diff --git a/.gitignore b/.gitignore index 83b009a..19d02e8 100644 --- a/.gitignore +++ b/.gitignore @@ -172,7 +172,7 @@ cython_debug/ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore # and can be added to the global gitignore or merged into this file. For a more nuclear # option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ +.idea/ ### Python Patch ### # Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration @@ -184,5 +184,4 @@ poetry.toml # LSP config files pyrightconfig.json -# End of https://www.toptal.com/developers/gitignore/api/jupyternotebooks,python - +# End of https://www.toptal.com/developers/gitignore/api/jupyternotebooks,python \ No newline at end of file diff --git a/01_ap-ms.ipynb b/01_ap-ms.ipynb index 6aff5ad..9ee0a08 100644 --- a/01_ap-ms.ipynb +++ b/01_ap-ms.ipynb @@ -18,6 +18,10 @@ "execution_count": 1, "id": "36be508e-7c87-4980-83f0-9bd4028ff7cf", "metadata": { + "ExecuteTime": { + "end_time": "2024-02-23T14:06:19.032214100Z", + "start_time": "2024-02-23T14:06:18.958205300Z" + }, "collapsed": true, "jupyter": { "outputs_hidden": true @@ -2191,7 +2195,12 @@ "source": [ "import re\n", "\n", + "import matplotlib\n", "import matplotlib.pyplot as plt\n", + "\n", + "matplotlib.rcParams[\"pdf.fonttype\"] = 42\n", + "matplotlib.rcParams[\"ps.fonttype\"] = 42\n", + "\n", "from autoprot_dev import analysis as ana\n", "from autoprot_dev import preprocessing as pp\n", "from autoprot_dev import visualization as vis" @@ -2212,7 +2221,12 @@ "cell_type": "code", "execution_count": 2, "id": "f0d36ffa-e8f2-4e9f-ae9b-2a21532386ae", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-02-23T14:06:19.213218700Z", + "start_time": "2024-02-23T14:06:19.023214400Z" + } + }, "outputs": [ { "name": "stdout", @@ -2236,7 +2250,12 @@ "cell_type": "code", "execution_count": 3, "id": "71ee3863-ec3a-4a71-b74a-8e5d2c058673", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-02-23T14:06:19.259220400Z", + "start_time": "2024-02-23T14:06:19.209218500Z" + } + }, "outputs": [ { "data": { @@ -2262,7 +2281,12 @@ "cell_type": "code", "execution_count": 4, "id": "9775584f-6b06-46d8-89d4-e2f85aa39f1d", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-02-23T14:06:19.260220500Z", + "start_time": "2024-02-23T14:06:19.221218900Z" + } + }, "outputs": [], "source": [ "# log transform the ratio columns.\n", @@ -2283,7 +2307,12 @@ "cell_type": "code", "execution_count": 5, "id": "2d6da775-b7e7-4e9c-a5f8-17ed7076fb10", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-02-23T14:06:20.604809100Z", + "start_time": "2024-02-23T14:06:19.239219200Z" + } + }, "outputs": [ { "data": { @@ -2327,6 +2356,58 @@ "plt.savefig(\"apms_fig1.pdf\")" ] }, + { + "cell_type": "markdown", + "id": "9cdb9530-ab8f-43ce-8d4f-776e0bbe61bf", + "metadata": {}, + "source": [ + "## Initial inspection of the data\n", + "When first inspecting the data we look at artificial factors introducing biases in the analysis. As we have only four replicates, these factors are mostly the label-switch.\n", + "Using a principal component analysis (PCA) we can visualise the effect of the label-switch on the data.\n", + "You can see that samples with the same label clustered together even though replicates should vary independently of the label." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3821027c-76fa-42d2-b33e-222e61c1c1f5", + "metadata": { + "ExecuteTime": { + "end_time": "2024-02-23T14:06:20.679108800Z", + "start_time": "2024-02-23T14:06:20.604656200Z" + } + }, + "outputs": [], + "source": [ + "pca = ana.AutoPCA(pg[log_ratio_cols], clabels=log_ratio_cols)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8f260ebb-fd0b-4c22-8aad-7e73f66085f8", + "metadata": { + "ExecuteTime": { + "end_time": "2024-02-23T14:06:20.789657300Z", + "start_time": "2024-02-23T14:06:20.619919100Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pca.loading_plot(labeling=True)" + ] + }, { "cell_type": "markdown", "id": "72a2508e-b5a6-4736-ae6e-3d8dcf9f5143", @@ -2342,9 +2423,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "0f47d3b6-75ee-4017-926d-2e0e396db03e", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-02-23T14:06:20.854905800Z", + "start_time": "2024-02-23T14:06:20.791809200Z" + } + }, "outputs": [ { "data": { @@ -2355,7 +2441,7 @@ " 'log2_Ratio L/H TMEM256_4_mnorm']" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -2377,9 +2463,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "42e56862-b6ab-4721-a15f-05fa2b5e699d", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-02-23T14:06:21.329641200Z", + "start_time": "2024-02-23T14:06:20.823975700Z" + } + }, "outputs": [ { "data": { @@ -2427,9 +2518,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "5b7aaeef-46b2-4b5e-9f13-845a8182779e", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "start_time": "2024-02-23T14:06:21.331774500Z" + }, + "is_executing": true + }, "outputs": [], "source": [ "# LOESS normalisation\n", @@ -2438,9 +2534,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "8b8301ad-28b1-489e-8b2c-fd72a6ecfc9e", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "start_time": "2024-02-23T14:06:28.413955400Z" + }, + "is_executing": true + }, "outputs": [ { "data": { @@ -2454,7 +2555,7 @@ } ], "source": [ - "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(7, 3), sharex=True, sharey=True)\n", + "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(7, 3), sharex=\"all\", sharey=\"all\")\n", "\n", "# kernel density plots\n", "pg[mnorm_cols].plot(kind=\"kde\", ax=axs[0])\n", @@ -2474,6 +2575,193 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "df663fe34417b9de", + "metadata": {}, + "source": [ + "To check again if the normalisation has removed the label-switch effect, we perform another PCA.\n", + "As you can see even though the global differences between the replicates are greatly reduced, the label-switch effect is still visible." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9c3179ac907cae8b", + "metadata": { + "ExecuteTime": { + "start_time": "2024-02-23T14:06:28.712964200Z" + }, + "collapsed": false, + "is_executing": true, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pca = ana.AutoPCA(pg[loess_cols], clabels=loess_cols)\n", + "pca.loading_plot(labeling=True)" + ] + }, + { + "cell_type": "markdown", + "id": "a1f983958b9a69cd", + "metadata": {}, + "source": [ + "## Batch effect correction\n", + "The label-switch effect is a batch effect that can either be corrected or included in the statistical analysis.\n", + "Here we demonstrate a simple batch effect correction that subtracts half the difference between the two groups from the original ratios." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "cc28ea3d5d40bd2e", + "metadata": { + "ExecuteTime": { + "start_time": "2024-02-23T14:06:28.713964Z" + }, + "collapsed": false, + "is_executing": true, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pg[loess_cols].plot(kind=\"box\", vert=True)\n", + "# rotate the x-axis labels\n", + "plt.xticks(rotation=90)\n", + "# shorten labels to the last 18 chars\n", + "plt.gca().set_xticklabels([x[-18:] for x in pg[loess_cols].columns])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "352671129db6597b", + "metadata": { + "ExecuteTime": { + "start_time": "2024-02-23T14:06:28.714964200Z" + }, + "collapsed": false, + "is_executing": true, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "def simple_batch_effect_correction(row, labels_group_1, labels_group_2):\n", + " # calculate the mean of the two groups\n", + " mean_group_1 = row[labels_group_1].mean()\n", + " mean_group_2 = row[labels_group_2].mean()\n", + "\n", + " # calculate the difference\n", + " diff = mean_group_1 - mean_group_2\n", + "\n", + " # subtract half the difference from the original ratios\n", + " row[labels_group_1] = row[labels_group_1].sub(diff / 2)\n", + " row[labels_group_2] = row[labels_group_2].add(diff / 2)\n", + "\n", + " return row\n", + "\n", + "\n", + "pg[loess_cols] = pg[loess_cols].apply(\n", + " simple_batch_effect_correction, args=(loess_cols[:2], loess_cols[2:]), axis=1\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "f0dd4b49f4c0f66f", + "metadata": { + "ExecuteTime": { + "start_time": "2024-02-23T14:06:28.715964500Z" + }, + "collapsed": false, + "is_executing": true, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pca = ana.AutoPCA(pg[loess_cols], clabels=loess_cols)\n", + "pca.loading_plot(labeling=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "59bad7c28644884e", + "metadata": { + "ExecuteTime": { + "start_time": "2024-02-23T14:06:28.716964Z" + }, + "collapsed": false, + "is_executing": true, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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rePjhh+Hm5oaYmBi4ubnh4YcfxtWrVy3aEXtEFME0jeuuu+7C/v37G60jYnqd073UYezYsfjss88AAO7u7qipqZGPmT8fO3askPioZZlfQGzevBmbN2++bjuuK+H4zBco3L59O9LT0+XnrVq1arKd1tmtRyQpKQk6nY6zPppgWkFz//798Pf3t+gR8ff3x/79+y3akWPLy8uTH3t5eeGhhx7C448/joceegheXl5NtiPH1dwLCF5oqINpLN+UKVMaTdH19/fH5MmTLdqRnXpE9u7dixUrVqBHjx72eDuH06dPHwCAq6srioqKLMaI1NXVyWNETO3IseXk5MiPL1682KgHrKl25LjatWsHoGE6Z1FREVasWIHCwkJ07doVkyZNkqdzmtqRY5s6dSrmzJmDtLQ0HD9+vNHn3aVLFzg7O/NWnBmb94hcuXIF48ePx4cffog2bdrY+u0ckmkdkbq6OsTHx1tM54yPj5fHiJivN0KOy7zX49ol3s2fm7cjx2Va4r1Tp05wd3fHjBkzsHz5csyYMQPu7u4ICgqyaEeOzdXVFTNnzsSFCxfg7e1tMX3X29sbFy5ckCcnUAOb94g899xzGD58OAYNGoSFCxfesG1tba3F0tbl5eW2Dk8RTOuDfPTRR1i4cKHFaOrQ0FB8+OGHeOaZZ7iOiEqMGzcOn3/+OVxcXHDp0qXrjqofN26c6FCpBZjGAhw+fBijRo3CkCFD5On5mzdvxuHDhy3akePr27cvADTaW8j03HScGti0EPnyyy+xf/9+7N27t1ntk5KSsGDBAluGpEime4WSJKGgoKDRtvD/+te/LNqRYzNdCV29ehWhoaH4+9//jpiYGKSnp+ORRx6RR9XzikkdTHn7wAMPYPPmzRaDF52dnTF48GBs27aN+a0SBoNBHgcybNgwdOvWTZ6unZ+fj02bNmHKlCkYNWqUxRL/WqaTbLQvcVFREXr37o2tW7fizjvvBAAMGDAAPXv2xLJly5r8b5rqEQkKCkJZWZmqpzLW1dXB09MT7dq1w6lTp5CbmysXIn/+858RHByMS5cuobKykj9OKrBq1apm9XakpqZy5owK1NXVwcPDA0ajEUOHDsWtt94q/zAdO3YMGRkZcHJyQnV1NfNbBbZv345Bgwahf//+2LFjB3bt2iV/n/fr1w9//etfsXPnTnz77beq3sKhvLwcvr6+zfr9tlmPyL59+1BSUoK7775bfs1gMOD777/HO++8g9ra2kbVoJubG9zc3GwVkmKZ7ikuXrwYrVq1arT3iNFoxJw5c/glpRKm2U/jx4/Hl19+abGWhF6vx5gxY5CamspZUiqh1+vh5eWF8vJybNmyBRkZGfIx05YOXl5evDpWCdNeUoMGDcKtt95qccstJCQEjz32GHbu3Mm9pMzYrBAZOHBgo8FXTzzxBG6//XbMmzePSXcN0z3DazuoTM95T1E9oqKi0L59e3zxxRcYPnw4hg0bJo8Z2LRpE1JTU+Hv74+oqCjRoVILyM7Olse7XS+/y8vLkZ2dzXVEVOTVV19FTEwM5syZY7FlhxaHH9yMzQoRb29vhIeHW7xmuv1w7etaZzAYkJCQgBEjRmDVqlWYN28e8vPz0a1bN7z55psYO3YsZs+ezXuKKmK+q7IkSfIfqc/Zs2cBAEOHDkVaWhref/99eTrn5MmTERcXh4yMDLkdObb77rsPQMPv3aFDhyzGBAUFBcHT0xOVlZVyO+LKqoqQnZ2NkydP4tlnn0V4eLjclbd161Zs3LgRkyZNwoYNG3jFpBLZ2dkoKSnB+PHjsXr1anmvEaBh8OK4ceOQmprKz1slSktLAQBxcXFwcXFBz549ERAQgMDAQLi4uCA2NhYZGRlyO3JsptttlZWVqKystDhWVFTUqB3ZuRAx3TsjS6YVFefPn4/hw4c36sr729/+ZtGOHJvpc0xNTcXw4cMb7ba8atUqi3bk2Nq3bw8AePfdd/H66683GjNgWl/J1I4cW3M3q+Smlr9hSaYApmWAb7/9dhw6dAjPPfccnnzySTz33HM4dOgQbrvtNot25NhMn2O/fv2QlpaG7t27w93dHd27d0daWhr69etn0Y4c2y233AIAOHDgAKqrq7FixQqcO3cOK1asQHV1NQ4cOGDRjhzbuXPnADQsThgcHGxxLCQkBO7u7hbtiLdmFOXo0aMWYwcA4MyZMxw7oFIXL15Et27dcOrUKfm14ODgRqutkmOLjIyEs7MzPD094eLigkmTJsnHgoKC4Ovri8rKSm4LrxIHDx4E0LB+zP79+xtN373rrruQl5cntyMWIopg3kXn7OyMiIgIuav+p59+khe4YleeOpSUlAAAfv7550b3iYuKiuTp26Z25NhycnJQX1+PsrKyRqtFm19o5OTkcEyQClRVVQEAjhw5gri4OHkl3SNHjiA5ORlHjhyxaEcsRBTB1EXn5OSEq1evyrvtmpjWEmFXnjqY33K53hLQ17Yjx2U+1ken01n0cJo/55ggdejfvz/Wr18PPz8/ZGRkWMya0ev18PPzQ2lpKfr37y8wSmXhGBEFMHXRXfujZGJ6nV156mC+gFlLtCNl8/PzA9CwYGNT64iYFnE0tSPHNm3aNOh0OpSWljbKYYPBgNLSUuh0OkybNk1QhMrDQkQBKioqWrQdKVtmZqb8+NpbM+bPzduR4zIt7FhbW4t27drh4YcfxhNPPIGHH34Y7dq1k7e14O676qDX62+63lNz2mgJb80oQHPXD+A6A+rw448/yo9vdGvGvB05roKCAvnxpUuXsGbNGvm5+eB083bkuLZt24b6+vobtqmvr8e2bdswZMgQO0WlbCxEFMB8o782bdpg8ODB8up727Ztw+XLlxu1I8fV3EFqHMymDjcaI+Lk5CR333OMiDosXrxYfvzAAw+guroaFy9ehJ+fHzw8PLBlyxa5HQuRBixEFODKlSvy48uXL1tcMV2vHTmu5k7P5TRedTCN/dDpdLh8+TI+/vhjeYn3J598Eq1bt4YkSRwjohLHjh0D0LDNyfbt2y16R5ydneHl5YUrV67I7YiFiCL4+fkhPz+/We3I8ZlW0mypdqRsFy9eBNAwMLVNmzYWt98SEhLkHhJTO3Jszs4NP6sVFRXw9/fHo48+ii5duuD48eP49NNP5Wn5pnbEQkQRgoODkZub26x25PgKCwvlxzeazmnejhxXYGCg/PhGY4LM25Hj6t27t7yMf3l5OZYsWSIfM62qampHDThrRgHuuuuuFm1HysbBydrStWvXFm1HytauXTv5cU1NjcUx8+fm7bSOhYgCNPeWC2/NqEPr1q3lx66urhbHzJ+btyPH1b179xZtR8rW3F11ufvub/i/hAKkpaW1aDtStgkTJsiPr50JZf7cvB05rp07d7ZoO1I2FiLW4/8SCvDLL7/Ij6/d9M78ZDVvR45r5syZLdqOlM18U8OWaEfKds899wBoGIx67Y7KnTp1kgepmtoRB6sqgnl3/JAhQ9CtWzfU1NTA3d0d+fn5yMjIaNSOHJder4erqyvq6uqu28bNzY0rL6qE+efs7u5uMU7A/PmNzgdyHKZ1n+rr6xutDXPu3Dl5gLKpHbEQUYSQkBB5R8atW7fKhQdgOcUrJCTE3qGRDezYseOmPzq1tbXYsWMHBg8ebKeoyFbMV0y99nM3f86VVdWhffv28uOm9hZqqp3WsRBRgM6dO8uPr90kyXwxHPN25LhWrlzZ7HYsRByf+UKEN5q+ywUL1aFDhw7y4yFDhqCyslJeWdXT01O+0DRvp3UsRBSA0/u0xbTGQEu1I2Xz8vJq0XbkGNq2bWvRu23++q+//iogIuXiYFUFuOOOO1q0HSlbc8f6cEyQOnTr1q1F25GymVZOvV6xYXrd1I5YiChCdna2/NjV1RW9evVCv3790KtXL4sfI/N2pA6urq548cUXkZ+fjxdffJHFhwo1dylvLvmtDuYLlZmvpHrtcy5o9hue+QpgmrZn2gzpwIEDFsdNr3N6nzqcP39efnz16lW88cYbeOONNwBYTt82b0eO69oBi3+0HSnb4cOHATQUHf7+/jh9+rR8zN/fHyUlJaipqcHhw4dx//33iwpTUViIKMiVK1cwbNgwdOvWDdXV1fDw8EB+fj42bdokOjRqQdXV1fLjG42qN29HRI5h165dABqWcz9z5ozFsTNnzsgDlHft2oXZs2fbPT4l4q0ZBQgKCpIf63Q6dOvWDX369EG3bt0srpDN25Hj6tixo/z42tUVzZ+btyPHxZU2tcXT01N+fKMtHMzbaR17RBTAfA+ZTZs2YePGjfJz80KEe82ow8iRI5GTkwPgxtM5R44cade4yDaaO+2e0/PVISIiAkBDYRkQEGBxSz0gIABFRUUwGo1yO2KPiCKYzye/UVc9552rQ69evVq0HSmbr69vi7YjZSsvLwfQcFFRXFyMefPm4dixY5g3bx6Ki4vliw1TO2KPiCI0t8BgIaIOpaWlLdqOlO3QoUPyY51OZ3FxYf7cvB2pQ11dHd588028+eabokNRNPaIKMyNxgyQOpgKjJ49ezZ5vEePHhbtyLGZz5q4UY+neTtyXG3btgXQsIT7tZuY6nQ6+Ra7qR2xR0QRzp07Jz82bXrX1KwZ83bkuEx7TBw8eBBDhw5Fq1atcPnyZbRp0wZVVVXyaozci0Idrl1L4o+2I2Uz9VyXlpaiffv2iI6OhqenJyorK5GZmSlfYLCH+zcsRBRgz549AIA+ffpg69atFtN1nZ2dce+99+KHH37Anj17MHHiRFFhUgsx/wLKysqymKbr4eHRZDtyXL169cL27dsBNFwFP/HEE+jSpQuOHz+OTz75RF5pk2OC1ME8by9evIg1a9bIz817SJjfv2EhogCm7tk9e/Zg+PDhGDZsGDw8PFBdXW0xi4YLHqnPtWuFcO0Q9fn555/lx5cvX0ZycrL83PzWq3k7Uocb3Yqj37AQUYAuXbrIj3U6HXr16oXw8HDk5eVZbJpk3o4cV3NXTOXKqupQXFwsP77RD5N5O3Jc5nnr7++PiRMnyj1gn332mbzHDPP7NyxEFMA0n9zLywuHDx9GZGSkfCw4OFhe4p3zztXB/Avo2lkUTk5O8vQ+flGpQ5s2beTHpp5OE3d3d/m5eTtyXKa8DQ4Ohk6ns+gBCw0NRXBwME6dOsX8NsNCRAEuXboEoGGJd09PT8yaNUuuoL/44gtcuXLFoh05NtNgNb1ej4qKCuzZswfFxcUIDAxEnz594O3tDYPBwFkzClddZ0Bh6ZWbtot/fBK+/fZb6PV6+LRpi+rqs/Ix3zbtUFdXDIPBgPjHJyHvbNlN/72u7b3g4ar/Q7GT7ZjG/HTs2BHfffcddu3aJed3v379EBUVhVOnTl13d14tYiFiQ839oqpx9gYADB/9EDZ/k4alS5fKx/R6Zwwb/RA2ffUf1Dh784tKBfbv3w8AMBgMGDNmDBITExETE4O8vDyMGTMGBoPBoh0pU2HpFcQs33nTdpLRDXB2haG+DhcuXECr2++Da4cw1J0vwPn8HMBgAJxdseiQG3Q/3fzfS5/WH+G3cPEzpTKN+8nNzcWDDz5okd8PPvigPDmBSzP8hoWIDTX/i8oIvW8Advx0CoHTV6Py4GbU/+88nFt3gGfPIcj85i04+wbg1b1G6Pbxi0qpmlt41utcAACdQ7tg34GDFrfiOgZ1RueQLjh98jjqdS4sPBWsa3svpE/r36y233b7CDMnPQoY6lH18/eo+vl7i+Mp736EQcP+0uz3Jftrbn6HhPcGAISG3dpkfoeGdcOJgnyEhPdmfv8/FiI2ZN0X1WLMevYxhP30ER6YOAXvHqrF1DvdsCX1PZwt3IulH6zkF5XCNbfwLLvaMG3v9InjcO96D9oMHg6dsxuk+lr8enwfagr3AgAOXO3QrH+PhacYHq76Zv/vHv7MRHRu54kZM2agqKhIfr1z585ISUlBXFycrcKkFtL8C0sdnFr54kTBsabzu2AvnFr54u/7dNAdYH4DgE5S8Hyi8vJy+Pr6oqysDD4+PqLDsbm0tDQkJCTg5MmT8muhoaFYsmQJv6gcQHOvmOrq6nBPWAcYjUa4uXugtsZs8KKHB2qqq+Hk5IS9Becb7d7ZFC1cMamFwWDAp2kZmPvZ93hr4n14NG4o9Hp+do6gufkNAN9u+gYzJz0Kd3cP1DSR3ykrPsWgYc3b1NJR89ua32/2iChIXFwcRo0axS8qB2XNFXJCQgIWL16Mutoai9framvl43eFcmVVtdHr9bgnMgqe+3S4J7I/c9uB/J4esFmzZlnsvtshIADJycm8sLwGR8sojPxF1f0vuCcyil9UKvXWW29hzpw5jQas6XQ6zJkzB2+99ZagyIioJcTFxaGwsBAfr9kAvxFz8PGaDSgoKGAR0gQWIkSCvPXWW6iqqsLcVxbB+64YzH1lEaqqqliEEKkELyybh7dmiARydXXFxGemYnVND0x8pn+zxoQQEakJe0SIiIhIGBYiREREJAwLESIiIhKGhQgREREJw0KEiIiIhGEhQkRERMKwECEiIiJhWIgQERGRMCxEiIiISBgWIkRERCQMCxEiIiISxqaFSFJSEu655x54e3vD398fsbGx+OWXX2z5lkRERORAbFqIfPfdd3juueewe/dubNu2DfX19bj//vtRWVlpy7clIiIiB2HT3Xc3b95s8fyTTz6Bv78/9u3bh/vuu8+Wb01EREQOwKaFyLXKysoAAG3btm3yeG1tLWpra+Xn5eXldomLiIiIxLDbYFVJkjBr1iz0798f4eHhTbZJSkqCr6+v/BcUFGSv8IiIiEgAuxUizz//PA4fPoxVq1Zdt01iYiLKysrkv6KiInuFR0RERALY5dbMtGnT8M033+D7779Hp06drtvOzc0Nbm5u9giJiIiIFMCmhYgkSZg2bRq++uorZGVlITQ01JZvR0RERA7GpoXIc889h9TUVHz99dfw9vbG+fPnAQC+vr7w8PCw5VsTERGRA7DpGJH33nsPZWVlGDBgAAIDA+W/1atX2/JtiYiIyEHY/NYMERER0fVwrxkiIiIShoUIERERCcNChIiIiIRhIUJERETCsBAhIiIiYViIEBERkTAsRIiIiEgYFiJEREQkDAsRIiIiEoaFCBEREQnDQoSIiIiEYSFCREREwrAQISIiImFYiBAREZEwLESIiIhIGBYiREREJAwLESIiIhKGhQgREREJw0KEiIiIhGEhQkRERMKwECEiIiJhnEUH4ChOXKxEZW29Xd6roOSKxf+1B083Z4T6edrt/YiUhPlNJA4LkWY4cbES0Uuy7P6+M1YftOv7Zc4ewC+r/8cfJu1gfhOJxUKkGUw/SMvG9ESYv5fN36/mqgFnLlejUxsPuLvobf5+BSVXMGP1Qbv98Codf5i0hfmtPbzQUBYWIlYI8/dC+C2+dnmv3iF2eRtqAn+YtIn5rQ280FAeFiJE18EfJiL14YWG8rAQISIizeGFhnJw+i4REREJw0KEiIiIhGEhQkRERMKwECEiIiJhWIgQERGRMCxEiIiISBgWIkRERCQMCxEiIiIShoUIERERCcNChIiIiIRhIUJERETCsBAhIiIiYViIEBERkTDcfZeINK3WUAMn97M4Uf4LnNxtvy28vZ0ovwIn97OoNdQAsM9us0TWYCHSDPyi0hZ+3tpyrvIUPEOXY/4PoiOxHc9Q4FxlT9yNANGhCMf8Vh4WIs3ALypt4eetLR09g1F5YhreHtMTXf3V98NUWHIF01cfRMfoYNGhKALzW3lYiDQDv6i0hZ+3trjp3WGsuQWhPrehezvHuIK0hrGmDMaaUrjp3UWHogjMb+VhIdIM/KLSFn7eROrF/FYezpohIiIiYViIEBERkTAsRIiIiEgYFiJEREQkDAsRIiIiEoaFCBEREQnDQoSIiIiEYSFCREREwrAQISIiImHsUoi8++67CA0Nhbu7O+6++25kZ2fb422JiIhI4WxeiKxevRozZszA3/72Nxw4cABRUVEYOnQoTp8+beu3JiIiIoWz+V4zS5cuxVNPPYWnn34aALBs2TJs2bIF7733HpKSkmz99kRWq75qAADknS2zy/vVXDXgzOVqdGrjAXcXvc3fr6Dkis3fg4iouWxaiNTV1WHfvn148cUXLV6///77kZOT06h9bW0tamtr5efl5eW2DK/Z+MOkLYX//7/Hi2k/CY7EtjzduOclwPwmEs2m30QXL16EwWBAQECAxesBAQE4f/58o/ZJSUlYsGCBLUP6XfjDpC3339EBANDV3wsedvqhmLH6IJaN6YkwO21L7unmjFA/T7u8l9Ixv7WFhafy2OXM1Ol0Fs8lSWr0GgAkJiZi1qxZ8vPy8nIEBQXZPL6b4Q+TtrT1dMUj93a2+/uG+Xsh/Bb1bUuudMxvbWHhqTw2jdTPzw96vb5R70dJSUmjXhIAcHNzg5ubmy1D+l34w0SkXsxvbWHhqTw2LURcXV1x9913Y9u2bRg9erT8+rZt2zBq1ChbvjUREVEjLDyVx+Z9N7NmzcLEiRPRu3dv/PnPf8aKFStw+vRpTJ482dZvTURERApn80JkzJgxuHTpEv7+97+juLgY4eHh2LRpE4KDg2391kRERKRwdhnNMnXqVEydOtUeb0VEREQOhHvNEBERkTAsRIiIiEgYFiJEREQkDAsRIiIiEoaFCBEREQnDQoSIiIiEYSFCREREwrAQISIiImFYiBAREZEwLESIiIhIGBYiREREJAwLESIiIhKGhQgREREJw0KEiIiIhGEhQkRERMKwECEiIiJhWIgQERGRMCxEiIiISBgWIkRERCQMCxEiIiIShoUIERERCcNChIiIiIRhIUJERETCsBAhIiIiYViIEBERkTAsRIiIiEgYFiJEREQkDAsRIiIiEoaFCBEREQnDQoSIiIiEYSFCREREwrAQISIiImFYiBAREZEwLESIiIhIGBYiREREJAwLESIiIhKGhQgREREJw0KEiIiIhGEhQkRERMKwECEiIiJhWIgQCXTlyhW88NQ4nPvXc3jhqXG4cuWK6JCIiOyKhQiRIPfeey+8vb2RuWUTrl48hcwtm+Dt7Y17771XdGhE1AIMBgP25mSj8r/fYW9ONgwGg+iQFMlZdABk6bcT93vszZHwp7ih0Ov1osOiZqiuM6CwtHk9GmOHRyPv0IEmj+3duxcRPe/Cqo2Zzfq3urb3gocrzxEiJUlLS0NCQgJOnjwJAHhyw2L8PSQEycnJiIuLExucwrAQsSFrfpgA4NtN32DJay/hbNFpAA0n7stBnTH75YUYNGxks/8d/jCJUVh6BTHLd960XX3NFZz9/yLErcvdaBM5Fi7tg3G19BQu56xC7fF9yDt0AEMWb4azu9dN/730af0RfovvH46fbI8XGtqQlpaG+Ph4xMTEYOHbHyIx639IGtAaqz/6B+Lj47F27VoWI2Z0kiRJooO4nvLycvj6+qKsrAw+Pj6iw7Fa3tmyZv0wAUDVLzkoXZ8E96694RF6N3QubpCu1qL6xD7UFP6I9rGJaHVbZLP+Lf4widHcwnPaE2ORtS0DAR06IiP3EH7YnYNjJ4pwa2gQ7u0biSF/7oGS88UYMHgoln+y6qb/HgtPMf7ohQYA3MILDdUxGAwICwtDREQE1q9fj/8WVyBm+U6kT+uP7oHeiI2NRV5eHvLz81VdhFrz+81CxIaa+0VlMBgwvH8vtG7TFpcv/4pzZl9UHYM6o02btvjf/y5jY/b+Zp24/KJSti5duuDEiROYNm0aNmzYIHfdAkBISAiGDx+Of/7znwgNDcXx48fFBUo39HsuNDzC7oFv34flHrCy3WtQXbCXFxoOoLnf53tzsvHkwyPw+dfbcGv3cLzytxeR+cNhRN/bAwtefwO//PcnTBx1Pz5eswH3REbd9N9z1O9zFiIOJisrC9HR0dDpdBg+fDiGDh0KDw8PVFdXIyMjAxs3boQkScjMzMSAAQNEh0t/UO/evbFv3z4AkD9nE/Pnd999N3788UchMdLNWXuh0e327li64rNGPWCzJk1E/i9HeaGhcM0tPCv/+x0ublgM9y69UXO8cf6aXvcbMQee3f9y03/PUQtPa36/OUZEAc6ePQsA6NmzJw4fPoz09HT5WOfOndGzZ08cOHBAbkeO7ZVXXsHIkQ1d8Uaj0eKY+fNXXnnFrnGRdTxc9c36gcjKysLZotN4fuoUjB7QG6dOnZKPBQcH49lnn0XWts24fPwwLzQUrGt7L6RP63/TdntzJDy5YTFqjv8IZxcXDBw6Eh27heNcfh62Z3wjFydvTbwP90Te/N/r2v7m48QcHQsRBSgtLQUAHDhwAB4eHo2OnT592qIdOTZ3d3f5cW1tLW699VbccccdOHLkCI4dO9ZkO3JcxcXFAIDExETodDqLY6dPn8b8+fMt2pEyNbfwDBk6AE/+/+NbOnbElm/WAVgHoKHwNBWiDw0dAC8v9RcZzcF1RBSgXbt28uOBAwciNzcXFRUVyM3NxcCBA5tsR44rKyvL4vmxY8fw1VdfWRQhTbUjx+Tv7y8/vvZOuPlz83bkuF588UX5cU1NDRISEvDPf/4TCQkJqKmpabKd1rFHRAHMezqMRiNWrVqFmpoauLu7W3TVs0dEHUw9XACg0+ksfozMn5u3I8d19epV+fGNPm/zduS4TBcUnTt3xtmzZ5GcnCwf0+v16Ny5M06fPt3owkPLWIgowKVLlwAAbdq0waZNmxodb9OmDS5fviy3I8fWsWNHAICLiwvKysqwZ88eFBcXIzAwEH369IGvry+uXr0qtyPH9umnn8qP27dvj4ULFyImJgbp6el46aWXUFJSIrcbMmSIqDCphXh6egJouJCIiYlpNPnANAbQ1I54a0YRnJwaPobLly/D1dUV48aNw9KlSzFu3Di4urri8uXLFu3IsZWXlwNouAJ+6KGHcOTIEVRXV+PIkSN46KGH5CtjUztybD/99BMAwM/PDx4eHpg0aRI6duyISZMmoVWrVvDz87NoR47NNBAdAL788kt0794d7u7u6N69O7788ssm22mdzXpETp48iddeew07duzA+fPn0bFjR0yYMAF/+9vf4Orqaqu3dUj9+zeMnNbr9QgMDERqaipSU1MBNKwrUVRUBIPBILcjx2ZeUG7atAkbN26Un5sPZmThqQ6mWy9eXl44duwYdu3aJfeA9evXD926dcPFixcbjR8hx1RWViY/vtFgVPN2Wmezb7qff/4ZRqMRH3zwAY4cOYKUlBS8//778ghx+s2RI0cANKw3EB4ejnfeeQf/+te/8M477+COO+6QN0oytSPH1q1btxZtR8rWo0cPAA0XZ6NHj4abmxtiYmLg5uaG0aNHy7MoTO3IsbVv375F22mBXRc0W7x4Md57771mrxaplQXNpk2bhnfeeQc6nQ7u7u6NFriqqamBJEl4/vnnsXz5coGRUkuorq5Gq1atoNfrYTQaLa6EnZycoNPpYDAYUFVV1Wg6NzmerVu34oEHHgDQ8PmaD0A3f75lyxbcf//9QmKklrN9+3YMGjQIQEOxcccdd8BoNMLJyQlHjhyRJx18++23FrMi1caa32+79v2WlZWhbdu29nxLh9C1a1cAwP3334/a2lqLY3V1dfJJbWpHjm3Pnj0AGnrAXFxcMHbsWCQnJ2Ps2LFwdnaWe8BM7cixDRw4UP4ivt4Cdj4+Pqr+UdIS02fq6emJVq1aISsrC99//z2ysrLg6ekpD1K99lzQMrsVIoWFhVi+fDkmT5583Ta1tbUoLy+3+NOCqVOnwsnJCVu2bGl0n9hoNGLbtm1wcnLC1KlTBUVILcm0Qm5oaKg8XTshIQGrVq2C0WhEaGioRTtybHq9Hp988skN23zyySeq3gBNS77//nsAQGVlJS5cuGBx7Pz586isrLRoR7+jEHn11Veh0+lu+Hft/hjnzp3DkCFD8NBDD+Hpp5++7r+dlJQEX19f+S8oKMj6/48ckF6vh7Pzb+OGJ0yYgAMHDmDChAnya87OzvyiUglT1+z8+fNRWVmJlJQUPP/880hJSUFlZaW80BHXjVEXnU7X6Fabh4dHo9VWSb34WTfN6kLk+eefx9GjR2/4Fx4eLrc/d+4coqOj8ec//xkrVqy44b+dmJiIsrIy+a+oqMj6/48c0Pbt21FXVwd3d3fodDp8/vnn6NWrFz7//HM4OTnB3d0ddXV12L59u+hQqQWYBqmlpaU12VW/fv16i3bk2AwGAxISEhATE4OysjJkZmYiNTUVmZmZKCsrQ0xMDGbPni3fkiPHFhXVsKOul5cXAgICLI75+/vLM2lM7QiAZENnzpyRunXrJj3yyCNSfX291f99WVmZBEAqKyuzQXTKMWHCBAmAtHz5cqm2tlZKSUmRnn/+eSklJUWqra2V3n77bQmANGHCBNGhUgvIzMyUAEgAJJ1OJz++9nlmZqboUKkFmD7v3NzcJo/n5OTw81aRb7/9Vs7hgIAAacWKFdK5c+ekFStWSAEBAfKxb7/9VnSoNmXN77fN1hE5d+4cBgwYgM6dO2PJkiUW3cwdOnSw1ds6pCtXGrYSDw0NhaurK2bMmGFxPCQkxKIdObaoqCj4+PigvLz8unuP+Pj48IpJJUyb2Zn3FJszvc5N79Th/Pnz8uOysjJMmjRJfm5+a868ndbZbLDq1q1bUVBQgB07dqBTp04IDAyU/8iSaaGy+fPnN9lV//LLL1u0I8dmMBhQUVEBoPGiZabnFRUV7KpXCdN3Xl5eXpPHTa/zu1EdTBfdU6ZMaXRrJiAgQJ6wwTFgv7FZIfL4449DkqQm/8jStGnT4OTkhMOHD2PkyJEWu++OHDkShw8fhpOTE6ZNmyY6VGoBy5cvl/PAzc3N4pjpuSRJXDNGJaKiohASEoJFixY1eaGRlJSE0NBQ9oCphGls18mTJ/Hzzz9bDEY/evSovIAdx4D9hpveKYCrqysSEhKwePFiZGRkWCz5bZopk5CQwKXxVSI7OxsAcO+992Lnzp2Nlvzu168f9u7di+zsbCQkJAiOlv4ovV6P5ORkxMfHY+TIkQgLC0N1dTU8PDxQUFCATZs2Ye3atZwVpxK33HILACAjIwNt27a1WKBy/vz58nNTO2IhohhvvfUWAFhsGW0yZ84c+Tg5PtM6Av3792/y1oypEDG1I8cXFxeHkSNH4uuvv250bNSoUYiLixMQFdlCVFQU/P39UVJSct07AP7+/uwBM8NCREH69u2LoKAguesOADp16oS+ffsKjIpaWu/evfHtt9/igw8+wLp16yw+7+DgYFy8eFFuR+owd+5cfP311/D398ejjz6KLl264Pjx4/j000/x9ddfY+7cubzYUBFTATJw4EAMHToUHh4eqK6ubtTjTf/PRjN3WoRWpu9KkiStW7dO0ul00ogRI6Tc3FypoqJCys3NlUaMGCHpdDpp3bp1okOkFmI+vc/V1VWaN2+edOzYMWnevHmSq6urZqb3aUVtba3k7OwsBQQESFevXrU4dvXqVSkgIEBydnaWamtrBUVILck0XTspKUkKCQmxmJ4fGhoqLVq0SBPTta35/bbrpnfW0sqmdwaDAWFhYYiIiMD69estuuuNRiNiY2ORl5eH/Px83kdWgbq6Onh4eNxwrwknJydUV1dzXJAKLFu2DDNnzsSHH36IJ554AtnZ2fKYoKioKPzrX//Cs88+i5SUlEZT98nxrFq1CuPGjUNFRQU8PDwafd5VVVXw8fFBamoqxo4dKzpcm1HspnfUtOzsbJw8eRLz589vcsxAYmIiTpw4IQ9yJMeWk5MDo9F4wyW/jUYjcnJyBEVILamwsBBAw/LeYWFhiI6Oxrhx4xAdHY2wsDA5503tyLGZT9c2GAw4ePAgcnJycPDgQRgMBk7XbgILEQXggkfaYvocP/vss0brDHTo0AGfffaZRTtybKZds5955hlERERYTM+PiIiQF7zi7trqYJquPWHCBLRq1QozZ87EO++8g5kzZ6JVq1aYOHEip2tfg4WIAnDBI20xfY5du3ZFQUGBxd4j+fn56NKli0U7cmzPPvssAMDFxQVr165F37594eXlhb59+2Lt2rVwcXGxaEeOTa/X484770RhYWGjRQkNBgMKCwvRo0cP3mY3w0JEAbjgkbbw89aWPXv2AGgYG9S5c2esWLEC586dw4oVK9C5c2fU1dVZtCPHVldXhw0bNgAA3N3dLY6Znm/YsEH+3AmcNaMU5rNmcnJypPLyciknJ4ezZlRq3bp1EgDJw8PDYlS96Tk/b/VITU2VAEjTp0+XnJ2dLT5vZ2dnafr06RIAKTU1VXSo1AKWLFkiAZB69OghVVdXW2xiWl1dLfXo0UMCIC1ZskR0qDZlze83e0QUIi4uDmvXrsVPP/2EyMhI+Pj4IDIyEnl5eVi7di0XPFIhnU7X5GtNvU6Oy3SL7ZFHHkFlZaXFkt+VlZUYM2aMRTtybDt37gQADB8+HH/6058sxoj86U9/wrBhwyzaEcDpuwpjMBgaTffivUR1MZ+uvW7dukZLvD/44IOcrq0inJ6vLRMnTsTnn38OABgxYgTmz5+P8PBw5OXlYdGiRfJtmwkTJsgD09XIqt9vm/fP/AFaujVjUltba9GVx0WO1Me04FFubm6Tx3NycjSx4JGW8NardmRkZEgAJBcXl0bf37W1tZKLi4sEQMrIyBAUoX3w1oyDmjt3Ljw9PS268jw9PTF37lzRoVEL4nRt7eGtV+0wzYK6evVqk4OTr169atGOuNeMYsydOxeLFy9GQEAAFi5ciJiYGKSnp+Oll17C4sWLAYB7UaiE+XTtpvYR4nRtdYqLi8OoUaN461XlSkpKLB6bT8s2H/9l3k7r2COiAHV1dUhJSUFAQADOnDmDp59+Gh06dMDTTz+NM2fOICAgACkpKZzupRKcvkukXqYLiKSkJHTu3NniWHBwMBYtWmTRjliIKMK7776L+vp6LFy4EM7Olp1Uzs