From 4bb7c5c5eb6b9dfe843269f8c3059e1168542b55 Mon Sep 17 00:00:00 2001 From: Greg Way Date: Tue, 10 Oct 2017 15:53:24 -0400 Subject: [PATCH] Updating how ADAGE weights are saved (#93) * update adage gene weights and move to results folder * update how adage weights are saved * update gitattributes --- .gitattributes | 2 +- adage_training.ipynb | 269 +++++++++++++------------- data/adage_gene_weights.tsv | 3 - results/adage_gene_weights.tsv | 3 + scripts/nbconverted/adage_training.py | 7 +- 5 files changed, 145 insertions(+), 139 deletions(-) delete mode 100644 data/adage_gene_weights.tsv create mode 100644 results/adage_gene_weights.tsv diff --git a/.gitattributes b/.gitattributes index 1da94c1..02fe778 100644 --- a/.gitattributes +++ b/.gitattributes @@ -5,7 +5,6 @@ data/clinical_data.tsv filter=lfs diff=lfs merge=lfs -text data/encoded_rnaseq_onehidden_warmup_batchnorm.tsv filter=lfs diff=lfs merge=lfs -text data/onehidden_warmup_batchnorm_tsne_out.tsv filter=lfs diff=lfs merge=lfs -text data/encoded_adage_features.tsv filter=lfs diff=lfs merge=lfs -text -data/adage_gene_weights.tsv filter=lfs diff=lfs merge=lfs -text data/tybalt_features_with_clinical.tsv filter=lfs diff=lfs merge=lfs -text data/encoded_rnaseq_twohidden_100model.tsv.gz filter=lfs diff=lfs merge=lfs -text data/encoded_rnaseq_twohidden_300model.tsv.gz filter=lfs diff=lfs merge=lfs -text @@ -17,6 +16,7 @@ results/rnaseq_tsne_features.tsv filter=lfs diff=lfs merge=lfs -text results/tybalt_tsne_features.tsv filter=lfs diff=lfs merge=lfs -text results/parameter_sweep_adage_results.tsv filter=lfs diff=lfs merge=lfs -text results/tybalt_gene_weights.tsv filter=lfs diff=lfs merge=lfs -text +results/adage_gene_weights.tsv filter=lfs diff=lfs merge=lfs -text results/parameter_sweep_twohidden_full_results.tsv filter=lfs diff=lfs merge=lfs -text results/parameter_sweep_twohidden300_full_results.tsv filter=lfs diff=lfs merge=lfs -text data/status_matrix.tsv.gz filter=lfs diff=lfs merge=lfs -text diff --git a/adage_training.ipynb b/adage_training.ipynb index 8db5502..b474da1 100644 --- a/adage_training.ipynb +++ b/adage_training.ipynb @@ -371,48 +371,48 @@ "\n", "G\n", "\n", - "\n", - "140175589308512\n", + "\n", + "139712716571032\n", "\n", "input_1: InputLayer\n", "\n", - "\n", - "140175589367880\n", + "\n", + "139712716571256\n", "\n", "dropout_1: Dropout\n", "\n", - "\n", - "140175589308512->140175589367880\n", + "\n", + "139712716571032->139712716571256\n", "\n", "\n", "\n", - "\n", - "140175589310024\n", + "\n", + "139712716702384\n", "\n", "dense_1: Dense\n", "\n", - "\n", - "140175589367880->140175589310024\n", + "\n", + "139712716571256->139712716702384\n", "\n", "\n", "\n", - "\n", - "140175589309184\n", + "\n", + "139712716703280\n", "\n", "activation_1: Activation\n", "\n", - "\n", - "140175589310024->140175589309184\n", + "\n", + "139712716702384->139712716703280\n", "\n", "\n", "\n", - "\n", - "140175589369000\n", + "\n", + "139712716572712\n", "\n", "dense_2: Dense\n", "\n", - "\n", - "140175589309184->140175589369000\n", + "\n", + "139712716703280->139712716572712\n", "\n", "\n", "\n", @@ -478,75 +478,75 @@ "text": [ "Train on 9413 samples, validate on 1046 samples\n", "Epoch 1/100\n", - "9413/9413 [==============================] - 6s - loss: 0.0570 - val_loss: 0.0365\n", + "9413/9413 [==============================] - 4s - loss: 0.0570 - val_loss: 0.0365\n", "Epoch 2/100\n", - "9413/9413 [==============================] - 7s - loss: 0.0358 - val_loss: 0.0359\n", + "9413/9413 [==============================] - 4s - loss: 0.0358 - val_loss: 0.0359\n", "Epoch 3/100\n", - "9413/9413 [==============================] - 7s - loss: 0.0355 - val_loss: 0.0357\n", + "9413/9413 [==============================] - 5s - loss: 0.0355 - val_loss: 0.0357\n", "Epoch 4/100\n", - "9413/9413 [==============================] - 7s - loss: 0.0352 - val_loss: 0.0353\n", + "9413/9413 [==============================] - 6s - loss: 0.0352 - val_loss: 0.0353\n", "Epoch 5/100\n", "9413/9413 [==============================] - 5s - loss: 0.0348 - val_loss: 0.0348\n", "Epoch 