diff --git a/jupyter/requisite_internal_values.ipynb b/jupyter/requisite_internal_values.ipynb index 266fc30..ced1522 100644 --- a/jupyter/requisite_internal_values.ipynb +++ b/jupyter/requisite_internal_values.ipynb @@ -11,13 +11,13 @@ }, { "cell_type": "code", - "execution_count": 179, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "244d2364e3bf4bfc89c748dc0e4e2060", + "model_id": "52ffb4655a76471b9e4eae86ed782ecc", "version_major": 2, "version_minor": 0 }, @@ -32,7 +32,7 @@ "PosixPath('/home/t-kevinwu/protdiff/data')" ] }, - "execution_count": 179, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -95,13 +95,13 @@ }, { "cell_type": "code", - "execution_count": 208, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "84a026ef8fbf46b797d3cfe110f45008", + "model_id": "85803b6b81e44747b70665f1d1c909a0", "version_major": 2, "version_minor": 0 }, @@ -143,16 +143,976 @@ }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4v2xA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1o7dE00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wsdA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vgeA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ao8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yikA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4beuA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jepB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bzyA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2fefA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2je6I02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ae9A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w61A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vqpA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xmxA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y7lA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4z5qA00 contains a malformed structure - 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skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4qqgG00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w2iC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1vz0C02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vhoR00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3cwbI00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wteA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3kf8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xswB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vnuD02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x9zA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wocA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4v15A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zx4A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cazC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4jxtA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zs6A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w2jA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v25A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qgrA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xomA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zzoA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xhgA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wp3O00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j5iA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1e7wB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vszB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4atgA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cbzA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3gxbA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1og6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1vpkA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5ar1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wcoA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bouA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3sreA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b60A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w9aA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ku4A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j43A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x0qA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1vmaA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zijA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jisB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v6eA04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v0uA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1tjxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xtsA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ckzB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c65B01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vx2A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1nnwB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bzaA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y7iA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y9wA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c23B01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b4yA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yfoA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2je8A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wzfA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zdbA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2qdsA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5a1nA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1h5zA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ynoA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2g1uA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vzsA05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ospD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1vjkA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zrpA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4z7aA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1iknD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2zuoC12 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bpyA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2oh1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jkdB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1h2cA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cjxA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gkkA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1o7dB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1g94A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w40A02 contains a malformed structure - 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skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wfwA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1yx2A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3bdeA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vshA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j73A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ja2A05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4rayA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ybyA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yogA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4csrB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x7iA02 contains a malformed structure - skipping\n", + "WARNING:root:Illegal values for omega in /home/t-kevinwu/protdiff/data/cath/dompdb/2ebqA00 -- skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y39A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bkwA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xw7A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zj0A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ohtA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x7pA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xb0X01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5k29A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5dzeA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yguC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b9bA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vm9A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4is2A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bmdA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x0qA04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c2aA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ar9A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4azzA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2oc5A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5ltlA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1vl4A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c1xA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2f46A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bjiB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ww8A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cazE00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2je6A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vcnA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xpfB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3of7A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4czxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cfuA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w3oB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1uyvB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4eo0A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4aqsA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v5mA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zrgA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gvnD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ag4A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a8xA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4j5rA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ymmA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3sxxD02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a9cA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j01100 