7O+Pvf/476+nq8++67giKklqTX65GcnIz09HTExsZarLQZGxuL9PR0LFmyhFfKKpOWltbkEu9paWmiQ6MWZLrQyMnJQX5+vsWChceOHUNubi4vNK7BQkQBTHtMxMTENHnc9Dr3olAPjhnQlrS0NMTHxze5xHt8fDyLERUxv9B48MEH4ebmhpiYGLi5ueHBBx/khUZT7DB49nfTyqyZlJQUCYD04YcfNnn8gw8+kABIKSkp9g2MbK6+vl7KzMyUUlNTpczMTKm+vl50SNTC6uvrpZCQEGnEiBGSwWCwOGYwGKQRI0ZIoaGh/OxVZt26dVJISIjFAnahoaGamSFlze831xFRgLq6Onh6eqJdu3Y4c+aMxe2Z+vp6dOrUCZcuXUJlZSW3hSdyMFlZWYiOjkZubm6Tg5Nzc3MRGRmJzMxMDBgwwP4Bks1oeV0oa36/OWtGAVxdXTFz5kwsXrwYnTp1wvjx49GlSxccP34cX3zxBS5cuIA5c+awCCFyQJyurV16vZ7FZTOwEFGIt956C8eOHcPXX3+NpUuXWhwbNWoUp+4SOShO1ya6Md6aUQjTYLZhw4YhLCwM1dXV8PDwQEFBATZt2sQBjEQOiku8kxZZ8/vNQkQB+EVFpG6mC42YmBgkJibKe48kJSUhPT2dFxqkOtb8fnP6rgJkZ2fj5MmTmD9/vkURAgBOTk5ITEzEiRMnkJ2dLShCIvojOF2b6Po4RkQBOJiNSP24xDtR01iIKAAHsxFpA2dREDXGWzMKwL1HiIhIq1iIKAD3HiEiIq3irRmFMA1mS0hIQGRkpPx6aGgoB7MREZFqcfquwmh5SWAiIlIHLvHuwDiYjYiItIRjRIiIiEgYFiJEREQkDAsRIiIiEoaFCBEREQnDQoSIiIiEYSFCREREwrAQISIiImFYiBAREZEwLESIiIhIGBYiREREJAwLESIiIhKGhQgREREJw0KEiIiIhGEhQkRERMKwECEiIiJhWIgQERGRMCxEiIiISBgWIkRERCQMCxEiIiISxll0AEREWmEwGJCdnY3i4mIEBgYiKioKer1edFhEQrFHhIjIDtLS0hAWFobo6GiMGzcO0dHRCAsLQ1pamujQiIRiIUJEZGNpaWmIj49HREQEcnNzUVFRgdzcXERERCA+Pp7FCGmaTpIkydZvUltbiz59+uDQoUM4cOAAevbs2az/rry8HL6+vigrK4OPj49tgyQisgGDwYCwsDBERERg/fr1cHL67frPaDQiNjYWeXl5yM/P520aUg1rfr/t0iMyd+5cdOzY0R5vRUSkKNnZ2Th58iTmz58PSZKQlZWFVatWISsrC5IkITExESdOnEB2drboUImEsPlg1YyMDGzduhXr1q1DRkaGrd+OiEhRiouLAQCFhYUYO3YsTp48KR8LCQnBwoULLdoRaY1Ne0QuXLiAZ555Bp999hlatWp10/a1tbUoLy+3+CMicmSBgYEAgIkTJzY5RmTixIkW7Yi0xmZjRCRJwrBhw9CvXz+89NJLOHnyJEJDQ284RuTVV1/FggULGr3OMSJE5Kjq6urg6emJdu3a4cyZM3B2/q0jur6+Hp06dcKlS5dQWVkJV1dXgZEStRybjhF59dVXodPpbvj3448/Yvny5SgvL0diYmKz/+3ExESUlZXJf0VFRdaGR0SkKDk5Oaivr8eFCxcQFxdn0SMSFxeHCxcuoL6+Hjk5OaJDJRLC6jEizz//PB555JEbtjHd99y9ezfc3NwsjvXu3Rvjx4/HypUrG/13bm5ujdoTETky09iPzz//HC+99BIiIyPlY6Ghofj8888xYcIEjhEhzbK6EPHz84Ofn99N2/3jH/+QB2EBwLlz5/DAAw9g9erV6NOnj7VvS0TkkExjP7p27YqCgoJGK6v+8MMPFu2ItMYu64gAaNYYkWtxHREicnRcR4S0SHHriBARaZVer0dycjLS09MRGxtrMUYkNjYW6enpWLJkCYsQ0iy7bXoXEhICO3W+EBEpSlxcHNauXYuEhIRGY0TWrl2LuLg4gdERiWW3WzO/B2/NEJGacPdd0gprfr/t1iNCRKR1er0eAwYMEB0GkaJwjAgREREJw0KEiIiIhGEhQkRERMKwECEiIiJhWIgQERGRMCxEiIiISBgWIkRERCQMCxEiIiIShoUIERERCcNChIiIiIRhIUJERETCcK8ZIoG4CRoRaR17RIgESUtLQ1hYGKKjozFu3DhER0cjLCwMaWlpokMjIrIbFiJEAqSlpSE+Ph4RERHIzc1FRUUFcnNzERERgfj4eBYjRKQZOkmSJNFBXE95eTl8fX1RVlYGHx8f0eEQtQiDwYCwsDBERERg/fr1cHL67XrAaDQiNjYWeXl5yM/P520aInJI1vx+s0eEyM6ys7Nx8uRJzJ8/36IIAQAnJyckJibixIkTyM7OFhQhEZH9sBAhsrPi4mIAQHh4eJPHTa+b2hERqRkLESI7CwwMBADk5eU1edz0uqkdEZGasRAhsrOoqCiEhIRg0aJFMBqNFseMRiOSkpIQGhqKqKgoQRESEdkPCxEiO9Pr9UhOTkZ6ejpiY2MtZs3ExsYiPT0dS5Ys4UBVItIELmhGJEBcXBzWrl2LhIQEREZGyq+HhoZi7dq1iIuLExgdEZH9cPoukUBcWZWI1Mia32/2iBAJpNfrMWDAANFhEBEJwzEiREREJAwLESIiIhKGhQgREREJw0KEiIiIhGEhQkRERMKwECEiIiJhWIgQERGRMCxEiIiISBgWIkRERCSMoldWNa0+X15eLjgSIiIiai7T73ZzdpFRdCFSUVEBAAgKChIcCREREVmroqICvr6+N2yj6E3vjEYjzp07B29vb+h0OtHh2E15eTmCgoJQVFTEzf40gJ+3tvDz1hatft6SJKGiogIdO3aEk9ONR4EoukfEyckJnTp1Eh2GMD4+Ppo6cbWOn7e28PPWFi1+3jfrCTHhYFUiIiIShoUIERERCcNCRIHc3NzwyiuvwM3NTXQoZAf8vLWFn7e28PO+OUUPViUiIiJ1Y48IERERCcNChIiIiIRhIUJERETCsBAhIiIiYViIEBERkTAsRIiIiEgYRS/xTqQmcXFxzW6blpZmw0iIqKUxv38/FiKC8eTVDvN9FyRJwldffQVfX1/07t0bALBv3z7873//s+qcIOVibmsL8/v3YyEiGE9e7fjkk0/kx/PmzcPDDz+M999/H3q9HgBgMBgwdepUzW2MpVbMbW1hfv9+XFlVQebNm4dff/31uifv4sWLBUdILaV9+/bYuXMnbrvtNovXf/nlF0RGRuLSpUuCIiNbYG5rC/PbOhysqiAff/wxZs+eLX9RAYBer8esWbPw8ccfC4yMWlp9fT2OHj3a6PWjR4/CaDQKiIhsibmtLcxv6/DWjIKYTt5rq2ievOrzxBNP4Mknn0RBQQH69u0LANi9ezfeeOMNPPHEE4Kjo5bG3NYW5rd1WIgoCE9e7ViyZAk6dOiAlJQUFBcXAwACAwMxd+5cJCQkCI6OWhpzW1uY39bhGBEFMRqNWLJkCd5++22Lk3f69OlISEiw6NYl9SgvLwcADmJTMea2djG/b46FiELx5FW/+vp6ZGVlobCwEOPGjYO3tzfOnTsHHx8feHl5iQ6PbIS5rQ3M7+ZjIaIwPHm14dSpUxgyZAhOnz6N2tpaHDt2DF26dMGMGTNQU1OD999/X3SI1MKY29rB/LYOZ80oyKlTpxAREYFRo0bhueeeQ2lpKQDgrbfewuzZswVHRy1p+vTp6N27Ny5fvgwPDw/59dGjR2P79u0CIyNbYG5rC/PbOixEFIQnr3bs3LkTL730ElxdXS1eDw4OxtmzZwVFRbbC3NYW5rd1OGtGQXbu3Ildu3bx5NUAo9EIg8HQ6PUzZ87A29tbQERkS8xtbWF+W4c9IgrCk1c7Bg8ejGXLlsnPdTodrly5gldeeQXDhg0TFxjZBHNbW5jf1uFgVQUZM2YMfH19sWLFCnh7e+Pw4cNo3749Ro0ahc6dO1vsZUCO7dy5c4iOjoZer0d+fj569+6N/Px8+Pn54fvvv4e/v7/oEKkFMbe1hfltHRYiCsKTV1uqq6uxatUq7N+/H0ajEXfddRfGjx9vMYaA1IG5rT3M7+ZjIaIwPHmJ1Im5TdQ0FiJEAuj1etx3331Yt24d2rZtK79+4cIFdOzYscnxBETkGJjf1uFgVQXR6/WIjo7Gr7/+avH6hQsXuAS0ykiShNraWvTu3Rt5eXmNjpG6MLe1hfltHRYiCsKTVzt0Oh3WrVuHESNGIDIyEl9//bXFMVIX5ra2ML+tw0JEQXjyaockSdDr9Xj77bexZMkSjBkzBgsXLuSPkkoxt7WF+W0dLmimIOYn7x133IExY8bgpZdewtNPPy06NLKhSZMm4dZbb0V8fDy+++470eGQDTC3tYv5fXMsRBSKJ6+6BQcHW4wNGDBgAHbv3o0RI0YIjIrsgbmtfsxv63DWjIKEhobixx9/RLt27eTXCgoKMGLECBw7dowjrTWgpqYGFy5cQHBwsOhQqAUxtwlgfl8PCxEHwJOXSJ2Y20QsRIjspm3btjh27Bj8/PzQpk2bGw5SvHaaJxEpG/P79+MYEcF48mpHSkqKvMGZ+YZYpE7MbW1hfv9+7BERbOXKlXjkkUfg5uaGlStX3rDtY489ZqeoiOiPYm4TNQ8LESI7KS8vb3ZbHx8fG0ZCRC2N+f37sRARjCevdjg5Od108SpJkqDT6TiLQgWY29rC/P79OEZEsNatW/Pk1YjMzEzRIZAdMbe1hfn9+7FHRDBrFjT6y1/+YsNIiKglMbeJmoeFCJFAVVVVOH36NOrq6ixe79Gjh6CIiKilML+bh7dmFIgnr/qVlpbiiSeeQEZGRpPH2VWvTsxtbWB+W4eFiILw5NWOGTNm4PLly9i9ezeio6Px1Vdf4cKFC1i4cCGSk5NFh0ctjLmtLcxv6ziJDoB+Y37yenh4YPPmzVi5ciW6deuGb775RnR41IJ27NiBlJQU3HPPPXByckJwcDAmTJiAt956C0lJSaLDoxbG3NYW5rd12COiIDt27MDXX39tcfIOHjwYPj4+SEpKwvDhw0WHSC2ksrIS/v7+ABpW4CwtLcWtt96KiIgI7N+/X3B01NKY29rC/LYOe0QUpKmTFwBPXhW67bbb8MsvvwAAevbsiQ8++ABnz57F+++/j8DAQMHRUUtjbmsL89s67BFRENPJGxISIp+8ISEhPHlVaMaMGSguLgYAvPLKK3jggQfwxRdfwNXVFf/+97/FBkctjrmtLcxv63D6roJ88cUXuHr1Kh5//HEcOHAADzzwAC5duiSfvGPGjBEdItlIVVUVfv75Z3Tu3Bl+fn6iw6EWxtzWNub3jbEQUTCevETqxNwm+g0LESIBJEnC2rVrkZmZiZKSEhiNRovjaWlpgiIjoj+K+W0djhFREJ682jF9+nSsWLEC0dHRCAgIuOmeJOTYmNvawvy2DgsRBeHJqx2ff/450tLSMGzYMNGhkB0wt7WF+W0dFiIKwpNXO3x9fdGlSxfRYZCdMLe1hfltHa4joiA8ebXj1VdfxYIFC1BdXS06FLID5ra2ML+tw8GqCrJy5Ups3rwZH3/8MTw8PESHQzZUVVWFuLg47Nq1CyEhIXBxcbE4zkWu1IW5rS3Mb+vw1oyCPPTQQ1i1ahX8/f158qrc448/jn379mHChAkcM6ABzG1tYX5bh4WIgvDk1Y6NGzdiy5Yt6N+/v+hQyA6Y29rC/LYOCxEF4cmrHUFBQfDx8REdBtkJc1tbmN/W4WBVBeHJqx3JycmYO3cuTp48KToUsgPmtrYwv63DwaoKsnHjRixfvhzvv/8+QkJCRIdDNtSmTRtUVVWhvr4erVq1ajRm4NdffxUUGdkCc1tbmN/WYSGiIDx5tWPlypU3PP7YY4/ZKRKyB+a2tjC/rcMxIgqybNky0SGQHVy9ehVZWVl4+eWXubaERjC3tYP5bT32iCjE1atXMWnSJJ68GtG6dWvs37+fn7UGMLe1h/ltHQ5WVQgXFxd89dVXosMgOxk9ejTWr18vOgyyA+a29jC/rcNbMwpiOnlnzZolOhSysbCwMLz22mvIycnB3XffDU9PT4vjL7zwgqDIyBaY29rC/LYOb80oyOuvv44lS5Zg4MCBPHlVLjQ09LrHdDodjh8/bsdoyNaY29rC/LYOCxEF4clLpE7MbaLrYyFCJJgpBbnsN5H6ML9vjoNVFUqSJLBGVLdPP/0UERER8PDwgIeHB3r06IHPPvtMdFhkY8xtbWB+Nx8LEYXhyasNS5cuxZQpUzBs2DCsWbMGq1evxpAhQzB58mSkpKSIDo9sgLmtHcxvK0mkGMnJyVKrVq2kuXPnSl9//bW0fv16ac6cOVKrVq2kpUuXig6PWlBISIi0cuXKRq//+9//lkJCQgRERLbE3NYW5rd1OEZEQUJDQ7FgwQI8+uijFq+vXLkSr776Kk6cOCEoMmpp7u7uyMvLQ1hYmMXr+fn5iIiIQE1NjaDIyBaY29rC/LYOb80oSHFxMSIjIxu9HhkZieLiYgERka2EhYVhzZo1jV5fvXo1unXrJiAisiXmtrYwv63DBc0UxHTyzp8/3+J1nrzqs2DBAowZMwbff/89+vXrB51Oh507d2L79u1NfoGRY2Nuawvz2zq8NaMg69atw5gxYzBo0KAmT97Ro0eLDpFa0L59+5CSkoKjR49CkiR0794dCQkJ6NWrl+jQqIUxt7WH+d18LEQUhicvkToxt4maxkKESBCj0YiCggKUlJTAaDRaHLvvvvsERUVELYH53XwcI6IwPHm1Yffu3Rg3bhxOnTrVaHErnU4Hg8EgKDKyFea2djC/rcMeEQXhyasdPXv2xK233ooFCxYgMDCw0fLPvr6+giIjW2Buawvz2zosRBSEJ692eHp64tChQ43WGSB1Ym5rC/PbOrw1oyD5+flYu3YtT14N6NOnDwoKCvhZawRzW1uY39ZhIaIgPHm1Y9q0aUhISMD58+cREREBFxcXi+M9evQQFBnZAnNbW5jf1uGtGQX56quv8NJLL2HOnDk8eVXOyanxosY6nQ6SJHHMgAoxt7WF+W0dFiIKwpNXO06dOnXD48HBwXaKhOyBua0tzG/rsBBREJ68dK3hw4fjo48+QmBgoOhQ6A9gblNTmN8NWIg4IJ682uHt7Y1Dhw6hS5cuokMhO2BuawvzuwF333VA33//Paqrq0WHQUQtjLlNWsRChIiIiIRhIUJERETCsBAhIiIiYViIEBERkTAsRIgUbP78+Wjbtq3oMIjIBpjfDTh91wElJSVhypQpaN26tehQ6A84e/Ysdu3a1eS28C+88IKgqEgk5rZ6ML+bj4WIwvDk1YZPPvkEkydPhqurK9q1a2exG6tOp8Px48cFRke2wNzWDua3dViIKAhPXu0ICgrC5MmTkZiY2OTy36QuzG1tYX5bh4WIgvDk1Y527drhhx9+QNeuXUWHQnbA3NYW5rd1mBEKUlVVhUceeYRfVBrw1FNP4T//+Y/oMMhOmNvawvy2DntEFGTu3Llo27YtXnzxRdGhkI0ZDAbExMSgurq6yW3hly5dKigysgXmtrYwv63DQkRBePJqx2uvvYZXXnkFt912GwICAhqNGdixY4fA6KilMbe1hfltHWfRAdBvFi1ahC1btuC2224DgEYnL6nH0qVL8fHHH+Pxxx8XHQrZAXNbW5jf1mGPiIK0adMGKSkpPHk1oEOHDsjOzka3bt1Eh0J2wNzWFua3dThySkHc3NzQr18/0WGQHUyfPh3Lly8XHQbZCXNbW5jf1mGPiIIkJSWhuLgY//jHP0SHQjY2evRo7NixA+3atcMdd9zRaMxAWlqaoMjIFpjb2sL8tg7HiCjIDz/8gB07diA9PZ0nr8q1bt0acXFxosMgO2Fuawvz2zosRBSEJ6821NfXY8CAAXjggQfQoUMH0eGQHTC3tYP5bT3emlGI+vp6fPHFFzx5NaJVq1Y4evQogoODRYdCNsbc1h7mt3U4WFUhnJ2dMWXKFNTW1ooOheygT58+OHDggOgwyA6Y29rD/LYOb80oiOnkZRWtflOnTkVCQgLOnDmDu+++G56enhbHe/ToISgysgXmtrYwv63DWzMK8p///AcvvvgiZs6cyZNX5Zrac0Sn00GSJOh0OhgMBgFRka0wt7WF+W0dFiIKwpNXO06dOnXD47xyVhfmtrYwv63DQkRBePISqRNzm+j6WIgQCVJYWIhly5bh6NGj0Ol0+NOf/oTp06eja9euokMjoj+I+d18nDWjMIWFhZg2bRoGDRqEwYMH44UXXkBhYaHosKiFbdmyBd27d8cPP/yAHj16IDw8HHv27MEdd9yBbdu2iQ6PbIC5rR3Mb+uwR0RBtmzZgpEjR6Jnz57o168fJElCTk4ODh06hA0bNmDw4MGiQ6QW0qtXLzzwwAN44403LF5/8cUXsXXrVuzfv19QZGQLzG1tYX5bh4WIgvDk1Q53d3f89NNPjXbnPHbsGHr06IGamhpBkZEtMLe1hfltHd6aUZCjR4/iqaeeavT6k08+if/+978CIiJbad++PQ4ePNjo9YMHD8Lf39/+AZFNMbe1hfltHS5opiCmk/faKponr/o888wzmDRpEo4fP47IyEjodDrs3LkTb775JhISEkSHRy2Mua0tzG/rsBBREJ682vHyyy/D29sbycnJSExMBAB07NgRr776Kl544QXB0VFLY25rC/PbOhwjoiCSJGHZsmVITk7GuXPnADScvHPmzMELL7wAnU4nOEKyhYqKCgCAt7e34EjIVpjb2sX8vjkWIgrFk5dInZjbRJY4WFWhvL29+UWlYhcuXMDEiRPRsWNHODs7Q6/XW/yRejG31Y/5bR2OEVGQCxcuYPbs2di+fTtKSkpwbWcV96NQj8cffxynT5/Gyy+/jMDAQHbNqxxzW1uY39bhrRkFGTp0KE6fPo3nn3++yZN31KhRgiKjlubt7Y3s7Gz07NlTdChkB8xtbWF+W4c9Igqyc+dOnrwaERQU1OiqmNSLua0tzG/rcIyIgvDk1Y5ly5bhxRdfxMmTJ0WHQnbA3NYW5rd1eGtGQbZu3Yrk5GR88MEHCAkJER0O2VCbNm1QVVWF+vp6tGrVCi4uLhbHf/31V0GRkS0wt7WF+W0dFiIKwpNXO1auXHnD44899pidIiF7YG5rC/PbOixEFIQnL5E6MbeJro+FCJFAJSUlKCkpgdFotHi9R48egiIiopbC/G4ezppRIJ686rdv3z489thjOHr0aKNBjDqdjutKqBRzWxuY39Zhj4iC8OTVjh49eiAsLAzz5s1DQEBAo3UlgoODBUVGtsDc1hbmt3VYiCgIT17t8Pb2xoEDBxAWFiY6FLID5ra2ML+tw1szCnLixAmkpaXx5NWAgQMH4tChQ/ysNYK5rS3Mb+uwEFEQnrza8dFHH+Gxxx5DXl4ewsPDG03nHDlypKDIyBaY29rC/LYOb80oyMWLF/HYY4/h3nvv5cmrct988w0mTpwobwlvjmMG1Ie5rS3Mb+uwEFEQnrzaERISgpiYGLz88ssICAgQHQ7ZGHNbW5jf1mEhoiA8ebXD29sbBw8eRNeuXUWHQnbA3NYW5rd1uOmdgly6dAkzZ87kF5UGxMXFITMzU3QYZCfMbW1hfluHg1UVxHTysopWv1tvvRWJiYnYuXMnIiIiGo0ZeOGFFwRFRrbA3NYW5rd1eGtGQV5//XUsW7YMw4cP58mrcqGhodc9ptPpcPz4cTtGQ7bG3NYW5rd1WIgoCE9eInVibhNdHwsRIgXz8fHBwYMH0aVLF9GhEFELY3434GBVB+Tj48MrKI3gdYK2MLe1hfndgIWIA+LJS6ROzG3SIhYiREREJAwLESIiIhKGhQiRgl27XTwRqQfzuwELEQfEk1c7OGZAW5jb6nS9PGZ+N2Ah4oB48mpHRkYGbrnlFtFhkJ0wt9XJzc0NR48ebfQ687sBl3h3AEVFRXjllVfw8ccfA+DJ6+iqq6uxb98+tG3bFt27d7c4VlNTgzVr1uDRRx8FAPTv319EiNSCjh49it27d+PPf/4zbr/9dvz88894++23UVtbiwkTJuCvf/2r3Ja57dhmzZrV5OsGgwFvvPEG2rVrBwBYunQpAOa3CRc0cwCHDh3CXXfdxa3CVeDYsWO4//77cfr0aeh0OkRFRWHVqlUIDAwEAFy4cAEdO3bkZ60SmzdvxqhRo+Dl5YWqqip89dVXePTRR3HnnXdCkiR899132LJli0UxQo7LyckJd955J1q3bm3x+nfffYfevXvD09MTOp0OO3bsEBOgQrEQUYBvvvnmhsePHz+OhIQE/jipwOjRo1FfX49PPvkE//vf/zBr1izk5eUhKysLnTt3ZiGiMpGRkfjrX/+KhQsX4ssvv8TUqVMxZcoUvP766wCAv/3tb9i7dy+2bt0qOFJqCUlJSfjwww/x0UcfWRSXLi4uOHToUKMeUGrAQkQBnJycoNPpbnh/WKfT8cdJBQICAvDtt98iIiJCfu25555Deno6MjMz4enpyUJERXx9fbFv3z6EhYXBaDTCzc0Ne/bswV133QUAyMvLw6BBg3D+/HnBkVJL2bt3LyZMmIARI0YgKSkJLi4uLERugoNVFSAwMBDr1q2D0Whs8m///v2iQ6QWUl1dDWdny6FZ//znPzFy5Ej85S9/wbFjxwRFRrbm5OQEd3d3i257b29vlJWViQuKWtw999yDffv2obS0FL1798ZPP/3E2VA3wUJEAe6+++4bFhs36y0hx3H77bfjxx9/bPT68uXLMWrUKIwcOVJAVGQrISEhKCgokJ/n5uaic+fO8vOioiJ5fBCph5eXF1auXInExEQMHjyYPZw3wUJEAebMmYPIyMjrHg8LC0NmZqYdIyJbGT16NFatWtXksXfeeQdjx45l0akiU6ZMsfgRCg8Pt+gRy8jI4EBVFXvkkUfw448/Ii0tDcHBwaLDUSyOESEiIiJh2CNCREREwrAQISIiImFYiBAREZEwLESIiIhIGBYiREREJAwLESIiIhKGhQgREREJw0KEiIiIhPk/RigmY+PrRxYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pg[loess_cols].plot(kind=\"box\", vert=True)\n", + "# rotate the x-axis labels\n", + "plt.xticks(rotation=90)\n", + "# shorten labels to the last 18 chars\n", + "plt.gca().set_xticklabels([x[-18:] for x in pg[loess_cols].columns])\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "id": "61092645-f31a-4348-8b43-bec58e0e63b0", @@ -2489,9 +2777,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "id": "d8815059-ea59-437c-9f30-3b5fdb6bfbcd", "metadata": { + "ExecuteTime": { + "start_time": "2024-02-23T14:06:28.717964200Z" + }, + "is_executing": true, "tags": [] }, "outputs": [ @@ -2520,13 +2812,18 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 18, "id": "1762b574-6734-4546-975b-b9a0929b882d", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "start_time": "2024-02-23T14:06:28.718964300Z" + }, + "is_executing": true + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -2606,13 +2903,30 @@ " title=\"TMEM256-FLAG (zoom)\",\n", ")\n", "\n", - "axs[1].set_xlim(0, 5)\n", + "axs[1].set_xlim(0, 6)\n", "\n", "plt.tight_layout()\n", "\n", "plt.savefig(\"apms_fig4.pdf\")\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bfea5943a05b1486", + "metadata": { + "ExecuteTime": { + "start_time": "2024-02-23T14:06:28.719963400Z" + }, + "collapsed": false, + "is_executing": true, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/02_importomics.ipynb b/02_importomics.ipynb index 7ddee70..f83dfe8 100644 --- a/02_importomics.ipynb +++ b/02_importomics.ipynb @@ -2193,7 +2193,12 @@ "source": [ "import re\n", "\n", + "import matplotlib\n", "import matplotlib.pyplot as plt\n", + "\n", + "matplotlib.rcParams[\"pdf.fonttype\"] = 42\n", + "matplotlib.rcParams[\"ps.fonttype\"] = 42\n", + "\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", diff --git a/apms_fig1.pdf b/apms_fig1.pdf index ae4e510..9fb3ce0 100644 Binary files a/apms_fig1.pdf and b/apms_fig1.pdf differ diff --git a/apms_fig2.pdf b/apms_fig2.pdf index ee1071d..6ccaaa8 100644 Binary files a/apms_fig2.pdf and b/apms_fig2.pdf differ diff --git a/apms_fig3.pdf b/apms_fig3.pdf index c22f1bf..6a702d2 100644 Binary files a/apms_fig3.pdf and b/apms_fig3.pdf differ diff --git a/apms_fig4.pdf b/apms_fig4.pdf index cfcf9bd..b15c8ff 100644 Binary files a/apms_fig4.pdf and b/apms_fig4.pdf differ diff --git a/importomics_fig1.pdf b/importomics_fig1.pdf index 8920553..8d9c0ea 100644 Binary files a/importomics_fig1.pdf and b/importomics_fig1.pdf differ diff --git a/importomics_fig2.pdf b/importomics_fig2.pdf index 32d5f66..dd33a9f 100644 Binary files a/importomics_fig2.pdf and b/importomics_fig2.pdf differ diff --git a/importomics_fig3.pdf b/importomics_fig3.pdf index 7abc16b..a18eea6 100644 Binary files a/importomics_fig3.pdf and b/importomics_fig3.pdf differ diff --git a/importomics_fig4.pdf b/importomics_fig4.pdf index 90cd397..72d9904 100644 Binary files a/importomics_fig4.pdf and b/importomics_fig4.pdf differ diff --git a/importomics_fig5.pdf b/importomics_fig5.pdf index 719aab7..81d7293 100644 Binary files a/importomics_fig5.pdf and b/importomics_fig5.pdf differ