6/100\n", - "9413/9413 [==============================] - 6s - loss: 0.0342 - val_loss: 0.0341\n", + "9413/9413 [==============================] - 4s - loss: 0.0342 - val_loss: 0.0341\n", "Epoch 7/100\n", - "9413/9413 [==============================] - 6s - loss: 0.0334 - val_loss: 0.0331\n", + "9413/9413 [==============================] - 5s - loss: 0.0334 - val_loss: 0.0331\n", "Epoch 8/100\n", - "9413/9413 [==============================] - 7s - loss: 0.0323 - val_loss: 0.0321\n", + "9413/9413 [==============================] - 4s - loss: 0.0323 - val_loss: 0.0321\n", "Epoch 9/100\n", - "9413/9413 [==============================] - 5s - loss: 0.0313 - val_loss: 0.0311\n", + "9413/9413 [==============================] - 4s - loss: 0.0313 - val_loss: 0.0311\n", "Epoch 10/100\n", - "9413/9413 [==============================] - 6s - loss: 0.0305 - val_loss: 0.0303\n", + "9413/9413 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[==============================] - 6s - loss: 0.0150 - val_loss: 0.0150\n", + "9413/9413 [==============================] - 5s - loss: 0.0150 - val_loss: 0.0150\n", "Epoch 95/100\n", - "9413/9413 [==============================] - 6s - loss: 0.0149 - val_loss: 0.0150\n", + "9413/9413 [==============================] - 5s - loss: 0.0149 - val_loss: 0.0150\n", "Epoch 96/100\n", - "9413/9413 [==============================] - 6s - loss: 0.0149 - val_loss: 0.0150\n", + "9413/9413 [==============================] - 5s - loss: 0.0149 - val_loss: 0.0150\n", "Epoch 97/100\n", - "9413/9413 [==============================] - 7s - loss: 0.0149 - val_loss: 0.0149\n", + "9413/9413 [==============================] - 5s - loss: 0.0149 - val_loss: 0.0149\n", "Epoch 98/100\n", - "9413/9413 [==============================] - 7s - loss: 0.0148 - val_loss: 0.0149\n", + "9413/9413 [==============================] - 5s - loss: 0.0148 - val_loss: 0.0149\n", "Epoch 99/100\n", - "9413/9413 [==============================] - 8s - loss: 0.0148 - val_loss: 0.0148\n", + "9413/9413 [==============================] - 5s - loss: 0.0148 - val_loss: 0.0148\n", "Epoch 100/100\n", - "9413/9413 [==============================] - 7s - loss: 0.0147 - val_loss: 0.0148\n", - "CPU times: user 18min 8s, sys: 2min 53s, total: 21min 1s\n", - "Wall time: 10min 57s\n" + "9413/9413 [==============================] - 5s - loss: 0.0147 - val_loss: 0.0148\n", + "CPU times: user 17min 56s, sys: 2min 47s, total: 20min 43s\n", + "Wall time: 8min 46s\n" ] } ], @@ -700,9 +700,9 @@ "outputs": [ { "data": { - "image/png": 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OrkzoNga1ayYbj23nwJE7cx1FIYSwBJOLVc+ePYmLi+Ojjz4yzga8Ijc3lw8+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\nOw7xra2t7N27l6ioKKZMmcLkyZOZP38+H330Uaf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fzs7OD71JsauRSsQcQSAiIo3XpgKhoqICn3zyCf7zn/+gpqZG0a6lpYUXX3wR8+fPh6Gh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\nAEuWLGFx0A3IJDL8Neh1vOz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i6DVaoodBD/jau+PZPv1grKun5vRE1FW0WiC888472Llz\nJ3bt2oWoqCg4OjpizJgxeOmll1qc638c06ZNw4IFC+Dl5QVfX19s2bIFBQUFCAsLAwAsWLAAAPDJ\nJ58AAMLCwhAZGYnly5cjLCwMycnJiIqKwqeffqp455IlS7B7926sXbsWhoaGihEKXV1d6OnxL0jq\nXgy0dfCiTyBe9AkEAFTV1uDolYtIvJmG63dv4HLlGVy+dhqR6QJk9Uaw0rZDX8veGOziATdre+6S\nIKIWKbXN8dixY9ixYwfi4uJQX18PsViM4OBgjB49GnPnzsX48ePxj3/847FDPDgoqaCgAK6urvjg\ngw8wYMAAAMCUKVMAAJs3b1b0T0hIwMqVKxUHJc2YMaPJQUlubm4t/p63334bc+bMafEZtzlSd1Xf\n0ICEzGs4mXER10puoKQhD3JZJQBAqJfBSGSNXkY94efghkEufWGgraPmxETUGR71vdemcxCKi4ux\nc+dO7NixA9nZ2Yp/eXh4eOCjjz6Cp6en6pJ3MhYIpEmu5xfi2NVUXMxPR17VLVRLiiGIGyCXC9Cq\nN4altg3cLBwR4NgHXna9uMCXqBtSaYHweydPnsS2bdsQGxuLuro6CIIANzc3jB8/HpMnT2538M7G\nAoE02b2aWpxMv4qkrMvIvJOF0vrbaJSVQxAANIqhKzeFta4t3C17YYCjG9ytekAsYtFA1JV1WIHw\nQElJCaKiovDzzz/j+vXrEAShTUctPylYIBA1dau4FCfSLyE17zpyKm6hXF4EaN2fmkCjCLowg82D\noqGXG1ytekDCooGoy1D5SYp/ZGpqiunTp2P69Ok4ffo0duzY0d5XEtETwN7MBBPNggHcP7m0sVGO\njNuFOJ1xFWkF15FbkYNrtdeQUX0Oe7MANIqgA1NY61jD1aIXfBx6w8PWEVoSmVr/HET0eFR6qkpg\nYCACAwNV+UoiekKIRAJcbC3hYmsJYDAAoKFRjvTcAiRdT8flghvIrcjB9dobyKy+iAO3AMgBWaMR\nzLUs0dPYHp62jvDu0RvmusbcPUH0hFO6QEhLS8OePXtw/vx5lJaWQhAEmJiYoH///hg1atRDdw4Q\nUfclFglwt7eCu70VHhQNjY1y3CgoRfKNa0i7fQO3ynOQV1aInJpMnCw6ApwHRI0yGIrMYaNnA2dz\ne3jZO8LVqgd0pdxBQfSkeGSB0NDQgH/84x/Yvn075HI5/rhkITExERs2bMArr7yCRYsW8V8FRBpO\nJBLgZG0KJ+sAAAGK9uKyKqTcuImLOddxvfQWiqrykVqdhksVZ7Dn5v0+kkZdGEvMYWtgAxcLe/Sz\nd4STqR20pdrq+cMQabBHFggff/wxtm7dCqlUihEjRiAgIABWVlaQy+UoKCjAqVOncODAAURGRkIm\nkykONiIi+j0zQ12EePVBiFcfRVtdfQMy80pwLus6rhZkI6ciD6X3ilBw7xzO3z2Nndfu95M26sFI\nagZbfSs4mdvDw7YnnMzsYKClr6Y/DVH31+ouhps3b2LEiBGwtrbGd999Bycnpxb7ZWRkYMaMGcjP\nz8f+/fu75L0H3MVA9OSoqq7D1ZxCXLh1A5lFOciruI079cWol5RB0LqHBwOV4kZtGEpMYKlriR7G\nNnC1tkdvcztYGVhwRwXRI7RrF8Pu3bshl8uxatWqhxYHAODs7IxVq1Zh6tSp2L17N95+++32Jyci\njaWrLYW3sy28nW2btFfeq0NGXjEu5WQhoygHueX5KK0sQnFFJi7fvYBDtxrvd5QL0IYBjGWmsNa3\nRC8zG7hZ2cPBxAbmOiYQiURq+FMRdS2tFghnz56Fs7MzAgICWusGAAgICEDv3r2RnJyssnBERL+n\npyOFl5M1vJysm7TX1DXgVkEZrublIb0gB9l3bqPoXhFul99BbvlFnC1JhHDtv9fCy0XQFYxgom0G\na30L9DK1gYuVHeyNrGDG4oFIodUCITMzE8HBwUq/zMvLC/Hx8e0ORUTUFlpSMZztTOBsZ4IR6Kto\nl8vlKC2vQVb+XVy9nYPM4jzkleWjpKYYWWWlyLqbg8TCkxCu3u8vyEXQFgxgLDOBpZ45HEys4Ghm\nDTtjS1jqmUFPpsuF2KQxWi0QysrKYGZmpvTLzM3Ncffu3XaHIiJSBUEQYGqoDVNDbXi7WDV51tAo\nR9Gde7hVcBfpBbm4UZKH/PIilNSUILfxLnLupiGlOBlCZqPiMyK5FHpiQ5homcBK3xz2xpboZW4N\nGwNzmOuasoCgbqXVAuHevXvQ0tJS+mUymQzV1dXtDkVE1NHEIgFWprqwMtWFn7tNk2dyuRx3ymuQ\nU1iOG4VFuFF8G7llhSiqKkF53V3cEZXihlYuEvLvQUj/3zrv+wWEAYy0TGCpZwo7I0v0MrOCjaEF\nzHRNYKRtAJHAKQzqGlR6kiIRUXcgCAJMDLVhYqgNT2cLAH2aPK+ta0DhnXu4XVyBG4WFyC4twO3y\nIr/YOT8AABS9SURBVJTcK0VZ/V3cEcqQJcvHGa1kCOKG/71XLoKWSA8GEiOY6hjDUt8UtkbmcDC1\nhKWeKUx0jGCgpc8igp4IjywQYmNjkZOTo9TLuuIlTUREbSWTimFnoQ87C334uVs3e15b14CiO/eQ\nX1KJrOISZJfkI7+iGCVVd1BWV4b8xnLclt5CmuwaBFkNBOF/oxCCXAQtQQ96En0YaxvBVNcIVgam\nsDE2hYWeCUx1jGGqaww9KaczqGM9skBIS0tr0xc//w9LRJpOJhXD1kIfthb68IEV/jgCIZfLUVZZ\ni8I791BYWonskiLk3C1CUUUp7lTfRXldGYoaK1EgLoQgvXW/iJDUNXmHSC6BjkgfBlIDGGkbwlzP\nBFaGprA1MoOprhGMdQxhrG3IQoIeW6sFwsqVKzsrBxGRxhAEAUb6WjDS10Jve2MEwa5ZH7lcjsrq\nehTduXd/NOJOOXJLi1FQUYLie3dQVnMXlQ3lKEMVcqS5EKTXIUirIYgbm/4uuRjaIl3oSfRhqGUI\nU11jWOobw8LAGGZ694sIQy19GGobsJigJlotEMaMGdNZOYiI6HcEQcD/t3fvwVGW5xvHv5s9HxII\nMfALeOAkCAYpMhEQYSxCaQlVm8I4KrSgQ8TTWGrFthYrDKYtFYoNpQVtaxyIEJBGyaRUObRlDIJQ\nLaWCpRwERUkMIXvezR5+fyxZCRsogZgIuT4zO8s8++zmzj0Me/G8z/u+LrsZl91Mz5wMoBvQN2Ve\nNBbH7Q1RWx+ktj7Ap/VujtefoMZ3kjp/Pe6wG1/ES3Xcz3HTZxjMH2Mwh8DUwJlZwEAaVoMDp8lJ\nuiWxMpHl7ES39M5kp2fS2ZZOhjWddKuLdKtLV6u8zLXqJsVYLMbmzZsZO3Zsa36siIichTHt8w2V\nfa/qDOQ0Oy8ej+PxN1DnCVLnDnLCHeC4u54az0lqffXUB914G3z4I16q4wGqzfUYTNVgDmMwhzCk\npV6V34QVW5odh9mJy+Kksy2dTEcGVzg7keX6fHXCZXWRYXFiNVm1QnEJaZWA8PHHH7NmzRrWrVtH\nTU2NNiuKiHzJGAwGMpwWMpwWrvm/jHPOjcXieAMNnPQEOekNUecOUu1285m3nhN+N/VBN56QD1/E\nhzfq56QhhMF0AoP5UzCFMZjCKYc6ILFCYTHYsRsdOM0O0i0uOtldZNozyHJlkOlIrEykW1y4rE7S\nLU7sZpvO6mgnFxwQotEomzZtYvXq1Wzbto1YLIbBYODmm29uzfpERKSNpaV9HiauPo/5DZEYbl+I\nem8Yty+E2xfmM7eXWp+bWn897oAXb4MXf4OfQNTPiViQWmMQTJ5EmDA1JIJFM6sUYMBsOLVSYXLg\ntDjJsLroZHOR6UinizMRJlwWB87Gh9mO0+LUIZCL1OKAcPTo0eRqQW1tLQCZmZncddddTJo0iR49\nUjfbiIjI5ctsSiOrk52sTvbzmh+PxwmFo9T7wtR7E4HC7QtR5/VR63dT5/ckQkXYh6/BTyASoD4W\noM4YxmCqw2A6nthDYWoAY+peikZGzFjTbNhNdpxmBy6LkwxbYtWiiyOdTvZ0MqzOU6HCgcNsx2Gx\nYzNZtWrBeQaESCTCm2++SVlZGdu3bycWi2E2mxk3bhxvvPEGt912G4899tgXXauIiFwGDAYDNqsJ\nm9VEty6O835fqCGK1x/G42/A4wvj8SeCxQmvlxN+L/UBb+LQR9iPvyFAIBrAGwviTguDMYjh1IpF\nY7g4/SJWZ1SI2WDBmmbDZrRjN9txmR24rHbSbU46211k2By4rE4cZvsZqxcOLEbzZbHX4pwB4fDh\nw5SVlVFeXk5dXR3xeJyBAwdSUFDAxIkT6dy5M9ddd11b1SoiIh2Y1WzE2oKVikaNwcIbaMDrb8AX\naMAbaKDe76fO56E+6MMT9J8KFwH8DQHCsSDueJCThgYMJj8Y6zGYImCMYDA2JJ6bPSSS2GthNlix\nplmxmqzYTDYcJhtOix2X1UEnu5MMe+KwiMPswGmxn1rBsOGwOHCYbJi/BCHjnAHh61//OgaDgays\nLKZNm0ZBQQHXXnttW9UmIiJy0S40WEDiqpiNgaLx2eMP4/GFcQcD1Ae8uIM+PCFfYtWiIUAwEiQU\nC+KPhyAtAsYQBqP/VLiIJA6LnHMFAwwYMBksWNIsWI027CZbYrXC6sBldZBhc5BudeCw2HGY7djN\niTl2s63Jn61GywUHjf95iMFgMDB69GjGjx+vcCAiIh2KxWzEYjaSmWFr8Xsb91r4gp8HDH8wgjfQ\ngD/YgMcfOhUwAnhDPrzhAP6wn2A0SCgSJhwL4afhVKiIYDDWgbHm1N6LCAZjNPGaofmVDEgEDbPB\nmgwaNpMVh9mO0+Ig5gmds/5zBoTHHnuMV199lXXr1vGnP/2JXr168a1vfYs77riDrl27trhZIiIi\nHcXpey0uZPUCIBqNEQhF8AUj+IOJgOE79RwIJkKHJxTEE/DjDQfwhfz4G4IEIiGCkQDhWIhgLIyP\ncErQaPC6z/mzzxkQHnzwQR588EG2bt3KmjVr2Lx5MwsXLmTx4sWMHDmSO++884J+YREREfnfjMY0\nXA4LLofloj4nGo3hD0UIBCPJ5w+PHOEx3jzre87rLIZRo0YxatQoamtrefXVV1mzZg1///vf2bp1\nKwaDgb1797Jnzx5yc3Mv6hcQERGR1mc0ppHusJB+WtBIN/vP+Z4WneiZlZVFYWEhb775Jn/84x8Z\nP348JpOJPXv2MHnyZO68805Wrlx5YdWLiIjIl8YFXwlixIgRLF68mL/97W888cQT9OzZk3379jF/\n/vzWrE9ERETawUXfi6FLly7cf//93H///Wzfvp01a9a0Rl0iIiLSjlr1bo7Dhg1j2LBhrfmRIiIi\n0g50sWkRERFJoYAgIiIiKRQQREREJIUCgoiIiKRQQBAREZEUCggiIiKSolVPc7yURaOJ225++umn\n7VyJiIjIF6/x+67x++9MCgin1NTUAHDvvfe2cyUiIiJtp6amhmuuuSZl3BCPx89+I+kOJBgMsmfP\nHrKzszEaje1djoiIyBcqGo1SU1NDbm4uNpst5XUFBBEREUmhTYoiIiKSQgFBREREUiggiIiISAoF\nBBEREUmhgCAiIiIpFBCAlStXMmbMGAYNGkRBQQE7d+5s75IuacuWLePb3/42N954I8OHD2fmzJn8\n5z//aTInHo9TXFzMLbfcwg033MDUqVPZv39/O1V8efjd735H//79mTdvXnJMfW4d1dXVPPnkkwwf\nPpxBgwYxYcIEduzYkXxdfW4d0WiUxYsXJ/89HjNmDL/61a+IRCLJOep12+nwAaGyspKioiJmzpxJ\neXk5Q4YMYcaMGRw7dqy9S7tk7dixg3vuuYdVq1ZRUlKC0Whk+vTpnDx5MjnnhRde4A9/+ANz5sxh\n7dq1dOnShenTp+P1etux8kvXe++9R1lZGf37928yrj5fPLfbzd133008Hmf58uVUVlYyZ84csrKy\nknPU59bxwgsvUFpayk9+8hP+/Oc/89RTT1FaWsqyZcuazFGv20i8g5s0aVL8qaeeajI2bty4+HPP\nPddOFV1+vF5v/Lrrrotv2rQpHo/H47FYLD5y5Mj40qVLk3MCgUD8K1/5SvyVV15przIvWW63O37b\nbbfFq6qq4lOmTInPnTs3Ho+rz61l4cKF8bvuuuusr6vPraewsDA+e/bsJmOzZ8+OFxYWxuNx9bqt\ndegVhHA4zL///W9GjhzZZHzkyJG8++677VTV5cfn8xGLxcjIyADgo48+oqampknfbTYbeXl56vsF\nmDNnDuPHj2fEiBFNxtXn1rFx40YGDx7M9773PUaMGMEdd9zBihUriJ+6xpz63HqGDh3K9u3bOXDg\nAAD//e9/efvttxk9ejSgXre1Dn0vhrq6OqLRKFdccUWT8aysLKqqqtqpqsvPs88+y4ABAxgyZAjw\n+X0vmut7dXV1m9d3KSsrK+PIkSMsWLAg5TX1uXUcPXqU0tJSpk2bRmFhIXv37mX+/PkATJkyRX1u\nRTNmzMDn85Gfn4/RaCQSiTBz5szkPXLU67bVoQNCI4PBcF5j0nI/+9nP2LVrF6+88krKPS7U44tz\n8OBBFi1axMqVK7FYLGedpz5fnHg8Tm5uLo8//jgAAwcO5MMPP2TlypVMmTIlOU99vniVlZWUl5ez\ncOFC+vbty969eykqKuLKK69k8uTJyXnqddvo0AEhMzMTo9GYTKWNamtrUxKqtFxRURGVlZWUlJRw\n1VVXJcezs7OBxP8GcnJykuPqe8u899571NXV8c1vfjM5Fo1Geeedd1i1ahUVFRWA+nyxsrOz6dOn\nT5Ox3r1788knnyRfB/W5NSxYsID77ruP/Px8APr378+xY8dYvnw5kydPVq/bWIfeg2CxWLj++utT\nDidUVVUll8PlwsyfP5+KigpKSkpS/nG98soryc7ObtL3UCjEzp071fcWGDt2LOvXr6e8vDz5yM3N\nJT8/n/Lycnr16qU+t4Ibb7yRQ4cONRk7fPgw3bt3B/T3uTUFg8GUlUaj0UgsFgPU67ZmfOaZZ55p\n7yLak8vlori4mOzsbGw2G0uXLmXnzp0UFRUlN9VJy8ydO5fy8nKef/55cnJy8Pv9+P1+IBHKDAYD\nkUiEZcuW0atXL6LRKD//+c+pqalh3rx551wul89ZrVaysrKaPCoqKujevTsFBQXqcyvJycnhN7/5\nDWlpaXTt2pVt27axePFiHnjgAW644Qb1uRUdOHAgGW5NJhPbt29n0aJF5Ofnc8stt6jXbUy3eyZx\noaTf//73VFdX069fP370ox+Rl5fX3mVdss48F7/RI488wqOPPgokjusuWbKE1atXU19fz+DBg3n6\n6afp169fW5Z62Zk6dSrXXnstTz/9NKA+t5a//vWvLFq0iEOHDtG9e3fuvfdepk6dmjwWrj63Dq/X\ny/PPP8/GjRupra0lOzub/Px8Hn74YaxWK6BetyUFBBEREUnRofcgiIiISPMUEERERCSFAoKIiIik\nUEAQERGRFAoIIiIikkIBQURERFIoIIjIJau4uJj+/fuzffv29i5F5LLToe/FINLRne2iVqd7+eWX\nGTZsWBtUIyJfJgoIIsIjjzxy1td69OjRhpWIyJeFAoKIJC+BLSLSSAFBRM5bcXExS5Ys4eWXX+bY\nsWOUlJRw8OBBnE4nt956K9///veTt+Q93eHDh1m6dCnbtm2jrq6Ozp07c/PNN/PQQw/Rs2fPlPnR\naJSysjJee+019u/fT0NDA926deOmm25ixowZzb5nw4YNvPjii+zfvx+r1crIkSP54Q9/SLdu3ZrM\nO3r0KMuXL+ftt9/m+PHj2Gw2unXrxpAhQ5g1axaZmZmt1S6RS5oCgoi02EsvvcRbb73FhAkTGDVq\nFLt27WLdunXs2LGDNWvW0KVLl+Tc3bt3M336dHw+H2PGjKFv374cPHiQ9evXs2nTJl566SUGDRqU\nnB8Oh3nggQeoqqoiJyeHiRMn4nK5+Pjjj9m4cSNDhw5NCQilpaVs3ryZMWPGkJeXx+7du6msrGTf\nvn289tprybv8VVdXM2nSJLxeL6NHj+ZrX/saoVCIjz76iNdff50pU6YoIIicooAgIhQXFzc7brVa\nKSwsTBnfunUrZWVlDBw4MDlWVFRESUkJzz33HEVFRUDizntPPvkkXq+XX/7yl9x+++3J+ZWVlcya\nNYsnnniCyspK0tISJ1UtWbKEqqoqvvrVr/LrX/+6yS18w+EwXq+32XrWrl3bZNPl448/TkVFBRs3\nbmTChAkA/OUvf+HkyZP8+Mc/5rvf/W6Tz/D7/ckaREQBQURIfCk3Jz09vdmAcPvttzcJB5DYx7Bu\n3ToqKip45plnsFgs/OMf/+DgwYMMGTKkSTgAmDBhAitWrGDXrl3s2rWLvLw8otEopaWl2Gw25s6d\n2yQcAFgsliarE42mTp2ackbG5MmTqaio4F//+lcyIDSy2Wwpn+FwOJrtgUhHpbgsInzwwQfNPnbu\n3Nns/JtuuillLD09nQEDBhAKhThw4AAA77//PsBZT5McPnx4k3kHDx7E4/HQv3//lL0D53L6IYpG\nOTk5ANTX1yfHxowZg8PhYN68eTz66KOsXr2a/fv3o7vei6TSCoKItFhWVlaz41dccQUAHo+nyXPX\nrl2bnd+4obFxntvtBmhROIBEODmT0WgEIBaLJcd69OjB2rVrKS4uZuvWrbzxxhtAIkzcd999fOc7\n32nRzxW5nCkgiEiL1dbWNjv+2WefAZ9/YTc+19TUNDu/cdzlcgGQkZEBwPHjx1uv2DP06dOHxYsX\nE4lE2LdvH1VVVaxYsYJnn30Wu93O5MmTv7CfLXIp0SEGEWmxHTt2pIx5PB727t2L1WqlT58+AAwY\nMOCs808fv/766wHo3bs3GRkZfPDBB19oSAAwmUzk5uZSWFjIokWLANi0adMX+jNFLiUKCCLSYq+/\n/npy30Cj4uJiPB4P+fn5yc2FQ4cOpVevXuzatYsNGzY0mb9hwwbeeecdevbsydChQ4HEYYF77rmH\nYDDIT3/6U8LhcJP3hMNhTpw4ccF17969O7nKcbrGseY2L4p0VDrEICJnPc0RYOzYscmVgEajRo3i\n7rvv5hvf+AbZ2dnJMxF69OjBD37wg+Q8g8HAL37xC6ZPn86sWbOoqKigd+/eHDp0iI0bN+J0Olmw\nYEGT0wsffvhh/vnPf7JlyxbGjx/PrbfeitPp5JNPPuGtt95i9uzZFBQUXNDvuX79ekpLS8nLy+Pq\nq6+mU6dOHDlyhC1btmCxWFJOfRTpyBQQROSspzlCYmPfmQFh2rRpjBs3jpKSEiorK3E4HBQUFDBr\n1qyUDYyDBw9m7dq1/Pa3v2Xbtm1s2bKFzMxM8vPzeeihh+jdu3eT+RaLhRdffJFVq1ZRXl5OeXk5\n8Xicrl27Mm7cuORqw4WYOHEi4XCYd999l/fff59gMEi3bt3Iz89n+vTp9OvX74I/W+RyY4jr/B4R\nOU+nX2pZd3gUubxpD4KIiIikUEAQERGRFAoIIiIikkJ7EERERCSFVhBEREQkhQKCiIiIpFBAEBER\nkRQKCCIiIpJCAUFERERS/D/5kaFIw7oaNAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -754,8 +754,11 @@ "outputs": [], "source": [ "# Output weight matrix of gene contributions per node\n", - "weight_matrix = pd.DataFrame(autoencoder.get_weights()[0], index=rnaseq_df.columns)\n", - "weight_file = os.path.join('data', 'adage_gene_weights.tsv')\n", + "weight_file = os.path.join('results', 'adage_gene_weights.tsv')\n", + "\n", + "weight_matrix = pd.DataFrame(autoencoder.get_weights()[0], index=rnaseq_df.columns,\n", + " columns=range(1, 101)).T\n", + "weight_matrix.index.name = 'encodings'\n", "weight_matrix.to_csv(weight_file, sep='\\t')" ] }, @@ -816,28 +819,28 @@ " \n", " \n", " PPAN-P2RY11\n", - " -0.001979\n", + " -0.001976\n", " 0.239137\n", " \n", " \n", " GSTT1\n", - " 0.023439\n", - " 0.232452\n", + " 0.023419\n", + " 0.232442\n", " \n", " \n", " GSTM1\n", - " 0.005325\n", - " 0.219904\n", + " 0.005316\n", + " 0.219905\n", " \n", " \n", " EIF1AY\n", - " -0.048682\n", - " 0.209454\n", + " -0.048686\n", + " 0.209455\n", " \n", " \n", " DDX3Y\n", - " -0.034103\n", - " 0.207382\n", + " -0.034089\n", + " 0.207383\n", " \n", " \n", "\n", @@ -845,11 +848,11 @@ ], "text/plain": [ " gene mean gene abs(sum)\n", - "PPAN-P2RY11 -0.001979 0.239137\n", - "GSTT1 0.023439 0.232452\n", - "GSTM1 0.005325 0.219904\n", - "EIF1AY -0.048682 0.209454\n", - "DDX3Y -0.034103 0.207382" + "PPAN-P2RY11 -0.001976 0.239137\n", + "GSTT1 0.023419 0.232442\n", + "GSTM1 0.005316 0.219905\n", + "EIF1AY -0.048686 0.209455\n", + "DDX3Y -0.034089 0.207383" ] }, "execution_count": 19, @@ -875,9 +878,9 @@ "outputs": [ { "data": { - "image/png": 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LLyxnSxpQ06Ddy6lqaMdrm7LVvRxz5yKGRQfyXpzHJ0kFkw50CQ3JdSmB3PO1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\n/h+lCZ4P5GD6cgAAAABJRU5ErkJggg==\n", 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h4oPTK6+8gt69e+OXv/wlqqqqXNkmQgghPk50QkT37t3xzjvvYNGiRUhPT0fv3r15K48z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\nR30NR07Ua7V3ZHQk66psCrC5XSlyCypw7LdrrdZj+JB+zU4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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -903,11 +906,11 @@ "output_type": "stream", "text": [ "sample_id\n", - "32 116167.968750\n", - "16 111224.648438\n", - "80 97696.039062\n", - "66 96676.765625\n", - "40 95195.609375\n", + "32 116126.578125\n", + "16 111204.562500\n", + "80 97674.945312\n", + "66 96646.546875\n", + "40 95180.679688\n", "dtype: float32\n" ] }, @@ -915,11 +918,11 @@ "data": { "text/plain": [ "sample_id\n", - "25 -11347.205078\n", - "24 -12289.718750\n", - "87 -12757.310547\n", - "41 -13314.519531\n", - "49 -16946.773438\n", + "25 -11347.204102\n", + "24 -12289.624023\n", + "87 -12757.212891\n", + "41 -13314.549805\n", + "49 -16946.775391\n", "dtype: float32" ] }, @@ -948,9 +951,9 @@ "outputs": [ { "data": { - "image/png": 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cOnUKzzzzDCIjIx9p/sZYB7oYs+bH+T7atWsX5s2bhzVr1mjca7Y2UlgnkryV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\nKyvDhg0bYGtrC09PT412Pz8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qVFDXrl114sSJYikOAAC4jiKFhooVK+rq1auFjrl27RonQgIAUAYVKTT4+flpy5YtSk1N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\n5Ijx9fU1hw4dMsb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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -973,9 +976,9 @@ "outputs": [ { "data": { - "image/png": 