{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import pandas as pd \nimport numpy as np\nimport plotly.express as px\nimport datatable as dt","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-12-08T16:08:59.309111Z","iopub.execute_input":"2022-12-08T16:08:59.309516Z","iopub.status.idle":"2022-12-08T16:09:00.677862Z","shell.execute_reply.started":"2022-12-08T16:08:59.309484Z","shell.execute_reply":"2022-12-08T16:09:00.676589Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Overview:\n\nIn this notebook we explain our multiome and citeseq transformation which boosted us from 38th to 9th place. Submit 35C uses the citeseq adjustments but not the multiome adjustments. Submit 36C uses both. \n\n![image.png](attachment:114d1803-a89c-42df-8692-d98db45b63f7.png)\n\nWe apply our same transforms to [Laurent Pourchot's public notebook](http://) and show that we can take her submission from 224th place to a silver medal. \n\n**Private LB Scores**\n* Original: 0.766860\n* Multiome Transform: 0.768609\n* Multiome and Citeseq: 0.768975 **rank 58**","metadata":{},"attachments":{"114d1803-a89c-42df-8692-d98db45b63f7.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Multiome Transformation\n\nThe code here won't run because we don't have enough RAM in the kaggle notebook to open up our multiome predictions and actuals. However, you can run it yourself if you download our data. \n\nMotivation: When analyzing the residuals of our multi model we noticed that the delta in average residual for each target from the previous days were predictive of the average residual by target of the next day.","metadata":{}},{"cell_type":"code","source":"\"\"\"\n# We don't run this section because we can't open the data in the notebook due to memory constraints \n\n# load multi targets\nt = pd.read_hdf('/kaggle/input/open-problems-multimodal/train_multi_targets.h5').values\n\n# load multi os predictions from cross val\np = np.load('/kaggle/input/msci-post/Multiome_OS_Preds.npy')\n\n# load the train_metadata\ntrain_metadata = pd.read_csv('/kaggle/input/msci-post/meta_train_multi_targets.csv')\n\n# calculate residuals\nresid = t - p\n\n# average target residual by day\nm2 = resid[train_metadata['day']==2].mean(axis=0)\nm3 = resid[train_metadata['day']==3].mean(axis=0)\nm4 = resid[train_metadata['day']==4].mean(axis=0)\nm7 = resid[train_metadata['day']==7].mean(axis=0)\n\n# save the average residual by target\nr = pd.DataFrame({'r2':m2,'r3':m3,'r4':m4,'r7':m7}).to_csv('/kaggle/input/msci-post/multi_residuals_by_target_by_day.csv')\n\"\"\"\n\n# reload average residual by target by day\nr = pd.read_csv('/kaggle/input/msci-post/multi_residuals_by_target_by_day.csv')\nm2 = r.r2\nm3 = r.r3\nm4 = r.r4\nm7 = r.r7\ndisplay(r.head(), r.shape)","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-12-08T16:09:04.678766Z","iopub.execute_input":"2022-12-08T16:09:04.679209Z","iopub.status.idle":"2022-12-08T16:09:04.765786Z","shell.execute_reply.started":"2022-12-08T16:09:04.679171Z","shell.execute_reply":"2022-12-08T16:09:04.764445Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Here is the graph that shows the pattern in residuals from day to day.","metadata":{}},{"cell_type":"code","source":"nbins = 50\ndelta = r['r3']-r['r2']\ngrper = pd.qcut(delta, nbins)\nx = delta.groupby(grper).mean()\ny = r['r4'].groupby(grper).mean()\nfig = px.scatter(x=x, y=y)\nfig.update_layout({'title':'Multiome: delta in residuals predicting next day residual',\n                  'xaxis_title':'res_day_3 - res_day_2',\n                  