53 | 0.47 | β‹― |  0.23 |  0.30 | 0.15 | 0.44 |  0.10 | 0.15 |  0.12 |  0.12 |  0.07 |  0.18 |\n",
                            "| X18 |  0.30 | 0.39 |  0.32 | 0.39 | 0.33 | 0.32 | 0.36 | 0.41 | 0.46 | 0.50 | β‹― |  0.29 |  0.25 | 0.13 | 0.44 |  0.23 | 0.12 |  0.22 |  0.18 |  0.09 |  0.25 |\n",
                            "| X19 |  0.44 | 0.49 |  0.45 | 0.54 | 0.46 | 0.41 | 0.50 | 0.47 | 0.48 | 0.45 | β‹― |  0.33 |  0.35 | 0.15 | 0.39 | -0.03 | 0.22 |  0.02 |  0.13 |  0.05 |  0.11 |\n",
                            "| X20 |  0.37 | 0.40 |  0.41 | 0.43 | 0.43 | 0.42 | 0.48 | 0.46 | 0.37 | 0.48 | β‹― |  0.33 |  0.21 | 0.19 | 0.42 |  0.07 | 0.21 |  0.19 |  0.30 |  0.23 |  0.23 |\n",
                            "| X21 |  0.43 | 0.37 |  0.37 | 0.38 | 0.29 | 0.34 | 0.43 | 0.29 | 0.24 | 0.24 | β‹― |  0.46 |  0.42 | 0.27 | 0.34 |  0.01 | 0.04 |  0.10 |  0.25 |  0.09 |  0.15 |\n",
                            "| X22 |  0.30 | 0.29 |  0.30 | 0.34 | 0.18 | 0.37 | 0.37 | 0.27 | 0.19 | 0.24 | β‹― |  0.47 |  0.36 | 0.19 | 0.33 |  0.04 | 0.20 |  0.03 |  0.30 |  0.16 |  0.14 |\n",
                            "| X23 |  0.21 | 0.26 |  0.30 | 0.38 | 0.26 | 0.25 | 0.26 | 0.36 | 0.27 | 0.29 | β‹― |  0.44 |  0.41 | 0.14 | 0.34 | -0.12 | 0.06 |  0.08 |  0.10 | -0.06 |  0.08 |\n",
                            "| X24 |  0.41 | 0.21 |  0.22 | 0.25 | 0.22 | 0.40 | 0.40 | 0.30 | 0.21 | 0.19 | β‹― |  0.46 |  0.27 | 0.20 | 0.25 | -0.16 | 0.11 |  0.08 |  0.13 | -0.06 |  0.08 |\n",
                            "| X25 |  0.40 | 0.27 |  0.32 | 0.32 | 0.23 | 0.32 | 0.33 | 0.31 | 0.18 | 0.31 | β‹― |  0.43 |  0.40 | 0.11 | 0.38 | -0.03 | 0.14 |  0.14 |  0.16 |  0.08 |  0.15 |\n",
                            "| X26 |  0.31 | 0.25 |  0.30 | 0.39 | 0.07 | 0.15 | 0.15 | 0.23 | 0.19 | 0.29 | β‹― |  0.52 |  0.46 | 0.09 | 0.31 |  0.04 | 0.17 |  0.00 |  0.15 | -0.04 |  0.11 |\n",
                            "| X27 |  0.28 | 0.18 |  0.24 | 0.30 | 0.08 | 0.32 | 0.21 | 0.21 | 0.20 | 0.30 | β‹― |  1.00 |  0.56 | 0.19 | 0.24 | -0.13 | 0.11 |  0.01 |  0.09 | -0.18 |  0.05 |\n",
                            "| X28 |  0.22 | 0.33 |  0.30 | 0.31 | 0.10 | 0.21 | 0.18 | 0.18 | 0.30 | 0.27 | β‹― |  0.56 |  1.00 | 0.07 | 0.28 | -0.07 | 0.07 |  0.01 |  0.03 | -0.09 | -0.05 |\n",
                            "| X29 |  0.12 | 0.12 |  0.08 | 0.06 | 0.12 | 0.31 | 0.30 | 0.06 | 0.15 | 0.08 | β‹― |  0.19 |  0.07 | 1.00 | 0.28 |  0.12 | 0.12 |  0.20 |  0.33 |  0.08 |  0.12 |\n",
                            "| X30 |  0.32 | 0.36 |  0.43 | 0.43 | 0.27 | 0.29 | 0.31 | 0.44 | 0.38 | 0.36 | β‹― |  0.24 |  0.28 | 0.28 | 1.00 |  0.17 | 0.28 |  0.27 |  0.35 |  0.27 |  0.28 |\n",
                            "| X31 |  0.02 | 0.15 | -0.07 | 0.03 | 0.13 | 0.06 | 0.16 | 0.06 | 0.06 | 0.11 | β‹― | -0.13 | -0.07 | 0.12 | 0.17 |  1.00 | 0.26 |  0.24 |  0.26 |  0.47 |  0.36 |\n",
                            "| X32 |  0.10 | 0.06 |  0.14 | 0.23 | 0.10 | 0.22 | 0.24 | 0.11 | 0.08 | 0.20 | β‹― |  0.11 |  0.07 | 0.12 | 0.28 |  0.26 | 1.00 |  0.14 |  0.37 |  0.46 |  0.37 |\n",
                            "| X33 |  0.00 | 0.07 |  0.10 | 0.10 | 0.02 | 0.14 | 0.20 | 0.05 | 0.08 | 0.25 | β‹― |  0.01 |  0.01 | 0.20 | 0.27 |  0.24 | 0.14 |  1.00 |  0.44 |  0.31 |  0.30 |\n",
                            "| X34 |  0.07 | 0.05 |  0.18 | 0.11 | 0.16 | 0.31 | 0.31 | 0.13 | 0.08 | 0.18 | β‹― |  0.09 |  0.03 | 0.33 | 0.35 |  0.26 | 0.37 |  0.44 |  1.00 |  0.49 |  0.49 |\n",
                            "| X35 | -0.01 | 0.11 |  0.12 | 0.11 | 0.25 | 0.08 | 0.27 | 0.15 | 0.00 | 0.15 | β‹― | -0.18 | -0.09 | 0.08 | 0.27 |  0.47 | 0.46 |  0.31 |  0.49 |  1.00 |  0.42 |\n",
                            "| X36 |  0.19 | 0.09 |  0.11 | 0.21 | 0.16 | 0.22 | 0.30 | 0.21 | 0.00 | 0.22 | β‹― |  0.05 | -0.05 | 0.12 | 0.28 |  0.36 | 0.37 |  0.30 |  0.49 |  0.42 |  1.00 |\n",
                            "\n"
                        ],
                        "text\/plain": [
                            "    X1    X2   X3    X4   X5   X6   X7   X8   X9   X10  β‹― X27   X28   X29  X30 \n",
                            "X1   1.00 0.41  0.45 0.40 0.41 0.43 0.55 0.40 0.39 0.43 β‹―  0.28  0.22 0.12 0.32\n",
                            "X2   0.41 1.00  0.44 0.56 0.36 0.35 0.35 0.49 0.51 0.35 β‹―  0.18  0.33 0.12 0.36\n",
                            "X3   0.45 0.44  1.00 0.60 0.42 0.35 0.34 0.54 0.56 0.41 β‹―  0.24  0.30 0.08 0.43\n",
                            "X4   0.40 0.56  0.60 1.00 0.43 0.31 0.36 0.61 0.46 0.49 β‹―  0.30  0.31 0.06 0.43\n",
                            "X5   0.41 0.36  0.42 0.43 1.00 0.29 0.45 0.53 0.43 0.43 β‹―  0.08  0.10 0.12 0.27\n",
                            "X6   0.43 0.35  0.35 0.31 0.29 1.00 0.64 0.27 0.31 0.26 β‹―  0.32  0.21 0.31 0.29\n",
                            "X7   0.55 0.35  0.34 0.36 0.45 0.64 1.00 0.33 0.28 0.43 β‹―  0.21  0.18 0.30 0.31\n",
                            "X8   0.40 0.49  0.54 0.61 0.53 0.27 0.33 1.00 0.55 0.52 β‹―  0.21  0.18 0.06 0.44\n",
