{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "1c23a3e3-332b-4712-a2b8-1788cd14087e", "metadata": {}, "outputs": [], "source": [ "%reset -f" ] }, { "cell_type": "code", "execution_count": 2, "id": "207f38ab-618d-42fa-accb-f400dfc8be34", "metadata": {}, "outputs": [], "source": [ "user = \"HHegde\"\n", "db = f\"/Users/{user}/.data/oaklib/phenio.db\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "2e2ce839-b8cc-4f1a-a931-67b85ba0df4d", "metadata": {}, "outputs": [], "source": [ "%reload_ext sql\n", "%sql sqlite:///{db}" ] }, { "cell_type": "code", "execution_count": 4, "id": "87025967-554f-4c9d-9967-97ce1e40acf7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " * sqlite:////Users/HHegde/.data/oaklib/phenio.db\n", "Done.\n" ] }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
idsubjectpredicateobjectevidence_typepublicationsource
uuid:70269c5a-42a9-11ee-be37-31ef105c25eaMONDO:0023659biolink:has_phenotypeHP:0011097ECO:0000269PMID:31675180infores:hpo-annotations
uuid:70269c5b-42a9-11ee-be37-31ef105c25eaMONDO:0023659biolink:has_phenotypeHP:0002187ECO:0000269PMID:31675180infores:hpo-annotations
" ], "text/plain": [ "[('uuid:70269c5a-42a9-11ee-be37-31ef105c25ea', 'MONDO:0023659', 'biolink:has_phenotype', 'HP:0011097', 'ECO:0000269', 'PMID:31675180', 'infores:hpo-annotations'),\n", " ('uuid:70269c5b-42a9-11ee-be37-31ef105c25ea', 'MONDO:0023659', 'biolink:has_phenotype', 'HP:0002187', 'ECO:0000269', 'PMID:31675180', 'infores:hpo-annotations')]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%sql SELECT * FROM term_association LIMIT 2;" ] }, { "cell_type": "code", "execution_count": 5, "id": "e639def1-00e1-4113-9da6-fb2f32701952", "metadata": {}, "outputs": [], "source": [ "import sqlite3\n", "import pandas as pd\n", "from semsimian import Semsimian\n", "from collections import Counter" ] }, { "cell_type": "code", "execution_count": 6, "id": "bb1e79e6-2b18-466f-95fb-d219f8c64431", "metadata": {}, "outputs": [], "source": [ "conn = sqlite3.connect(db)\n", "res = conn.execute(\"SELECT name FROM sqlite_master WHERE type='table';\")\n", "# tables = res.fetchall()\n", "\n", "# tables" ] }, { "cell_type": "code", "execution_count": 7, "id": "e406c2fa-43e1-4f57-b8be-52334edfdbd6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
idsubjectpredicateobjectevidence_typepublicationsource
0uuid:70269c5a-42a9-11ee-be37-31ef105c25eaMONDO:0023659biolink:has_phenotypeHP:0011097ECO:0000269PMID:31675180infores:hpo-annotations
1uuid:70269c5b-42a9-11ee-be37-31ef105c25eaMONDO:0023659biolink:has_phenotypeHP:0002187ECO:0000269PMID:31675180infores:hpo-annotations
2uuid:70269c5c-42a9-11ee-be37-31ef105c25eaMONDO:0023659biolink:has_phenotypeHP:0001518ECO:0000269PMID:31675180infores:hpo-annotations
3uuid:70269c5d-42a9-11ee-be37-31ef105c25eaMONDO:0023659biolink:has_phenotypeHP:0032792ECO:0000269PMID:31675180infores:hpo-annotations
4uuid:70269c5e-42a9-11ee-be37-31ef105c25eaMONDO:0023659biolink:has_phenotypeHP:0011451ECO:0000269PMID:31675180infores:hpo-annotations
\n", "
" ], "text/plain": [ " id subject \\\n", "0 uuid:70269c5a-42a9-11ee-be37-31ef105c25ea MONDO:0023659 \n", "1 uuid:70269c5b-42a9-11ee-be37-31ef105c25ea MONDO:0023659 \n", "2 uuid:70269c5c-42a9-11ee-be37-31ef105c25ea MONDO:0023659 \n", "3 uuid:70269c5d-42a9-11ee-be37-31ef105c25ea MONDO:0023659 \n", "4 uuid:70269c5e-42a9-11ee-be37-31ef105c25ea MONDO:0023659 \n", "\n", " predicate object evidence_type publication \\\n", "0 biolink:has_phenotype HP:0011097 ECO:0000269 PMID:31675180 \n", "1 biolink:has_phenotype HP:0002187 ECO:0000269 PMID:31675180 \n", "2 biolink:has_phenotype