'yaxis_title':'res_day_4'})","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-12-08T16:09:06.495684Z","iopub.execute_input":"2022-12-08T16:09:06.496056Z","iopub.status.idle":"2022-12-08T16:09:07.499615Z","shell.execute_reply.started":"2022-12-08T16:09:06.496025Z","shell.execute_reply":"2022-12-08T16:09:07.498297Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Here is the transformation formula:\n\nFirst we calculate the slope of day to predict residuals","metadata":{}},{"cell_type":"code","source":"# matrix of residuals; dimension = (target x day); centered\nR = np.array([m2,m3,m4,m7]).T\nR = R - R.mean(axis=1).reshape((-1,1))\n\n# day vector centered\nD = np.array([2,3,4,7])\nD = D-D.mean()\n\n# calculate slope of day to predict residual\nM = 1/len(D) * ( R @ D ) / D.var()  ","metadata":{"execution":{"iopub.status.busy":"2022-12-08T16:09:25.945953Z","iopub.execute_input":"2022-12-08T16:09:25.946425Z","iopub.status.idle":"2022-12-08T16:09:25.959413Z","shell.execute_reply.started":"2022-12-08T16:09:25.946379Z","shell.execute_reply":"2022-12-08T16:09:25.957173Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We then do a piecewise adjustment of slope using the sign of the slope. If the original slope is negative we keep the sign the same, however if the original slope is positive we flip the sign. We got the intuition to do this based on the above graph. ","metadata":{}},{"cell_type":"code","source":"# final adjustment vector; dimension = (target x 1)\nA=np.zeros(M.shape)\n\n# predict next residual for negative slopes\nA[M<0] = 0.7*3*1.1*(M[M<0]).clip(-0.5,0.025)\n\n# predict next residual for positives slopes\nA[M>0] = 0.7*3*(-0.565)*(M[M>0]).clip(-0.5,0.025)","metadata":{"execution":{"iopub.status.busy":"2022-12-08T16:10:02.668567Z","iopub.execute_input":"2022-12-08T16:10:02.668961Z","iopub.status.idle":"2022-12-08T16:10:02.677145Z","shell.execute_reply.started":"2022-12-08T16:10:02.668928Z","shell.execute_reply":"2022-12-08T16:10:02.675900Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"\nWe picked 1.1 and -0.565 as coefficients because they reduced the standard deviation of the transformed predictions the most when using day 2,3 to predict day 4.The below graphs are only for the positive side of the slopes. \n\nAxis labels:\ny = stdev of predicitons; x = adjustment coefficient\n\n![image.png](attachment:8a518fea-66a4-4409-916b-420683d47e49.png)\n\n\nWe multiply by 3 because we noticed that the same stdev vs coefficient graph had a minimum at 3.3 for day 2,3,4 predicting day 7, which suggests that a 3 day gap between adjustments required a multiplication of 3.\n\nAxis labels:\ny = stdev of predicitons; x = adjustment coefficient\n\n![image.png](attachment:5e55d584-eab3-4d94-a7ef-190d27819cb0.png)\n\nLastly we multiply by .7 because it optimized our row wise correlation. We think it is because the column level adjustment scrambles the rows so shrinking the adjustment actually improves the predictions \n\nAxis labels:\nx = adjustment coefficient; y = row wise correlation out of sample\n\n![image.png](attachment:8b18b5ca-f7f2-476f-a35a-1dca83156a56.png)\n\nNote we couldn't produce these graphs in the notebook because we can't load our os preds and true values for the metrics. 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"},"5e55d584-eab3-4d94-a7ef-190d27819cb0.