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1o12A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ci8A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wanA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v26A04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uhvA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4chuA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wnvD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uwmA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c08A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ckzA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1sedA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uy1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1b89A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c9bB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5ahkA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zyzA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bg5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xxpA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qftB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1vd6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cciA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b62A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1attA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j5iA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qgvA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4nxiA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b3hB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w9xA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1o7dA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zhnA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zx4A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ca9A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b6wA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1itxA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gt0D00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xxpA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3k0xA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cnmA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4apxB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w91A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xkoC02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zxoA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jkbA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y0oA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iu1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4chiB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xs6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3tguW00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2feaA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bl5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bs2B02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4brcA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w6aB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jd3A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c71A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4arvA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5ahkA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uwhA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1acxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cc2A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iwtB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ymuA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x7jA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vm9A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4us5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zs6A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v1xA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1wa9B03 contains a malformed structure - 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skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cybD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1piiA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vq3A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ca6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x5fA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bhuA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4avrA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vxxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ej6A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jdaB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v3aA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wuhA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gu4A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bkoA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zo9B03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3vqjA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1dkiC01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zxxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vqeL00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wq7A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bl7A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vy1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uuuA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iu5B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a6dA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vveA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ao5B01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wraA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qdlA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xbuA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wbsA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ja2A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gp1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1vl5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5fohA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zfvA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iyfB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yd1A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3eniC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3h31A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4fk7A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4azsA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wfbA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bu0A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2htdA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5anpA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c5qA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4azsA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3kf8B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wnhA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3fr3B02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vpzA05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c97A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j0aA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zjbA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5jcpB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w3xC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w8gA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xu8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xa5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ay7A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2waaA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vrzA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b60A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qb2A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y2mA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3fcsA04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c81A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bkaA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a15A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a42A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xtkA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wzvA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xnxM00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j8zA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a7kA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w9yA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w83C00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w5nA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5fljA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3ov5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1urqA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5fusA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b7hA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4urpA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wyhB06 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ur4A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4rcmB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b28A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xigA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cfoA05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cc0A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ymmB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2fbiA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1urjA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1b3oB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yfoA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bjsC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4v2kA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xfvA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3bosA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ap3A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zo9A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bqnA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xguA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zf0A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4xhyA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1oj4A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j1vA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wcoA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vepA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w18A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qdmA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yhwA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wyhA07 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1mkzA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iz6A00 contains a malformed structure - skipping\n", + "WARNING:root:Illegal values for omega in /home/t-kevinwu/protdiff/data/cath/dompdb/5a2qw00 -- skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v5cA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b6zA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b4uB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3fotA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y53A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x19B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4tpoA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2blkA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3ccgA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1wcv100 