                            "X9   0.39 0.51  0.56 0.46 0.43 0.31 0.28 0.55 1.00 0.37 β‹―  0.20  0.30 0.15 0.38\n",
                            "X10  0.43 0.35  0.41 0.49 0.43 0.26 0.43 0.52 0.37 1.00 β‹―  0.30  0.27 0.08 0.36\n",
                            "X11  0.44 0.56  0.48 0.49 0.41 0.33 0.34 0.52 0.48 0.49 β‹―  0.27  0.23 0.04 0.42\n",
                            "X12  0.47 0.49  0.43 0.38 0.45 0.34 0.43 0.45 0.54 0.36 β‹―  0.26  0.36 0.08 0.25\n",
                            "X13  0.55 0.42  0.44 0.38 0.49 0.42 0.43 0.42 0.48 0.49 β‹―  0.29  0.37 0.09 0.34\n",
                            "X14  0.33 0.39  0.45 0.51 0.37 0.33 0.36 0.46 0.37 0.45 β‹―  0.38  0.32 0.13 0.37\n",
                            "X15  0.48 0.44  0.54 0.49 0.44 0.38 0.36 0.52 0.40 0.46 β‹―  0.27  0.28 0.07 0.27\n",
                            "X16  0.46 0.44  0.44 0.53 0.38 0.38 0.44 0.38 0.42 0.38 β‹―  0.24  0.31 0.06 0.31\n",
                            "X17  0.41 0.54  0.42 0.46 0.43 0.39 0.41 0.47 0.53 0.47 β‹―  0.23  0.30 0.15 0.44\n",
                            "X18  0.30 0.39  0.32 0.39 0.33 0.32 0.36 0.41 0.46 0.50 β‹―  0.29  0.25 0.13 0.44\n",
                            "X19  0.44 0.49  0.45 0.54 0.46 0.41 0.50 0.47 0.48 0.45 β‹―  0.33  0.35 0.15 0.39\n",
                            "X20  0.37 0.40  0.41 0.43 0.43 0.42 0.48 0.46 0.37 0.48 β‹―  0.33  0.21 0.19 0.42\n",
                            "X21  0.43 0.37  0.37 0.38 0.29 0.34 0.43 0.29 0.24 0.24 β‹―  0.46  0.42 0.27 0.34\n",
                            "X22  0.30 0.29  0.30 0.34 0.18 0.37 0.37 0.27 0.19 0.24 β‹―  0.47  0.36 0.19 0.33\n",
                            "X23  0.21 0.26  0.30 0.38 0.26 0.25 0.26 0.36 0.27 0.29 β‹―  0.44  0.41 0.14 0.34\n",
                            "X24  0.41 0.21  0.22 0.25 0.22 0.40 0.40 0.30 0.21 0.19 β‹―  0.46  0.27 0.20 0.25\n",
                            "X25  0.40 0.27  0.32 0.32 0.23 0.32 0.33 0.31 0.18 0.31 β‹―  0.43  0.40 0.11 0.38\n",
                            "X26  0.31 0.25  0.30 0.39 0.07 0.15 0.15 0.23 0.19 0.29 β‹―  0.52  0.46 0.09 0.31\n",
                            "X27  0.28 0.18  0.24 0.30 0.08 0.32 0.21 0.21 0.20 0.30 β‹―  1.00  0.56 0.19 0.24\n",
                            "X28  0.22 0.33  0.30 0.31 0.10 0.21 0.18 0.18 0.30 0.27 β‹―  0.56  1.00 0.07 0.28\n",
                            "X29  0.12 0.12  0.08 0.06 0.12 0.31 0.30 0.06 0.15 0.08 β‹―  0.19  0.07 1.00 0.28\n",
                            "X30  0.32 0.36  0.43 0.43 0.27 0.29 0.31 0.44 0.38 0.36 β‹―  0.24  0.28 0.28 1.00\n",
                            "X31  0.02 0.15 -0.07 0.03 0.13 0.06 0.16 0.06 0.06 0.11 β‹― -0.13 -0.07 0.12 0.17\n",
                            "X32  0.10 0.06  0.14 0.23 0.10 0.22 0.24 0.11 0.08 0.20 β‹―  0.11  0.07 0.12 0.28\n",
                            "X33  0.00 0.07  0.10 0.10 0.02 0.14 0.20 0.05 0.08 0.25 β‹―  0.01  0.01 0.20 0.27\n",
                            "X34  0.07 0.05  0.18 0.11 0.16 0.31 0.31 0.13 0.08 0.18 β‹―  0.09  0.03 0.33 0.35\n",
                            "X35 -0.01 0.11  0.12 0.11 0.25 0.08 0.27 0.15 0.00 0.15 β‹― -0.18 -0.09 0.08 0.27\n",
                            "X36  0.19 0.09  0.11 0.21 0.16 0.22 0.30 0.21 0.00 0.22 β‹―  0.05 -0.05 0.12 0.28\n",
                            "    X31   X32  X33   X34   X35   X36  \n",
                            "X1   0.02 0.10  0.00  0.07 -0.01  0.19\n",
                            "X2   0.15 0.06  0.07  0.05  0.11  0.09\n",
                            "X3  -0.07 0.14  0.10  0.18  0.12  0.11\n",
                            "X4   0.03 0.23  0.10  0.11  0.11  0.21\n",
                            "X5   0.13 0.10  0.02  0.16  0.25  0.16\n",
                            "X6   0.06 0.22  0.14  0.31  0.08  0.22\n",
                            "X7   0.16 0.24  0.20  0.31  0.27  0.30\n",
                            "X8   0.06 0.11  0.05  0.13  0.15  0.21\n",
                            "X9   0.06 0.08  0.08  0.08  0.00  0.00\n",
                            "X10  0.11 0.20  0.25  0.18  0.15  0.22\n",
                            "X11  0.08 0.06  0.05  0.16  0.00  0.17\n",
                            "X12  0.10 0.15 -0.13  0.14  0.09  0.08\n",
                            "X13 -0.02 0.09  0.01  0.11  0.01  0.09\n",
                            "X14  0.03 0.16  0.08  0.27  0.18  0.19\n",
                            "X15  0.03 0.05 -0.05  0.20  0.10  0.19\n",
                            "X16 -0.08 0.23 -0.07 -0.01  0.01  0.01\n",
                            "X17  0.10 0.15  0.12  0.12  0.07  0.18\n",
                            "X18  0.23 0.12  0.22  0.18  0.09  0.25\n",
                            "X19 -0.03 0.22  0.02  0.13  0.05  0.11\n",
                            "X20  0.07 0.21  0.19  0.30  0.23  0.23\n",
                            "X21  0.01 0.04  0.10  0.25  0.09  0.15\n",
                            "X22  0.04 0.20  0.03  0.30  0.16  0.14\n",
                            "X23 -0.12 0.06  0.08  0.10 -0.06  0.08\n",
                            "X24 -0.16 0.11  0.08  0.13 -0.06  0.08\n",