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAgAElEQVR4Xu2dCVhV1fr/vwo4IopjCeYUqOAsKs7mPEWW5k3LISTtpgZZmUY//njLS5mZJZohjiRYYZYWQoiaE6I4m5mkibPiBIoDU/+1luHVVPBwzj7D5ruehweLvdfwedf57nXetfb7lvhLFLCQAAmQAAnolkAJCr1ubcuBkQAJkIAiQKHnRCABEiABnROg0OvcwBweCZAACVDoOQdIgARIQOcEKPQ6NzCHRwIkQAJWJ/RVq1ZFnTp1aBkSIAESIAEDCKSmpuL8+fMoUaLEfXdZndB7eXkhOTnZgOHxUhIgARIggdatW2P79u0Uek4FEiABEtArAQq9Xi3LcZEACZDA3wQo9JwKJEACJKBzAhR6nRuYwyMBEiABCj3nAAmQAAnonACFXucG5vBIgARIgELPOUACJEACOidQLIT+fMZNfLnxKCZ0exKVypXSuUk5PBIgARK4l4DRQh8bGwt/f3/k5ubCz88PkydPfiDjFStWYPDgwdixYwfki08XL16889+jRo1CaGhoobYp6gtTv5+9it6zNiKgh5v4cS+0HV5AAiRAAnoiYJTQS3F3d3dHfHw8XF1dISuLioqCh4fHPYyuXr2K/v37IysrSwm6FOzMzEzs3r0bBw4cUD9aCr3szJilyUj68xI2v/MUKpRx0JMNORYSIAESKJCAUUKfmJiI4OBgxMXFqUZCQkLU7ylTptzTaEBAAHr27ImPP/4YM2bMUEKfXxYvXqzCGmgt9PtOXoFP6Ba806ch/t21PqcFCZAACRQbAkYJfXR0NKTrJjw8XAGLiIhAUlLSPaK9a9cuTJs2DdJ107VrV4OFPiwsDPJHlrS0NMjgPEUtIxdux4FT6WJV3w1lS9kVtRreRwIkQAI2RUBToc/Ly0O3bt0gV+0y6mRRhP5umkX10efXkXzsEgbPS0TQAA/4dqxrU4ZiZ0mABEigqASMEvrCXDfp6emoX78+HB0dVf/Onj2LypUrY9WqVXfcN+Zy3eQDeiEsEX9eyMTGSU+htD1X9UWdOLyPBEjAdggYJfQ5OTlqMzYhIQEuLi5qMzYyMhKenp4PJGDpFb3s1JY/LuDF8CRMe7YxXmxb23YsxZ6SAAmQQBEJGCX0ss2YmBjIzVZ5AsfX1xeBgYEICgpSK3YfH597uvVPoZfunIyMDHUap1KlSvj555/vO7FjSteNrOuvv/7Cc19sRdrVW1j/Vlc42JUsIjreRgIkQAK2QcBooTfnMI310ef3dd2hc/BdnIwZzzfD4Fau5hwC2yIBEiABsxMolkIvV/X9P9+Mm9m5iJ/YBXYl70+vZXZLsEESIAES0IhAsRR6yXLN/jP497JdmD20BZ5uVlMjvKyWBEiABCxPoNgKfV7eX+glwiLYiWS5a/w7oSRX9ZafjewBCZCAJgSKrdBLmt/vPoWAr/fgy+Gt0NvzMU0As1ISIAESsDSBYi30Obl56DHzF5QvbY8fJ3R8YIZ0SxuI7ZMACZCAsQSKtdBLeN8mn8Db0fswf4QXenrUMJYn7ycBEiABqyNQ7IVeruq7ffILnMraY/V4ruqtboayQyRAAkYTKPZCLwl+s+MEJq3YhwUjvdC9EVf1Rs8qVkACJGBVBCj0whzZalW/Ac4i+9QP4zrQV29VU5SdIQESMJYAhf5vgl/vOI53VuzHwlFe6NaQq3pjJxbvJwESsB4CFPq/bSFX9U/N2IAq5Uvhe67qrWeGsickQAJGE6DQ34Vw+fbjmPzdfix6uTWealDdaLisgARIgASsgQCF/i4rZOXcXtVXrVAa37/Wnr56a5ih7AMJkIDRBCj0/0AYmXQc767cj8ViVd+Vq3qjJxgrIAESsDwBCv0/bJC/qq/uVBrf/ZurestPUfaABEjAWAIU+gcQXJaUisCVB7DUtw06u1czljHvJwESIAGLEqDQPwC/XNV3/Xg9alQsw1W9RacnGycBEjAFAQr9Qyjmr+oXjRIncBryBI4pJhvrIAESsAwBCv1DuMtVff7bsqvG821Zy0xPtkoCJGAKAhT6Aih+IyJbThKRLRmv3hRTjXWQAAlYigCFvgDyMrJlz083orR9ScS8zixUlpqkbJcESMA4AkYLfWxsLPz9/ZGbmws/Pz9Mnjz5gT1asWIFBg8ejB07dsDLy0tdExISggULFsDOzg6ff/45evfuXeBo5H3JycnGjdjAu/OzUM0Z1hL9mz5u4N28nARIgAQsT8AooZfi7u7ujvj4eLi6ukJWFhUVBQ8Pj3tGdvXqVfTv3x9ZWVkIDQ1VQn/w4EEMHToU27dvx+nTp9GjRw8cPnxYif7DiiWEPlfklu0jcsv+JToVF9AZdswta/lZyx6QAAkYRMAooU9MTERwcDDi4uLurNDlP6ZMmXJPJwICAtCzZ098/PHHmDFjhhJ6uZq/+1q5mpd1tWvXzqqEXnbmp31nMC5yF2b9qzkGtnAxCDAvJgESIAFLEzBK6KOjoyFdN+Hh4WocERERSEpKUqv2/LJr1y5MmzYN0nXTtWvXO0I/fvx4eHt746WXXlKXjh49Gn379lXunbtLWFgY5I8saWlpSE1NNTuzPLGq7/f5JtwSJ3Hi3+gMe7uSZu8DGyQBEiCBohLQVOjz8sQRxW7dsHjxYtSpU6dIQn/3wCzhuslv/+dfz2JMxE5MH9wUQ7xqFZU37yMBEiABsxMwSugLc92kp6ejfv36cHR0VAM7e/YsKleujFWrVim/viz5bh5rdt3Ifv7111/wCd2Cy9ezsO7NriglTuKwkAAJkIAtEDBK6HNyctRmbEJCAlxcXNRmbGRkJDw9PR849rtdN7/++iuGDRt2ZzO2e/fuSElJsbrN2LsHsv7Qeby8eAemPdsYL7atbQv2ZR9JgARIQGmzPPhSokSJ+2iUEKtYedikwBITEwO52SpP4Pj6+iIwMBBBQUFqw9XHx+eee+8WevkH6btfuHAh7O3tMWvWLOWjL6hY0nWTv6p/7outOJt+E+vf6ooyDg8/IVQYN/6dBEiABMxFwGihN1dHZTuWFnrZh61/XMCw8CS8178R/DrVM+fw2RYJkAAJFIkAhb4I2F4SQn/wTAY2TnoKjqXti1ADbyEBEiAB8xGg0BeB9d4TV/DMnC0I6OEmftyLUANvIQESIAHzEaDQF5H1q+Ko5WbhxpGr+srlSxWxFt5GAiRAAtoToNAXkfEf56+ilwh45tuhLt4bcG/IhyJWydtIgARIQBMCFHojsL717V6s2nsaG8QJnJqVyhpRE28lARIgAe0IUOiNYHvy8nU8NWMDBrV0xYeDmhpRE28lARIgAe0IUOiNZBu86ldEbEtVMXDqVbv9BjALCZAACVgTAQq9kdZIu3oLXUQicZlXVsasZyEBEiABayNAoTeBRWbE/Y7Q9X/gxwkd0diloglqZBUkQAIkYDoCFHoTsEy/kY3O09ejea1KWOLbxgQ1sgoSIAESMB0BCr2JWM775Qg+XHMIy8d4w7teFRPVympIgARIwHgCFHrjGaoabmbnqhM41SuUxvfjOjwwSpyJmmI1JEACJGAQAQq9QbgKvvib5BOYFL0PocNaYEDTmiasmVWRAAmQQNEJUOiLzu6+O2Ui8X6fbcLNnFxx3LILk5OYkC2rIgESKDoBCn3R2T3wzvzkJFN9PDGyfR0T187qSIAESMBwAhR6w5kVeIfM1TJ0/jaknLuGDW93RYUyDiZugdWRAAmQgGEEKPSG8Xqkq/PDGE/o9iTe7NXgke7hRSRAAiSgFQEKvUZkx0fuQsJv5/GLWNVXdyqjUSuslgRIgAQKJ0ChL5xRka5IvZiJHjN/weBWtRDyXJMi1cGbSIAESMAUBCj0pqD4kDpkwLOlicfwswh49mT1Chq2xKpJgARI4OEEKPQazo6L12TAsw1oV78K5o/w0rAlVk0CJEACGgp9bGws/P39kZubCz8/P0yePPme1ubNm4c5c+bAzs4Ojo6OCAsLg4eHB7KysjB27FgkJyejZMmS+Oyzz9C1a9cCbeXl5aWut6USui4FM34+jG/GtkObupVtqevsKwmQgE4IGLWil+Lu7u6