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vk2A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bzaA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1t07A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wy3B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zqsA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ymvA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x0dA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4umsA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bzvA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zxjA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1bgwA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2tbvA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zbgA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bjaA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zyzA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y7eB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j4xA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x6rB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3km5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xtcA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uy2A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1uuzB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1usdA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uwwA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jbwA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1nqjB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j88H02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bk0A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yhcA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cdoA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1v1aA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zfnA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1darA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xmeF00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cfuA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zmrB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wuiA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c76A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4xpzA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c13A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1j77A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uzhA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ymsA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1wa5C00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b7hA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vpaA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bg7A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w4tA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c3gA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ppjI00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v7kA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ww8A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zyzA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2a1xA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1uozA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4nehA05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xbzA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c61A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x45A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3qtaA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3ffrA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cqmD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w3jA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5a2fA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qp8A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2je2A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ja2A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bbyA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vw9B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bjnB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a25B01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ghsA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jbxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yleA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ohgA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4d49A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uz8A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w97L01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1uzxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w1wE00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wyqA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4d3dB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v3tA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cd8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2n0sA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4blpB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xu6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j16A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xusA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ynmD01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xhgA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vecA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c35A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ja9A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1bn6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vszA01 contains a malformed structure - skipping\n", + "WARNING:root:Illegal values for omega in /home/t-kevinwu/protdiff/data/cath/dompdb/1x5bA01 -- skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1h1cA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5c8gB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cjsA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vh2A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xjpA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w3fA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1litA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bm5B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bu0A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wyhA05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vvdA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4apxB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1h7mA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jgqA00 contains a malformed structure - skipping\n", + "WARNING:root:Illegal values for psi in /home/t-kevinwu/protdiff/data/cath/dompdb/1awoA00 -- skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bsqA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xy1A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vyrA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2rktA02 contains a malformed structure - 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skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1u0tB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jf4A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ambB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1od3A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a3zA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zqsA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xefA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bb3A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4agiA00 contains a malformed structure - skipping\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 182, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -164,7 +1124,7 @@ }, { "cell_type": "code", - "execution_count": 211, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -177,7 +1137,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9a1567c7a84f4c429e8ae6a4b788dfb4", + "model_id": "51f2a6b1862d437bbfcb27efc3250b6b", "version_major": 2, "version_minor": 0 }, @@ -203,7 +1163,7 @@ " # Create the internal coordinates\n", " angles = ac.canonical_distances_and_dihedrals(fname, distances=dists_to_use, angles=angles_to_use)\n", " if angles is None:\n", - " return -1.0\n", + " return np.nan, None\n", " with tempfile.TemporaryDirectory() as dirname:\n", " out_fname = os.path.join(dirname, \"rebuilt_\" + os.path.basename(fname))\n", " # rebuilt = ac.create_new_chain(\n", @@ -212,7 +1172,7 @@ " # )\n", " out_fname_written = ac.create_new_chain_nerf(out_fname, angles, angles_to_set=angles_to_use, dists_to_set=dists_to_use)\n", " if not out_fname_written: # Failed on the way, should have returned empty string \"\"\n", - " return -1.0\n", + " return np.nan, None\n", " score = tmalign.run_tmalign(fname, out_fname)\n", " # angles_new = ac.canonical_distances_and_dihedrals(out_fname, distances=dists_to_use, angles=angles_to_use)\n", " view = None\n", @@ -234,16 +1194,976 @@ }, { "cell_type": "code", - "execution_count": 200, + "execution_count": 6, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4v2xA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ae9A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1o7dE00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ao8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xmxA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bzyA00 contains a malformed structure - 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skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2qe8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vk2A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vo8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bvxA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4boqA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uvgA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j5bA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3fvqA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1cm0A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wcjA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wdoA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1epaA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b43A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uobA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1g6cB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4aw8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xt3A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cruB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1hjxA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uxuA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4aifA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xevB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w55A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a5dB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1yllA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vzcB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wtmA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vs7A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2je8A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y38A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vh3A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ui7C00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c7gA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5z4zA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wz8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ofqB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1okjB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xtsA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iw2A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5a2eA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xvsA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uvgA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xheA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jaeA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b43A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vpnA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xkoA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wryA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xd3A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ix5A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wjeA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cmrA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wa5A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w61A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wnsA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ursA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wqpA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ykyA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ak2A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4al0A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ygtA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3kf8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x7jA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c7nA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1b8bA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1o88A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1wc2A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gwbA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5a8iA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ayoA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1oj7A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/6bhdA03 