                            "X25 -0.03 0.14  0.14  0.16  0.08  0.15\n",
                            "X26  0.04 0.17  0.00  0.15 -0.04  0.11\n",
                            "X27 -0.13 0.11  0.01  0.09 -0.18  0.05\n",
                            "X28 -0.07 0.07  0.01  0.03 -0.09 -0.05\n",
                            "X29  0.12 0.12  0.20  0.33  0.08  0.12\n",
                            "X30  0.17 0.28  0.27  0.35  0.27  0.28\n",
                            "X31  1.00 0.26  0.24  0.26  0.47  0.36\n",
                            "X32  0.26 1.00  0.14  0.37  0.46  0.37\n",
                            "X33  0.24 0.14  1.00  0.44  0.31  0.30\n",
                            "X34  0.26 0.37  0.44  1.00  0.49  0.49\n",
                            "X35  0.47 0.46  0.31  0.49  1.00  0.42\n",
                            "X36  0.36 0.37  0.30  0.49  0.42  1.00"
                        ]
                    },
                    "metadata": [],
                    "output_type": "display_data"
                }
            ],
            "source": [
                "install.packages(\"psych\", repos='http:\/\/cran.us.r-project.org')\n",
                "library(psych)\n",
                "options(max.print = 9999)\n",
                "interkorrelation <- read.csv2 (\"https:\/\/paul-koop.org\/rohdaten.csv\", header=TRUE, dec=\",\");\n",
                "round(cor(interkorrelation[,-1]),2)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "751ba3fd-eb9f-4eea-b730-9b4c4f32e162",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "markdown",
            "id": "9b18f3fa",
            "metadata": [],
            "source": [
                "Cronbachs Alpha:"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "75723187-93b5-49d5-917c-8e43ae166e7b",
            "metadata": [],
            "source": [
                "Ein Test muss eine Variable aber auch mâglichst genau messen. Ein Maß für die Genauigkeit der Messung ist die ReliabilitÀt. Wenn es nicht mâglich ist, an derselben Testgruppe einen Wiederholungstest zu machen oder die Testergebnisse mit anderen bereits als valide und reliabel eingestuften Tests zu korrelieren, wird hÀufig der Split-Half Test und die Konsistenzanalyse nach Cronbach durchgeführt. Bei der Split-Half Analyse wird der Test über alle Dimensionen in zwei HÀlften aufgeteilt und diese beiden HÀlften werden miteinander korreliert. "
            ]
        },
        {
            "cell_type": "markdown",
            "id": "26d931aa",
            "metadata": [],
            "source": []
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "id": "e4a02b08",
            "metadata": [],
            "outputs": [
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "Installing package into β€˜\/srv\/rlibs’\n",
                        "(as β€˜lib’ is unspecified)\n",
                        "\n"
                    ]
                },
                {
                    "data": {
                        "text\/plain": [
                            "\n",
                            "Reliability analysis   \n",
                            "Call: alpha(x = cronalpha[, -1])\n",
                            "\n",
                            "  raw_alpha std.alpha G6(smc) average_r S\/N    ase mean   sd median_r\n",
                            "      0.94      0.94    0.96      0.29  15 0.0057  2.8 0.43     0.31\n",
                            "\n",
                            "    95% confidence boundaries \n",
                            "         lower alpha upper\n",
                            "Feldt     0.92  0.94  0.95\n",
                            "Duhachek  0.93  0.94  0.95\n",
                            "\n",
                            " Reliability if an item is dropped:\n",
                            "    raw_alpha std.alpha G6(smc) average_r S\/N alpha se var.r med.r\n",
                            "X1       0.93      0.93    0.96      0.29  14   0.0059 0.025  0.30\n",
                            "X2       0.93      0.93    0.96      0.29  14   0.0060 0.025  0.30\n",
                            "X3       0.93      0.93    0.96      0.29  14   0.0060 0.025  0.30\n",
                            "X4       0.93      0.93    0.96      0.28  14   0.0060 0.025  0.30\n",
                            "X5       0.93      0.93    0.96      0.29  14   0.0059 0.026  0.31\n",
                            "X6       0.93      0.93    0.96      0.29  14   0.0059 0.026  0.30\n",
                            "X7       0.93      0.93    0.96      0.29  14   0.0060 0.026  0.30\n",
                            "X8       0.93      0.93    0.96      0.29  14   0.0060 0.025  0.31\n",
                            "X9       0.93      0.93    0.96      0.29  14   0.0059 0.025  0.31\n",
                            "X10      0.93      0.93    0.96      0.29  14   0.0060 0.026  0.31\n",
                            "X11      0.93      0.93    0.96      0.28  14   0.0060 0.025  0.30\n",