HP:0001518 ECO:0000269 PMID:31675180 \n", "3 biolink:has_phenotype HP:0032792 ECO:0000269 PMID:31675180 \n", "4 biolink:has_phenotype HP:0011451 ECO:0000269 PMID:31675180 \n", "\n", " source \n", "0 infores:hpo-annotations \n", "1 infores:hpo-annotations \n", "2 infores:hpo-annotations \n", "3 infores:hpo-annotations \n", "4 infores:hpo-annotations " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_term_association = pd.read_sql_query(\"SELECT * FROM term_association\", conn)\n", "df_term_association.head()" ] }, { "cell_type": "code", "execution_count": 8, "id": "76a44b5a-2532-44a4-8226-e74322e289c9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['MONDO', 'HGNC', 'WB', 'MGI', 'RGD', 'Xenbase', 'ZFIN'],\n", " dtype=object)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_term_association['subject'].str.split(\":\").str[0].unique()" ] }, { "cell_type": "code", "execution_count": 9, "id": "23cd279e-77fd-472c-bd13-d21753d3cf9f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['HP', 'WBPhenotype', 'MP', 'XPO', 'ZP'], dtype=object)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_term_association['object'].str.split(\":\").str[0].unique()" ] }, { "cell_type": "code", "execution_count": 10, "id": "f8af957d-612c-4922-998e-760553f171ad", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
subjectpredicateobject
396014MGI:1261425biolink:has_phenotypeMP:0004974
434353MGI:1858212biolink:has_phenotypeMP:0005331
374300MGI:109207biolink:has_phenotypeMP:0005560
387558MGI:98475biolink:has_phenotypeMP:0008872
315680MGI:97512biolink:has_phenotypeMP:0005293
............
402503MGI:88417biolink:has_phenotypeMP:0001923
350599MGI:104510biolink:has_phenotypeMP:0006358
349262MGI:103289biolink:has_phenotypeMP:0008476
331444MGI:98834biolink:has_phenotypeMP:0003789
472334MGI:1920719biolink:has_phenotypeMP:0001491
\n", "

100 rows × 3 columns

\n", "
" ], "text/plain": [ " subject predicate object\n", "396014 MGI:1261425 biolink:has_phenotype MP:0004974\n", "434353 MGI:1858212 biolink:has_phenotype MP:0005331\n", "374300 MGI:109207 biolink:has_phenotype MP:0005560\n", "387558 MGI:98475 biolink:has_phenotype MP:0008872\n", "315680 MGI:97512 biolink:has_phenotype MP:0005293\n", "... ... ... ...\n", "402503 MGI:88417 biolink:has_phenotype MP:0001923\n", "350599 MGI:104510 biolink:has_phenotype MP:0006358\n", "349262 MGI:103289 biolink:has_phenotype MP:0008476\n", "331444 MGI:98834 biolink:has_phenotype MP:0003789\n", "472334 MGI:1920719 biolink:has_phenotype MP:0001491\n", "\n", "[100 rows x 3 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# MGI:1261425 => drosha, ribonuclease type III\n", "df_100 = df_term_association[df_term_association['subject'].str.startswith(\"MGI:\")].sample(n=100, random_state=1)\n", "df_100 = df_100[['subject', 'predicate', 'object']]\n", "df_100" ] }, { "cell_type": "code", "execution_count": 11, "id": "68078a59-7ac9-419a-af3b-9b4e089c3e4f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "396014 MGI:1261425\n", "434353 MGI:1858212\n", "374300 MGI:109207\n", "387558 MGI:98475\n", "315680 MGI:97512\n", " ... \n", "402503 MGI:88417\n", "350599 MGI:104510\n", "349262 MGI:103289\n", "331444 MGI:98834\n", "472334 MGI:1920719\n", "Name: subject, Length: 100, dtype: object" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_100['subject'].drop_duplicates()" ] }, { "cell_type": "code", "execution_count": 12, "id": "b0440238-5be2-4d0d-b017-ce6e0e82deaa", "metadata": {}, "outputs": [], "source": [ "subject_object_dict = {}\n", "for subject in df_100['subject'].drop_duplicates():\n", " objects = set(df_100[df_100['subject']==subject]['object'])\n", " subject_object_dict[subject] = objects\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "33d93d2c-a3cd-4a97-8c5c-51f8a874c24b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 13.5 s, sys: 1.03 s, total: 14.5 s\n", "Wall time: 15.1 s\n" ] } ], "source": [ "%%time\n", "predicates = [\"rdfs:subClassOf\", \"BFO:0000050\"]\n", "semsimian = Semsimian(\n", " spo=None,\n", " predicates=predicates,\n", " pairwise_similarity_attributes=None,\n", " resource_path=db,\n", " )\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "f5ffa45a-0223-426b-966b-3ddcebd5b180", "metadata": {}, "outputs": [], "source": [ "\n", "subject_prefixes = [\"MGI:\"]\n", "# object_terms = set(df_100['object'].drop_duplicates())\n", "assoc_predicate = {\"biolink:has_phenotype\"}\n", "include_similarity_object = True\n", "limit = 50\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "e17e45a8-a80b-451c-a8a8-064bcfdb979e", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "CPU times: user 1min 53s, sys: 2.26 s, total: 1min 56s\n", "Wall time: 1min 34s\n" ] } ], "source": [ "%%time\n", "\n", "search_type = \"flat\"\n", "flat_result = {}\n", "for subj, obj in subject_object_dict.items():\n", " flat_result[subj] = semsimian.associations_search(\n", " assoc_predicate,\n", " set(obj),\n", " include_similarity_object,\n", " search_type,\n", " None,\n", " subject_prefixes,\n", " limit,\n", " )" ] }, { "cell_type": "code", "execution_count": 16, "id": "28cc65ae-5384-4930-abd5-c8ca6a2ac425", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(flat_result)" ] }, { "cell_type": "code", "execution_count": 17, "id": "64c75fc3-e80c-4e2e-8f6a-dfc73067cd86", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "CPU times: user 2h 11min 22s, sys: 3min 48s, total: 2h 15min 10s\n", "Wall time: 2h 14min 31s\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n" ] } ], "source": [ "%%time\n", "\n", "search_type = \"full\"\n", "full_result = {}\n", "for subj, obj in subject_object_dict.items():\n", " full_result[subj] = semsimian.associations_search(\n", " assoc_predicate,\n", " set(obj),\n", " include_similarity_object,\n", " search_type,\n", " None,\n", " subject_prefixes,\n", " limit,\n", " )" ] }, { "cell_type": "code", "execution_count": 18, "id": "d7893cfb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(full_result)" ] }, { "cell_type": "code", "execution_count": 19, "id": "2fa0aa3c-1c15-42b0-b183-d0696bb3539c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "CPU times: user 21min 27s, sys: 16.5 s, total: 21min 43s\n", "Wall time: 21min 16s\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n", "Using cache! \"MGI:biolink:has_phenotypeflat\"\n", "Using cache! \"MGI:biolink:has_phenotypefull\"\n" ] } ], "source": [ "%%time\n", "\n", "search_type = \"hybrid\"\n", "hybrid_result = {}\n", "for subj, obj in subject_object_dict.items():\n", " hybrid_result[subj] = semsimian.associations_search(\n", " assoc_predicate,\n", " set(obj),\n", " include_similarity_object,\n", " search_type,\n", " None,\n", " subject_prefixes,\n", " limit,\n", " )" ] }, { "cell_type": "code", "execution_count": 20, "id": "af58c33b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(hybrid_result)" ] }, { "cell_type": "code", "execution_count": 21, "id": "ce99423f-6e90-440d-8d7f-eb4689d6f9ed", "metadata": {}, "outputs": [], "source": [ "def get_search_terms_for_input_term(dictionary:dict):\n", " result_dict = {}\n", " for k, v in dictionary.items():\n", " result_dict[k] = [curie for _,_,curie in v]\n", " return result_dict\n", " " ] }, { "cell_type": "code", "execution_count": 22, "id": "154aedab-3fc5-4f15-aade-74efbbd3c826", "metadata": {}, "outputs": [], "source": [ "full_result_terms = get_search_terms_for_input_term(full_result)\n", "flat_result_terms = get_search_terms_for_input_term(flat_result)\n", "hybrid_result_terms = get_search_terms_for_input_term(hybrid_result)" ] }, { "cell_type": "code", "execution_count": 23, "id": "bcbb7a29-a37c-4f29-b93b-620a84fa6f2c", "metadata": {}, "outputs": [], "source": [ "def get_overlap(dict1, dict2):\n", " input_term_overlap = {}\n", " for term, result in dict1.items():\n", " common = set(result).intersection(set(dict2[term]))\n", " total = len(set(dict2[term]) | set(result))\n", " overlap = len(common) / total * 100\n", " input_term_overlap[term] = overlap\n", " return input_term_overlap\n", " " ] }, { "cell_type": "code", "execution_count": 24, "id": "d1a6a3cf-935c-48d8-b585-d7e14845c821", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "{'MGI:1261425': 38.88888888888889,\n", " 'MGI:1858212': 26.582278481012654,\n", " 'MGI:109207': 29.87012987012987,\n", " 'MGI:98475': 11.11111111111111,\n", " 'MGI:97512': 33.33333333333333,\n", " 'MGI:88291': 42.857142857142854,\n", " 'MGI:1914362': 35.13513513513514,\n", " 'MGI:1924285': 20.481927710843372,\n", " 'MGI:2385958': 11.11111111111111,\n", " 'MGI:1313275': 17.647058823529413,\n", " 'MGI:2177178': 19.047619047619047,\n", " 'MGI:98973': 13.636363636363635,\n", " 'MGI:1341163': 8.695652173913043,\n", " 'MGI:97311': 35.13513513513514,\n", " 'MGI:88258': 25.0,\n", " 'MGI:1915325': 40.845070422535215,\n", " 'MGI:96083': 23.456790123456788,\n", " 'MGI:95808': 33.33333333333333,\n", " 'MGI:104779': 9.89010989010989,\n", " 'MGI:104673': 42.857142857142854,\n", " 'MGI:1321392': 53.84615384615385,\n", " 'MGI:97348': 42.857142857142854,\n", " 'MGI:1339999': 35.13513513513514,\n", " 'MGI:88145': 53.84615384615385,\n", " 'MGI:1098280': 40.845070422535215,\n", " 'MGI:1891740': 2.0408163265306123,\n", " 'MGI:1346872': 25.0,\n", " 'MGI:105098': 25.0,\n", " 'MGI:97503': 31.57894736842105,\n", " 'MGI:2673128': 25.0,\n", " 'MGI:1196326': 29.87012987012987,\n", " 'MGI:102780': 2.0408163265306123,\n", " 'MGI:95664': 38.88888888888889,\n", " 'MGI:2385599': 61.29032258064516,\n", " 'MGI:894293': 20.481927710843372,\n", " 'MGI:1918686': 31.57894736842105,\n", " 'MGI:97740': 23.456790123456788,\n", " 'MGI:1859183': 6.382978723404255,\n", " 'MGI:2145823': 38.88888888888889,\n", " 'MGI:1920999': 14.942528735632186,\n", " 'MGI:107543': 26.582278481012654,\n", " 'MGI:1347470': 13.636363636363635,\n", " 'MGI:1261768': 29.87012987012987,\n", " 'MGI:1914523': 38.88888888888889,\n", " 'MGI:1335098': 66.66666666666666,\n", " 'MGI:892003': 29.87012987012987,\n", " 'MGI:88342': 29.87012987012987,\n", " 'MGI:108417': 47.05882352941176,\n", " 'MGI:1195272': 25.0,\n", " 'MGI:2137356': 1.0101010101010102,\n", " 'MGI:107364': 11.11111111111111,\n", " 'MGI:2135607': 17.647058823529413,\n", " 'MGI:1346013': 25.0,\n", " 'MGI:96958': 13.636363636363635,\n", " 'MGI:96606': 13.636363636363635,\n", " 'MGI:96721': 7.526881720430108,\n", " 'MGI:1194993': 88.67924528301887,\n", " 'MGI:2684139': 31.57894736842105,\n", " 'MGI:1339753': 47.05882352941176,\n", " 'MGI:1916296': 42.857142857142854,\n", " 'MGI:97525': 26.582278481012654,\n", " 'MGI:96551': 13.636363636363635,\n", " 'MGI:1098590': 44.927536231884055,\n", " 'MGI:1891124': 26.582278481012654,\n", " 'MGI:1096335': 16.27906976744186,\n", " 'MGI:87986': 25.0,\n", " 'MGI:1276116': 29.87012987012987,\n", " 'MGI:1098767': 35.13513513513514,\n", " 'MGI:1321395': 16.27906976744186,\n", " 