contains a malformed structure - 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skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1wl8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zijA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wcoA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2qdsA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c5iT00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j43A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bouA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1yx2A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c2uA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jkdB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wzfA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1q9uA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1o7dB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2o0aA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4atgA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4z7aA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vozB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cqiA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vx2A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v3aA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c65B01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3w6sC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5frdA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2waaA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w1qA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1h2cA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ur7A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v0uA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b4yA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5dzeA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gkkA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c84A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y8kA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1iknD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2pgcA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ckfB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b29A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yjnA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w40A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ybyA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xz4A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c2vV00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a02A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j43A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j1aA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x5yA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qgjA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5a1nA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4azzA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b6mB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4xabA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4csrB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vzsA05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ohtA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qgvA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2oh1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w9yA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1uwyA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b9bA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j73A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wl1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bkwA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1e8cA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vqgA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vshA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yc1C00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wcrB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y39A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4adiA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x7jA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1kcqA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5sviB00 contains a malformed structure - skipping\n", + "WARNING:root:Illegal values for omega in /home/t-kevinwu/protdiff/data/cath/dompdb/2ebqA00 -- skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xzeB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1yx2A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xb0X01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4czxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zj0A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ja2A05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c2aA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cciA00 contains a malformed structure - 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skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2oc5A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v26A04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bmdA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uy1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xxpA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1o12A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zrgA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ckzA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1vd6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3k0xA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ag4A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gt0D00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vifA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iwtB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1attA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5ahkA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a9cA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ax2A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cfuA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c08A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1acxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4us5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x7pA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v5mA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1sedA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xxpA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gvnD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zx4A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vm9A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b6wA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xpfB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bs2B02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j5iA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1itxA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1uyvB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uhvA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w63Q00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w3oB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iu1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3feuA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zs6A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cc2A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y0oA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wnvD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4at0A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bg5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xokP00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zxoA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vcnA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vfrA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4brcA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2feaA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ymuA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jd3A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zl8A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w6aB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4j5rA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4nxiA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wanA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bl5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w91A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w9xA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a8xA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3tguW00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1o7dA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1wa9B03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gp4A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ryqA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cnmA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v3cC03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3cg4A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ca9A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1lb3A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yh6D00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xkoC02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2p7hA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zyzA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qftB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b3hB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zhnA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v1xA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1b89A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jisA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y9mA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b62A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4m9vC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1hxnA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yjlA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4arvA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wnwA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2gn0B01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v1xA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jkbA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xtmA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5a1nB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v9yB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vhoB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1cy5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xveA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xs6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4apxB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5ahkA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5ab0C04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uwhA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wsaA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2woyA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2je8A04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bvdA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vraA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wanA05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3kf8B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4irfB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qhlA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xg5B01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vfrA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uhcA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ghbA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v8pA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4be3A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w9hA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wp3T00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ce0A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x3lB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bb3A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3nxhA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vqeL00 