|
406 | 406 | "outputs": [], |
407 | 407 | "source": [ |
408 | 408 | "def random(x, w):\n", |
| 409 | + " \"\"\"Random baseline method\"\"\"\n", |
409 | 410 | " return np.random.rand(1)[0]\n", |
410 | 411 | "\n", |
| 412 | + "\n", |
411 | 413 | "df = dc.bm.benchmark(\n", |
412 | 414 | " adata=adata,\n", |
413 | 415 | " net=net,\n", |
414 | | - " kws_decouple={\n", |
415 | | - " 'cons': True,\n", |
416 | | - " 'tmin': 3,\n", |
417 | | - " 'args':{\n", |
418 | | - " 'waggr': {'fun': random}\n", |
419 | | - " }\n", |
420 | | - " },\n", |
| 416 | + " kws_decouple={\"cons\": True, \"tmin\": 3, \"args\": {\"waggr\": {\"fun\": random}}},\n", |
421 | 417 | ")" |
422 | 418 | ] |
423 | 419 | }, |
|
578 | 574 | } |
579 | 575 | ], |
580 | 576 | "source": [ |
581 | | - "dc.bm.pl.auc(df, hue='method')" |
| 577 | + "dc.bm.pl.auc(df, hue=\"method\")" |
582 | 578 | ] |
583 | 579 | }, |
584 | 580 | { |
|
614 | 610 | } |
615 | 611 | ], |
616 | 612 | "source": [ |
617 | | - "dc.bm.pl.fscore(df, hue='method')" |
| 613 | + "dc.bm.pl.fscore(df, hue=\"method\")" |
618 | 614 | ] |
619 | 615 | }, |
620 | 616 | { |
|
650 | 646 | } |
651 | 647 | ], |
652 | 648 | "source": [ |
653 | | - "dc.bm.pl.qrank(df, hue='method')" |
| 649 | + "dc.bm.pl.qrank(df, hue=\"method\")" |
654 | 650 | ] |
655 | 651 | }, |
656 | 652 | { |
|
968 | 964 | } |
969 | 965 | ], |
970 | 966 | "source": [ |
971 | | - "dc.bm.pl.bar(df=hdf, x='H(auroc, auprc)', y='method', hue='method')\n", |
972 | | - "dc.bm.pl.bar(df=hdf, x='F-score', y='method', hue='method')\n", |
973 | | - "dc.bm.pl.bar(df=hdf, x='H(1-qrank, -log10(pval))', y='method', hue='method')" |
| 967 | + "dc.bm.pl.bar(df=hdf, x=\"H(auroc, auprc)\", y=\"method\", hue=\"method\")\n", |
| 968 | + "dc.bm.pl.bar(df=hdf, x=\"F-score\", y=\"method\", hue=\"method\")\n", |
| 969 | + "dc.bm.pl.bar(df=hdf, x=\"H(1-qrank, -log10(pval))\", y=\"method\", hue=\"method\")" |
974 | 970 | ] |
975 | 971 | }, |
976 | 972 | { |
|
1000 | 996 | } |
1001 | 997 | ], |
1002 | 998 | "source": [ |
1003 | | - "dc.bm.pl.summary(df=hdf, y='method', figsize=(6, 3))" |
| 999 | + "dc.bm.pl.summary(df=hdf, y=\"method\", figsize=(6, 3))" |
1004 | 1000 | ] |
1005 | 1001 | }, |
1006 | 1002 | { |
|
1644 | 1640 | "metadata": {}, |
1645 | 1641 | "outputs": [], |
1646 | 1642 | "source": [ |
1647 | | - "unw_ct = ct.drop(columns='weight')\n", |
1648 | | - "unw_do = do.drop(columns='weight')" |
| 1643 | + "unw_ct = ct.drop(columns=\"weight\")\n", |
