From 42f702dd5ec45e0dcd8c6c49b6a38b075a70c19d Mon Sep 17 00:00:00 2001 From: Francisco Aranda Date: Tue, 15 Nov 2022 18:04:34 +0100 Subject: [PATCH] feat: Using new `top_k_mentions` metrics instead of `entity_consistency` (#1880) Closes #1834 --- docs/_source/guides/features/metrics.ipynb | 1269 +++++++++++++---- docs/_source/guides/steps/4_monitoring.ipynb | 10 +- src/argilla/metrics/models.py | 1 + .../metrics/token_classification/__init__.py | 1 + .../metrics/token_classification/metrics.py | 74 +- .../backend/metrics/token_classification.py | 34 +- .../tasks/token_classification/metrics.py | 11 +- .../test_log_for_token_classification.py | 4 +- tests/metrics/test_token_classification.py | 50 +- 9 files changed, 1128 insertions(+), 326 deletions(-) diff --git a/docs/_source/guides/features/metrics.ipynb b/docs/_source/guides/features/metrics.ipynb index 9aa4ae1952..fd84875ee7 100644 --- a/docs/_source/guides/features/metrics.ipynb +++ b/docs/_source/guides/features/metrics.ipynb @@ -34,10 +34,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "470fc694-6794-4d0d-a579-12e00eeb4462", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], "source": [ "%pip install datasets spacy plotly -qqq" ] @@ -57,7 +65,7 @@ "metadata": {}, "outputs": [], "source": [ - "!python -m spacy download en_core_web_sm" + "!python -m spacy download en_core_web_sm -qqq" ] }, { @@ -112,13 +120,15 @@ "source": [ "nlp = rg.monitor(nlp, dataset=\"spacy_sm_wnut17\")\n", "\n", + "def predict(records):\n", + " for _ in nlp.pipe([\n", + " \" \".join(record_tokens)\n", + " for record_tokens in records[\"tokens\"]\n", + " ]):\n", + " pass\n", + " return {\"predicted\": [True]*len(records[\"tokens\"])}\n", "\n", - "def predict(record):\n", - " doc = nlp(\" \".join(record[\"tokens\"]))\n", - " return {\"predicted\": True}\n", - "\n", - "\n", - "dataset.map(predict)\n" + "dataset.map(predict, batched=True, batch_size=512)" ] }, { @@ -131,10 +141,96 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 5, "id": "e0715fdb-2639-4220-851f-2a029990be34", "metadata": {}, "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "application/vnd.plotly.v1+json": { @@ -253,58 +349,57 @@ 106 ], "y": [ - 3198, - 2510, - 2628, - 2488, - 1345, - 916, - 789, - 478, - 269, - 165, - 85, - 