contains a malformed structure - 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skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vxxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5jcpB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w3xC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2blkA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1vl5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zfvA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vpzA05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5fohA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ur4A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b7hA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qb2A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b6zA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vrzA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3fcsA04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4azsA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xu8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gp1A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qdlA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b28A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xnxM00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wyhB06 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uuuA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xtkA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iu5B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w9yA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y2mA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1uuzB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4azsA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2waaA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cc0A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cfoA05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b60A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wfbA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w18A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1dkiC01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j88H02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1urjA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5anpA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bkaA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3eniC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3h31A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yfoA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1mkzA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wnhA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5fusA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bqnA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j1vA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zjbA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3ov5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w5nA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4rcmB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2fbiA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bzaA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wy3B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4fk7A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zo9A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xigA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j0aA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4xhyA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xfvA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y7eB00 contains a malformed structure - skipping\n", + "WARNING:root:Illegal values for omega in /home/t-kevinwu/protdiff/data/cath/dompdb/5a2qw00 -- skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w83C00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vk2A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c5qA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xguA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xa5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zf0A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3km5A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wzvA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b4uB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zqsA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qdmA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5fljA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uwwA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iz6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v5cA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j4xA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a7kA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y53A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yhwA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4umsA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1wcv100 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bjsC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3bosA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1b3oB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1darA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bzvA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ap3A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x6rB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wyhA07 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a42A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4urpA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1oj4A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4v2kA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bjaA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v7kA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3ccgA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zbgA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ymvA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zxjA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xmeF00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b7hA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yhcA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bk0A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1bgwA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wuiA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2tbvA00 contains a malformed structure - 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skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2je2A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ymsA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cqmD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1usdA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ppjI00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bjnB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zfnA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uzhA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bg7A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qp8A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4xpzA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jbwA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ghsA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3ffrA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ww8A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xusA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v3tA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xu6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1uzxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vw9B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cd8A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uhvA04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4apxB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w4tA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b4uA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c76A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ja2A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2uz8A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4d3dB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x45A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4aweA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5fuiA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2a1xA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5j39A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vecA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y3cA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4c0nA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1j77A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3qtaA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vh2A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1h1cA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w5qA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w3fA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jbxA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bsqA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ohgA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a25B01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c35A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xy1A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3cxbB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3iteB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2yleA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wyqA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bm5B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xhgA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3u1xA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cjsA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2n0sA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x7pA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5c8gB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2rktA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vyrA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w1wE00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w97L01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zhiA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bbyA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1w5fA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ja9A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1h7mA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1yllA02 