| 1644 | + "unw_do = do.drop(columns=\"weight\")" |
1649 | 1645 | ] |
1650 | 1646 | }, |
1651 | 1647 | { |
|
1667 | 1663 | "df = dc.bm.benchmark(\n", |
1668 | 1664 | " adata=adata,\n", |
1669 | 1665 | " net={\n", |
1670 | | - " 'collectri': ct,\n", |
1671 | | - " 'dorothea': do,\n", |
1672 | | - " 'unw_collectri': unw_ct,\n", |
1673 | | - " 'unw_dorothea': unw_do,\n", |
1674 | | - " 'r_collectri': rct,\n", |
1675 | | - " 'r_dorothea': rdo,\n", |
| 1666 | + " \"collectri\": ct,\n", |
| 1667 | + " \"dorothea\": do,\n", |
| 1668 | + " \"unw_collectri\": unw_ct,\n", |
| 1669 | + " \"unw_dorothea\": unw_do,\n", |
| 1670 | + " \"r_collectri\": rct,\n", |
| 1671 | + " \"r_dorothea\": rdo,\n", |
1676 | 1672 | " },\n", |
1677 | 1673 | " kws_decouple={\n", |
1678 | | - " 'methods': 'ulm',\n", |
| 1674 | + " \"methods\": \"ulm\",\n", |
1679 | 1675 | " },\n", |
1680 | 1676 | ")" |
1681 | 1677 | ] |
|
1897 | 1893 | } |
1898 | 1894 | ], |
1899 | 1895 | "source": [ |
1900 | | - "dc.bm.pl.auc(df, hue='net')" |
| 1896 | + "dc.bm.pl.auc(df, hue=\"net\")" |
1901 | 1897 | ] |
1902 | 1898 | }, |
1903 | 1899 | { |
|
1926 | 1922 | } |
1927 | 1923 | ], |
1928 | 1924 | "source": [ |
1929 | | - "dc.bm.pl.fscore(df, hue='net')" |
| 1925 | + "dc.bm.pl.fscore(df, hue=\"net\")" |
1930 | 1926 | ] |
1931 | 1927 | }, |
1932 | 1928 | { |
|
1955 | 1951 | } |
1956 | 1952 | ], |
1957 | 1953 | "source": [ |
1958 | | - "dc.bm.pl.qrank(df, hue='net')" |
| 1954 | + "dc.bm.pl.qrank(df, hue=\"net\")" |
1959 | 1955 | ] |
1960 | 1956 | }, |
1961 | 1957 | { |
|
2172 | 2168 | } |
2173 | 2169 | ], |
2174 | 2170 | "source": [ |
2175 | | - "dc.bm.pl.bar(df=hdf, x='H(auroc, auprc)', y='net', hue='net')\n", |
2176 | | - "dc.bm.pl.bar(df=hdf, x='F-score', y='net', hue='net')\n", |
2177 | | - "dc.bm.pl.bar(df=hdf, x='H(1-qrank, -log10(pval))', y='net', hue='net')" |
| 2171 | + "dc.bm.pl.bar(df=hdf, x=\"H(auroc, auprc)\", y=\"net\", hue=\"net\")\n", |
| 2172 | + "dc.bm.pl.bar(df=hdf, x=\"F-score\", y=\"net\", hue=\"net\")\n", |
| 2173 | + "dc.bm.pl.bar(df=hdf, x=\"H(1-qrank, -log10(pval))\", y=\"net\", hue=\"net\")" |
2178 | 2174 | ] |
2179 | 2175 | }, |
2180 | 2176 | { |
|
2204 | 2200 | } |
2205 | 2201 | ], |
2206 | 2202 | "source": [ |
2207 | | - "dc.bm.pl.summary(df=hdf, y='net', figsize=(7, 3))" |
| 2203 | + "dc.bm.pl.summary(df=hdf, y=\"net\", figsize=(7, 3))" |
2208 | 2204 | ] |
2209 | 2205 | }, |
2210 | 2206 | { |
|
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