O+Ph4uLq6QlYWFRWlhDy/ZGRkwMnJSf3nqlWrMHfuXMiHgxR/KdqLFi3C+fPn0bdvX+zYsUOJ/sOKLQr9jazboRFqOJXGytc6iPGV0MnU4TBIgARshYBRQp+YmIjg4GDExcWp8YaEhKjfU6ZMeeD45UNg6dKlWLNmDcaNGwdvb28MHz5cXdu9e3d1f5s2D4/+aItCL8e2YudJvCnSDs76V3MMbOFiK3OD/SQBEtAJAaOEPjo6Wq3Ow8PDFY6IiAgkJSUhNDT0Hjxy9T5z5kzlrlm3bh3c3NyUC0d+E5Dif+LECbRo0QILFizAoEGD7rlXXid/ZElLS0NqaqrNoc8ToRF85mzGxWti/G92RdlSdjY3BnaYBEjAdgmYRejz8URGRqrV/5IlS5CTk4O3334b69evR+3atZGdnY0xY8Zg4MCBD6Vpqyt6OaBtRy/ihbBteKuXO8Z3c7PdGcOekwAJ2BwBo4TeUNdNXl4enJ2dkZ6efh+o9u3bq28Gd/v3/3mRLQu9HMvYiGRsSrmADW/xJSqb+6SwwyRgwwSMEnq5KpebsQkJCXBxcVGbsXLV7unpeQdJSkqKctXIsnr1akydOlVtwl6/fh0yLkz58uWVC+f999/Hxo0bC0Rp60J/7EImen76C55r4YqPBje14WnDrpMACdgSAaOEXg40JiYGAQEB6nilr68vAgMDERQUBCnKPj4+6ujl2rVr4eDgoFbz0n8vHwTHjh1D79691Skb+ZCQ/nnpwimo2LrQy7F98ONBLNjyJ36a0AkeNW+fRmIhARIgAS0JGC30Wnbun3XrQejTr2ejy4z18HjcCcv82jITlTknENsigWJKgEJvAcMvFiv64NViZT/SC90b1bBAD9gkCZBAcSJAobeAtbNz89D7U7EfId6digvoDAe7h78kZoHusUkSIAGdEaDQW8igaw+eg9/SZPy/pz3wcoe6FuoFmyUBEigOBCj0FrKyPHH00oIk7D+ZLjJRPYXK5UtZqCdslgRIQO8EKPQWtPDhc1fRVyQTf6F1LUx7ljHrLWgKNk0CuiZAobewefNj1q+e0BGeNStauDdsngRIQI8EKPQWtqo8btlVHLd0E4lJvh7rzeOWFrYHmycBPRKg0FuBVZclpSJw5QHMHtoCTzeraQU9YhdIgAT0RIBCbwXWzBXRLZ+evRlXrmdh7ZtdUK6UvRX0il0gARLQCwEKvZVYcvuflzDky0S83u1JTOzVwEp6xW6QAAnogQCF3oqsOCFqN37+9SzWTuyCWpXLWVHP2BUSIAFbJkChtyLrnb5yA90/+QVdG1TDFy+1sqKesSskQAK2TIBCb2XWm52Qgk/iDyNSBDxr/2RVK+sdu0MCJGAJAoEr96Nu1fIY3amejJxicKHQG4xM2xtuZueqmPVl7O0Q49+JcXC0xc3aScDqCSQeuYhh4dvwWtcn8VbvBhR6q7fYI3YwXsTBeUXEwXm3X0OM6Vz/Ee/iZSRAAnojIAMg9v98EzJv5SL+DXEir3TR8k1zRW+lM2P04h1IFHlmE8Rxy8crlrXSXrJbJEACWhKYv/EI/htzCF8O90Ivz6KHNKfQa2klI+o+cek6esz8RcSrr465L3Jj1giUvJUEbJLAmfQbSgO861ZB+MjW4q35og+DQl90dprfmb8xu9S3DTq7V9O8PTZAAiRgPQTGL9uF+N/OKZfNE1WMO25Nobceu97Xk1s5uegza5P6/7EBnVBabNCykAAJ6J/AxsNpGLloOwJ6uOP17m5F2oC9mxKF3srnjDT4iIXb8WZPd0wQBmchARLQNwG5wJPhy/NEaJQ1/p1RtpTxCzwKvQ3MmXHiK9xa8RWOb8zagLHYRRIwksCcdSmY8fNhLHq5jXp50hTFaKGPjY2Fv78/cnNz4efnh8mTJ9/Tr3nz5mHOnDmws7ODo6MjwsLC4OHhgezsbHX9rl27kJOTgxEjRmDKlCkFjsnLywvJycmmGLdN1SE3ZeQbs+3qVcGCUa1tqu/sLAmQwKMTkIcwes0Sb8e7i0MY4u14I/Zf72nUKKGX4u7u7o74+Hi4urpCVhYVFaWEPL9kZGTAyclJ/eeqVaswd+5cyIdDZGSk+u/ly5fj+vXr6p4NGzagTp06D6VSXIVeApm/8SimxfyG+SO80NOj6MesHn3K8UoSIAFzE5Dvz2z544LagHVxNt2xaqOEPjExEcHBwYiLi1M8QkJC1O+HrczlQ2Dp0qVYs2aNeiBIsV+5ciXS09PRrl07bNu2DZUrV6bQP4DAPS9OTOzMUMbm/gSyPRLQmECcCGj4asROTOrbEK92qW+y1bzstlFCHx0drVbn4eHhCkFERASSkpIQGhp6DxLpupk5cyaysrKwbt06uLm5KdfN8OHDkZCQoFb0n376KcaMGXMfSunqkT+ypKWlITU1VWPc1lv9jmOX8Py8RPG2bD3x1mwj6+0oe0YCJGAQgas3s9Hr042oWNYBq8Z3RCn7kgbdX9jFZhH6/E7IFbxc/S9ZsgRbtmxRbpzFixfj8uXL6NSpk1rp16tXjyv6Aqw25bv9+HrHcTUZGrswx2xhE5x/JwFbIDB11a9YkngMK/7dAS2eqGTyLhsl9Ia6bvLy8uDs7KxcNePGjYO3t7da1cvi6+uLPn36YMiQIRT6AsycfiNbvS33mFMZrHytPeztTPvkN/kMY4UkQAIFEth9/DIGzduK4d51EOzjaVKXTX7DRgm9PC0jN2Ol+8XFxUX5geSq3dPT887AUlJSlKtGltWrV2Pq1Knq5MxHH32EQ4cOYdGiRcjMzFT3yo3Zpk2bUugL+WD8tO8MxkXuwnv9G8FPhC1lIQESsE0Ccu/NJ3QzLmdm4+c3OsNJuG60KEYJvexQTEwMAgIC1PFKuSoPDAxEUFAQ5AkZHx8fdfRy7dq1cHBwUKt56b+XD4Jr167h5ZdfxsGDB/HXX3+pf7/99tsFjrE4n7q5G4zkNXpJMmT4Ujk5mI1Ki48G6yQB7QnM23AEH8UewrzhrdDb8zHNGjRa6DXr2QMqptD/D8rJy+K8rdi8aVO3MhaJs/UljIl4ZE4jsi0SIAFFIPViJvp8thGd3aoJoffSxGWTj5pCb8OTbsHmP/H+jwcxe2gLPN2spg2PhF0ngeJFQH4rl7FsdqVeUWfmH69URlMAFHpN8Wpbea6IhfHs3C2QuWYTJnZFxXLa+Pe0HQVrJ4HiR2Dl7pOY+PVeBD/jiRHt6mi6mpd0KfQ2PscOnErHM3O24PlWrvhw0MM3sm18mOw+CeiGwOXMLPQQ6UJrOZdD9Kvy5JypAh08HBGFXgfT578iNEKYCJEQ+YpIKF6fCcV1YFIOQccE3li+G6vFyTn5LoxHzdvhYbQuFHqtCZuh/htZIm692NQRbj8Vt75cKXsztMomSIAEDCWwVuaDjkjGhG5ueEOEHtd+LX+7hxR6Qy1lpddvE/llXwjbhlHtb790wUICJGBdBOTLjr2Ey8a5XCn8MK4jSjuY72VHCr11zQWjehP0wwFEbEvFN2PboXWdhweHM6oR3kwCJFAkApO+3YsVu09hpQhz0LSWecOXUOiLZDLrvCnzVg56z9oIBxEWIeb1TibJTGOdI2WvSMC2CGz4/TxeXrxDRaWc1Keh2Vw2+ZQo9LY1XwrtrYxl/WJ4El7pVBeB/f+XF6DQG3kBCZCAJgRkZMo+YgFWVuydrRYbsKZIDWhoRyn0hhKzgevfXbkfUduPq6NbrWo720CP2UUS0C+BwL8/j99a8PNIodfh/JIriN4iPIJcOfwkXDhlHIxPLqxDTBwSCWhOYOvf37D9xDfsd8U3bHOdsvnnwCj0mpvaMg38cjgNIxduVz7BySJjDQsJkIB5Ccg9s76fb4RdCcvvmVHozWt7s7Y2KXovoneexHevdUDzWqZPZmDWwbAxErAxAkHfi1NwSalYPqYd2orgg5YsFHpL0te4bXlu9/YmkHDhTOApHI1xs3oSuENAfqMeJb5R+3asi/cGWM5lk98hCr3OJ+fmlAt4aUESX6TSuZ05POshcOV6ljrm7FTmdv5XS5yyoY/eeuaD2XoSLPJRLt56DBGj26CTiH3NQgIkoB2BCSL725oDZ0Wqzw5o4mreF6MeNiqu6LWzt9XUfDM7F/0/34TMW7mIC+jMcMZWYxl2RG8EfthzCgHL92BiL3eMF/FsLHXKhit6vc2sRxzP/pPpKnZ9vyaP43ORqISFBEjAtATOpN9Qe2L1qjniG7EB62Bvvlg2hY2EK/rCCOno758npGBm/GFmpNKRTTkU6yCQJ5IAjRIZo3Ycu6zCj9StVt46OvZ3Lyj0VmUObTuTIzLOD56XiD8vZCoXzmMVtU1fpu1oWDsJWA+BJWIPTO6F/WdgYwz3rm09HTOV0MfGxsLf3x+5ubnw8/PD5MmT7xnkvHnzMGfOHNjZ2cHR0RFhYWHw8PDAsmXL8PHHH9+5dt++fdi1axeaN2/+UEhMDm78/JEi3++zTfCq44ylvm2YVNx4pKyhmBM4knYNA2ZvEmflq2DhqNYoWcJaPPP/M4xRK3op7u7u7oiPj4erq6sKbh8VFaWEPL9kZGTAyel2FpVVq1Zh7ty5kA+Hu8v+/fsxcOBAHDlypMApQ6E3zSdKhjL+P/Eyx1QRt36kiF/PQgIkUDQCWTl5eP7LrUi9eB1x/p1Rw0q/JRsl9ImJiQgODkZcXJyiFBISon5PmTLlgdTkQ2Dp0qVYs2bNPX9/99131cpy2rRpFPqizTeD7pIZ6H1FyNQtRy6KBAgd0Ohx86QzM6iTvJgEbIDAhyKN55cijefcl1qhb+PHrLbHRgl9dHS0Wp2Hh4erAUZERCApKQmhoaH3DFi6bmbOnImsrCysW7cObm5u9/y9fv36+OGHH9C4cWMKvZmmyoVrt9BXuHAqlnWwWOhUMw2VzZCAJgQ2/h1P6kXvJ/D+wCZWc5TyQYM1i9DnNxwZGalW/0uWLLnTF/lgkL596b55UJE+ffkjS1paGlJTUzUxWnGsVL41O3xhEl5oXQshzzUtjgg4ZhIoEoG0q7fQT7yb4lzOQaUFtIa3XwsaiFFCb6jrJi8vD87OzkhPT7/TpzfeeAPVqlWDdN8UVuijL4yQ4X//KPYQvthwBHOGtUT/po8bXgHvIIFiRkAepZSuz0SRp1mGOGjwWAWrJ2CU0Ofk5KjN2ISEBLi4uKjNWLlq9/T8X3LqlJSUO66a1atXY+rUqUhOTlZgpPDXqlULmzZtQr169QqFRaEvFJHBF2SLI5fPiyOX8uSAPP9bq3I5g+vgDSRQnAiEbzqKaT/9hvefbYyX2lrfUcoH2cIooZcVxsTEICAgQB2v9PX1RWBgIIKCgiBF2cfHRx29XLt2LRwcHNRqXvrv8x8EGzZsUMcxt23b9kjzhEL/SJgMvujEpevqyKVbDUd8LRKLy5yzLCRAAvcTkG+YD5q3Bd0a1BAbsC2t8iilJkJvzslAodeO9uq9pzEhajfGP/Uk3urdQLuGWDMJ2CiBayKRyNPivPyt7DyVuc25fCmbGYnRK3pzjpRCry3td6L34ZudJ7BsdFu0f7Kqto2xdhKwIQLySPJb3+zFShG0LMoKEokYio5CbygxHV9/PUuuWDYj42aOWLF0RPUKDJGgY3NzaAYQWL79OKZ8tx+v93BDQA93qz5KSdeNAYYtrpceOpuBgXO2oJlrJSzzawt7+uuL61TguP8mcOCU8Mt/sRVtRDrARS+3gX1J6wtxUJixuKIvjFAx/Pt3u05ioviaysTixdD4HPI9BGQ6Th/xLTdLnE77UaTjrOJoO375uwdCoefEfiCBwJX7sSzpOMKGt0IvT+t9tZvmIwGtCMjz8mMjdmL97+fx9avt0OoJZ62a0rxeCr3miG2zgVs5uep8vYx2+eOEjqhdxbria9smVfbalgjM++UIPlpzCP/3tAd8O9S1pa7f11cKvU2bT9vOy/P1A8TX1pqVyor8l+1RxsFO2wZZOwlYCYFt4q3XF+dvQx+RkW22yMhmjaGHDUFFoTeEVjG8dv2h83hZvO49xMsV0wc3K4YEOOTiRuB8xk2RY3kzKpS1xw8ixEGF0vY2j4BCb/Mm1H4AM3/+HZ+v+wMfDWqCf7V+QvsG2QIJWIiADAnyUngS9ok3YL8f3wENalh/HJtHQUWhfxRKxfya3L/zYSb9eQnfihAJzWpVKuZEOHy9Epgq0gEuEmkBZ/6rGZ5r4aqbYVLodWNKbQdyKTMLPqGbIVc8q8XX2epOfJlKW+Ks3dwEvt5xHJNX7MfojnUROMDD5l6KKogXhd7cs8mG2/vtTIZ6ccRdfJ1dPsabm7M2bEt2/V4CyccuYZjYfG1b73beV70F9qPQc8YbRCD2wBm8+tUuDGrpihnPN2VycYPo8WJrJHD6yg08E7oF5Uvb4XuRRKSSSCait0Kh15tFzTCeWWsPY9baFLzXvxH8OhWeR8AMXWITJFAkAjezczFEvC9yVLwv8p04Qiy/reqxUOj1aFWNxyTfGBwXuQtxv55VsT+6uFfTuEVWTwKmJyAjUgYs34NV+06LN8C90NOjhukbsZIaKfRWYghb60amiM0t/fWnxNfeH8Z1QL1qjrY2BPa3mBOQKTSni1Sab4r8CzIPg54LhV7P1tV4bPLN2WdEpEvp01z5WgdULKs/36bGCFm9hQisPXgOYyKS0U+8+fq5Dt58LQwjhb4wQvx7gQTkq+LyBRMZwnWxcOOUsmcaQk4Z6yaw7+QVvPDlNtSv7ojlY71RvpTtv/laGHEKfWGE+PdCCazYeRJvfrtXvGDigk+GNONJnEKJ8QJLETh5+TqenbNVLUi+G9ceNYpJch0KvaVmnM7a/UycwvlUnMZ5vbsbJvZ019noOBw9EJCx5Z8X+0pnRCybFf/W7wmbB9mKQmyBebEAABTHSURBVK+HGWwFY5AnGN4WOWejxep++uCmIghaLSvoFbtAArcJZOXkYdTC7diRegmLfdugQ/3ilRPZaKGPjY2Fv78/cnNz4efnh8mTJ98zt+bNm4c5c+bAzs4Ojo6OCAsLg4eHh7pm3759GDt2LDIyMlCyZEns2LEDZco8/NV6Jge37o+tDI/gKyJdJh65KI5dtkYnNx67tG6LFY/e5Sf2XrH7lHItypf9ilsxSuiluLu7uyM+Ph6urq6QlUVFRd0RcglTiriTk5PiumrVKsydOxfy4ZCTk4OWLVsiIiICzZo1w8WLF1GpUiX1QHhYodBb//S8elN8PRYvoJy8fAPfiqw8jR6/bXsWErAUgU/jD+OzhBS8IZJ6+4vk3sWxGCX0iYmJCA4ORlxcnGIXEhKifk+ZMuWBLOVDYOnSpVizZg1iYmIQGRmJr7766