                            "X12      0.93      0.93    0.96      0.29  14   0.0060 0.025  0.31\n",
                            "X13      0.93      0.93    0.96      0.29  14   0.0060 0.025  0.30\n",
                            "X14      0.93      0.93    0.96      0.29  14   0.0060 0.026  0.30\n",
                            "X15      0.93      0.93    0.96      0.29  14   0.0060 0.025  0.30\n",
                            "X16      0.93      0.93    0.96      0.29  14   0.0059 0.025  0.30\n",
                            "X17      0.93      0.93    0.96      0.29  14   0.0060 0.026  0.30\n",
                            "X18      0.93      0.93    0.96      0.29  14   0.0059 0.026  0.31\n",
                            "X19      0.93      0.93    0.96      0.28  14   0.0060 0.025  0.30\n",
                            "X20      0.93      0.93    0.96      0.28  14   0.0060 0.026  0.30\n",
                            "X21      0.93      0.93    0.96      0.29  14   0.0059 0.026  0.30\n",
                            "X22      0.93      0.93    0.96      0.29  14   0.0059 0.026  0.31\n",
                            "X23      0.93      0.93    0.96      0.29  14   0.0059 0.026  0.31\n",
                            "X24      0.94      0.93    0.96      0.29  14   0.0059 0.026  0.31\n",
                            "X25      0.93      0.93    0.96      0.29  14   0.0059 0.026  0.30\n",
                            "X26      0.94      0.93    0.96      0.29  14   0.0058 0.026  0.31\n",
                            "X27      0.94      0.93    0.96      0.29  14   0.0058 0.025  0.31\n",
                            "X28      0.94      0.94    0.96      0.29  14   0.0058 0.025  0.31\n",
                            "X29      0.94      0.94    0.96      0.30  15   0.0057 0.025  0.32\n",
                            "X30      0.93      0.93    0.96      0.29  14   0.0059 0.026  0.30\n",
                            "X31      0.94      0.94    0.96      0.30  15   0.0056 0.023  0.32\n",
                            "X32      0.94      0.94    0.96      0.30  15   0.0057 0.025  0.32\n",
                            "X33      0.94      0.94    0.96      0.30  15   0.0056 0.024  0.32\n",
                            "X34      0.94      0.94    0.96      0.29  15   0.0057 0.025  0.31\n",
                            "X35      0.94      0.94    0.96      0.30  15   0.0056 0.024  0.32\n",
                            "X36      0.94      0.94    0.96      0.30  15   0.0057 0.025  0.32\n",
                            "\n",
                            " Item statistics \n",
                            "      n raw.r std.r r.cor r.drop mean   sd\n",
                            "X1  240  0.62  0.63  0.62   0.60  3.2 0.72\n",
                            "X2  240  0.64  0.63  0.62   0.60  2.9 0.77\n",
                            "X3  240  0.66  0.65  0.64   0.63  2.7 0.85\n",
                            "X4  240  0.70  0.69  0.69   0.67  2.8 0.89\n",
                            "X5  240  0.59  0.58  0.57   0.55  3.0 0.80\n",
                            "X6  240  0.59  0.60  0.59   0.56  3.1 0.74\n",
                            "X7  240  0.65  0.66  0.66   0.63  3.3 0.67\n",
                            "X8  240  0.66  0.66  0.65   0.64  2.7 0.76\n",
                            "X9  240  0.61  0.60  0.59   0.57  2.6 0.95\n",
                            "X10 240  0.65  0.64  0.64   0.62  2.7 0.75\n",
                            "X11 240  0.69  0.68  0.68   0.66  2.8 0.83\n",
                            "X12 240  0.64  0.64  0.63   0.61  2.9 0.76\n",
                            "X13 240  0.66  0.65  0.64   0.62  2.8 0.83\n",
                            "X14 240  0.67  0.67  0.66   0.64  2.9 0.76\n",
                            "X15 240  0.65  0.64  0.63   0.61  2.8 0.87\n",
                            "X16 240  0.62  0.61  0.60   0.58  3.0 0.80\n",
                            "X17 240  0.66  0.66  0.65   0.63  2.7 0.74\n",
                            "X18 240  0.61  0.61  0.60   0.58  2.7 0.79\n",
                            "X19 240  0.71  0.71  0.70   0.68  3.0 0.79\n",
                            "X20 240  0.70  0.70  0.69   0.67  2.9 0.74\n",
                            "X21 240  0.61  0.62  0.61   0.58  3.3 0.75\n",
                            "X22 240  0.60  0.61  0.60   0.57  3.3 0.69\n",
                            "X23 240  0.54  0.55  0.53   0.51  3.0 0.75\n",
                            "X24 240  0.52  0.53  0.51   0.48  3.3 0.68\n",
                            "X25 240  0.59  0.59  0.58   0.55  3.1 0.70\n",
                            "X26 240  0.51  0.51  0.50   0.47  2.9 0.74\n",
                            "X27 240  0.49  0.49  0.48   0.45  2.8 0.80\n",
                            "X28 240  0.48  0.48  0.46   0.44  3.0 0.74\n",
                            "X29 240  0.29  0.30  0.27   0.25  2.2 0.75\n",
                            "X30 240  0.63  0.63  0.62   0.60  2.6 0.77\n",
                            "X31 240  0.18  0.18  0.16   0.13  2.4 0.71\n",