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69+8PZ2dnrFmzBjk5OZg3bx6WLVsGuVwOCwsLtem7du2KwsJCAIBcLq+2x2Zg\nYICsrKw615mZmYni4uLmLaQeSqUSaWlprbrOtuBZrZuoNbT2v63m/vecn59fZ3+bDq/nn38ee/fu\nVf388ssvY/78+QgMDISzs3O16QVBgJaWVq3LEwSh3nVaWFjA3Nz8yQb8hNLS0mBlZdWq62wLWq7u\njBZYJpG4tPZ3SnP/e9bT06uzv00fNqyJubk5BEGAkZGRai+rilwuh5GREQDA0NCwWr9CoVD1ExGR\neLXp8EpMTMS6devU2m7evAkdHR1YWVkhJSVFrS85ORn9+/cHAEil0mr9SUlJsLOza9lBExFRi2vT\n4WVkZITdu3cjIiIC5eXlyMrKwqZNm+Dh4YFJkyahoKAAkZGRKCsrQ3x8PA4dOgQ/Pz8AgI+PD2Jj\nY5GQkICysjJERERAoVDA3d1dw1UREVFTtelzXr1798a///1vrF+/Hps2bYKhoSFGjhyJuXPnokOH\nDti+fTvWrVuHTz/9FKampli2bBleffVVAMDgwYMREhKCpUuXIj8/H5aWlggPD4eBgYGGqyIioqZq\n0+EFAM7Ozti3b1+NfQMGDFDd11UTDw8PeHh4tNTQiIhIQ9r0YUMiIqKaMLyIiEh0GF5ERCQ6DC8i\nIhIdhhcREYkOw4uIiESH4UVERKLD8CIiItFp8zcpk7iMXfBdI+fgE+CJqPG450VERKLD8CIiItFh\neBERkegwvIiISHQYXkREJDoMLyIiEh2GFxERiQ7Di4iIRIfhRUREosPwIiIi0WF4ERGR6DC8iIhI\ndBheREQkOgwvIiISHYYXERGJDsOLiIhEhy+jfMo0/mWQRETiwz0vIiISnac6vHJzczFr1iw4OjrC\n1dUVK1aswP379zU9LCIiaqKn+rDh7Nmz0adPH5w4cQLFxcWYPXs2Nm3ahIULF2p6aERELUozpxAy\n1H469On4FlvTU7vnlZycjGvXruH999+Hvr4+zMzMEBgYiL1796KyslLTwyMioiZ4ave8UlNT0atX\nLxgZGana+vXrB4VCgd9//x0vvvii2vQPHjwAAOTl5T3xOmf+68QTzwtcbMK8RERtT05OzhPPW/Vd\nXPXd/LinNrzkcjn09fXV2gwMDAAAhYWF1cKroKAAAODj49Mq4yMietoNP/VJk5dRUFCAF154oVr7\nUxteNREEAQCgpaVVrU8qlSIyMhLdu3dH+/btW3toRET0iAcPHqCgoABSqbTG/qc2vIyMjFBYWKjW\nplAoVH2odH8mAAAaO0lEQVSP69ixIxwcHFplbEREVL+a9riqPLUXbEilUuTn5+POnTuqtqSkJBgb\nG6N3794aHBkRETXVUxte1tbWsLOzQ1hYGIqLi3Hr1i1s27YNPj4+NR42JCIi8dASqk4EPYXy8/Ox\nfPlyXLlyBZ06dcKoUaOwYMECntMiIhK5pzq8iIjo6fTUHjZsC27fvo3g4GA4OjrCyckJc+bMQX5+\nfrXp3n33Xbz++utqbXFxcRg/fjzs7e0xbtw4nDjRlHvIWldddVdUVGDdunVwcnKCvb093nnnHbXP\n5NKlS/Dw8IBMJsPIkSMRFRWlqTIapa6af/rpJ1VNgwcPxkcffaS6eAgQ77b+5Zdf4OvrC5lMBhcX\nF8yfP191y0l92zEyMhKjRo2CTCaDh4cHEhISNFFCo9VV8+XLl+Hl5QWZTIahQ4di7dq1qKioUM37\nNG7nKpWVlZg0aRL8/PzU2lt0OwvUYtzd3YUFCxYIxcXFwt27d4Vp06YJAQEBatOcOnVKGDBggDBs\n2DBVW1pamiCVSoUTJ04ISqVSOHnypGBjYyNcv369tUt4InXVHRYWJrz11ltCTk6OUFhYKISEhAjr\n1q0TBEEQ7ty5I9jb2wuRkZFCaWmpcOXKFUEmkwk//vijJstpkNpqvnv3rmBnZyfs3r1bKC8vFwoK\nCoSpU6cKCxcuFARBvNtaLpcL9vb2QkREhFBeXi7cvXtX8PX1Ff7xj3/Uux1Pnz4tyGQy4fLly4JS\nqRSioqIEmUwmFBQUaLiqutVV8+3btwU7Ozth586dQnl5uZCeni64uLgIX3zxhSAIT+d2ftTXX38t\nDBgwQPD19VW1tfR2Zni1EIVCIXz44YdCXl6equ3w4cOCvb296ueSkhJh2LBhwueff64WXsuXLxcC\nAwPVlhcQECCsWrWq5QfeRHXVXVpaKtjZ2QlXr16tcd4vvvhCcHd3V2tbvnx5tX8obU1dNf/000+C\nRCIRSktLVX2P1inWbX3nzh1h//79am07d+4Uhg0bVu92DAgIEFauXKnWP2bMGGHHjh0tOuamqqvm\nxMREYcWKFWp9//znP1Xb9mnczlXy8/MFZ2dnYePGjWrh1dLbmYcNW4i+vj5CQ0NhYmKiasvNzVX7\necuWLXB0dIRMJlObNzU1Ff369VNrs7a2RnJycssOuhnUVXdqaiqUSiWys7MxYsQIODo6YuHChapD\naGKtu66apVIpevTogcjISCiVSuTn5+PkyZOqw8Rirbl79+6YPHkygIc3/9+8eRMHDhzAmDFj6q0p\nNTUV1tbWtfa3VXXVbGtri3/+859q0+fl5al+J57G7Vxl9erV8Pb2rnYLUktvZ4ZXK8nKysK2bdsQ\nFBQEALhx4wa+++47LFq0qNq0tT3a6vGbrsXg0brz8/PRrl07/PDDD4iOjsb+/ftx48YNrFy5EkDN\ndXft2lV0dT9ac5cuXbB161b85z//Qf/+/TFkyBB06dIFwcHBAMS/rdPT0yGVSuHu7g4bGxvMnTu3\n3u1YW81yubzVxt0UNdX8uMOHD+Py5cvw9/cH8HRuZwA4f/480tLSEBAQUG2elt7ODK9WkJKSAl9f\nX/j7+2Ps2LEQBAHLli3DnDlzanzaR23Edn9aTXVXVFSo6u7duzeCgoJw7NixWh++KQiCqOp+vOa/\n/voLQUFBCAoKwtWrV1Wv51m1alWdyxFLzX379kVKSgoOHz6MX3/9FfPnz69xuvq2oyCii57rq/nb\nb7/F0qVL8dlnn1V7hurjxLydy8rKsGLFCnz88cfo0KFDg5bTnNuZ4dXCzp07h+nTp2P27NmYPXs2\nAGD//v0AgLfeeqvGeQwNDav9RSaXyxsVdJpWU93dunUD8PCv8CpmZmYoLy+HXC4Xfd011Xz06FHo\n6upi2rRp6NSpE55//nnMnDkTBw8ehCAIoq8ZePgF/Morr2D+/PmIi4vDgwcP6qypppoVCoWoa666\n+u7zzz9HWFgYvvjiC7z22muq6Z/G7bxy5UrY2trC2dm5xulbejszvFpQYmIi5s2bhzVr1sDb21vV\nHhsbi7S0NDg5OcHR0RFBQUHIzc2Fo6Mjrly5AqlUipSUFLVlJScno3///q1dwhOpre4+ffpAR0cH\n165dU7Xl5OSgY8eOMDIygo2NjWjrrq3mysrKan9tPnjwQPUXt1i39dGjRzFp0iS1tnbtHn6duLq6\n1llTTTUnJSXBzs6uBUfcdHXVrK2tjV27diE6OhpRUVHVzmM/jdv5woULOH36NBwdHeHo6IiVK1fi\n559/hqOjI3Jzc1t+OzfLZR9Uzf3794UxY8YIERER1fr+/PNPITc3V/XfkSNHhCFDhgi5ublCWVmZ\ncOPGDUEqlQrHjx8XysrKhCNHjgi2trbCb7/9poFKGqeuugVBED744ANh/PjxQm5urpCXlyeMHz9e\nWL58uSAIDz+XAQMGCLt37xaUSqVw8eJFwc7OTrh06VJrltBoddWclZUlSKVSYdeuXUJZWZmQl5cn\neHp6CvPnzxcEQRDtts7LyxNkMpmwZcsWobS0VLh7967w9ttvC15eXvVux3Pnzgl2dnaqS6h37Ngh\nODo6CnK5XMNV1a2umm/duiXY2dkJKSkpNc77NG7nO3fuqH2P7dixQ/Dw8BByc3OFioqKFt/OfMJG\nC0lISICPj0+Nx4Lj4uJgZmam+jk+Ph4hISE4deqUqu3kyZPYsmWL6sWZc+fOxZAhQ1pl7E1RX90G\nBgZYsWIFfvjhBwCAu7s7QkJC0LFjRwDAlStXsG7dOmRkZMDU1BQzZ87EhAkTWrWGxqqv5t9++w0b\nN27EzZs30blzZ7i6uqre8A2Id1snJiYiNDQU165dQ5cuXeDk5IQPPvgAJiYm9W7HvXv3IiIiAvn5\n+bC0tMSHH34IW1tbDVbTMLXVvH//fmzevBk6Ojpq05uamuLYsWMAns7t/KiYmBgcOHAAu3btUrW1\n5HZmeBERkejwnBcREYkOw4uIiESH4UVERKLD8CIiItFheBERkegwvIiISHQYXvTMi4+Ph6WlJTZv\n3qzpobSasrIyWFpa4u2339b0UKrJyMiApaUlVqxYoZH1Ozo6wt3dXSPrpobT1vQASJwePHiAY8eO\nISYmBllZWSgoKICWlhZ69uwJmUyGGTNmQCKRaHqYGmNpadngab/++ms4Ojo2avlFRUXYuXMnZsyY\ngc6dOzd2eE+srKwMr732GhQKBfz9/fHhhx82aXkPHjzAtm3bMGXKFNVNr6ampti0aRNeeOGF5hhy\nnfbv34+XX35Z7XFOoaGh0NXVbfF1U9MwvKjRKisrMXv2bJw6dQr29vaYPn06unXrhqKiIiQlJeHw\n4cM4duwYvvrqK9jb22t6uBqxadMmtZ8zMzOxefNmuLi4wMPDQ62vT58+jV7+1atXsWXLFnh5ebVq\neB09ehQKhQLt2rXDwYMHMX/+/AY/UbwmVZ+Lq6urKry6dOmCkSNHNteQ67Ru3ToEBASohVfVu9ao\nbWN4UaOdPXsWp06dwptvvonPPvtMrW/q1KkYO3Ys/P39ERoair1792polJr1+JdvfHw8AMDc3LxZ\nvpg19RLD6OhoaGtrY/LkydizZw9OnjyJ0aNHP/HyNPkyxlu3bonmHWJUHc95UaNlZGQAQK3PZRs0\naBC2bt2KZcuWqbXn5+dj1apVGDZsGKRSKZydneHn54f//ve/atPl5OTA0tISixcvRmJiIry8vNC/\nf38MHjwYmzZtgiAISE5Ohq+vL+zt7eHq6oo1a9bg/v37qmXExMTA0tISkZGRiI2NxdixY2FjY4NB\ngwbh448/xr179+qtMycnByEhIRg8eDCkUilcXFywYMEC3Lx5s7EfWYNduXIFAQEBcHR0hFQqhaur\nKxYvXozc3FzVNC4uLqrzc4MHD4aNjY2qTy6XIywsDG5ubpBKpXB0dISXl5fq+XpNcePGDVy9ehVO\nTk6qJ+fX9cdJfn4+QkJC8Nprr8HOzg7jxo1DRESEajtNmjQJixcvBvDw9UCWlpb466+/qp3zGj9+\nPPr161dj0Pz666+wtLRUexnilStXEBQUpPoMX3/9dSxcuBC3bt1STbNmzRq4ubkBANauXQtLS0vE\nxcUBqPmcV0lJCTZu3Ig333wTNjY2kMlk8PLyQmxsrNp0p0+fhqWlJSIiIvDTTz/By8sL9vb2kMlk\nmDt3rurVKdR03POiRuvRowcA4Pjx4xg3blyNh42qvhiqlJSUwNfXF3l5eZgxYwYsLCxQWFiIqKgo\nzJgxA1u3bq02T15eHubNmwdPT09MnjwZX3/9NT7//HNoa2tjz5498PLywoQJExATE4OvvvoKxsbG\nmDlzptoyfvjhB2RnZ2Pq1Kno3r07Tp8+jaioKOTm5mL79u211njr1i1MmTIF2tra8PLygrm5OX7/\n/XdERkbizJkziI6OfqLDfXX58ccfERQUBBMTE/j7+8PExAQ3btxAZGQkzp49i4MHD8LY2BirVq1C\neHg4fv75Z6xatUr1frTKykrMmDED6enp8PX1hVQqxb1797B//3689957WLFiBTw9PZ94fHv27AEA\nTJw4EX379kXfvn1x8eJF3Lp1q9or4AsKClSv0vD390e3bt1w/vx5hIaGIj09HZ988gkWLVqEnTt3\n4vTp01i4cCF69+6NLl264O7du2rLcnd3R1hYGE6dOlXt9RxHjx4FAIwbNw7Aw8Op06dPR8+ePfGP\nf/wDxsbGyMrKws6dO3H+/Hl8//33MDY2xoQJE6CtrY3w8HBMmDABw4YNq/UQd0VFBWbMmIGrV69i\nwoQJmDlzJkpLS/H9999j0aJFyMvLq/Ym4aSkJGzfvh0+Pj7w9PTExYsXcfDgQdy5cwfffPPNE24B\nUtMsz6anZ8q9e/eEYcOGCRKJRBgxYoTw+eefC1evXhXKy8trnefatWuCv7+/8NVXX6m137x5U5BI\nJML06dNVbbdu3RIkEokgkUiE+Ph4VXtiYqKq/dy5c6r2O3fuCH379hW8vb1Vbd9++60gkUgEGxsb\nIScnR22dU6dOFSQSiZCWliYIgiBcvHhRkEgkwmeffaaa5t133xXs7e2F7OxstXnT0tIEKysrYdas\nWQ34pP6nah3//Oc/a+yvrKwUhg8fLtjZ2Qm5ublqfQcOHBAkEonwr3/9S9U2d+5cQSKRCHfu3FG1\n3bp1S5gxY4awfv16tfkLCwsFKysrYcyYMao2pVIpSCQSYcaMGQ0af2lpqfDqq68KAwYMEJRKpSAI\nghARESFIJBLh008/rTb9kiVLBIlEIly5ckWtPTAwUJBIJEJ6erogCILwySefCBKJREhKSlJNc/36\ndUEikahelXP79m3B0tJSCAwMrLYed3d3wc7OTigpKREEQRD27t0r+Pj4CImJiWrTffnll4JEIhF2\n7Nihajt16pQgkUiEL774Qm3agQMHqn1We/fuFSQSiRAaGqo2XVlZmTBixAhBKpUKhYWFasu0srJS\n1VjlrbfeEiQSiXD37t1qdVDj8bAhNVrnzp0RFRWFN954A9nZ2di4cSM8PT3h4OCA6dOnY+fOnSgq\nKlKbx8rKCl999RX8/f0BAKWlpSgqKkK3bt2gra2N27dvV1uPmZkZBg4cqPq5b9++AIDu3btj8ODB\nqvbu3bvD2Ni4xkMyLi4uaq+fAYA33ngDAPDzzz/XWF9paSnOnDmDAQMGoGvXrigqKlL9Z2pqij59\n+uDSpUsN+agaLD09Hbdu3YKrqyt69uyp1jd69Gg899xzOHPmTJ3LMDc3x5dffol58+YBeHhlYFFR\nEdq1awdjY+MaP+OGqrpQY/To0aor8caOHQsdHR3ExMSgoqJCNW1lZSXi4uLw/PPPV3sp49KlS7Fv\n3z6Ympo2eN2mpqaQyWT473//q3a499dff0VGRgZGjBiB5557DgAwZcoU7N69W/XajXv37qGoqEj1\nO/Akn8HJkycBAF5eXmrtHTp0wNixY1FeXo4LFy6o9Q0aNKjaFadVh3d56LB58LAhPRETExNs2bIF\neXl5OH36NH7++WckJCTg4sWLuHjxIjZv3oyNGzeqhUx8fDwiIiJw6dKlauecHjx4UG0dj4dO1eHJ\nx9ur+h79Aq1S06G9qvkfPzxVJTs7G/fv38fZs2fx6quv1jgNABQXF0NPT6/W/sbIysoCUPN4O3To\nAHNzc2RmZqKyslL1JtuaJCUlYceOHbhw4UK1c0RNuSqw6pDh5MmTVW1GRkYYNmwYjh8/jjNnzqgO\n++bl5aGoqKjGw3CmpqaNCq4qY8aMwZUrV3D69GmMHTsWQPVDhsDD4IyOjsb+/fuRmZmJsrIyteXU\n9HtWn6ysLHTo0KHGS/dfeuklAA+D9FHPP/98tWmrQv/Rc7P05Bhe1CQ9e/bE1KlTMXXqVAAPL33e\nu3cvdu7ciQULFuD48eMwMDDA+fPn8c4770BPTw/+/v6wtrZWXeJd242ytX3ZNuZLuFOnTtXaunTp\nAgDV9g6rVAXr4MGDq53LeFRz3gtUUlICoObxVq1LEASUlpbWeml8amoqvL29oa2tDT8/P9jZ2alq\nnT9/fq311icjIwNXr15Fr1690LVrV2RnZ6v6nJyccPz4cezbt08VXkqlEgCqvZixKUaNGoXVq1fj\n+PHjauHVvXt3ODk5qab75JNPsHPnTlhaWiIkJATm5ubo0KEDUlNTsWbNmidad0lJCZ577jloaWlV\n66v6HSgtLa2xnVoOw4ualYWFBT766CMUFhYiNjYWiYmJGDJkCCIiIlBZWYlNmzbB2dlZNb1SqXyi\nv4Yb6vEvFeDhHhMA1YUOj6v6wm/Xrl2jbx5+UlWh9ffff