'MGI:1261423': 38.88888888888889,\n", " 'MGI:1917579': 33.33333333333333,\n", " 'MGI:1929601': 20.481927710843372,\n", " 'MGI:1196389': 92.3076923076923,\n", " 'MGI:101884': 21.951219512195124,\n", " 'MGI:98923': 25.0,\n", " 'MGI:2444248': 38.88888888888889,\n", " 'MGI:95514': 25.0,\n", " 'MGI:1346060': 23.456790123456788,\n", " 'MGI:107537': 14.942528735632186,\n", " 'MGI:1914701': 13.636363636363635,\n", " 'MGI:108520': 58.730158730158735,\n", " 'MGI:1924238': 40.845070422535215,\n", " 'MGI:1914155': 44.927536231884055,\n", " 'MGI:88084': 16.27906976744186,\n", " 'MGI:2684944': 21.951219512195124,\n", " 'MGI:2141861': 35.13513513513514,\n", " 'MGI:1919202': 12.359550561797752,\n", " 'MGI:1353592': 2.0408163265306123,\n", " 'MGI:1206581': 33.33333333333333,\n", " 'MGI:1277238': 42.857142857142854,\n", " 'MGI:3045253': 17.647058823529413,\n", " 'MGI:103560': 36.986301369863014,\n", " 'MGI:2387643': 21.951219512195124,\n", " 'MGI:95481': 61.29032258064516,\n", " 'MGI:104644': 13.636363636363635,\n", " 'MGI:88417': 42.857142857142854,\n", " 'MGI:104510': 47.05882352941176,\n", " 'MGI:103289': 23.456790123456788,\n", " 'MGI:98834': 16.27906976744186,\n", " 'MGI:1920719': 33.33333333333333}" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# input_term_full_flat_overlap = get_overlap(full_result_terms, flat_result_terms)\n", "input_term_full_hybrid_overlap = get_overlap(full_result_terms, hybrid_result_terms)\n", "input_term_full_flat_overlap = get_overlap(full_result_terms, flat_result_terms)\n", "input_term_flat_hybrid_overlap = get_overlap(flat_result_terms, hybrid_result_terms)\n", "\n", "input_term_flat_hybrid_overlap\n", "# print(len(set(full_result_terms['MGI:1261425']).intersection(set(full_result_terms['MGI:1261425']))))" ] }, { "cell_type": "markdown", "id": "c5c76fc6-4ed9-4c30-8085-9da558f50031", "metadata": {}, "source": [ "### Plot params" ] }, { "cell_type": "code", "execution_count": 25, "id": "ebc0af67-8b45-45bf-9196-9a878c10766d", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "\n", "def plot_graph(data, title):\n", " # Create lists for the plot\n", " keys = list(data.keys())\n", " values = list(data.values())\n", " \n", " # Create a bar chart\n", " plt.figure(figsize=(20,10)) # Increase the size as needed\n", " bars = plt.bar(range(len(data)), values, tick_label=keys)\n", " \n", " # Rotate the x-axis labels so they don't overlap\n", " plt.xticks(rotation=90)\n", " \n", " # Add title and labels\n", " plt.title(title)\n", " plt.xlabel('Keys')\n", " plt.ylabel('Values')\n", "\n", " # Loop over the bars and add the value on top\n", " for bar in bars:\n", " yval = bar.get_height()\n", " plt.text(bar.get_x() + bar.get_width()/2.0, yval, round(yval, 2), va='bottom', rotation=45) # va: vertical alignment\n", " \n", " # Show the plot\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "8ea8aa39-02c1-48e8-a319-cee7723733d7", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plot_graph(input_term_full_hybrid_overlap, \"Full vs Hybrid\")" ] }, { "cell_type": "code", "execution_count": 27, "id": "e8cd7a3b-422e-41ec-b936-00fc38c9fa27", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plot_graph(input_term_full_flat_overlap, \"Full vs Flat\")" ] }, { "cell_type": "code", "execution_count": 28, "id": "00eaf3da-2616-4e1d-9fb2-a587a8e5d6d2", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plot_graph(input_term_flat_hybrid_overlap, \"Flat vs Hybrid\")" ] }, { "cell_type": "code", "execution_count": null, "id": "ddb66fd7-4d8a-46e1-b0d9-808627e49436", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 5 }