                            "X32 240  0.33  0.34  0.32   0.29  2.3 0.78\n",
                            "X33 240  0.23  0.24  0.22   0.19  2.3 0.75\n",
                            "X34 240  0.40  0.41  0.39   0.35  2.4 0.72\n",
                            "X35 240  0.27  0.27  0.26   0.22  2.5 0.79\n",
                            "X36 240  0.35  0.36  0.34   0.31  2.3 0.61\n",
                            "\n",
                            "Non missing response frequency for each item\n",
                            "       1    2    3    4 miss\n",
                            "X1  0.00 0.19 0.46 0.35    0\n",
                            "X2  0.02 0.32 0.45 0.22    0\n",
                            "X3  0.05 0.37 0.37 0.20    0\n",
                            "X4  0.06 0.34 0.35 0.25    0\n",
                            "X5  0.02 0.29 0.40 0.29    0\n",
                            "X6  0.01 0.19 0.46 0.34    0\n",
                            "X7  0.00 0.12 0.48 0.40    0\n",
                            "X8  0.03 0.38 0.43 0.15    0\n",
                            "X9  0.12 0.38 0.30 0.21    0\n",
                            "X10 0.03 0.35 0.46 0.16    0\n",
                            "X11 0.04 0.38 0.38 0.21    0\n",
                            "X12 0.02 0.29 0.48 0.21    0\n",
                            "X13 0.04 0.34 0.39 0.23    0\n",
                            "X14 0.03 0.27 0.50 0.20    0\n",
                            "X15 0.06 0.34 0.38 0.23    0\n",
                            "X16 0.03 0.25 0.44 0.29    0\n",
                            "X17 0.02 0.39 0.44 0.16    0\n",
                            "X18 0.05 0.36 0.44 0.16    0\n",
                            "X19 0.03 0.25 0.45 0.27    0\n",
                            "X20 0.01 0.30 0.47 0.22    0\n",
                            "X21 0.01 0.15 0.39 0.45    0\n",
                            "X22 0.01 0.11 0.46 0.42    0\n",
                            "X23 0.01 0.22 0.47 0.30    0\n",
                            "X24 0.00 0.11 0.45 0.43    0\n",
                            "X25 0.00 0.19 0.51 0.30    0\n",
                            "X26 0.02 0.27 0.50 0.21    0\n",
                            "X27 0.04 0.30 0.45 0.21    0\n",
                            "X28 0.02 0.25 0.50 0.23    0\n",
                            "X29 0.11 0.69 0.10 0.10    0\n",
                            "X30 0.06 0.38 0.44 0.12    0\n",
                            "X31 0.03 0.67 0.20 0.10    0\n",
                            "X32 0.05 0.69 0.12 0.14    0\n",
                            "X33 0.07 0.70 0.11 0.11    0\n",
                            "X34 0.03 0.67 0.19 0.11    0\n",
                            "X35 0.02 0.60 0.21 0.17    0\n",
                            "X36 0.03 0.69 0.23 0.05    0"
                        ]
                    },
                    "metadata": [],
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "text\/html": [
                            "0.674236001387462"
                        ],
                        "text\/latex": [
                            "0.674236001387462"
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                        "text\/markdown": [
                            "0.674236001387462"
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                        "text\/plain": [
                            "[1] 0.674236"
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                    },
                    "metadata": [],
                    "output_type": "display_data"
                }
            ],
            "source": [
                "install.packages(\"psych\", repos='http:\/\/cran.us.r-project.org')\n",
                "library(psych)\n",
                "cronalpha <- read.csv2 (\"https:\/\/paul-koop.org\/rohdaten.csv\", header=TRUE, dec=\",\");\n",
                "alpha(cronalpha[,-1])#paket psych\n",
                "\n",
                "cronalpha <- cronalpha[,-1]\n",
                "\n",
                "erste_haelfte <- cronalpha[,1:18]\n",
                "zweite_haelfte <- cronalpha[,19:36]\n",
                "\n",
                "cor(rowSums(erste_haelfte),rowSums(zweite_haelfte))"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "56c09d16-d486-47f3-9bcd-3f5a1c0b99a7",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "markdown",
            "id": "14a09f9a",
            "metadata": [],
            "source": [
                "Hauptkomponentenanalyse PCA"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "361148b5-7569-4d77-9652-b26b2059b537",
            "metadata": [],
            "source": [
                "Die Hauptkomponentenanalyse (abgekürzt: PCA) ist eine Methode der multivariaten Statistik und strukturiert DatensÀtze durch Approximation einer großen Anzahl statistischer Variablen mit einer kleineren Anzahl korrelierter linearer Hauptkomponenten."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "d1edb1d8-6bc6-4577-af40-b4a019618d75",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "id": "7dbcc972",