72, - 70, - 53, - 58, - 47, - 6, - 12, - 12, + 16312, + 12804, + 13547, + 12515, + 6980, + 4692, + 3960, + 2722, + 1448, + 871, + 525, + 477, + 384, + 272, + 312, + 234, + 20, + 33, 42, - 12, - 30, - 7, - 4, - 7, - 11, - 3, - 1, - 1, - 0, + 217, + 59, + 620, + 45, + 23, + 33, + 36, + 20, + 8, + 8, 0, 1, - 1, - 0, - 0, - 0, - 0, - 0, 0, 1, + 4, 0, 3, 0, 0, 0, + 3, 0, + 11, 0, 0, 0, + 1, 0, + 3, 0, 0, + 1, 0, 0, 0, @@ -319,25 +414,26 @@ 0, 0, 0, + 2, 0, 0, 0, 0, 0, 0, + 1, + 1, 0, 0, 0, + 2, 0, 0, 0, 0, + 2, 0, - 0, - 0, - 0, - 0, - 1, + 4, 0, 0, 0, @@ -358,7 +454,7 @@ 0, 0, 0, - 1 + 2 ] } ], @@ -736,11 +832,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -1199,7 +1294,7 @@ "autorange": true, "range": [ 0, - 3366.315789473684 + 17170.526315789473 ], "title": { "text": "" @@ -1208,11 +1303,11 @@ } } }, - "image/png": 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gvP0c9NfHf5NQP48fMW2hTppnGbw9+QNZZ27sLTTBtF5nh8znWPGqrWzArkGzhuN5zeezfgbpzadgY/U89PN2z97f7U3HG7NeZz839Lz1M19/ByR2/YfyGbR01Yb/uQZzmxtdj5ibKXebwP158xmgnyV6U6Wn+fxq3rCKNDE3+tgQQAABBBBAAAEEEEAAAQQQ+KcFCK1DqIB/tZqu6L3vnnxJjtCV2cWqPG9XrWog5N90JWzZ2h1sgKUhoz+0jt9y5JvvfpQazbrZwFZDXN10hWrBMk1MQFrdrL57PBBav2pe+8kqpQKv//qbk23A/YlZnaurqJMKrYsXLSBbd/5Xnny2h4zo3TbQHkSDHl09rIGMvo5uek5lnmwn5Uwg082sktSH9G3e8p0sfXdA4P3/On7SBpt35r0lMC4hVpFHnzEBZqlAexANYkeZAEhDVn2opX/ToEcDl3XzNbSNCay07mNWMrbvMcIc926ZMqyLXVms26hJH9iA+oMJr8ttt+QIvI621NAwaOHkcyvKNQz8y6xk1AcM+ldxa+Bfr2UvGxDpTYHEtvihtQbNWt/iZmX14O7PBXbfYlZKa4sMf0iuofW7cz+y763Bsm66OrJQuWbydK1H7TzQVaUawA3t2VpKFy8cqHelhi8HQusMJtwfP32xDfIT9rQ+fOQPcy6DAqHdhs07bACmQbLWN7Gt1rPd5cyZs/L+uF6BH2vA1/iFfjbgS+xBjBr8/qfIXfYmRfz5rCu19aaJbglr65/f/vnuH5dYaK03Ela992Zg3vxirpVy5lp5tsHj9sZAqAGt3rjR4NHf0zrhgxhDnW8u8yRhaK03THRO+DdtM6Sh/OZlo+1Nk8S2UN4/VBN9Lf0Gg16rGpbrpnNu9Wdfytp5wyWjuQmim96YGjNtgWxePsbup3M+qbpczHWnq7nXvD/0guesx6Cr5fVbEvPG9wocq14zFcyNHf32gV6j/v30v/XbJhfa9GbcwUN/mBsf/z/P9Rskc5esMXO8vubhdqW1BuEaiPs3/8rmL0x99PPviDkenUfxH7T7rfkGij4LQENzDbL9Nyj088N/jPp6oYz9wnyONmj1un2gavxvSOjNrfzmhmAtcyMp4fUf6mdQYtfgnr37bW31YaFVzDd4/NtOsxpdvwmS88brL2jKDxBAAAEEEEAAAQQQQAABBBC4WgKE1iFIL/jQfMW619sy7o1OIT1gbcuO/0rt5j2k/yvN5bHSD5z3DtouQEOtwd1bBkJrf5sM3dEf1vUwq25rVHo4MLboYy3s/9d2DPOXrbOhcfxxuuOsBatsSxFtwaCroS81tL63/DN21WH8gFJfX4MuXaWpgaB+jb3tq8PNA+7y2VWMDxS+06zAzZKkZsJgs3mnwTacXWQC8