diff --git a/PhenopacketStoreStats.ipynb b/PhenopacketStoreStats.ipynb index 78473a82..b7158a85 100644 --- a/PhenopacketStoreStats.ipynb +++ b/PhenopacketStoreStats.ipynb @@ -61,7 +61,7 @@ "import zipfile\n", "from ppktstore.model import PhenopacketStore\n", "\n", - "release_tag = '0.1.19'\n", + "release_tag = '0.1.20'\n", "\n", "input_zip = 'all_phenopackets.zip'\n", "with zipfile.ZipFile(input_zip) as zf:\n", @@ -133,24 +133,24 @@ " \n", " \n", " 69\n", - " Family 1 proband\n", + " Family 2 proband\n", " AAGAB\n", " OMIM:148600\n", " Keratoderma, palmoplantar, punctate type IA\n", " AAGAB\n", - " NM_024666.5:c.505_506dup\n", + " NM_024666.5:c.473del\n", " \n", " PMID:28239884\n", " all_phenopackets.zip/../../..\n", " \n", " \n", " 70\n", - " Family 2 proband\n", + " Family 1 proband\n", " AAGAB\n", " OMIM:148600\n", " Keratoderma, palmoplantar, punctate type IA\n", " AAGAB\n", - " NM_024666.5:c.473del\n", + " NM_024666.5:c.505_506dup\n", " \n", " PMID:28239884\n", " all_phenopackets.zip/../../..\n", @@ -181,14 +181,14 @@ " \n", " \n", " 84\n", - " II-2\n", + " P18\n", " ABCB7\n", " OMIM:301310\n", " Anemia, sideroblastic, and spinocerebellar ataxia\n", " ABCB7\n", - " NM_001271696.3:c.1297G>A\n", + " NM_001271696.3:c.2021A>G\n", " \n", - " PMID:11050011\n", + " PMID:34354969\n", " all_phenopackets.zip/../../..\n", " \n", " \n", @@ -197,11 +197,11 @@ ], "text/plain": [ " patient_id cohort disease_id \\\n", - "69 Family 1 proband AAGAB OMIM:148600 \n", - "70 Family 2 proband AAGAB OMIM:148600 \n", + "69 Family 2 proband AAGAB OMIM:148600 \n", + "70 Family 1 proband AAGAB OMIM:148600 \n", "71 Family 3 proband AAGAB OMIM:148600 \n", "72 II.2 ABCA4 OMIM:601718 \n", - "84 II-2 ABCB7 OMIM:301310 \n", + "84 P18 ABCB7 OMIM:301310 \n", "\n", " disease gene \\\n", "69 Keratoderma, palmoplantar, punctate type IA AAGAB \n", @@ -211,11 +211,11 @@ "84 Anemia, sideroblastic, and spinocerebellar ataxia ABCB7 \n", "\n", " allele_1 allele_2 PMID \\\n", - "69 NM_024666.5:c.505_506dup PMID:28239884 \n", - "70 NM_024666.5:c.473del PMID:28239884 \n", + "69 NM_024666.5:c.473del PMID:28239884 \n", + "70 NM_024666.5:c.505_506dup PMID:28239884 \n", "71 NM_024666.5:c.870+1G>A PMID:28239884 \n", "72 NM_000350.3:c.1938-1G>A PMID:10874631 \n", - "84 NM_001271696.3:c.1297G>A PMID:11050011 \n", + "84 NM_001271696.3:c.2021A>G PMID:34354969 \n", "\n", " filename \n", "69 all_phenopackets.zip/../../.. \n", @@ -278,16 +278,16 @@ " \n", " \n", " 0\n", - " PMID_15266616_80-80\n", - " FEMALE\n", - " 4928.25\n", - " 13.492813\n", + " PMID_15266616_35-35\n", + " MALE\n", + " 1095.75\n", + " 3.0\n", " None\n", " \n", " \n", " 1\n", - " PMID_15266616_128-128\n", - " MALE\n", + " PMID_15266616_148-148\n", + " FEMALE\n", " NaN\n", " NaN\n", " None\n", @@ -298,8 +298,8 @@ ], "text/plain": [ " id sex age_in_days age_in_years vital_status\n", - "0 PMID_15266616_80-80 FEMALE 4928.25 13.492813 None\n", - "1 PMID_15266616_128-128 MALE NaN NaN None" + "0 PMID_15266616_35-35 MALE 1095.75 3.0 None\n", + "1 PMID_15266616_148-148 FEMALE NaN NaN None" ] }, "execution_count": 5, @@ -333,7 +333,7 @@ { "data": { "text/plain": [ - "{'males': 2663, 'females': 2377, 