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "Installing package into β€˜\/srv\/rlibs’\n",
                        "(as β€˜lib’ is unspecified)\n",
                        "\n",
                        "Warning message:\n",
                        "β€œpackage β€˜stats’ is a base package, and should not be updated”\n"
                    ]
                },
                {
                    "data": {
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oTOvqgfdgAt0+r4v403PPpptdHYZn3zG4zdzsbRQmufuOY23znyKUgj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\nQaXqA+n5XFxWrLF9umQdyRNLLAj7LFBIwacCBtpeMCF9RmMN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FFhQSL6BQgowKKSQgEJqDhRSYEEh+cYrCcG+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\niAKgkBBEAVBICKIAKCQEUQAUEoIowP8D6YZrsbgSFVAAAAAASUVORK5CYII=",
                        "text\/plain": [
                            "plot without title"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image\/png": 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J8\/PzMz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\nA+gBjNgBABBCSGho6I0bN65cuSJ55pmnp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s2bP9mVKn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\nXL16VXgvawARKOzEsLKyevD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nhAycuTIr7\/+ev78+U5OTqNHj6ZjOm7A1tbWVlFRQQ8LLV68mC5E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wPklzAKK2b9++vXnz5hdffGFlZXXp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\nJHhrp1jfpLCwEMMwXV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1dVlZWcrKyq9evYKeFiRvBZfLhY+6zJRwEpKPF\/IDLZu2traI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\ns3Xr1kmTJvXr1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                        "text\/plain": [
                            "plot without title"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "install.packages(\"stats\", repos='http:\/\/cran.us.r-project.org')\n",
                "library(psych)\n",
                "tabellePCAMVS <- read.csv2 (\"https:\/\/paul-koop.org\/PCAMVS.csv\", header=TRUE, dec=\",\"); \n",
                "PCAbeobachtung <- tabellePCAMVS;\n",
                "\n",
                "PCAMVSnr  <- PCAbeobachtung[,1]; PCAbeobachtung <- PCAbeobachtung[,-1];\n",
                "PCAMVSart <- PCAbeobachtung[,1];PCAbeobachtung <- PCAbeobachtung[,-1];\n",
                "\n",
                "\n",
                "MVS <-cmdscale(dist(PCAbeobachtung));\n",
                "plot (MVS, type = \"p\", col = 1);\n",
                "text(MVS[,1],\n",
                "     MVS[,2],\n",
                "     PCAMVSart,\n",
                "     col=1)\n",
                "\n",
                "PCA<-prcomp(scale(PCAbeobachtung))\n",
                "biplot(PCA,choices=c(1,2))"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "923fe6b7",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "markdown",
            "id": "8c9500a3",
            "metadata": [],
            "source": [
                "Faktorenanalyse:"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "91e32262-135d-4398-a4a9-56e91bb4c223",
            "metadata": [],
            "source": [
                "Mithilfe der Faktorenanalyse wird ΓΌberprΓΌft, ob sich die Items in mehrere Subskalen unterteilen lassen."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "1597f6f5-f201-45ac-acda-d526c1eaabf7",
            "metadata": [],
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "id": "40aee053",
            "metadata": [],
            "outputs": [
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "Installing package into β€˜\/srv\/rlibs’\n",
                        "(as β€˜lib’ is unspecified)\n",
                        "\n"
                    ]
                },
                {
                    "data": {
                        "text\/plain": [
                            "Kaiser-Meyer-Olkin factor adequacy\n",
                            "Call: KMO(r = rohdaten)\n",
                            "Overall MSA =  0.9\n",
                            "MSA for each item = \n",
                            "  X1   X2   X3   X4   X5   X6   X7   X8   X9  X10  X11  X12  X13  X14  X15  X16 \n",
                            "0.91 0.92 0.94 0.93 0.93 0.88 0.89 0.93 0.91 0.91 0.92 0.91 0.95 0.95 0.94 0.94 \n",
                            " X17  X18  X19  X20  X21  X22  X23  X24  X25  X26  X27  X28  X29  X30  X31  X32 \n",
                            "0.96 0.90 0.94 0.95 0.90 0.90 0.92 0.87 0.90 0.85 0.89 0.85 0.76 0.93 0.68 0.70 \n",
                            " X33  X34  X35  X36 \n",
                            "0.68 0.82 0.68 0.85 "
                        ]
                    },
                    "metadata": [],
                    "output_type": "display_data"
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "Call:\n",
                        "factanal(x = rohdaten, factors = 4, scores = \"Bartlett\", rotation = \"varimax\")\n",