vib/1z8IbQ/NNbV2UtWbrCrQf2tWHScvo7tKW7C6PjbxFlLpf+Id2XDolHnWnOYAC+7+cr+qH7tArv98NM+edyExANfbWHPO7Etfmjtr2/C0EfH2TqZ9h7aokNDa72JsGnpuZYr/q1ENQ2o75VuZkX4JHN8/czxrTaBbfxV3vpn+jNdaR0stM5+Q+bzWtbsMgaVzarWYOeioXn1CsXPu6GiN0YKlWsqdaqWTjS07jNsqm2noiHXIw8Vsg821OOKv10otNb2INpax78lFlrfnPMGebv/+a13tN2CruJ/s2eryxZahzrfXOZJwtBaW8Y0rv3/q1e1LYuuyk9Y8/iWobz/xYTWOcy1qS1l/FvnPqNN7+9tsnL2kMCf+efi54vfti0wdM4nVZeLue6ymJXV+hkabNPPHv086d7h6fN20zZK6zZuMyH7MPvnGm7rFiy0vr9ic6loVrcnfC3/C/uD5nbP1jpvdfF0Ux9ddeyvj7YkmTFvpfncWW9a8ByUE6dOic+0f9K2NPoZWc1cS/7X0m+QtDCrlf1bKGP9n1Gr5gw578ZdfICEoXWon0H+0Dr+NajXut5c0/BavwHxoAnaC5tvQ6RMmSJobfghAggggAACCCCAAAIIIIAAAldTgNA6BG3/SjhdNV073srmCw391IQrTTsMsCGR9nGNv+kKWg2QNKDzBwq6EtDfP9UfWmtv1Pg9X+OHof7QOv4KXn0Pf4/s6aO62fYilxJa+3vGal9TbTcRf9MWApkzZbBhjm7aRkRXEuv56opbXYmoq2r1q/EX2hIGm/Wff92u+tUAPv622LTr6PDaW7bft36NXQO0Q2ZVsT44UsMV/fP4Kx/1dfQr7gmDFw2X9JwWTOpjW5BoGKjtAHRVo3/zh9bx24gkPP74obW/vimMT1SC/q96Lhp8a2isofWiFZ/ZvtTxNxtam3YEumJdW4zo1/wTrrqdYFrLDBg5PcnQ+mLPRfuu32NW7TcybSL8rVf8x3ZfhWdt+5vEVlprj3ZtWfCB6WGu/Xr1IXgPFskvL5le2P5V5BcKrePPb32vxELrAnfcet5qZN1PbyRoT2BduRpqQJvUSutQ55vLPEkYWnduXd+05igTmAKhhtZJ1TZUk8TORUNr/VxbMq1/4Lj+P7QeZULrNPaaS6ouLtddwmvM/9mT2NzUdjbaK1qvE92SCq11vhYo1ch+o0FvICW2XehBjAnrowH2DNNSR9sJ6arq9OnT2v7xDVr1/p/QOmGtQxmrK9zfmjTvvG9RJDzehKF1qJ9Bif2O0dfWvtnak3/Z6o2i3+7Relcq84BtZ6U399gQQAABBBBAAAEEEEAAAQQQ+KcFCK1DqID2UC5RvY19ANx7Y3sm+qAq/fr4ews/tm09dpvWGtpy40IrrYsUvN2Gmq6hdcKV1v4VghpE3WQeZKcrVR8yfarjP4jxsy+22z6v/vYRibUH0fBSW1/oqsGEm/Zs9oeU/p9pQLRlxw/y1sS59gGOH0zobQPixLaEwaaGjNqK5EIrrf1hswZosSYoHdmnrXTtO1aOmd7As97pEQhYnnv5DfnOPNAw4Wpd/zHojQL9qr9LGKkPXdPe39tMaxJtsaGr3kuY1gIJN12lqnMllNDa317Bv6La/1r6UDbtbZ3USuukgs3EaqAPstNV+/Fb12jYriuwNVxNLLSO/zra01dXvWqofubMGdN24lyrFZfQ+rZbstsWNfE3bUlS8K7b7LcS5phrS9slJHwQowaH+qBQfRCjbkmF1qHON5d5crVC61BNXELrpOrict1d6POhUpnEV1prCxv/DbOkQmt97YdMCx8NmRN+Y8T/vqGG1jqv9ZsR+kBN/6Y37PQYEq60ThhahzJ22vsfibZ2+nDGIHuTJrEtYWgd6mfQhULr+O+hLUwWm1Xkg9+eaR/mq59xbAgggAACCCCAAAIIIIAAAgj80wKE1iFWYOTEefZBeK0aV7cPi4u/6erfFi8NNqHpz2ZFb1/71XrteawPHIwfDP6873cpX+dF+1Cup0y47Rpav/BMTWla97HAoejqyQ/Nw+/Wzh1m+8ZWaWQecHjT+auKx01fJIPMAxQThtb+3qz6Ys06DLQPs9OAPv72k3n4nj5MUF971bov7UP4/CvEdT/9eYV6HWVQt+fk0UfuT1RWQ5xajz9iDXTTFYYjJ8z9n57Wei76HmvMuWggGn+ls36tXft+64puDf910z7BWp8PZw4+r83G/gNHJHXqlIG+vS5hpD+01psYD5leuNUrFrcBb/xN23NokKw9gUMJrf0ryuP309av72vt/mvaliQMrf1tTvQ9L/Vcqjd55X8eBKjWLTsPSbSntfY8Xv3ZV/ZBnRkznOt/rJs/NP3Y9CnWh+olrO2FArPEVlrrys8VswYH+h3rTaAytdqbh0VWte0WdEXoC92G2/7E/jmnfX312wTaCid+aK0PW5xtHoapW8Ke1qHOt0u11Xl6tULrUE1cQuuk6uJy3SX2AaF91Q+Yh9ZqWyD/pjfFHq37onnI4U22h7RuoYTW2s/+hx/3ndfLWx8mO/CtGfabFtpqSHtaB1sJr/O6UFnTNqdamcAzBvT9tee+tv4JFlrb/vUhjPX3wve/lv+89eGn2l9aV4r7Q2v/9R/qZ1Bi16CuEt9s+vgnbF3V6fW3Zbu5ITfffCuFDQEEEEAAAQQQQAABBBBAAIF/WoDQOsQK6FfXX+g2Qlas/cI+kK7CI0UlU4b08uMvv8r0uStse4zhr7cJPKhR2z6Me3eRvGRCzRImXN1vgrQ+Q6fantDzTCCjQaBraK3h3XNPV5W7br9FNphViD0GTZDqpp+yPqDRH6xoiD3DtAvR/s/aDqDXkEnmYYk/B0Jr/0O56lUva0PY227OLl9t32Uf5vdExYeldtVS9qvjazdskQFvTZf2pv+rPqxPe9nu3vOrbQ+hqzH1QY1T5iyThR9+ZltxXGjFoK6e1Z9pmJ81Syb7kEkNaPV9O7Wsa0NRPeZB5qGDbZrWCITy8UNrPTd9SGO77iNtX+hapi+rrpqs2qirPc+2zWrKjVkzyw7zYDHtxXxHnn/bBx3q5hJG+kNrfR1t6aEBaDtz40BbwOhq31nzV9net9pvW2sSSmitoWDZJ9tbkx4vNpb05qv5GgRu+3a3fG9WjvtD6/cWfWzbamjbGH3wYe5bc1zyufh76GoYXP6R+2yf3uEm8N+9Z1+i7UG0JYwe4515bzY3bKrYh1/uN/NYV1r/deKkeWjeuYAxYW31oZDtuo84L2jW/RILrU+dPm37ZD9jHlCqT8jT+utq7vkTe9tvDegNH70hUqfqufBQV3v3GzFNVn/6lbXzh9ba610D+HdM+53rMme0Nzz0uPyBoD6kMZT55jJPrlZoHaqJS2idVF1crrvEPno1VNabZtqGSb+1ctZcV2PN56i2ppn4Zmd7Q0C3UELrTV9/a/erVPY/tnfzH8eO28+DzJn+JVNHdJUj5uGfSYXW2mdeX+MXM/+Gm28CaB/3KXOW2zZFsxeutsepbUP090NirxXKWA3P9aGR2qaja5uGto+4thWaMGNJ4HM6ses/lM+gxH7H+ENyvXFaxTwsWNuB6A3XV83ni95s7NKmQYi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", + "image/png": 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n2bQpjgACCCCAAAIIIIAAAggggECxAAGcX2MggPPzI4AjgPNsQRSPJfDbqpBWr4nek7FSttSoEWErrQgBBBBAAAEEEEAAAQQQSLYAAZyfMAFcnH5r121QfkGB6tSqUarEkhUbNWlypr7+JnJIUKd2WN27FSo3N6x338vQzNnRe271Or9AzZuF9d0PIT02KVOFUaYxa9+uUG2PKtSq1dLjkzO0fEXkYzZrGlbPHgXKzJCmPpupTz+LfI41aoTVo1uhGjYI6+NFGXr+hejn2O3cAu31p7B+WixNfCJTm1M4gFu7JkO/rQ4pHI5cyVlZYTVpVKhQKKRQHKNVox0nzibEbtsg8P2PRfdCQUHkwu3aFuqYo60Ot+HgFEEAAQQQQAABBBBAAAEEEIhbgAAubqqIOxLAleO3YWOe+t35sOa/+bHb88D9WmjUnVeqXt1a7r8J4CInH39tE1aH4/K1fn3IBXW/LI28X5PGYZ1/XoFyKkszZmbq/Q8i71elitTjvAI1aRRWvENQf/45Q5OeyNCGjZGPeejBhTqlc4E25WfolVcztHx55MZQp450bPtC1agWJHmx0p4oaZ/ffZq2pQng0rbquXAEEEAAAQQQQAABBBBIMQECOL8KIYArx++RJ1/WtJcW6PFRA1SlciVd0n+EmjdtpME39iaAS/EecPEGcHlbQpo4KVOLl0QO1ho2lHp0K1CN6mG9836mPv00cqPJypaOP7bQhYTWqy5mFPd7d7qNedL6dRlR983ICCu3bvqGegRwfg94SiOAAAIIIIAAAggggAACFSVAAOcnSQBXjt8ZF92mju1a6aJund2ecxa8p2sHPahPX5vgQhZ6wO38PeASCeBenZ+phf+MfM3ZleR68zXdNawff8zQv6MM+bV2tGeLQu25Z6GWLSsa8rt2XeRj/qlFWKd0sTnOpJ+WhFRQEHm/jAwpN1eqWjnKuGW/50RcpcMKa8WKzKhDfm2YaPXqYVXOiT9QJICLi56dEEAAAQQQQAABBBBAAIGkCxDA+RETwJXj16pTX93Z7wIXwtn2+X++05kXD9JbL41WrRrVCOBSeA64ZPSAizeA++rrkB5/MjNq67JQ7dA/F2rpsgw3j9+atZGDtf32DevsM4smQLO50H74IfJ+1kuu27mFqlMn/nDL79ERufTzL2Tqm28jn2PNGmGdenKhGtQPyxLFUDjGUN5Q2AV5BHDJqCWOiQACCCCAAAIIIIAAAggkLkAAl7hZyRIEcDH8wuGwWh7TSw/edY3atj7I7fnNd4t1cs8BmjtlmBo1zNXm/EJNfjZfS5ZEPlD16tIpJ2Zot0aZmv/mFr33QfQPPLGjdPB+lbTo/7bo5TlFAUSk7c8HSR3bZuuX5QWaPqMg6iqRNnSy29+ylJUpTX0xX999H/l4VapKJ3fM0B7NsrTwvS3651vRQ5zj20utDqykz77O18uzC5WfH/mY++8bVufjs7VqTVjTXijQyt8i71evnnTWyVmqXj2k6bO26D9fRd6vUo7UuWOG9tkjS299tEUL3oh+jm2Pktocmq3/fJuvGbPD2rQp8jGtd9npJ2ZrfZ405fn8mHPAnXFylurWCmnmvC365LPIx8vMkjp3CKnl3tn68JPNmj03el0feYR09OHZ+vbHAr04u1AbNkTet+lu0tmnZrm28Pi0fC1dGnm/mjWlU07KVNNdMvXzskLlR1vBQ1LVHCm3dpYW/5qv9Rui95jLzs7Q7o2ztHJNgZYuL4g+TDYk7bV7tgoKw3rq+Xz99FOUe6Ga1PmEDO2xW5Y+/3qL1q6P7lO3Tkh7NcvSoi+3aObscNQFSQ46UDqhXbbWbQxrydL8mL3v9m6erYxQSD8u3aJwYeTwz1pVnZoZqlktQz/+XKC8zVFWf5BUuXJITXfJ1tIVhfptbZQbQVKmQmrRrKgOlyyLfjzTaFw/U5kZIa1aW6BYfRmrV8lQpayQ1m0s1Ob86PdCVkiqWT1T+YXS5i2xP7tqTlFgvD4v9n5VcjKVEZI2bilUuDD6Z1fKDCkrK0Nb8mOfo11v5UoZrv2s3xj9qkMZUo0qRee4YVPsc6ycnSnrFWrnWFgQ/Ryzs0KqlJXhnuP5MfYLZYRUJTvDtcO8OB3jPUdrYwUxKtvqOTsrQ/nmGOc5Ll8dvT2aX/3aWW7hkvLOsVJ2prIypE1bCl39RNsyM0PKsXMsp53ZEarlFPWSLe+zrT3aOW7cFP3ZY+cTnKPV4ZYY90JmpmTtorxztGMG90J551jZ7gVrj5tj3wvxtjO7F3KS1M7Ku1+zMhO8FyTllXMfxu34+/1aXjvLzvz9XiinndnT3Z5T8Twr4j3HuO+F3+uwIttZyXOMtRhU8KywZ+6WGM+KpLSz3++FCm9nCTxzy/vusu8Zu/a8zbGfZ4Fj3N8LFXgvBO3MvmeiLT5l7TorS8rJKv95ti33QrzP3E35hSqIo53Zd6vd27G2apXju19LPnPzt0T/TqqSU/Ss2CH3QonfP2L9jpTwMzeBe6Hc765En7lx/v6xQ565Cf7+kcg5xnsvxNvOKvJ7IbgXKuqZW/J7YWOMdx/7vSz4Top5U/PDmAIEcOU0EOsBN6T/herQ9jC3Z9kecLQvBBBAAAEEEEAAAQQQQAABBBBAAAEEYgkQwJXTPmwOuBOO+Ysu7HqS27PsHHA0LwQQQAABBBBAAAEEEEAAAQQQQAABBAjgPNrAuMkz9MyM190qqFWr5Khvv+GlVkH1ODRFEUAAAQQQQAABBBBAAAEEEEAAAQTSQIAecOVU8voNebr+jof0xjuL3J4t926uUUOuUoN6tdOgeXCJCMQnUFgY1spVa5SdneUWJ4m0rV23QfkFBapTq0Z8B2UvBNJcYPPmLfpt9Tr3fWOrbrMhgECRgP1utmbdBjWsV0cZNinl75t9F/264jfVq1tLWTbxHxsCCLjfvVasXKOG9etE1Fi+crWqVa2iKpUroYVA2grYfZIRyij1nRJglPf7GPdQ2jabbbpwArg42VavXa8tW/LdL3VsCCDwP4G3P/hMVw4cpQ0b89w/tvrzPrr+krNdWG2b/Xu/Ox/W/Dc/dv994H4tNOrOK7mXaEQISFr8y3Kd2usWnXtqe13b5yxnYgsAPTTpRY2e8Lz777q1a+iBoVfroP1aYIZAWgu8/vYi3T36SX3/U9GKRM8/eqf22mNX9//tZ/YH0+C76LbreuqsLu3S2ouLT28BCxTuun+yXnn9fQdRo3pVXd7rdJ147OHuv39YvNSN7Anup9NPPFq3Xnu+sm31NjYE0khgY95mnd1nkC4+r4s6H9+6+MrL+32MeyiNGkkFXioBXAVicigE0lHgnY8+17Llq3R064OUl7dZd4yYKOuF8NDfr3Ecjzz5sqa9tMAN47a/rl7SfwTDuNOxoXDNWwlYr9Bul92pb75fogvOPbE4gPv406903uVD9Piom3XAPnvo/vHP6eV5b2vulOER/zILLQLpILDgrX/psptH6qJunXVKxyNdb+qcnErue8Veno4+7Upd3vs0dTv9ONm+Vw0cpTlP3atdG9VPBx6uEYGtBGwKnbtHP+XuA/tDzvOzFmro/ZP1+nMjVbVKZV18w32qXq2KhvS/SL/8ukJn9bldt17TQ106tEETgbQRuG/MFE14epa73rsH9CkVwJX3+xj3UNo0kwq9UAK4CuXkYAgg8NIrb6n/0LFaNG+8GwJkC5l0bNfKvTTZxkImtBEE5IYEXX7zSO1SP9cNpdu1Ub3iAG7YmKn6v6+/1yP33eCofl2+SseccbWeGXe79t2zGXwIpJ2A9UI4/YKB2vtPTfX3my/e6vqt99ulN43Qx6+MU6VK2e7nJ57Xz4Vx3U4/Pu28uGAETODBx6brhTlv6sWJQ5VTKdv1eOvUrZ9eebooeGvT5TI98cAAHdxyTwc25B+P65dfV7qpdtgQSBeBVavXKW/zZnW9dLCuvfisUgFcrN/HGu9Sj3soXRpJBV8nAVwFg3I4BNJdwMK3r79d7MIC21p16qs7+13gQjjbPv/Pdzrz4kF666XRUeeLS3dDrv+PL2C9EL7+9ic9fM916jdkbKkAzobR1alVXQOu6l4MsX+7nnrwrmvUtvVBf3wcrhCBMgIrV63VUadeofZHHqwt+flav2GTWh+6n3qfe6Iq51TS1JcW6LEpszTzibuLS14x4B/afbdGuq5v0dBuNgTSTcACN+tlbdPn2NC6Wa+963q+WYj9zXeLdXLPAVrw7EjVzy2a1/rxZ15xgV3w+1u6eXG96S3Q8dwbdEXv00sFcLF+H7M/nHIPpXeb2darJ4DbVjnKIYDAVgJB7zfrudP6sP3dXFYtj+lVKjgIfumbO2WYGjXMRRGBtBN4avo8PTZltqY+PEi1albTtYMeLBXA2ZCGvVs0LRUcWJA96PqeOunYI9LOiwtG4P+++t71pj6zczu1adVSa9aud0Pr7H6w+8KmOpj92nulggN7capetYr7ORsC6ShgQ7P7DRmjDRs36b/fL9HSZb/p/sFX6tijDlEwtK7kH0MtyB4z6QXNnzYiHbm45jQXiBTAxfp9rHHDXDddCPdQmjecbbh8ArhtQKMIAghsLfDm+5+6+URuu/Z8nXXyMcU7WHAwpP+F6tD2MPdv9ICj9aS7gP2S12zXhvrT7k0cxbx/fuQmxw6GaltwYPP13HzlecVU9IBL91aT3tcfBHALp49y94Ztz818Q3eNelLvzXxI02a8Tg+49G4iXH0EgRFjp2nR59/o0eH93B9EJ02bI5vvavqEO5URCrneO68/94/iRbHoAUczSmeBaD3gov0+FvSA4x5K51azbddOALdtbpRCAIESAsG8bjbU9LROR5WysV4LJxzzF13Y9ST378wBR9NJd4EpL8yXrawdbNNn/1N1a9dUl+Nb6+xT2svmHPnymx809t7r3S7MAZfuLYbrt/vF5qt66sGBbiVt26a++JpuHz5Rn8yfoIXv/tvNAfevVx9RdnaW+7m9TPU4swNzwNF80lbg7D6365AD91K/y851BrZA1gHte7mFFk5of/hW81cNHjFJvy7/jTng0rbFpPeFRwrgYv0+FmkOOO6h9G5D8V49AVy8UuyHAAIRBWy+kJvvGqf+l3dV+78eUryPzWFlc42MmzxDthKXrYJatUqOW/K+edNGGnxjb0QRQEDaagjq/1bdGqAD9t1D/3jkGc2c9w6roNJa0lqgb79hLkAYecflWr5yjW644yE3jYH9tw2xa9WpjwsaurIKalq3Ey7+fwIWUM994wNNHj1QuzWur1ff+FDX3PaAW4ShyS71dOH196pm9WpulAKroNJy0lXAFsUKF4bVucdN6tvjZHU+rnXxH3LK+32MeyhdW43fdRPA+flRGoG0F7hjxCRZj56yW9Abbv2GPNmQujfeWeR2abl3c/fX1Qb1iib9ZUMg3QXKzgFnQ4UemPC8xkx60dFYkD323uuKV6pLdy+uPz0Ffvp5ma6+9QHZcFTbDj94X90zsG/x8Ln5b34sW3gh2G65urvOPfXY9MTiqhGQZKs7jhz3jF6e947zsKkPep51QvEk89/+8LP7o6jdW7adesJfNei6nsXhA4gIpIOA/Q5mo3NKbjMm3eU6C5T3+xj3UDq0kIq/RgK4ijfliAggEEHAhhBt2ZJf/LIEEgIIxBbI27RZK39bo10a5CojIwQXAgj8PiQ7KyuzeC64kigFBYX6ZdlKNcitTYhAa0HgdwHr4bN85WrtUr9uRBNbnKF6tSqqVrUyZgggEEGgvN/HuIdoNokIEMAlosW+CCCAAAIIIIAAAggggAACCCCAAAIIJChAAJcgGLsjgAACCCCAAAIIIIAAAggggAACCCCQiAABXCJa7IsAAggggAACCCCAAAIIIIAAAggggECCAgRwCYKxOwIIIIAAAggggAACCCCAAAIIIIAAAokIEMAlosW+CCCAAAIIIIAAAggggAACCCCAAAIIJChAAJcgGLsjgAACCCCAAAIIIIAAAggggAACCCCQiAABXCJa7IsAAggggAACCCCAAAIIIIAAAggggECCAgRwCYKxOwIIIIAAAggggAACCCCAAAIIIIAAAokIEMAlosW+CCCAAAIIIIAAAggggAACCCCAAAIIJChAAJcgGLsjgAACCCCAAAIIIIAAAggggAACCCCQiAABXCJa7IsAAggggAACCCCAAAIIIIAAAggggECCAgRwCYKxOwIIIIAAAggggAACCCCAAAIIIIAAAokIEMAlosW+CCCAAAIIIIAAAggggAACCCCAAAIIJChAAJcgGLsjgAACCCCAAAIIIIAAAggggAACCCCQiAABXCJa7IsAAggggAACCCCAAAIIIIAAAggggECCAgRwCYKxOwIIIIAAAgggEK/Awnf/rcMO2kf5+fn67MvvdMSh+8VbdKv9Pv70K93z4NMadeeVqle31jYfh4IIIIAAAggggAAC21+AAG77m/OJCCCAAAIIIJAGAitXrdVRp16hf80dr/n//FAzXn1bo4Zctc1XbmFe337DNXfqcDVqUHebj0NBBBBAAAEEEEAAge0vQAC3/c35RAQQQAABBBBIA4H5//xIU196TWPuvk5D/vG4mjZpqO5ndNjmKyeA22Y6CiKAAAIIIIAAAjtcgABuh1cBJ4AAAggggAACfySB52a+oc1b8rXgrY+VX1Co4446VGOfeEnH/vUQtdi9iU5o9xfVrlU96iW//cFnGjd5hj754lvVz62l1ofur8t7n6ZPv/jW9YC7s98FemHOm25I6zFt/qzzzzpB+++9uzveL8tWqv+Qsfrmu8WyHngN69fRyR2O1GW9TlN2VqY25m3WRdffqz7du2jxL8tloV7tmtU1pP+FevGVNzVp2iv6/qelqlu7hg49cC9dc/GZqp9b+49UPVwLAggggAACCCCwQwQI4HYIOx+KAAIIIIAAAn9Ugb8/8KTy8jZr2owFOunYI5RfUKA5C97XmZ3buUvue/7J2qV+5CGkr7+9SJfeNEJ77bGrzjmlvdau36iJU2frgaFXa83a9S6As63HmR21W+MG7mcWoE15+Db37z8sXqqR457R4Qfvq7p1auqrbxdr9ITndfVFZ+iibp21dt0GHdH5UrevhWyt/ryvatWspv9v795CrKrCOIB/TVlOmqJOjhoUoZVUikkiSZZdMCjTrpYGGaV5ySJCwoZEVNJI0jAiNQ1RSdEkLyVIjpoxlQSW+RAZFmZp5oREmY6Xmdg7zgFtcibG5UP+1ttw1vn2nN/+nv6sS/+bro/h46bH4IG3xI29usWefdWxZGVlHsxdd+0V/9dX5XcRIECAAAECBM6YgADujFF7EAECBAgQIHC2CBTOf9tWOT82Vn0Rq9dVNer8t4HDKqLmyNFYt2R6kerPQ4ejri5i6/YdeQC3Yt7k6Nrl0vzzyo+3xjMTZsXGd1+L9mUnrlQ7+OfhOPDb7/mKuJYtmudbYQsB3EODbo0Xxg6NZs3Oy+u8vXRtvDp72Ql1jh+vjdra2uKcs+Xd+Z0ECBAgQIAAgRQCArgUqmoSIECAAAECZ7XAhqovYsUHH8UbU5+NbEXcJR3KGjz/LQveevYfEcMevCOef2rIP/zqOwMu26b68KhJsXT2xOjW9fJ8tV22fXX5mk2xb/+BYo2e3a6MRa9XFAO46RNGx5239