pG5U+gfGZVFLzyTfkNteMmyUmx4PV6xrEX7w8aLL4FvdpzAOyv2YVArmU+hqc0nECmqJY0S+ujoaLU6Dw8PV+3L1XlSUhJCQ0Pv6Y903cycORNZWVlYt24d3NzcMGvWLOzcuRPnz59HWloaXnjhBUyaNOm+cUhXj/yRRV6Xmppa1LHyPjMSOHg6A0O+TMRjFcvgGxHauHJ520yqbEZkbMrEBGRcpnHLdqH9k1URPrI1Shfjo79mEfp8+8kVvFz9L1myBDNmzFC+e+mXL1euHLp3744PPvhA/X5Y4YrexJ8EjauTvvqRi7aj4WMVsMyvLSqU4QtVGiNn9X8T2JxyAaPFfpGHixMiRreFow6yRBljXKOE3lDXTV5eHpydnZGeno7ly5crF44UfVnef/99tRH79ttvU+iNsaiV3Zvw2zmMjdiJVrWdsUScdmDeWSszkA67s+v4ZQwXL/HVqlxOhNNup8tolIaazSihlxuqcjM2ISEBLi4uajNWrto9PT3v9CMlJUW5amRZvXo1pk6diuTkZFy+fFmt3jdv3oxSpUqhT58+eOONN9C/f38KvaFWtPLrf9hzCgFf70G3BtUxb3gr3cX6tnL8xap7h85m4F/iMEAl4Sr8RhwGKC4vRBVmZKOEXlYuN1UDAgLU8UpfX18EBgYiKCgI0s3i4+Ojjl6uXbsWDg4OajUv/ff5DwK5ESs3cEuUKIF+/fph+vTpBfaXrpvCzGm9f/9qWyre+/4AnmleE58OaS6O05aw3s6yZzZJ4JgINSz3hYSciBNf7fGEWNGz3CZgtNCbEySF3py0Td/W3A1/iGiBv+Ml7yfw/jONGSrB9IiLbY1n02+KY71bcVVEVZWb/3qNK19UA1Poi0qO9xWJQMia3/DlL0cxtks9TO7TkGJfJIq86W4C50VIA5kG8IwQ+2WveKM5k9ffN0Eo9PzMmJWAfEvx/344gK+2HcfYzkLs+1LszWoAnTUmRX7o3yIvc716i5yvLPcToNBzVpidgBT7oB9+RYTw2/t1rItAkZJQ7tOwkIAhBM7JlXyYWMmL3zLTWVsRKpvlwQQo9JwZFiEgxX7q6oNYvPUYXu5QB0EDPCj2FrGEbTYqffLSXSPFfpE4ttumDkW+IEtS6G1znuui11Ls3//xNyzc8idGtquNYB9Pir0uLKvtIGSIDbmST7uWJSJRtoZXbYp8YcQp9IUR4t81JSDF/r8xv2H+pj/VaZz/+DTm0UtNidt25adFjmK5kr8oRX50G7R6wtm2B2Sm3lPozQSazTycgBT7D0WSZnkaZ2ibWvhgYBPY8Zw9p8w/CKRezMTwBUm4nJmNJULkW1LkH3mOUOgfGRUv1JKAFPsZP/+OOeuPoG/jx/Dpv5ozXIKWwG2s7gOn0vGyiJuUk/eX2njlEUrDDEihN4wXr9aYQPimo/jgp9/EMbnKCBvhBScGQtOYuPVXv/XIBYxduhNOZR1Udig3kdSbxTACFHrDePFqMxD4XmQCekskG5dvN8rNturFJIGzGdDaXBNr9p+B//I9qF2lnHLX1GRugyLZkEJfJGy8SWsCvxxOw7+/2omqjqWxVKzi6lQtr3WTrN/KCCxLuh0fqYV403WBeBnKuRxzGhTVRBT6opLjfZoT2HPiivLLyo3ZxcIv29ilouZtsgHLE5D7NbPX/YGZIgXgUw2qYc6LrVCu1MNTjFq+x9bfAwq99duoWPfwSNo1jFiwHVeuZ+GzF1qgh0eNYs1D74O/lZOLd787gBW7TuK5li74aFBThrU2gdEp9CaAyCq0JSDffvRbkowDp9MxqXdDvCoCojFkgrbMLVF72tVbyl2XnHoZASKJ9+vd3PhOhYkMQaE3EUhWoy2BG1m5mCSSPK/eexrPtnBByHNNePxSW+RmrV3mGB6zNBkXMm/hk+ebo3/Tx83avt4bo9Dr3cI6Gp/03c5Z/4c4b38YzcQG3XyRraq6UxkdjbB4DiXu17N4Q2Qgk0dp54/0QhPuxZh8IlDoTY6UFWpNIPbAWUz8Zo9INm6P+eKsfVPXSlo3yfo1ICAf3HM3HMHHcb+rB3eYeHDX4INbA9LMMKUJVFaqPYHfzmQov/2Fa7dUtqrnvVzpt9ceu8laSL+eLVxxexH36zkMFOklPxSbrkwcbzK891XEFb12bFmzxgSkyL8etRtbj1xUYvHBs03gWNpe41ZZvbEEdh+/rOwmM0LJxDOjRU4Cbq4bS7Xg+yn02vJl7RoTyBWxT6Tfftbaw+LtyfKYPbQFz9trzLyo1UtXzYLNf+LDNYeUi2b2sBYMTFZUmAbeR6E3EBgvt04CSUcv4vXlu1Vkw/cGNMJw79pcJVqRqS5nZqmwFgmHzqO3Zw1MH9QMFcs5WFEP9d0Vo4U+NjYW/v7+yM3NhZ+fHyZPnnwPsXnz5mHOnDmws7ODo6MjwsLC4OHhgWPHjqFRo0Zo0KCBut7b2xvy2oKKl5cXkpOT9W0Rjq7IBC4KV44Uk/W/p1FMikzR9Ddu//MSAsRD+IKIIf9uv4YY2b4OH8Kmx1xgjUYJvRR3d3d3xMfHw9XVFbKyqKgoJeT5JSMjA05OTuo/V61ahblz50I+HKTQDxgwAAcOHHjkIVPoHxlVsb0wT7hypHvgIxHfvnL5Upgm/PY9+TatRebD9awcTI/9HUsSj+GJyuWEW62lOCHFMBaWMIZRQp+YmIjg4GDExcWpvoeEhKjfU6ZMeeBY5ENg6dKlWLNmDYXeEtYuRm3K+OVydX/o7FX4NKup0hRK4WcxDwEZWvgd8YLbiUs3MEqs4N/u3QDluVFuHvgPaMUooY+Ojlar8/DwcFV1REQEkpKSEBoaek9T0nUzc+ZMZGVlYd26dXBzc1NC7+npqb4RyBX/Bx98gE6dOt3XRenqkT+ypKWlITU11WKw2LBtEcjKycO8X46IAFkp6mWcqc94on+Tx+k20NCM127lIESkhlyWdBx1RGjh6YOboU1d5nTVEPkjVW0Woc/vSWRkpFr9L1myBLdu3cK1a9dQpUoV7Ny5EwMHDsSvv/56x83zoN7TdfNINuVF/yDwu1jVT4rei70n09HH8zH8Z6AnY9xrMEs2/H4egSsP4LRI3j26Q1282asByjLqpAakDa/SKKE31HWTl5cHZ2dnpKen39fTrl27YsaMGZBi/rBCoTfcwLzjNoGc3Dzlu/9EhL4tZVcS47s9iZc71EFpe4a/NXaOHBURRqeJrGDyRE29auXx8eCmaFWbq3hjuZryfqOEPicnR7leEhIS4OLiojZj5apdumTyS0pKinLVyLJ69WpMnTpVnZyRbpjKlSur0zhHjx5Vbpv9+/er/0ehN6WJWdfdBP68kKlEae1v59QGoTwF0lus8vnCjuHzJONmNmYnpGDx1mPq4TmhuxsfnoZjNMsdRgm97GFMTAwCAgLU8UpfX18EBgYiKChIrcx9fHzU0cu1a9fCwcFBreal/14+CFasWKGuk/+/ZMmS6gHw9NNPFzhorujNMieKRSObUy7g/R8P4vdzV9FW+JD/b4AHX7R6RMvLl9S+3nECn4hk7pdEnoDnW7niLbHZypSPjwjQApcZLfTm7DOF3py09d+WdOcsF4IlMxldFoI1qKUrJgiXjnzDluV+AvLoqow0+ZlYxcvTTK3rOCNogCea8Mik1U8XCr3Vm4gd