'unknown': 1628}" + "{'males': 2975, 'females': 2663, 'unknown': 1744}" ] }, "execution_count": 6, @@ -358,7 +358,7 @@ { "data": { "text/plain": [ - "'5040 (75.6%) had the sex specified (52.8% males, 47.2% females)'" + "'5638 (76.4%) had the sex specified (52.8% males, 47.2% females)'" ] }, "execution_count": 7, @@ -392,8 +392,8 @@ { "data": { "text/plain": [ - "{'individuals with no age': '2330 (34.9%)',\n", - " 'individuals with age': '4338 (65.1%)'}" + "{'individuals with no age': '2480 (33.6%)',\n", + " 'individuals with age': '4903 (66.4%)'}" ] }, "execution_count": 8, @@ -425,7 +425,7 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -506,32 +506,32 @@ " \n", " 0\n", " version\n", - " 0.1.19\n", + " 0.1.20\n", " \n", " \n", " 1\n", " phenopackets\n", - " 6668\n", + " 7383\n", " \n", " \n", " 2\n", " diseases\n", - " 475\n", + " 481\n", " \n", " \n", " 3\n", " genes\n", - " 423\n", + " 429\n", " \n", " \n", " 4\n", " alleles\n", - " 3834\n", + " 4062\n", " \n", " \n", " 5\n", " PMIDs\n", - " 959\n", + " 1030\n", " \n", " \n", " 6\n", @@ -546,12 +546,12 @@ " \n", " 8\n", " individuals per gene (mean)\n", - " 15.763593\n", + " 17.20979\n", " \n", " \n", " 9\n", " individuals per gene (median)\n", - " 4.0\n", + " 5.0\n", " \n", " \n", " 10\n", @@ -566,7 +566,7 @@ " \n", " 12\n", " individuals per disease (mean)\n", - " 14.037895\n", + " 15.349272\n", " \n", " \n", " 13\n", @@ -576,7 +576,7 @@ " \n", " 14\n", " genes associated with a single disease\n", - " 387\n", + " 393\n", " \n", " \n", " 15\n", @@ -596,32 +596,32 @@ " \n", " 18\n", " total HPO terms used\n", - " 115291\n", + " 130465\n", " \n", " \n", " 19\n", " present HPO terms used\n", - " 53693\n", + " 58189\n", " \n", " \n", " 20\n", " excluded HPO terms used\n", - " 61598\n", + " 72276\n", " \n", " \n", " 21\n", " unique HPO terms used\n", - " 3292\n", + " 3369\n", " \n", " \n", " 22\n", " present HPO terms per cohort (mean)\n", - " 127.234597\n", + " 135.955607\n", " \n", " \n", " 23\n", " present HPO terms per cohort (median)\n", - " 37.0\n", + " 38.5\n", " \n", " \n", " 24\n", @@ -636,12 +636,12 @@ " \n", " 26\n", " excluded HPO terms per cohort (mean)\n", - " 145.966825\n", + " 168.869159\n", " \n", " \n", " 27\n", " excluded HPO terms per cohort (median)\n", - " 17.0\n", + " 18.0\n", " \n", " \n", " 28\n", @@ -651,17 +651,17 @@ " \n", " 29\n", " excluded HPO terms per cohort (max)\n", - " 4844.0\n", + " 4920.0\n", " \n", " \n", " 30\n", " total HPO terms per cohort (mean)\n", - " 273.201422\n", + " 304.824766\n", " \n", " \n", " 31\n", " total HPO terms per cohort (median)\n", - " 57.0\n", + " 59.5\n", " \n", " \n", " 32\n", @@ -671,7 +671,7 @@ " \n", " 33\n", " total HPO terms per cohort (max)\n", - " 5928.0\n", + " 6081.0\n", " \n", " \n", "\n", @@ -679,40 +679,40 @@ ], "text/plain": [ " item value\n", - "0 version 0.1.19\n", - "1 phenopackets 6668\n", - "2 diseases 475\n", - "3 genes 423\n", - "4 alleles 3834\n", - "5 PMIDs 959\n", + "0 version 0.1.20\n", + "1 phenopackets 7383\n", + "2 diseases 481\n", + "3 genes 429\n", + "4 alleles 4062\n", + "5 PMIDs 1030\n", "6 individuals per gene (max) 463\n", "7 individuals per gene (min) 1\n", - "8 