S5+/s3O3XHfExPiwtLmcUe/XtHjmi7559nfBgECBAgQIECAQNMFBHBNN1SBAAECBAgQIJALZKvRslVphZEFWNkKtsJ4ZcKofFtqfeOPg4ei912j8/PeRj86qFEB3Nff7ooHRkwsBnCz5q+IOYvWxHMjB0ff3t2jQ/u2MXXW4vhpb/UpA7jsYd//sDeWrNyQr7TL6mb/++oFL0XH8nbeLgECIty1lQAABcNJREFUBAgQIECAQBMFBHBNBPR1AgQIECBAgEBBINvyeeTIsRgyZnJMfO6xaNO6ZQwZMyXWL5sRJeecE60uahGlzc//V7C+9zwdncrLime6FSbW1tZF1efb8y2oWa2O7f8+Q+7kAO6hkZPyM93mTh9XfEbFtLdi9579pwzgsu2m555bUvzOju9+jHsffzHGjx3a4Mo9b58AAQIECBAgQKBhAQFcw0ZmECBAgAABAgQaLVA4/+3LD+fFhqqt8f6Hnzbq/LfsAfOXrI0Zc5blFzbcP+DmqKk5kl+0MPyRAcVLGE4VwGXnuC1dtSFerngyytq1js2fbYvZC1dHQ1tQZ85dHocO18SA22+IsratY/OWr2LKzIX5Ftp+fXo0+rebSIAAAQIECBAgUL+AAE5nECBAgAABAgROo8CmT76Md95bn69Cy85/61TeLr+1tDHj6LHjMWfh6nhz4ari9GuvujxmTnoqdu7ak6+Aq1w+o3iLamEFXHYLajbvp5+r80sXsm2k2eh+deeoPV4bpaUXxILXxkdhm+vJZ8CtrdwS015fHFl4mI3Ol3WKu/v3yW9ONQgQIECAAAECBJouIIBruqEKBAgQIECAAIHTKpBtCf2l+kC0aFEarVpe+J9r7933a5SUlET5xW0a/d26uro8gMueffKNqo0uYiIBAgQIECBAgEC9AgI4jUGAAAECBAgQIECAAAECBAgQIEAgoYAALiGu0gQIECBAgAABAgQIECBAgAABAgQEcHqAAAECBAgQIECAAAECBAgQIECAQEIBAVxCXKUJECBAgAABAgQIECBAgAABAgQICOD0AAECBAgQIECAAAECBAgQIECAAIGEAgK4hLhKEyBAgAABAgQIECBAgAABAgQIEBDA6QECBAgQIECAAAECBAgQIECAAAECCQUEcAlxlSZAgAABAgQIECBAgAABAgQIECAggNMDBAgQIECAAAECBAgQIECAAAECBBIKCOAS4ipNgAABAgQIECBAgAABAgQIECBAQACnBwgQIECAAAECBAgQIECAAAECBAgkFBDAJcRVmgABAgQIECBAgAABAgQIECBAgIAATg8QIECAAAECBAgQIECAAAECBAgQSCgggEuIqzQBAgQIECBAgAABAgQIECBAgAABAZweIECAAAECBAgQIECAAAECBAgQIJBQQACXEFdpAgQIECBAgAABAgQIECBAgAABAgI4PUCAAAECBAgQIECAAAECBAgQIEAgoYAALiGu0gQIECBAgAABAgQIECBAgAABAgQEcHqAAAECBAgQIECAAAECBAgQIECAQEIBAVxCXKUJECBAgAABAgQIECBAgAABAgQICOD0AAECBAgQIECAAAECBAgQIECAAIGEAgK4hLhKEyBAgAABAgQIECBAgAABAgQIEBDA6QECBAgQIECAAAECBAgQIECAAAECCQUEcAlxlSZAgAABAgQIECBAgAABAgQIECAggNMDBAgQIECAAAECBAgQIECAAAECBBIKCOAS4ipNgAABAgQIECBAgAABAgQIECBAQACnBwgQIECAAAECBAgQIECAAAECBAgkFBDAJcRVmgABAgQIECBAgAABAgQIECBAgIAATg8QIECAAAECBAgQIECAAAECBAgQSCgggEuIqzQBAgQIECBAgAABAgQIECBAgAABAZweIECAAAECBAgQIECAAAECBAgQIJBQQACXEFdpAgQIECBAgAABAgQIECBAgAABAgI4PUCAAAECBAgQIECAAAECBAgQIEAgoYAALiGu0gQIECBAgAABAgQIECBAgAABAgQEcHqAAAECBAgQIECAAAECBAgQIECAQEIBAVxCXKUJECBAgAABAgQIECBAgAABAgQICOD0AAECBAgQIECAAAECBAgQIECAAIGEAgK4hLhKEyBAgAABAgQIECBAgAABAgQIEBDA6QECBAgQIECAAAECBAgQIECAAAECCQX+AkfgM4n121cgAAAAAElFTkSuQmCC", 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