1JpA+o1shIqTOUsSU5Uv/5nmLnita324ieTkLIBcwf8kknRLRofPXUNdkb93Yk93DBAx4+nyso0ZQqG3DTuxl2YgcF5kspq/6Si+2nYcN0VKu76NH8O4p56EZ83i+ZKPfOj9sOc05mz4A0fTMuFW3VFtYg9oWlPl8WWxHQIUetuxFXtqJgKXRFyWheKEzhKxyXhVnAuXCapHiJd+OrtVKxYCJ8cfvfMEIralqheeGj3upFxa8mhqSQq8mWahaZuh0JuWJ2vTEQHp0olIPIZFW47hohA/l0plMcSrFoa0dsXjFcvqaKSAjCy57eglRG4/jjiR2CVLrOalD35M5/ro0ag6XTQ2bm0KvY0bkN3XnoB8wzb+4DmxcXscm8RpHbmofapBdbzQ5gl0ca+GUvYlte+ERi3IxOsyD68UeOmecRJZu54Tm9LD2j4Bd+5RaETd/NVS6M3PnC3aMIHjF6/j6+Tj+Cb5JNKu3kIFEb+li3Dt9BJuja7itwy1YO3lj/PX8PPBs/hZZHfac+KK6m6r2s4YKh5cMkQE32a1dgsa3j8KveHMeAcJIFu4NjYeTlNimXDonArB62BXAt71qqhomR2erIp64nSKNZxKkVEk955Ix8aUNHU8Uq7cZZGRJHuJvsoXxnjCSN+TmkKvb/tydGYgII8f7jlxWaySzykXT76QVizrgBZPVEKLWs7qd3Pxo/WKX/raT16+gV0iXd/O1Mvq929nrqojkvbC5yQfRL1E4o8ejWqgpthzYCkeBCj0xcPOHKUZCcjYL8nHbovs7uNXcPj8VbHZCbG6B2o5l1OhF2qpn7Lq3/LnsYplUL6UPco62BV4skXuF8gV+tWbOTh15QakKyn1UiaOi9Mxxy9min9fxxWReFuW8iKgmHy4tHzCGS2Fa0b+lg8fluJHgEJf/GzOEZuZgIwJs0+4TqTwpwj/+HEhxifEjzzG+KBSWmzulhMiXU4Iv9zovZmdi0xxzPN6Vi5yxMr8n0WeaZcngmqLsMDyodHwsQoqqFgD8Zvn3c1sbCttjkJvpYZht/RPQMZul4IvhV++rCWFXP5IYc//9y3x4pZc5cukHVL87/wWDwH5LUCKu3TBOIigYiwk8DACFHrODRIgARLQOQEKvc4NzOGRAAmQAIWec4AESIAEdE6AQq9zA3N4JEACJECh5xwgARIgAZ0ToNDr3MAcHgmQAAlQ6DkHSIAESEDnBCj0Ojcwh0cCJEACFHrOARIgARLQOQGbEvpq1aqhdu3aRTbJhQsXULVq1SLfby036mUckifHYi2z6n/9oE2szybGflZSU1Nx/vz5B0ZTLSEi4d0fWMM6GTxSr7y8vJCcnPxI11rzRXoZh2TMsVjfTNOTTQpayVof+YJ7pNVYKPRWOhP09EHkWKxvkunJJlqJoyWsptVYKPSWsOYjtKmnDyLH8ggGN/MlerKJVuJoZpOo5rQai+6EPiwsDGPGjLGEjUzapl7GIaFwLCadGiapjDYxCUaTVzJ//nz4+fmZPGuZ7oTe5ORZIQmQAAnYOAEKvY0bkN0nARIggcIIUOgLI8S/kwAJkICNE9CN0MfGxsLf3x+5ubnKxzV58mSbNI2vry9+/PFHVK9eHQcOHLDJMeR3+sSJExgxYgTOnTunfI5y70TayNbKzZs30blzZ9y6dQs5OTkYPHgwpk6damvDuKe/8nMiN2RdXFzUfLPVUrduXTg6OsLOzg729vbYsWOHyf3b5mBz5coVvPLKK9i/f7/q/4IFC9C+fXuTNa0LoZeT1t3dHfHx8XB1dVU711FRUfDw8DAZKHNVtHHjRjVxpUDautCfOXMG8qdly5a4evUqWrVqhe+//97m7CJfNcnMzFR2yc7ORseOHfHZZ5/B29vbXNPC5O3MnDlTvW+SkZFh80K/fft2yBctbbmMGjVKzavRo0erOXb9+nVUqlTJZEPShdAnJiYiODgYcXFxCkxISIj6PWXKFJOBMmdFx44dw4ABA2xe6P/J7JlnnsH48ePRs2dPc+I0aVvyAyg/kF988QXatm1r0rrNVdnJkycxcuRIBAYGQgq+ra/obV3o09PT0aJFC/zxxx8oWVKbvMC6EPro6GhI1014eLj6rERERCApKQmhoaHm+uyYtB09Cr0ck3R/yG8pTk5OJuVljsrkt0b5jUR+GMeNG4ePPvrIHM1q0oZ0PclFkPyWNWPGDJsW+nr16qmVr3R3jB071iaPVu/Zs0f1vVGjRti7d6+aZ7NmzVLfIE1VKPSmImnCevQm9NeuXUOXLl3UCvK5554zISnzVyV9qc8++yxmz56Nxo0bm78DRrYoV+8xMTGYO3cuNmzYYPNCf+rUKbXPIGO89OrVS7nU5FyzpSJdaO3atcOmTZuUOzAgIAAVKlTAf/7zH5PtN+hC6Om6sd5pLf2N0g3Vu3dvTJw40Xo7akDP5AewXLlyeOuttwy4yzoulSt5+Y1XblzKTWbpo5cP36+++so6OmhEL6T7Vq6C33zzTZMJpBHdeeRbz549q4T+6NGjqt9S8OU3xtWrV5tsHLoQenkSQm7GJiQkqKe73IyNjIyEp6fnI8O2pgv1sqKXm5jSF1y5cmX1VdRWS1paGhwcHJSL4MaNG2rl+M4776gHmC0XW1/Ryw3yvLw8tfqV/5Z2ee+999C3b1+bM4t0a8q3lRs2bKhOdMlvwdOnT6fQ/9OS8uuo/MojfanyiKJ0E9hiGTp0qPpKLcPI1qhRQxld7sTbYtm8eTM6deqEJk2a3Nlk+u9//4t+/frZ1HD27dunHlhybklhGTJkCIKCgmxqDA/qrK0LvVwBy28jckEhF3vDhg3Du+++azJxNKeBpZ9eHq+UR3jlvsPChQvVAslURRcrelPBYD0kQAIkoEcCFHo9WpVjIgESIIG7CFDoOR1IgARIQOcEKPQ6NzCHRwIkQAIUes4BEiABEtA5AQq9zg3M4ZEACZAAhZ5zgARIgAR0ToBCr3MDc3gkQAIk8P8Bo5whn4zKFWcAAAAASUVORK5CYII="},"8a518fea-66a4-4409-916b-420683d47e49.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"### Lastly we adjust the predictions by adding the adjustment to each prediction.","metadata":{}},{"cell_type":"code","source":"# load the column names to map our adjustments into the submission\nprint('column names')\ncolumns = pd.read_csv('/kaggle/input/msci-post/columns_train_multi_targets.csv')\ndisplay(columns.head())\n\n# load the evaluation ids\neval_ids = dt.fread('/kaggle/input/open-problems-multimodal/evaluation_ids.csv').to_pandas()\n\n# filter to only the multi evaluation ids\nmulti_evals = eval_ids[ eval_ids['gene_id'].str[:3] == 