                        "\n",
                        "Uniquenesses:\n",
                        "  X1   X2   X3   X4   X5   X6   X7   X8   X9  X10  X11  X12  X13  X14  X15  X16 \n",
                        "0.50 0.53 0.51 0.45 0.53 0.48 0.24 0.44 0.48 0.56 0.45 0.52 0.50 0.53 0.55 0.53 \n",
                        " X17  X18  X19  X20  X21  X22  X23  X24  X25  X26  X27  X28  X29  X30  X31  X32 \n",
                        "0.52 0.63 0.46 0.52 0.49 0.45 0.56 0.51 0.52 0.48 0.45 0.59 0.83 0.57 0.69 0.73 \n",
                        " X33  X34  X35  X36 \n",
                        "0.75 0.46 0.42 0.60 \n",
                        "\n",
                        "Loadings:\n",
                        "    Factor1 Factor2 Factor3 Factor4\n",
                        "X1   0.53                    0.43  \n",
                        "X2   0.66                          \n",
                        "X3   0.66                          \n",
                        "X4   0.67                          \n",
                        "X5   0.62                          \n",
                        "X6   0.33                    0.58  \n",
                        "X7   0.40                    0.70  \n",
                        "X8   0.72                          \n",
                        "X9   0.71                          \n",
                        "X10  0.60                          \n",
                        "X11  0.69                          \n",
                        "X12  0.63                          \n",
                        "X13  0.62                          \n",
                        "X14  0.51    0.40                  \n",
                        "X15  0.62                          \n",
                        "X16  0.57                          \n",
                        "X17  0.65                          \n",
                        "X18  0.53                          \n",
                        "X19  0.61    0.30                  \n",
                        "X20  0.51                          \n",
                        "X21          0.58            0.31  \n",
                        "X22          0.65                  \n",
                        "X23          0.59                  \n",
                        "X24          0.52            0.43  \n",
                        "X25          0.60                  \n",
                        "X26          0.67                  \n",
                        "X27          0.71                  \n",
                        "X28          0.57                  \n",
                        "X29                                \n",
                        "X30  0.44    0.30    0.38          \n",
                        "X31                  0.53          \n",
                        "X32                  0.49          \n",
                        "X33                  0.50          \n",
                        "X34                  0.70          \n",
                        "X35                  0.75          \n",
                        "X36                  0.62          \n",
                        "\n",
                        "               Factor1 Factor2 Factor3 Factor4\n",
                        "SS loadings       7.88    4.19    2.89    2.01\n",
                        "Proportion Var    0.22    0.12    0.08    0.06\n",
                        "Cumulative Var    0.22    0.34    0.42    0.47\n",
                        "\n",
                        "Test of the hypothesis that 4 factors are sufficient.\n",
                        "The chi square statistic is 1022.46 on 492 degrees of freedom.\n",
                        "The p-value is 2.15e-39 \n",
                        "\n",
                        "Call:\n",
                        "factanal(x = rohdaten, factors = 6, scores = \"Bartlett\", rotation = \"varimax\")\n",
                        "\n",
                        "Uniquenesses:\n",
                        "  X1   X2   X3   X4   X5   X6   X7   X8   X9  X10  X11  X12  X13  X14  X15  X16 \n",
                        "0.50 0.52 0.47 0.39 0.51 0.47 0.26 0.37 0.46 0.52 0.44 0.31 0.47 0.48 0.51 0.53 \n",
                        " X17  X18  X19  X20  X21  X22  X23  X24  X25  X26  X27  X28  X29  X30  X31  X32 \n",
                        "0.49 0.41 0.46 0.51 0.47 0.37 0.53 0.48 0.51 0.46 0.43 0.55 0.81 0.53 0.53 0.72 \n",
                        " X33  X34  X35  X36 \n",
                        "0.59 0.49 0.30 0.61 \n",
                        "\n",
                        "Loadings:\n",
                        "    Factor1 Factor2 Factor3 Factor4 Factor5 Factor6\n",
                        "X1   0.53                    0.42                  \n",
                        "X2   0.65                                          \n",
                        "X3   0.66                                          \n",
                        "X4   0.68                                          \n",