contains a malformed structure - skipping\n", + "WARNING:root:Illegal values for psi in /home/t-kevinwu/protdiff/data/cath/dompdb/1awoA00 -- skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xwpA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4um7B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vchA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vhoC02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vfrA04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qwrA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j16A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jbvB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2aamA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1i24A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2f6qA01 contains a malformed structure - skipping\n", + "WARNING:root:Illegal values for omega in /home/t-kevinwu/protdiff/data/cath/dompdb/1x5bA01 -- skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1bn6A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zypA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jgqA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zrpA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ynmD01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xryA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ni9A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ga1A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bnxA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vvdA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1litA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v9sA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2gu9A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1h3oA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1eazA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bu0A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/5cq2A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zojA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4uiqB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1ogyA04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bgkA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1h9oA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wyhA05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4bjjB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3w42A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4b6xA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1urhA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cfuA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1nf1A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xjpA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3fssA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1gvnA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1olzA03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w53B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4cjxA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2x65A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2jf4A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xcjA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2q2eB05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j7aC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cg8B02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2cazD00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wvsA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4k1pE00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2y43A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1obbA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2ja2A04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1qwrA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j3tC00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2p2sA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4d7yA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2c4mA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w91A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xryA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vwaA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2je8B05 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3hrpA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vfrA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wfwB02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/6a95B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2j6lA02 contains a malformed structure - 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skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vf8B04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1h32B00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1od3A00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1u0tB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xfdA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2vtyA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2w91A03 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2qm1A02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2bb3A01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4agiA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2v5tA02 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wagA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zqsA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4adiB04 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2xefA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/3zpyB00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4a3zA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/4ambB01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/1wmtA00 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2wfpA01 contains a malformed structure - skipping\n", + "WARNING:root:/home/t-kevinwu/protdiff/data/cath/dompdb/2iw3A04 contains a malformed structure - skipping\n" + ] + }, { "data": { "text/plain": [ "24316" ] }, - "execution_count": 200, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -260,16 +2180,16 @@ }, { "cell_type": "code", - "execution_count": 201, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'NoisedAnglesDataset wrapping with 24316 examples with linear-1000 with variance scales 1.0 and 1.0'" + "'NoisedAnglesDataset wrapping with 24316 examples with linear-1000 with variance scales 1.0 and 1.0'" ] }, - "execution_count": 201, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -284,15 +2204,15 @@ }, { "cell_type": "code", - "execution_count": 206, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "application/3dmoljs_load.v0": "
\n

You appear to be running in JupyterLab (or JavaScript failed to load for some other reason). You need to install the 3dmol extension:
\n jupyter labextension install jupyterlab_3dmol

\n
\n", + "application/3dmoljs_load.v0": "
\n

You appear to be running in JupyterLab (or JavaScript failed to load for some other reason). You need to install the 3dmol extension:
\n jupyter labextension install jupyterlab_3dmol

\n
\n", "text/html": [ - "
\n", - "

You appear to be running in JupyterLab (or JavaScript failed to load for some other reason). You need to install the 3dmol extension:
\n", + "

\n", + "

You appear to be running in JupyterLab (or JavaScript failed to load for some other reason). You need to install the 3dmol extension:
\n", " jupyter labextension install jupyterlab_3dmol

\n", "
\n", "" ] @@ -341,13 +2261,13 @@ }, { "cell_type": "code", - "execution_count": 232, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2a317ef68e644e97bbe5e8fd8e6bb84c", + "model_id": "6413959c4c1f4d4d8c2b0e8a55766219", "version_major": 2, "version_minor": 0 }, @@ -380,19 +2300,19 @@ "\n", "noised_view, noised_angles = visualize_training_example(\n", " i=1, timestep=999,\n", - " struct_png=\"../plots/pdb_structures/noising_visualization/fully_noised.png\",\n", + " # struct_png=\"../plots/pdb_structures/noising_visualization/fully_noised.png\",\n", ")\n", "noised_view" ] }, { "cell_type": "code", - "execution_count": 233, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -416,18 +2336,21 @@ " fig.savefig(fname, bbox_inches='tight')\n", " return fig\n", "\n", - "show_matrix(noised_angles, \"../plots/pdb_structures/noising_visualization/fully_noised_values.pdf\").show()" + "show_matrix(\n", + " noised_angles,\n", + " # \"../plots/pdb_structures/noising_visualization/fully_noised_values.pdf\"\n", + ").show()" ] }, { "cell_type": "code", - "execution_count": 236, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f648843a4b51472788a8d8f1c7b20611", + "model_id": "41dfb707ba3644e8922dbc0b3dedc709", "version_major": 2, "version_minor": 0 }, @@ -442,19 +2365,19 @@ "source": [ "clean_view, clean_angles = visualize_training_example(\n", " i=1, timestep=0,\n", - " struct_png=\"../plots/pdb_structures/noising_visualization/clean.png\",\n", + " # struct_png=\"../plots/pdb_structures/noising_visualization/clean.png\",\n", ")\n", "clean_view" ] }, { "cell_type": "code", - "execution_count": 237, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ "
" ] @@ -464,7 +2387,10 @@ } ], "source": [ - "show_matrix(clean_angles, \"../plots/pdb_structures/noising_visualization/clean_values.pdf\").show()" + "show_matrix(\n", + " clean_angles,\n", + " # \"../plots/pdb_structures/noising_visualization/clean_values.pdf\"\n", + ").show()" ] }, { @@ -476,97 +2402,115 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['phi', 'psi', 'omega', 'tau', 'CA:C:1N', 'C:1N:1CA'] ['0C:1N', 'N:CA', 'CA:C']\n" + "dihedrals, angles, and distances ['phi', 'psi', 'omega', 'tau', 'CA:C:1N', 'C:1N:1CA'] ['0C:1N', 'N:CA', 'CA:C']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp64khjebq/rebuilt_3pblB01\n", - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpkgpn4_39/rebuilt_1nriA00\n" + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpqeshsap1/rebuilt_3pblB01\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpxpsz7w1t/rebuilt_1nriA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpudn4ut3y/rebuilt_1novA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpq7fpw9uu/rebuilt_4bpxD00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpavf14oe6/rebuilt_2ox5B00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "['phi', 'psi', 'omega', 'tau', 'CA:C:1N', 'C:1N:1CA'] []\n" + "dihedrals and angles ['phi', 'psi', 'omega', 'tau', 'CA:C:1N', 'C:1N:1CA'] []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpxy7atgoq/rebuilt_3pblB01\n", - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmptbeez9ea/rebuilt_1nriA00\n" + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpvxf9c9aq/rebuilt_3pblB01\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpqwf_4c9k/rebuilt_1nriA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp5vwpz6mr/rebuilt_1novA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp4yigj9de/rebuilt_4bpxD00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp874a24is/rebuilt_2ox5B00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "['phi', 