'ENS' ]\n\n# map the column index to column names\ngri = {g:e for e,g in enumerate(columns['column_name'].dropna())}\ntmp2 = multi_evals['gene_id'].map(gri)\n\n# load laurent\nog_sub = dt.fread('/kaggle/input/all-in-one-citeseq-multiome-with-keras/submission_lolo_total_ensembling.csv').to_pandas().set_index('row_id')\nnew_sub = og_sub.copy()\n\nnew_multi = ( og_sub.loc[6812820:,'target'] + A[tmp2] ).clip(-0.76,np.inf).values\n\nnew_sub.loc[6812820:,'target'] = new_multi","metadata":{"execution":{"iopub.status.busy":"2022-12-06T15:34:39.011556Z","iopub.execute_input":"2022-12-06T15:34:39.01206Z","iopub.status.idle":"2022-12-06T15:34:40.692119Z","shell.execute_reply.started":"2022-12-06T15:34:39.012022Z","shell.execute_reply":"2022-12-06T15:34:40.690636Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Citeseq Calibrations\n\nCite Seq Calibrations were discovered through pining the leaderboard. The goal of the calibrations is to adjust the predictions for the hidden donor through resulting scores on the public leaderboard. To ping the leaderboard we used our best cite submission and changed one target at a time. The adjustment applied to each target was a multiplication by a coefficient of 1 +/- 0.1. We choes the correct coefficient based on if the public leaderboard rank (rank within our own submissions) improved. Since we couldn't see more than three decimal places of accuracy during the competition, we had to use rank. The goal of the experiments were to get a sense of how the hidden donor's cite targets were different from what our model predicted. ","metadata":{}},{"cell_type":"code","source":"# create a mapping from target indices to their corresponding coefficients using a dictionary\ncite_column_adjustments = {113 : 0.9, # CD36\n                           37  : 1.1, # CD31\n                           14  : 1.1, # CD33\n                           48  : 0.9, # CD62L\n                           75  : 1.1, # CD244\n                           43  : 1.1, # CD32\n                           106 : 0.9, # CD45\n                          }\n\n# load the cite test metadata\ncite_test_meta = pd.read_csv('/kaggle/input/supplementary-file/meta_test_cite_inputs.csv')\nhidden_donor_rows = cite_test_meta[cite_test_meta.donor==27678].row_index.values\n\n# multiply the correct submission predictions by the corresponding coefficient\nfor col_idx, factor in cite_column_adjustments.items():\n    num_rows_test = 48663\n    num_targets_test = 140\n\n    idx = np.array([col_idx+num_targets_test*i for i in hidden_donor_rows])\n\n    new_sub['target'].iloc[idx] = new_sub['target'].iloc[idx]*factor","metadata":{"execution":{"iopub.status.busy":"2022-12-06T15:35:41.535849Z","iopub.execute_input":"2022-12-06T15:35:41.536381Z","iopub.status.idle":"2022-12-06T15:35:41.767868Z","shell.execute_reply.started":"2022-12-06T15:35:41.536338Z","shell.execute_reply":"2022-12-06T15:35:41.766522Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Final Submission","metadata":{}},{"cell_type":"code","source":"new_sub.to_csv(r'calibrated_submission.csv')","metadata":{"execution":{"iopub.status.busy":"2022-12-05T19:01:34.380094Z","iopub.status.idle":"2022-12-05T19:01:34.380764Z","shell.execute_reply.started":"2022-12-05T19:01:34.380561Z","shell.execute_reply":"2022-12-05T19:01:34.380588Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Acknowledgements:\n\nThank you to my teammates: [dmitrylarko](https://www.kaggle.com/dmitrylarko), [idle_speculation](https://www.kaggle.com/speculation), [dlvera](https://www.kaggle.com/dlvera), and [naturalyee](https://www.kaggle.com/naturalyee). Everyone had a critical part in our success.","metadata":{}}]}