9fYX1painbt2qkOj9Vk9+7duH//PkJD\nQ1Vf8FWa8td+1V5Xbm4uRowYUeM0586dQ15eHnr27AljY2MAtf9x8CSMjIzg7OyMs2fPorS0FHl5\necjIyIC/vz/at28P4GHIREVFoXv37oiMjFTbK27KJfGdOnVCbm4uBEGoFmBVv1+tea8dPcTwokYp\nKytDeHg47t27h5CQkFqnMzc3B/C/v8JzcnLQrl07tb+SgYeXNVdWVrbYeKsOxz0qJycHwP+umnzc\niy++CB0dHSQnJ+P+/fvV9iD++usvGBkZNes4X3nlFQD/uw3hUWVlZcjJycFLL71U5yHDqroGDRqk\n1n79+nUoFIonOmyoVCoRGxsLHR0dfPLJJ9DWrv6Vcfr0aRw8eBD79+/H7NmzYWBggC5duiArK6va\nYc7ff/8dCQkJsLOzw8svv9yosbi7u+PcuXP473//q/qcHj1kWFBQgPLyckil0mqHcy9fvtyodT3q\nlVdewe+//45ff/212pgzMzNV01Dr4gUb1Ci6uro4ffo0IiIicOjQoRqnuXv3Lg4fPgxdXV04ODgA\nALp164bKykr88ccfqukUCgU2bdqE5557ThVyze38+fPIy8tT/fzgwQPV/TwDBgyocZ6OHTti6NCh\nKCwsxMGDB9X6bt26hddffx0ff/xxs47T0tISL730En788Ue1e7oA4MCBAygrK1Pb66kKhEfP6VTt\n8VSFGPBwzyA0NBR6enqoqKho9F7ukSNHUFRUhDFjxsDd3R0jR46s9t+8efOgra2Nb7/9VvWHyPDh\nw3H37t1q95dt3boVISEhqj2WmuqojZubGzp27IizZ8/i5MmTsLCwgLW1dbX6H78oIzk5WbXNH/09\na+i6q24qj46OVmsvKSnBoUOH0Llz52p/MFDL454XNdonn3wCf39/LFq0CAcPHsTQoUNhZGSEv//+\nG5mZmTh8+DDkcjlWrFih2kMZNWoULl++jLlz52Lq1KkoKirCN998A09PT7Rr1w5Xr15FeHg43Nzc\nmnRhweNsbW3h4eEBX19f9OjRA3FxcUhKSsLIkSPr/Gv5/fffR0JCApYvX46srCxYWVnh9u3biIyM\nhJaWVrVHPDWVlpYWli1bhnfeeQe+vr6YOnUqjI2Nce3aNURFReHll19Wu4etas/2k08+gb29PSZN\nmoTRo0fj6NGjCAkJgb+/P8rLy7Fnzx64uLhAT08Px48fx8aNGzFmzBjVhQb1qboJedq0abVO07Nn\nTwwfPhzHjh3D+fPnMWTIEMyZMwfnz5/Hhx9+iF9//RWmpqaIj4/HwYMHMXHiRPTr10+tjqpHRFVd\nCVqTLl26YOjQoThx4gQKCwtVV1U+2j9kyBCcPXsWISEhcHJyQlZWFqKjoxEWFoaAgADV/XJubm6q\ndX/77bfo2LEjrK2tqx0ZAB7u3cXExGDnzp24d+8eHBwcUFRUhO+++w5//PEHVq1apTrUTK2H4UWN\nJpFIcOjQIezevRtnz57Fpk2bUFJSgg4dOqBXr15wc3ODt7e36tJ24OFlxoWFhYiJicHy5cvxwgsv\nICAgAG+99Rb69OmDjz76CNu2bYOpqSns7OyabawuLi7w9PREeHg4bt68CT09Pfj5+WHBggV1zvf8\n889j37592Lp1Kw4dOoSvv/4aenp6GDhwIIKCgtRqay7Ozs7YvXs3tm7diu3bt6O0tBQ9evSAt7c3\ngoKC1L4gfXx8cPHiRZw5cwaJiYkYM2YMRowYgY8++giRkZFYtWoVTE1N4enpienTpyMxMRGpqan4\n+uuv0a1btwaFV9WFGgMGDFCFTW38/Pxw7Ngx7Nu3D0OGDIGZmRn27NmDjRs3Yvfu3SgqKkKvXr0Q\nEhICX19f1Xxjx47FyZMncenSJdy4cQOOjo51Xujh7u6OuLg4aGlp1fjk99DQUKxatQqnT5/GyZMn\nYWtri//85z+wtbXFzJkzsXv3boSFhcHZ2RmvvPIK/P39sWfPHmzZsgULFy6sMbzatWuH8PBw/Pvf\n/8bRo0cRGxsLXV1d9OvXD9u3b4erq2u9nyU1Py1BEARND4KoucXExCAkJAQLFiyo84pBIhInnvMi\nIiLRYXgREZHoMLyIiEh0eM6LiIhEh3teREQkOgwvIiISHYYXERGJDsOLiIhEh+FFRESiw/AiIiLR\n+X/ApbSqhbWgwgAAAABJRU5ErkJggg==\n", + "image/png": 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7NDQ0rLVdK05JrFq1CkePHsWOHTtU/ts3NzcH8H9HGirl5OSIRwjMzMyQk5Oj8o4HQRCQ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\nMGnSJAQEBKi03bhxo14uhFT5TojLly9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ATySQwJomxjAM1j8xhRoCSliwetEYPLogDx1X+2eywaC4GJ+v1eruBHMZhsGM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p02TffPXq1aipqcGf//xnNDU14csvv8T27dvx8MMPy75GqJDj7iHg8n8JISid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\nAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/data/adage_gene_weights.tsv b/data/adage_gene_weights.tsv deleted file mode 100644 index 98fe77e..0000000 --- a/data/adage_gene_weights.tsv +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:66caedb6834950ba56503b235e30e7ee826ce67a3a46a40a5908b1a2bc1343c2 -size 10658851 diff --git a/results/adage_gene_weights.tsv b/results/adage_gene_weights.tsv new file mode 100644 index 0000000..a04a81c --- /dev/null +++ b/results/adage_gene_weights.tsv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6de841dba1344a4324a16f6481d68e92283501b441ebe9c16abd85c76c48548 +size 10659908 diff --git a/scripts/nbconverted/adage_training.py b/scripts/nbconverted/adage_training.py index a18fbdf..cc0bed7 100644 --- a/scripts/nbconverted/adage_training.py +++ b/scripts/nbconverted/adage_training.py @@ -178,8 +178,11 @@ # In[17]: # Output weight matrix of gene contributions per node -weight_matrix = pd.DataFrame(autoencoder.get_weights()[0], index=rnaseq_df.columns) -weight_file = os.path.join('data', 'adage_gene_weights.tsv') +weight_file = os.path.join('results', 'adage_gene_weights.tsv') + +weight_matrix = pd.DataFrame(autoencoder.get_weights()[0], index=rnaseq_df.columns, + columns=range(1, 101)).T +weight_matrix.index.name = 'encodings' weight_matrix.to_csv(weight_file, sep='\t')