'psi', 'omega', 'tau'] ['0C:1N', 'N:CA', 'CA:C']\n" + "dihedrals, tau, and distances ['phi', 'psi', 'omega', 'tau'] ['0C:1N', 'N:CA', 'CA:C']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp874w94to/rebuilt_3pblB01\n", - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpypazeyty/rebuilt_1nriA00\n" + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpq_qh8hsv/rebuilt_3pblB01\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpj8nep_pw/rebuilt_1nriA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpeyhjroa9/rebuilt_1novA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpqf887un6/rebuilt_4bpxD00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpotgbfxzr/rebuilt_2ox5B00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "['phi', 'psi', 'omega', 'tau'] []\n" + "dihedrals, tau ['phi', 'psi', 'omega', 'tau'] []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp7e69i8hz/rebuilt_3pblB01\n", - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpym7bfxsw/rebuilt_1nriA00\n" + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp9e4ssxnt/rebuilt_3pblB01\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmps57_23b6/rebuilt_1nriA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp7tjx0t3o/rebuilt_1novA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpcw9ot181/rebuilt_4bpxD00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp5kiu9gd5/rebuilt_2ox5B00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "['phi', 'psi', 'omega'] ['0C:1N', 'N:CA', 'CA:C']\n" + "dihedrals, distances ['phi', 'psi', 'omega'] ['0C:1N', 'N:CA', 'CA:C']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp2cvfequ3/rebuilt_3pblB01\n", - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpvmu3x6vn/rebuilt_1nriA00\n" + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp834km7qh/rebuilt_3pblB01\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpyxwm6i1h/rebuilt_1nriA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpnglb9x2x/rebuilt_1novA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp15kb4tbq/rebuilt_4bpxD00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp8zfqjw6a/rebuilt_2ox5B00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "['phi', 'psi', 'omega'] []\n" + "dihedrals only ['phi', 'psi', 'omega'] []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp1k8nxx_u/rebuilt_3pblB01\n", - "WARNING:root:Found NaN values, not writing pdb file /tmp/tmprkn8xi7v/rebuilt_1nriA00\n" + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpqr86aspd/rebuilt_3pblB01\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmppdsmsvtg/rebuilt_1nriA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmps9mg7e5e/rebuilt_1novA00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmp38xaf9bf/rebuilt_4bpxD00\n", + "WARNING:root:Found NaN values, not writing pdb file /tmp/tmpqjr10b3s/rebuilt_2ox5B00\n" ] } ], @@ -595,25 +2539,33 @@ " dists_to_use=dists,\n", " )\n", " pool = multiprocessing.Pool(multiprocessing.cpu_count())\n", - " tm_scores = np.array(list(pool.map(pfunc, filenames, chunksize=20)))\n", + " tm_scores = np.array([score for score, _view in pool.map(pfunc, filenames, chunksize=20)])\n", " pool.close()\n", " pool.join()\n", " return tm_scores\n", "\n", + "human_readable_angle_combos = [\n", + " \"dihedrals, angles, and distances\",\n", + " \"dihedrals and angles\",\n", + " \"dihedrals, tau, and distances\",\n", + " \"dihedrals, tau\",\n", + " \"dihedrals, distances\",\n", + " \"dihedrals only\"\n", + "]\n", "per_angle_dist_results = {}\n", - "for a, d in itertools.product(angle_sets_to_evaluate, dist_sets_to_evaluate):\n", - " print(a, d)\n", - " per_angle_dist_results[tuple(a), tuple(d)] = evaluate_angle_set_parallel(train_dset.filenames[:2000], angles=a, dists=d)" + "for human_name, (a, d) in zip(human_readable_angle_combos, itertools.product(angle_sets_to_evaluate, dist_sets_to_evaluate)):\n", + " print(human_name, a, d)\n", + " per_angle_dist_results[human_name] = evaluate_angle_set_parallel(train_dset.filenames[:5000], angles=a, dists=d)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -636,10 +2588,9 @@ " 'tab:purple',\n", " 'tab:brown',\n", " ][i]\n", - " v = v[v >= 0]\n", - " mean = np.mean(v)\n", - " var = np.var(v)\n", - " sns.histplot(v, bins=40, stat='proportion', ax=ax, label=f\"{k} - ${mean:.4f} \\pm {var:.4f}$\", alpha=0.5, color=c)\n", + " mean = np.nanmean(v)\n", + " std = np.nanstd(v)\n", + " sns.histplot(v, bins=40, stat='proportion', ax=ax, label=f\"{k} - ${mean:.4f} \\pm {std:.4f}$\", alpha=0.5, color=c)\n", "ax.axvline(0.5, color='grey', alpha=0.3, linestyle='--')\n", "ax.legend(prop={'size': 6})\n", "ax.set(\n", @@ -648,6 +2599,260 @@ "ax.set_title(\"Reconstruction across different angle/distance sets, training set subset\", fontsize=10)\n", "fig.show()" ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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dihedrals, angles, and distancesdihedrals and anglesdihedrals, tau, and distancesdihedrals, taudihedrals, distancesdihedrals only
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.....................
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5000 rows × 6 columns

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" + ], + "text/plain": [ + " dihedrals, angles, and distances dihedrals and angles \\\n", + "0 1.0 0.72122 \n", + "1 1.0 0.99923 \n", + "2 1.0 0.99919 \n", + "3 1.0 0.68469 \n", + "4 1.0 0.63827 \n", + "... ... ... \n", + "4995 1.0 0.93155 \n", + "4996 1.0 0.88847 \n", + "4997 1.0 0.99923 \n", + "4998 1.0 0.71400 \n", + "4999 1.0 0.92486 \n", + "\n", + " dihedrals, tau, and distances dihedrals, tau dihedrals, distances \\\n", + "0 0.51061 0.52414 0.45682 \n", + "1 0.90519 0.90311 0.68439 \n", + "2 0.91009 0.90500 0.82801 \n", + "3 0.64907 0.65189 0.52648 \n", + "4 0.64059 0.62120 0.50915 \n", + "... ... ... ... \n", + "4995 0.74948 0.75391 0.64651 \n", + "4996 0.63435 0.62848 0.51754 \n", + "4997 0.79113 0.78751 0.45124 \n", + "4998 0.39187 0.40001 0.34660 \n", + "4999 0.61064 0.60268 0.49009 \n", + "\n", + " dihedrals only \n", + "0 0.50375 \n", + "1 0.68659 \n", + "2 0.82782 \n", + "3 0.50846 \n", + "4 0.49763 \n", + "... ... \n", + "4995 0.62918 \n", + "4996 0.49659 \n", + "4997 0.45083 \n", + "4998 0.32185 \n", + "4999 0.48326 \n", + "\n", + "[5000 rows x 6 columns]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reconstruction_scores = pd.DataFrame(\n", + " per_angle_dist_results\n", + ")\n", + "reconstruction_scores" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0.99799994, 0.90332168, 0.70458747, 0.70096307, 0.50958534,\n", + " 0.50858694]),\n", + " array([0.06321392, 0.14537952, 0.16472788, 0.16501807, 0.13636108,\n", + " 0.1360707 ]))" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.nanmean(reconstruction_scores, axis=0), np.nanstd(reconstruction_scores, axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Yoe+uzzXDVZN8pJSyuUeaRQZdUX4y7bpxXJuSPCPJawbnqzVXSrlN2nXWDXsk2znJv5VSHttzdXfO5Mf7JLljkuNLKTefIo+5GnS7/M4kf5XRx8GV3DvJp0spN5tBWZ6fdr/Q55yyOW2fH+teZtDF4P8keVyyMZ5nrZf7xjk4IK3i7aRKWkv540opU1+frfGxKaWUx6W1Ntm3R7I90o7fT+i7vlkppVwlrWXOXw3K09dNknyylHK/Mde3T1ollgdOsK5p3THtnL3g1CSfWynRoPvb96ZdY/Q5B90tbXvep08hp1VKOSztO576OD8Hd8x0w1vdKMlnSim/Pm1BSim7p7VW/H89k/5Gkv8ddH/Yd50PSztu3b1v2iHjPuPcPe1c9Y/pd9xacO0kHxj3eLkRz+fLMQYb8CullIMz+sbs+2Omv19aN1u7dN66OO1hy2fTanqfnRao2ZzkHmldSQ67bZJ3lVLuWscfH+D1ad39jfL1tObDJ6bVxNglrS/vG6f1g37L9LgwGtwkPXfEW5cm+WhawOsnacfYa6XduN6+s45dk7yhlHJprfW/x113xy3SumxY+L4vSPLhtC5FTh2U51ppJ/Rf66TdlOQ/SymH1lrPXm4lpZTD01oWdC00y/5y2u96XtrDqT3Txr04NG2skwNW+Bw/TKtNlbTf5Vqd97+Vtg0tZ9yxU3ZK8t9pfWQv+H7aif3badvHvmmtYB48Zp5ratAn/Qcy+mHfQhP9D6d9r79Ie8ixb1o/1rdL2+6XcnG2/hYZLDu8P585yHdNDW5iPprRAYTT0x4sfTWtBuK+aRfSD0prdTDsxmkPcW5RJx9n7G/TunpY8KO07edrg7JcaWj91+mkvUGSF6Z1lTgP30n7fb+V1k3NOWm/+cI+e8u048XwA/iS5PmllK/VWv9n3BWt8nY6an33SfKujL62PT3tuHx8WlcyF6YFcg5K60/+jtlAweaOKyZ5T7a9Cfp62s3fiWn77P5pD7geMkZ+NW1b/lradvLztEo2l6V9R9dNO2/ePdseG3ZJ8h+llG/UWr84buEH46wt9bDrkrTA4Za0c+qZaQ96rpp2/lsY72DpD1PrL0opb05rMbjgPqWUa9VafzRuOYd0g3OXpgXx1q1BgOhzaS23uy5IawF0XFp3M2en/c4HpB0P7pjFx9Hl1rWejtV/n3b9teBbSd6X1svB2YP133mw/t2Glts5yasH41ddlvYAbeFYXtOCbcemHfsvSHtg/ptJug9u9k3y8iT3mbD8u6TV5h/+3b47mHdiWquCA9Kuoe+dxQGN303bZ/5kwvVP6ppp3/3Cw5xL0/bhj6btxxemVbi4e9p3033Y9JJSyrF1snF1Lko7zn8z7Xx3Ztp5blNa97M3TPvND+uku1paxbNb1eXHEBq+Pjok2z54Pi9tXOmVzGws5ORXlX7encXbX9I++3vT9v9T036T66U9xO5WRrx62kPfW9dax/kco8ry+LTg7oKfp52LPj/4f/fBeh+YxUHj/dNqsN93jFU9I4vva5K2T34w7ff/Wdq2dsW0z31I2nHpDpksYDCxNbxvHL6fSvrfU63F9f2ZadvDt9KOY79MO5ZdIa0LuEPTrkO7FSxum3aufegU617TY1Mp5YFpXQZ3nzFclnbe/eBgvZel7X93T9uuFyqyvCytMt+aKqXsnVaxY9R12dfTgjTfSOvGLWn77h3Sttvha+krJXlrKeVOtdYvrLDal2R04Oe7afvHt9PuFS4a5Lt32nXtTdLuGXYbkXZcR3Zev6cOmtWs4M0ZfRz6Rdq1zley9Vrn0CS/la2VDW+UVllzTZRSdkvrKnDvzls17Tr7E9m6P16Wto/sm3YtdvPBtNyzsnOz7bGnW2HlZ1n5Wc1PV3h/wWVpvcJ8I1u3i18Oyrdwjrt9kjtl24DNlZK8uZRyywmv/xe8OtsGur6Tdp77dlrPL3ulXT8/KIuvu++a1jXti8dd2eC8+ool3v5J2nHka2nn2EvSKsdeN+3+9g7pUdllcO/+wSx+Npu07eOjadfwZ6QdP/dLuye8d7YNUm9K8u+llFNrre9dYbUb6ny+onk3oTOZTNNPmVEXkUn+YkQ+Z2SMbmbSHj6c2Ul7SVrXU1ddIe0t0m6Iu+v+hzHL/ecj0ta0k8Btxkh/jbS+e0/MCk3s007Wo7qF+3iS6y+T7g4Z3R3FWUmuPUYZDx+Rdrj7ldclOXCZ9HfL6LHwnj7Guj80It2LM8b4TGkXO4cNtoNfZIXuPzPDLhgH+W3p5DX8252e9gBqZJ/Yg7LvtlrlG5HPstveULqXLbG9vz3JDcZIf0hajcRTMzQewRLLntRZx2sm/S2m/MyvGJH20rRg18htKu3G+KkZPdbDO8Zc72s66S7K1m5AfpnWF/zIruHSHo6+YIlyLxovajWmtPFPPjUo57hdYF0pybOzeJy005Jcoce613I7PTijuxY8Na17yk0rpN8tyf3TAqU/WGHZLZ11bJnwtzlqRHk3j5Guu08OH9N+kOQ+y6TdNOq7SKsA84G0wPGy5+uhNPsl+ecs7hbnaz2+g5L2YLj7PSx0CbXifpJ2E/+itHPp4Ussc9iIdTx3gt/sgCweb/Gtk/z+azUNtu3Pj/j8Fw2+t2W7Yhz8RndIa4V6wUrbaNbnsfrnSR66TNqDs7jbz5p20//PQ6+/kOSwZfK5V0Z3z3eHMT9Dd98evsY7M4Muw5ZIe/W0QMqofWnkfjHG+l8zRprNI9Y5XO7/zTJd/6U9UP3BiDxe0WMbP2/w+98zY56j0h52fnDEel/WY71bOmm3TLmv9v7+B+mePuJz1LSxnPZaJt2jM/q8+bmMMWZsRnRBN/TbXzwo11L7fEkbm3ZUd1C3X2G9u2dxd/XnDT7POPeru6WNyXhMko9N85uN+fvM5b5xkMdRI9JvXu3P3CnD4WkVul6QFiQb5zcqaQ9svzui/A8ec72bl9k+V/3YlHaNNGqMpM9lma4T056nHDu0/KgunQ8fY/2L9s8ev9k7R6zzk1mh28S04M0/ZPF14Q+yzDODtCBwN81pSe43Znn3SAuSvS/JGyfYRrtDi9x7wn3r8rQA7sjzUNo1+F9m2+vI7u+7Zcwyd9d99ArL/86INF/ImN0mpl3/Pi4tsLVid6l9yzdGft9Nu398YJY5r3XSXDvtON8ty/t6rHdLJ+3wMeSULHM8Sruffu2I9Z+51DYyIo87ZPS45SemdT277LhuaQHvh6cFUD86xvr+acS6vpFW6WHJdaVVkHh6Ft8jnZllup/OBjufj/WbzbsAJpNp+ikzCLCl1ajp9j9dk7x8zPSfGnFwHLv/3bTaWt2b3YuTXGuFdDfJ6BuXl45zYO7ktfNy60u74B/1EOZ/MsaAnmk1Cb86Iv17x0h7+Ih0C9Nfjvn57pTFF7DfWyHNlUd8v/814XZ6hTEuBI4a8fk2T7FvbFniOzs1EwxaPcvyjcjn6DHS3GtEusuT/NkE6989yQErLHNSZ12vmfS3mOIz32lEusuS/O6Y67x3Fl/w1YwxrleWHs/iF0luPub6XznpPjvtlDFvQpZI++tZ3N/948ZMu9bb6adHrO/rWeH8sURem1d4v3tM2TLh9zvRsWTEPrkwfTtjjo814+3kUSPK8htjpn3CiLQXJvntCcpx5SRX6bGN/DQrBF5H5PGXI8rba5yBtZ7SWsx2y3xWkrtPkNf+Sa64zPvr8Vh9SsYL6F8ni8eMOj1bAwAfzRhjZ6QFqbtleOWYn3+pffuXGa+y2E5J3jgi/Xcz3oOK7vpfM0aazUuUuaad+8ZZ78FZ/JDx7OW2tU76vSbcN3ZK8qrOes/LmOP/ZR0E2Abf/6h95lljrvOwjB6ndcVzdUYH2BaO4b825vqfOSL9f66Q5j4j0jxqwu98rG1sit90bveNg/RHjUi7eTU/86jvOD3PtUNp90l7oD9c/k+NmXaux6a0Sind9R6X8c4jm9KCCUuV//Ax8li0f475vT1uxPpenhXu3zt5PHpEHk9bZvknjlj+bpNubz2Xv3FnvedkhfH+0loonTGizH805jofnKXH8N4yZh7ddEevsPxbO8v/PMm+q/Ud9y3fGPntNUXaZ3fKcnmSG46ZdssSv9OJGa+CfEnrAr+b/nfGSLtrkpNHbSPpOU7xIL/NK7x/zxHrelfGOFcN5XFEFl+T/Nsyy2+Y8/nY5Zh3AUwm0/RTpgywpV1Ajhrw9LyM0ephcDDtpn3YBJ9jr8EJfzifl66QZlTNlN61l8Ys331HrOvk9BiwNO0hTvdi/fKs8AAoSwfY3t7zM7xlRB4HL7P8TUcsf8dV3JaPGrG+zVPkt2WJ7+2+8y7fiHyOHiPNJ0ek