From 1b30619198e2087e494e87f12f4d425ad5d2fe22 Mon Sep 17 00:00:00 2001 From: Christian <109503264+chrispy67@users.noreply.github.com> Date: Mon, 4 Mar 2024 08:44:35 -0800 Subject: [PATCH 1/2] specified version for datasets package --- environment.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/environment.yml b/environment.yml index 9111dac..87b47d4 100644 --- a/environment.yml +++ b/environment.yml @@ -21,7 +21,7 @@ dependencies: - pytorch-lightning=1.9 - cudatoolkit-dev - evaluate - - datasets + - datasets=2.17.1 - clustalw - mdanalysis - mmseqs2 From 554384926a4a7a5efff0f73602bf3ee491da05b3 Mon Sep 17 00:00:00 2001 From: Evan Komp Date: Fri, 15 Mar 2024 10:51:07 -0700 Subject: [PATCH 2/2] changed histogram bars to overlap and make more sense --- analysis/dataset_stats.ipynb | 59 +++++++++++++-------------- analysis/figures/data_redundancy.png | Bin 115525 -> 131024 bytes 2 files changed, 29 insertions(+), 30 deletions(-) diff --git a/analysis/dataset_stats.ipynb b/analysis/dataset_stats.ipynb index f12e6dc..e23a241 100644 --- a/analysis/dataset_stats.ipynb +++ b/analysis/dataset_stats.ipynb @@ -12,21 +12,20 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 1, "id": "c3725155-9bb5-4654-bf5c-cc6fea63d02b", "metadata": {}, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f28d655521e84e849d5b872b550d18e1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "ModuleNotFoundError", + "evalue": "No module named 'nglview'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mBio\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mPDB\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnglview\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnv\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mipywidgets\u001b[39;00m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'nglview'" + ] } ], "source": [ @@ -807,7 +806,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "31cbc44d-7cc6-4526-a0fb-6639fff127fa", "metadata": {}, "outputs": [], @@ -822,7 +821,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "2aab3b7e-9ef8-4a1b-a096-036c0569c3a4", "metadata": {}, "outputs": [], @@ -832,7 +831,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "4faa9aef-a8d6-42eb-86ce-2d9201c88367", "metadata": {}, "outputs": [], @@ -842,7 +841,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "b89f5c3e-c373-49f4-a978-59ab85fbbcfc", "metadata": {}, "outputs": [ @@ -855,7 +854,7 @@ "})" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -866,7 +865,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "a91ecb40-dcf8-4839-aaab-645e3b00c267", "metadata": {}, "outputs": [], @@ -876,7 +875,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "9fa2c0c0-a076-40d8-8556-e8dd517fcf98", "metadata": {}, "outputs": [], @@ -886,7 +885,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "c6070dea-93d0-4c10-bcc3-a1ebc7dd2107", "metadata": {}, "outputs": [], @@ -896,7 +895,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "ae6303f2-8612-424e-bfe2-0a7478a0ff60", "metadata": {}, "outputs": [], @@ -906,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "a974c8da-7053-48b8-8cdf-3744f592013f", "metadata": {}, "outputs": [], @@ -918,7 +917,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "cb234c43-f215-4c09-a3f2-d57c2cce1b0f", "metadata": {}, "outputs": [ @@ -1025,7 +1024,7 @@ "[604253 rows x 2 columns]" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1036,7 +1035,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "f155ed43-f1be-40b0-8460-663127b0d411", "metadata": {}, "outputs": [ @@ -1054,7 +1053,7 @@ "Name: N. replicates, dtype: float64" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1065,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "7c217184-34ce-4399-8d60-e7d70c9ba165", "metadata": {}, "outputs": [ @@ -1160,7 +1159,7 @@ "Thermophilic 16613.0 " ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1171,13 +1170,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "id": "56b13e35-0dae-48bf-afc5-3a4705591c82", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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