                        "X5   0.63                                          \n",
                        "X6   0.33                    0.60                  \n",
                        "X7   0.40                    0.69                  \n",
                        "X8   0.74                                          \n",
                        "X9   0.71                                          \n",
                        "X10  0.59                                          \n",
                        "X11  0.68                                          \n",
                        "X12  0.65                           -0.34          \n",
                        "X13  0.61                                          \n",
                        "X14  0.52    0.42                                  \n",
                        "X15  0.62                                          \n",
                        "X16  0.58                                          \n",
                        "X17  0.63                                          \n",
                        "X18  0.51                            0.45          \n",
                        "X19  0.61    0.30                                  \n",
                        "X20  0.51                                          \n",
                        "X21          0.57            0.32                  \n",
                        "X22          0.67                                  \n",
                        "X23          0.57                                  \n",
                        "X24          0.49            0.46                  \n",
                        "X25          0.58                                  \n",
                        "X26          0.69                                  \n",
                        "X27          0.71                                  \n",
                        "X28          0.58                                  \n",
                        "X29                          0.32                  \n",
                        "X30  0.42            0.35                          \n",
                        "X31                  0.57                    0.34  \n",
                        "X32                  0.50                          \n",
                        "X33                  0.45            0.44          \n",
                        "X34                  0.67                          \n",
                        "X35                  0.81                          \n",
                        "X36                  0.58                          \n",
                        "\n",
                        "               Factor1 Factor2 Factor3 Factor4 Factor5 Factor6\n",
                        "SS loadings       7.83    4.17    2.87    2.14    0.91    0.60\n",
                        "Proportion Var    0.22    0.12    0.08    0.06    0.03    0.02\n",
                        "Cumulative Var    0.22    0.33    0.41    0.47    0.50    0.51\n",
                        "\n",
                        "Test of the hypothesis that 6 factors are sufficient.\n",
                        "The chi square statistic is 810.71 on 429 degrees of freedom.\n",
                        "The p-value is 7.64e-26 \n"
                    ]
                },
                {
                    "data": {
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FQ8f\/7cxsbm1KlTPXv2FNALAFqmzeJg694vluFE0jLiu8vcTmEwAOSCsrJycHDwq1evysrK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\n9uzZL168YLFY9fX18fHxDg4ONjY2jXeQuVl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                        "text\/plain": [
                            "Plot with title β€œScree plot”"
                        ]
                    },
                    "metadata": {
                        "image\/png": {
                            "height": 420,
                            "width": 420
                        }
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "install.packages(\"psych\", repos='http:\/\/cran.us.r-project.org')\n",
                "library(psych)\n",
                "rohdaten <- read.csv2 (\"http:\/\/paul-koop.org\/rohdaten.csv\", header=TRUE, dec=\",\");\n",
                "rohdaten <- rohdaten[,-1]\n",
                "KMO(rohdaten)\n",
                "scree(rohdaten)\n",
                "print(factanal(rohdaten, factors=4, rotation=\"varimax\", scores=\"Bartlett\"), digits=2, cutoff=.3)\n",
                "print(factanal(rohdaten, factors=6, rotation=\"varimax\", scores=\"Bartlett\"), digits=2, cutoff=.3)"
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "R",
            "language": "R",
            "name": "ir"
        },
        "language_info": {
            "codemirror_mode": "r",
            "file_extension": ".r",
            "mimetype": "text\/x-r-source",
            "name": "R",
            "pygments_lexer": "r",
            "version": "4.1.3"
        }
    },
    "nbformat": 4,
    "nbformat_minor": 5
}