+9tV/D1O6qzrNVPmN8lnftuIdGO1bh3K42kj8ljxJj1LP7S9f491XyWLH9x+fLV+sxn//n/fKffnxky3ZttpWq267rp+nmVa9E65vu4xZcuE+Ux0LBmxT9a0QOgt57iddG/c/3uMNLss8Vkeu0plHFV7d6ya8IP0O2fxje530uOh0xx+l6tkcc3QyzNmAHSC9a3HY/XYnzXtIeKoPH6e5Go98vlmJ/2Pxkw3an+o6fGwIe2BzHdG5LHiNc+I9b9mjDSblyjzZ9PjoXqSvxuRx1hBmim32d3TusUbXu8fjpl2SyfdlinLMsn3/+IR31vf+4KHjcjj5CzROn8o3dFL/PZ/3GPduyT5cZ/9Ja3l2/Dy5/fZ1tZyyhzvGwdpjxqx/s3z/l56foc3GfEZVqwgOc9jU1qFn3M7ac7KCpXFOnnskdEP12tWKcCWFtjrHof+b8Lf7T86+ZyaJQJXaa3ehpf97hpuX90g/4q9Eow4BtUkr+u53ucv8dtuGTN9N93RKyz/hc7yY1X8meJ77VW+VS5LSWs5OlyeF42ZdsuIz3JxlunNYEQe3SBuTfL6MdKNCnZ/Jz3OHz2/p+69+1cyRmv2Efk8q5PPhVniGnrEvrRuz+fjTht+EDmgv1LK7qWUa5RS7lNKeWVa7bhR/V4/ttb64zGyfFrn9cdrrW/pW67axgL7p87sJQe7HQwe3+2L/edZPEbKrIwaN+nPa63njZtBrfUHaRfrw0pa7a2+Lk/r1rOPN4yY1x2LYtiocYl+0XOd681Ha63vm3ch+iql3CVtPJxh30irmbVdGgx4f2Rn9mlJ/rpnVi9J6wJk2B1KKbeaoFgfq7W+Z9yFaxs/6H87s28xGDdlveuOD3DLUsqocTp/ZQ7baff8k7QHfKes0vrWo9fXWr80x/V3t5M7j5Hmt9O6bxn2gVrrf8ymSIv8d9qxY1ifa4X7ZPGYMK+ogzvEdeqJaV3UDHtlrfWDs17ROj1Wf6jnZ337EvNfWmv92RT5XLOUctWRS67s+PQYp6XWenGSPxvx1hMmXP+knlZrvbTH8n2vTWei1nphWgWBYeMcv+aulLJ7ksd0Zl+c5El98hncr23pzD4oyQMmKNb30wLV4677krSKf8OuWUrZf5lk3fuSs3tua2tpvd03bji11q+ntWIbNs0+uhbHpkdm8bhAL6y1jjteeAbbyDPHXX5GutdlNe0B+CSeO0i/4Gpp3d2N0t2n1/I5Q/c49+4x0nTPpxemdXPdx/My/vjxszDP73iuBtfpr+/MnuYYckxdeUzB4fV/M4uPYeNc34x6xveoPuePcZVS7pzF9+5PHpyj+3pJWuW+BbuljVM8ykY6n49lIzzcASZzt1JKHTWltab4cVpf1Y9N675h2PlJHllrPWallZRSrpLkHp3Z/zlFuf+n8/rapZTuQ7gFowYgfkVdfoDyiZRSdk0bx2zYqWn9lPf172ldAww7YoJ8PlJrPbFnms+OmHeDZZYfdQG2IR4+LONV8y7AhO4/Yt5LNvqFyArukcX7+Ov6XlwOLhBHPbifZL+bJADwuc7rK6WN/bjedR90b0obNHk5a7adllKunMXH5ZOy+IHp9m7ex7TudnJgKaUbjOoatZ28aEblWWQQeOjuu3cvpVx/zCy6D1QuSGs1tZ51v+OaHgOr97Qej9V994ulgtSvnkE+y11nLec/Jwji/m/aNf6wXxsMXr8Wvldr3dIzzTfSes0YNul31lf3+HX7NVrvtG6TNubRsPfUWn8yQV7/OmLeJPvcq2utl/dM070+Svrdl1ytlHJIz3WuunV637hRzWofXatjU/e5yGVpYzH19fa0lm9r5cGd11tqrSdMklGt9UdJvtaZ3d0fFnT36ZuWUvaaZL19lFIOTDuOLrg0i59DddMclNYiadh7elbCSa31/IwO3q6W7ne80Z/l9NU9htxqimuiWTwHWPbeo5RyaFoPY8M+Xmv9zATrHkd33/9BrfUjk2RUa70grVv1YePu++vyfN7HpnkXAFhXzkmrSfjcwYXROO6SVpNu2KemKMMPRsy7ZVo3CV2Hj5jXraEyK7dK60pm2LsmeWhcaz21lPKJbFv+G5RS9q219qlR9LEJ1n1aKeW8bFuzbrmL2O+l9TN+laF5f1dK+W6t9eN9179OdE/6G8XhndeXJHnzHMqxlu40Yt7bJszrv7P4Af6o/FfSe79L66u9a68k4x5nZ6KUsnNaDdJbpHX/emBa7bE9M/414UqBk8M7r1dzO71LFj/UP6bWetkqrW89uiDJTG+4Sim7pd183zyte6arpnV5dKUs/r6T1i1d10FpXa+Nyr9k8c3WTya9mevhFWktHhe29ZIWOHvKcolKKddJG5tg2FtqrWfOvIQzMgg+37Iz+9OTPiwbw3o8Vh/XZ+Fa65mllHOybY3a7/VpdTBw0oh5e/fMY8G7+iaotV5eSnl3tm3hsnvacf/zE5ajj17fe/KrMp+U5NCh2RM9YC2l7Jt2brhpkhuljeO0Z9p1b/d+Jdn2+jZJrjXJeudglvvcu5NclFbTfLn8VzLL66OldCsKliRvLqU8sMe961pYj/eN60Ip5eC0INnN0h4iX3kw7ZbR+2j3unOl69ClrNWxqRsA/NIkvSrUWi8spXw4yYP6pu1rcF12l87saZ7nJO2ZznAPSd1rkgXdfXqPtH36kYNeQFbLA7Lt9vbxMa7rRgV33zHh+t+R5M8nTNvXZ7Nt2e9cSvnbJM/eiBV1SylXSnLXtO3rxkn2TTuG7JHRjYi6vTnsltaqcpyeuoZdkNGVQlbSPc/tXEq5Uq313CWWP3zEvNV6xpksviebxb4/bNx9f72ez8cmwAYMOz7Jv/Q8oI26AXv7oKXcrOy3xPxuVwM/r7V2a6jMyqjuiY6fIr/PZ9uTZ0k7+XyoRx6TftazM2aAbXBj8bokfzo0e98kx5VSjk2rffW/tdbTJyzLWjut1vrTeReir8ED7+7FyZcHNeC2Z9397tK0PsF7q7WeXEo5Lclw10N9ux27cMxuc7vOHjFv1WtnLiilHJDk6Wndv1xtyuz2XmY9a72djupu5pOrtK716quzCigOag0+Pa0m47Tb597LvHdwWtBu2LQ3cyuqtf54EHgYflh1VCnlWYMal0t5fBbfsP/bzAs4W7fN4mDoau4b6+1YfcGE5/pugG2SgOQ5I+ZNsj/9pG+t+CHd7oiS1iXRWgTYprk2HdbrOyul/Frateo908b2mtSmFR58rRczuy+ptV5cSvlqtm3NcWgpZbda60U9sprkt+91fVRr/XIp5UvZ9lrjsCTfLaX8d1qA/iMrHNPXwnq8b5ybQbfoj0nrOec2Kyy+kr0nTLfqx6ZSyt5JrtmZPep4PK4vZQ0CbGmVEbqVDR5VSrnvFHl2A6FLPc/5QJJT0ir9LbhXku+XUt6YVnHgExN2V7ecbveQ7xojzaiu/cbuLrDjy2mtG0dVXJu116R1HzwcUHxmkkeUUv4ryTtrrd0Wh+tOKeWwtO4475/kClNmt3f6B9hOnnA7XOo8t9R1xprd35ZS9szioYKOKKV8eYpsD+i8Hrnvb6Dz+dgE2GD7dV5GPxjYJa0254Ej3rt7ks+XUo6qtb5pzPV0LyKT0eO5TWPfJeZ3++hfzQuDUSeGb02R3zfHXMdyJq3V1b0wWOlBxPPSLmSu25l/xGCqpZRvpD0g/XxaDbDvTFi21Tbpw6p52y+LL8DX/YXwDHT3iR8MxkyZ1Ley7XFjXvtcMt0DwLGVUh6X5O/TavbNwnIPPdd6Ox0VLNwR9oth3XHFJlJK+eu0m+3dVlp2TMttJ/P83V6WbR9W7ZPkYVmiu8dBN1+/35n9xVrrJDVY19Jaf8fr7Vg9aevC7rF6knxmdbyf5jrq2yPmLTeu1Syt1bVpkl+11vyPLB6TeRrLPfhaL7r7xMUTdBs/7JvZNvCxU9rxsU8Lzkl++0n2lz9MGzdu+Hy1e5LfG0wXl1I+n9a6+7NJjpsiWD2p9XjfOBellBsleWOWbsXQ16QVgNbi2DTqmcVJE643Gd2zz2oY9TznmkvMn9TI5zm11gtKKX+UFkgbDgDtlbav/2GS80spn07bnz+b8VqbLWkQVLh7Z/Y442t3z6OXZnQr3BUNPvcPk1xnkvQ91/XlUso/J/mTzlubkzwnyXMGFZs+kfYs51NJPtuzgsWqGXTn+NK0sZNnNczVJMeRtXoO0L2GvyzTnT+Wc2AWf6f7Z7bXjEs9y002xvl8bAJssP06vtZ6+FJvDsZOu19abfUbDr21a5LXl1LOrbW+d4z1LHfAnJVFNVQGF0bdE9Nqdte0z4h5Z02R36iydmuOrWTWNblGqrX+opTy62l9wY+6OSpp3YjdJMnjkqSUcmpalzNvqrVO0mXMapn5+HxrZNS2sW67J5uh7n531pT5db+z3UopV+zRwmpN9rlZKaX8RZK/m3G2y90QrPV2uqPuF8OmPqaVUl6edoMzS+tpO/mVWuuWQYWQ4e6enpClx1N7UBa3tlvvrdeStf+Ot9dj9TyP+aNqPE+Tdu8p8utjzb6zQXDtA5n9uGlrNV7dNLr73DTbS7L0fcnYAbZVaGGy1Ho+M2hZ86aMDjLtmtbDyq96WSmlfCvtAf4b16gS4Hq8b1xzpZSbJPlIFp9HpzHp/rkW2+eo333Wx/LVMJfnOQtqre8opfxOkldm2152Flwxya8NpiS5fNDy5a1pXcP37U7uXtn2gf5Xaq0njZFu787rcyYYJ3XYWv2+SfJnaYGapbpF3z/Jbw2mJLmwlHJcWjf/b6u1jmqdv+oGwbW3ZnGLw2lNchxZq+ub7rH9rCm3s+Wsxb7f7S75VzbI+Xxss4r+AhtMrfWMWutr08Zk6I6Ps3OSN5RSNo+R1agLybUwqjXGatY23XPEvO6gx32MSjtqHetCrfUHaV1OPT7j1ao+YLDsllLK50sp3Vpi87Lh+hkfWOvtfb3o7hPT7HNLpV+3+900Sil3zujg2nlJjkkLqBye5JC04/gVk+xUay3DU8/VrvV2Omp9024jG81Ux7TBA41RwbUzkrwqrfXWXdJque6T5AojtpG+tW/nfTx7eef17UopS9Ws/4PO67PTbgLXu3lfIzlWT2+HucacwksyOrj2vbTa7g9Nu3a9elpt9d1GHL8evWalna0dep+rtX4oyQ2SvCDJON3U3yjJXyX5VinlbYOxNVfTDn3fmPzqwfh/Z3Rw7ZNJjk5y37TxXvfPYDzgEfvoa9eoyLMwqheAi6fIb61aEM3rec6v1FqPSdun/zUrVx7bKa0ruRcmObGU8p+llD5B3CM7r989Zrq1OO6uilrrZbXWP0s7J743K98/7J7kN5K8OslJpZRnlFLm0UDnaRkdXPtJ2rbyO2ldKl4rLQC6+4hjyHp5DjWu7jX8al6/r4d9f72fz8emBRvs4GqtF5VSfjetKfLwyefKaQ/Xfm1kwq26feKeVWtdiwP1qAuv7gCmszSq1s6oGlbjGpV2LjWDxjUYBPeVSV456AP7XmkDzN4+y3c/d+skHy6l/FWt9W9Xv6TbpbXe3teLc7JtbcFp9rml0q/r/W4KLx0x7zVJnlxrPWucDEopS9Y4W8Jab6ej1rdHdozg89QGD79eNOKtFyZ5bo8+7/uOgzDv49nr0m7ihruH+YMMWmAvKKUcmhZcHPb6WutGCOLO4xpp76HXjtXT26GuMfsqpdw0i4Nj56a1SD2mR23vacdxmZfu77nD7XO11jOSPHPQxfGvJfn1tPuSW6TVeh+lpLVMPqKU8tBa6wdWqXg7/H1j2jn1Rp15Jyb57Vprn/HoNtI+OqpF0jSB0Fl1776SUdd7R9Zaxw08zUSt9SdJnlhK+fO05wz3SLsOu0mWHqtsl7Tx/e5TSrlPrXXZMe8GQaJ7d2a/a8wirsVxd1XVWj+f5P6llP3TAtx3T2sdtFyQ4ipJnp/kAaWUe417HzmtQRmf0Zl9ado4bC8bPJsax0Y6hiSLr+FX8/p91L7/p7XWf1rFdS6yzs/nY9OCDVgInPxeFh/M71FKedgKybu1DPYeDPC7qgbN1Ls1wlYzsDeqa469p8hvVNpJ+3Vec7XWL9Ra/7bWes+07/1mSZ6Y1lx71IO9kuR5pZRHrmEx163Bg+0+fjFi3txrHK2B7n6395T5ddNf1KPLsQ2jlHJIWmB72HtrrY/ueVPUt9uItd5ON/J+sR66ILtbFo/H+i+11mf0HFC6bzdVc/3dBgGybo34Rwy6mxvWbb2WJK9YnVLN3Fp/x47VszfpOENLpT1rivzWo4dl8bOMR9Va39izK6V1383eErr73DTbS7KB70tqrZfWWj9Qa31qrfV2aUGJu6Q9mN2S0S01rpzk7aWU669Ssdw3Jg/vvD4nya/3DK4lG2sfHfW7T9MF21p035aMbjUyt1YhtdYLaq3vrLX+ca31Fmnb/xFp44V9NsnlI5IdkOR/SikrfWd3y7b7049qrV8as2hndV7vWUrp29vHsGmP2xOrtZ5Wa311rfV3a63XTfv+Hpzkn9NagY9yu7RWqWvl/mk9rAx7Wq31H3sE15KNdQxJFl/D7z3ldrac9bbvr8fz+dgE2IAkSa31x0n+esRbz18hGDBqkMmbzaZUK+qu+6aruK6fj5jXrZXXx41HzBunSfS6U2u9vNb6tVrrv9ZaH5LWzccjknx3xOJ/N6fuBWZlksHYR+l7w3R6Fl9QrNV+Nk/d/e46pZRR3a+Mq7vfbch9bgxHjJj33AnyuW7P5dd6Ox01Nsxq7xd9Brtfzlo9NFlOdzu5PMkkrYz7bifz+N26Xp5k+CH8Hkl+d+FFKWWPtG5nhh1Xa/3GGpRtFtb6O3asnr1pHhTcYMS806bIbz3qHr++UWt9xwT59D1+rRfdfW7XUsrBU+TX3ecuz/oP4IxUa72o1vqJWusLa613T3tw/LQsfji+R5K/WaVi7ND3jaWUK6V12zbsdWOOc9W1kfbR07K4W8dpnk/M65nKWq57RbXWc2utH6q1Hl1rvX2Sa6f1RHBhZ9EDkvzFCtkd2Xndp5Ve9zy6KclEx91SyhWSHDRJ2tVQa/1ZrfXttdY/qbVeP60Lzu4wMklrLfSba1Ss7nn+zCQvmyCfjXQMSRZfw++c0eeAWVjv+/56OJ+PTYANGPZvSb7fmXfdtGb3S/nciHlrddL9dOf1VVex5sKo7ga6LUT6uE3ndV1iHRvO4ET4prQLs26NsGtk9oPRr6VRrfMm6b7jkD4L11ovzuLt4xaDh8Dbs+5n3pTWVUBvpZSD0oK/w74wSV4bwLU6ry+coMZwsvjhyLLmsJ12zwHJ0CDIq6R7DJi0+55ex4BV0t1OvltrHXWjtZK+28n3s/iG7o4TrHditdbvJvlQZ/Zwi7VHZHHN4n9b1ULN1uezONi9mvuGY/XsXXPQPdIkDhsxb3v7DrvHr49PmE+v49c6MrP7klLKrln8QO3rg3P6hldr/UWt9UVp9x/dLt7uO2VlgKXs6PeNV8/iZ42999HBMXDDPByvtV6S5Mud2bctpUz63HWt7pm/msXBqnut0bp7q7X+uNb6zLQxwi7rvP2gFZLfv/O6T4Bt1Hl01Pl2HLfI0t1ezl2t9Yu11ocnedaIt1f6jmele57/7ITnpY12nl+z+9ta62lJTuquq5SyLsf4nNP5fGwCbMCvDE5Yo1o5PGuZg9WxI+Y9bI1aKW0ZMe93R8ybhS9m8YXnkaWU3hdGpZSrZfG4Lt8Z9D283ai1npvWlUPXcrViRjX7Xk8Xn2eNmDfJjd/dJkizpfN6U5LfniCfPrq/x1r/Fp8aMe/BE+b1kDHz3x7s13k96bHloROk2dJ5vZrb6cezeBt9xCTH5R7O6rzePGG3HZMcA2Zt6u1k0ML9yAnW/bHO66uXUlYa83XWurVgDy2lLJybn9B577Qkk7SOmYtBN9rdh6+3L6Vcb5VW6Vi9Oo7sm2DwIPcBndkXZvFD341uFsevm2byVkXb0/XR/ZJ0x1zd7va5Wut30sYXH3bFTNgCZQU7+n1jd/9MJrsWXWmoivWo+3D8gGw7zv1YBpWGpwnKjq3WemGST3RmHziH67Jeaq0fT/LezuyDSyndbgWTJKWUW2bbVmNnZfH16HI+M2LeA3ukH/ZbE6Zba3+XxV0WrtTCqRv0nPT8OIvz/H6ZYP+bsy0j5q3WM85kcYXDXTPZM4A1s8bn87EJsAFdb8jirv2umeSxoxYeDEbbrc1znSRHzbxki70vi29wHz9iHJWpDWqkfbQz+4BM9mDxcWkPnYd9cIJ8NoJvj5i3XH/jowbsXs2BXfv6zoh5t+2TweDm+vcnWPc7R8x78ioHs7u/x1r/Fh/O4ov03+3bImrwHY06hm2v+915ndf79K09W0q5Wyarlblm2+kgiP/hzuxrZ3VvCrrHgCulZ7cdpZS7Z320YOtuJ6MeiK3kEVk8jts4Rm0nT50gn2m8L4trbT6hlHLbJLfqzH/VBmzN0f2OS5I/X6V1OVavjv83QZrfTLtuH/bhwXXs9mQWx6+nTLH+eV8ffS6LK3zcr5Ry9Qny+sMR87bXfa7vfclE3Dcu2j+TnvvooALPH8+mOGvqLSPmTXJ9s9bXRKNach29xmWYRJ99+sjO6//tc26stf4wyTc7sx/Qt7X5oHvIbjfk61Kt9bIsHpNtpWPmrM6PszjPPzGLK5Csa7XWb2Xx/eadSymr1RJv1L7/rEHr9vVsTc7nfQiwAdsYnERH9V/7jFLKUienUWO2vHi1B5qstf4oyTGd2VfN6nXj9PIR8168VC2pUUop107y9M7sukTe24NRD15HjUuwYNTg0Ouma5BBM/ofd2Y/tGeN1Cdmgs9Ua/1MkuM6sw/N6FaCs9L9Pdb0t6i1/jSLHxJfLcmze2b1p1k8Js0newxqvdGc0nl9hSyu/bykwTHtlZOseA7b6d+NmPfPpZRJgj7jGNU9zCPGTTx4YPTC2RVnKt3t5PqllM3jJh7Uqn/xhOt+axZ3SX3PUsrIyjyrodZ6eRZfLzw4yV915l2eCfeHOfu3LO7S9LGllN+Y9Yocq1fNbUopY9daHhxfRu2Tr5hdkdaN7vHr1/tUJCml/HqSR02x/u710XUmbM08kVrrRUn+szN7tyT/2CefUsqDk9yjM/vkJO+ZuHDrW9/7kmnsyPeN3f0zad359fHsJKvV6nrVDK6Du+ese5ZSxg6olFLukeWH6FgNr8risZ/uXEp52hqXo6/uPl2z9PiE3dbdfbqHXNA9n+6e5EU983hWWsB9o+h+xysdM2f1/KB7HLljn4pbpZRDkzxjwnXP26j729es0rAL/5PFvRxcJ8k/rcK6Zmktz+djEWADRjkmi2sEXD2Lu0xKktRa35mkO77PXkn+b3Bi662Usmcp5aljXIy+IEm35tEjSikv6XujW0rZuZTS7et52P9m8feyOckx47TOKKXsk3Yh172xeu9gPJh1p5Ry/1LKo6foz/hJI+Z9ZZnlvz5i3r0nXPdq+b/O64PSHgquaNDVRt+L8GGjunB9Rimldy3sUspupZSVLu6/1nl9kxX2kdXw0hHz/qyUMla3g6WUe2Z0JYB/mKpU69uocS7+dvDwdVmDihRvTTJNBYk1205rrR/N4s+7X5IPllK6rTjGWd/mFRb5VJKzO/OeNHgItlLeO6V1S9ir1esqGrWdjLqhW6SUcpW0FmCT1CZdqMwzar/8l1JK7y6hSilXHpSpr1dl2268dk1y384y76+1njRB3gtl21xKqd1p0vzGVWs9O4tvjkuSt5RSDu+bXyll/xUeDDtWr46XlVK6LSoXGVzzvirJDTtvnZB2/bq96R6/rpsl7lO6Bt/nm9L2h0l1r4/2yhqPJZl2PuneAz2klDJWy5dBd2ndIF2S/NPgGL3ulFKeXEo5YsK0V87iHlbOTvLDacu1hB3uvnHBoEJit4yPLKXcfJz0pZRHZ+M+GE9GXwe/qpSyYreApZS7JnlXpjs+9VZrvSCjz8HPL6X80aT5llLuVUr512XeP7qUcrsJ875WFnfR+K1RrdIG1+nD29/FSd4/wWpfl8Wthx9VShn3/PPAJGsWtCylXKmU8uJx7lOWSP+AtN5Bhi33LCdZfH6824SBoe55/koZs+LW4H7uPWkVTzaiN2RxRcTrJ/mfUsrefTNb7v621lqzuHJh0nr1eEHfXnCG1nmHUkq3McTw+xvpfD4WATZgkUGt7lGtDZ6+zMOVh2dxv8jXTfLZUsqzSikrNtctpexUSrl7KeUVaQfHF2WF2j211m9ndJdHT07y4VLKin2Xl1IOLKU8Ka0p9pK1xQYnn8dkcTdID0h7mLtkl1+DC8dPZNsLu6RdoK3n7i+um+TVSX44CFreeZyTbCllv1LKa7P4ove7tdbPL5VuMJ5A92b00YMT8FybfA8Z9TDi70opj18qqFtK2X1QA/D/0i70uuMyjKXW+uEsfohZkvxDKeVtpZRuzf9RZblOKeVZaV2jrTSAdXcMjp2SvHWc/WpWaq2fyuJWJjslef3gpmxk9wWDgPlT0m5Su8u8c1AxYHv1ubQa6MPulOQdpfVFP1Ip5TZpNzMLQe1u65exzGE7/b0sPv/cJMnxpZTHrfQgq5SyaynlvqWU9yb5yHLLDh5AdG8WrpTkQ6WUJbuKHJwf3pvW1VMy4TFgxt6fxd2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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(dpi=300)\n", + "ax.bar(\n", + " np.arange(reconstruction_scores.shape[1]),\n", + " np.nanmean(reconstruction_scores, axis=0),\n", + " yerr=np.nanstd(reconstruction_scores, axis=0),\n", + " alpha=0.5,\n", + " error_kw={\"capsize\": 4.0, \"color\": 'grey', \"alpha\": 0.8},\n", + ")\n", + "ax.set_xticks(list(range(6)))\n", + "ax.set_xticklabels(reconstruction_scores.columns, rotation=45, ha='right', size=8)\n", + "ax.axhline(0.5, linestyle='--', color='grey', alpha=0.5)\n", + "ax.set(\n", + " ylabel=\"TM-score of reconstruction\",\n", + " title=\"Reconstruction accuracy, combinations of angles/distances\",\n", + ")\n", + "fig.show()" + ] } ], "metadata": {