individuals per gene (mean) 15.763593\n", - "9 individuals per gene (median) 4.0\n", + "8 individuals per gene (mean) 17.20979\n", + "9 individuals per gene (median) 5.0\n", "10 individuals per disease (max) 463\n", "11 individuals per disease (min) 1\n", - "12 individuals per disease (mean) 14.037895\n", + "12 individuals per disease (mean) 15.349272\n", "13 individuals per disease (median) 5.0\n", - "14 genes associated with a single disease 387\n", + "14 genes associated with a single disease 393\n", "15 genes associated with two diseases 25\n", "16 genes associated with multiple diseases 11\n", "17 gene(s) with maximum number of diseases FBN1 with 6 associated diseases\n", - "18 total HPO terms used 115291\n", - "19 present HPO terms used 53693\n", - "20 excluded HPO terms used 61598\n", - "21 unique HPO terms used 3292\n", - "22 present HPO terms per cohort (mean) 127.234597\n", - "23 present HPO terms per cohort (median) 37.0\n", + "18 total HPO terms used 130465\n", + "19 present HPO terms used 58189\n", + "20 excluded HPO terms used 72276\n", + "21 unique HPO terms used 3369\n", + "22 present HPO terms per cohort (mean) 135.955607\n", + "23 present HPO terms per cohort (median) 38.5\n", "24 present HPO terms per cohort (min) 2.0\n", "25 present HPO terms per cohort (max) 4130.0\n", - "26 excluded HPO terms per cohort (mean) 145.966825\n", - "27 excluded HPO terms per cohort (median) 17.0\n", + "26 excluded HPO terms per cohort (mean) 168.869159\n", + "27 excluded HPO terms per cohort (median) 18.0\n", "28 excluded HPO terms per cohort (min) 0.0\n", - "29 excluded HPO terms per cohort (max) 4844.0\n", - "30 total HPO terms per cohort (mean) 273.201422\n", - "31 total HPO terms per cohort (median) 57.0\n", + "29 excluded HPO terms per cohort (max) 4920.0\n", + "30 total HPO terms per cohort (mean) 304.824766\n", + "31 total HPO terms per cohort (median) 59.5\n", "32 total HPO terms per cohort (min) 2.0\n", - "33 total HPO terms per cohort (max) 5928.0" + "33 total HPO terms per cohort (max) 6081.0" ] }, "execution_count": 10, @@ -771,15 +771,15 @@ " \n", " 0\n", " 11q_terminal_deletion\n", - " PMID_15266616_80\n", + " PMID_15266616_35\n", " HP:0000348\n", " True\n", " \n", " \n", " 1\n", " 11q_terminal_deletion\n", - " PMID_15266616_80\n", - " HP:0000337\n", + " PMID_15266616_35\n", + " HP:0011220\n", " True\n", " \n", " \n", @@ -788,8 +788,8 @@ ], "text/plain": [ " cohort pp_id term_id is_present\n", - "0 11q_terminal_deletion PMID_15266616_80 HP:0000348 True\n", - "1 11q_terminal_deletion PMID_15266616_80 HP:0000337 True" + "0 11q_terminal_deletion PMID_15266616_35 HP:0000348 True\n", + "1 11q_terminal_deletion PMID_15266616_35 HP:0011220 True" ] }, "execution_count": 11, @@ -848,10 +848,10 @@ { "data": { "text/plain": [ - "mean 17.290192\n", + "mean 17.673395\n", "median 12.000000\n", "min 1.000000\n", - "max 106.000000\n", + "max 190.000000\n", "dtype: float64" ] }, @@ -904,12 +904,12 @@ " \n", " \n", " mean\n", - " 11.782326\n", - " 8.226291\n", + " 12.235653\n", + " 8.053841\n", " \n", " \n", " median\n", - " 6.000000\n", + " 7.000000\n", " 7.000000\n", " \n", " \n", @@ -919,7 +919,7 @@ " \n", " \n", " max\n", - " 101.000000\n", + " 173.000000\n", " 66.000000\n", " \n", " \n", @@ -928,10 +928,10 @@ ], "text/plain": [ "is_present False True \n", - "mean 11.782326 8.226291\n", - "median 6.000000 7.000000\n", + "mean 12.235653 8.053841\n", + "median 7.000000 7.000000\n", "min 1.000000 1.000000\n", - "max 101.000000 66.000000" + "max 173.000000 66.000000" ] }, "execution_count": 14, @@ -1115,17 +1115,17 @@ " Excluded\n", " \n", " \n", - " 11755\n", - " PMID_10077612_Family_A_III_10\n", - " 13\n", - " Total\n", - " \n", - " \n", " 1\n", " PMID_10077612_Family_A_III_10\n", " 4\n", " Present\n", " \n", + " \n", + " 13132\n", + " PMID_10077612_Family_A_III_10\n", + " 13\n", + " Total\n", + " \n", " \n", "\n", "" @@ -1133,8 +1133,8 @@ "text/plain": [ " pp_id cnt status\n", "0 PMID_10077612_Family_A_III_10 9 Excluded\n", - "11755 PMID_10077612_Family_A_III_10 13 Total\n", - "1 PMID_10077612_Family_A_III_10 4 Present" + "1 PMID_10077612_Family_A_III_10 4 Present\n", + "13132 PMID_10077612_Family_A_III_10 13 Total" ] }, "execution_count": 17, @@ -1156,7 +1156,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_45281/3792679578.py:3: FutureWarning: \n", + "/var/folders/hq/zttr8hjx127fgvh0bq7h4bc80000gn/T/ipykernel_35777/3792679578.py:3: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", @@ -1165,7 +1165,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1295,7 +1295,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "4,913 of the total of 115,291 (4.26%) phenotypic features had an associated age of onset.\n" + "5,406 of the total of 130,465 (4.14%) phenotypic features had an associated age of onset.\n" ] } ], @@ -1323,7 +1323,7 @@ { "data": { "text/plain": [ - "mean 1.127962\n", + "mean 1.126168\n", "median 1.000000\n", "min 1.000000\n", "max 6.000000\n", @@ -1415,7 +1415,7 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -1534,13 +1534,13 @@ " \n", " 69\n", " AAGAB\n", - " NM_024666.5:c.505_506dup\n", + " NM_024666.5:c.473del\n", " \n", " \n", " \n", " 70\n", " AAGAB\n", - " NM_024666.5:c.473del\n", + " NM_024666.5:c.505_506dup\n", " \n", " \n", " \n", @@ -1549,8 +1549,8 @@ ], "text/plain": [ " cohort allele_1 allele_2\n", - "69 AAGAB NM_024666.5:c.505_506dup \n", - "70 AAGAB NM_024666.5:c.473del " + "69 AAGAB NM_024666.5:c.473del \n", + "70 AAGAB NM_024666.5:c.505_506dup " ] }, "execution_count": 25, @@ -1605,7 +1605,7 @@ { "data": { "text/plain": [ - "mean 9.206161\n", + "mean 9.619159\n", "median 3.000000\n", "min 1.000000\n", "max 264.000000\n", @@ -1638,10 +1638,10 @@ { "data": { "text/plain": [ - "mean 2.293839\n", + "mean 2.432243\n", "median 1.000000\n", "min 1.000000\n", - "max 28.000000\n", + "max 35.000000\n", "dtype: float64" ] }, @@ -1786,7 +1786,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_45281/964084072.py:43: FutureWarning: \n", + "/var/folders/hq/zttr8hjx127fgvh0bq7h4bc80000gn/T/ipykernel_35777/2876177173.py:43: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", @@ -1795,7 +1795,7 @@ }, { "data": { - "image/png": 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" ] @@ -1927,7 +1927,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.12.4" } }, "nbformat": 4,