From 9e3ce17f961afc1de809118387f5054d125dea0d Mon Sep 17 00:00:00 2001 From: Marcus Fedarko Date: Tue, 10 Oct 2023 16:17:38 -0700 Subject: [PATCH] DOC: rerun tut --- docs/Tutorial.ipynb | 361 +++++++++++++++++++++++++++++++++++++------- 1 file changed, 306 insertions(+), 55 deletions(-) diff --git a/docs/Tutorial.ipynb b/docs/Tutorial.ipynb index f97316a..563a213 100644 --- a/docs/Tutorial.ipynb +++ b/docs/Tutorial.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "3803d7d1", "metadata": {}, "outputs": [], @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "7ae7a74c", "metadata": {}, "outputs": [], @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "f5c74061", "metadata": { "scrolled": true @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "1d2bc430", "metadata": {}, "outputs": [ @@ -113,7 +113,7 @@ "wotplot._matrix.DotPlotMatrix" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -124,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "b0c8dbf3", "metadata": {}, "outputs": [ @@ -135,7 +135,7 @@ "\twith 18 stored elements in COOrdinate format>, k=3, yorder=\"BT\", binary=True)" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "a0d1750b", "metadata": { "scrolled": true @@ -174,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "9379267f", "metadata": {}, "outputs": [ @@ -185,7 +185,7 @@ "\twith 18 stored elements in COOrdinate format>" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -227,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "6c75fa5f", "metadata": {}, "outputs": [ @@ -246,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "f29e862a", "metadata": { "scrolled": true @@ -258,7 +258,7 @@ "scipy.sparse.coo.coo_matrix" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -279,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "b9e3031e", "metadata": { "scrolled": true @@ -306,7 +306,7 @@ " [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -361,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 11, "id": "75193267", "metadata": {}, "outputs": [ @@ -372,7 +372,7 @@ " )" ] }, - "execution_count": 21, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -427,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "id": "70489125", "metadata": {}, "outputs": [ @@ -438,7 +438,7 @@ " )" ] }, - "execution_count": 14, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -467,7 +467,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "id": "20c79d41", "metadata": {}, "outputs": [ @@ -478,7 +478,7 @@ " )" ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -511,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "id": "dd5c9aa8", "metadata": {}, "outputs": [], @@ -529,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "id": "b830209a", "metadata": {}, "outputs": [ @@ -554,7 +554,7 @@ " [ 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])" ] }, - "execution_count": 17, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -581,7 +581,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "id": "def90ddc", "metadata": {}, "outputs": [ @@ -621,12 +621,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "2e1c70c9", "metadata": { "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "wotplot.viz_spy(n, markersize=13)" ] @@ -649,10 +671,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "1b419201", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, '$s_3$ (21 nt) →')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "s3 = \"AGCAGAAAGAGATAAACCTGT\"\n", "p = wotplot.DotPlotMatrix(s3, s3, 2, binary=False)\n", @@ -691,10 +734,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "c6bd2bbe", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, '$s_3$ (21 nt) →')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# it's gamer time\n", "# no match = black; forward match = white; RC match = green; palindromic match = pink\n", @@ -726,10 +790,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "40a1ea34", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Second dot plot: same as the original, but different y-order\n", "m_flipped = wotplot.DotPlotMatrix(s1, s2, k, yorder=\"TB\")\n", @@ -756,10 +831,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "9a6c3f79", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# - Set cmap to \"viridis\" (by default, viz_imshow() sets cmap to \"gray_r\" for binary matrices, but we can\n", "# override this here).\n", @@ -770,10 +867,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "30be1fa7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# - Set marker to \"o\" (draw circles instead of squares for matching cells).\n", "# - Set alpha to 0.3 (add some transparency to the matching cells).\n", @@ -793,10 +912,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "ad05eb6f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# While we're adding this other explanatory stuff, let's add a title for good measure.\n", "fig, ax = wotplot.viz_spy(m, markersize=13, marker=\"o\", alpha=0.3, title=f\"Dot plot ($k = {m.k}$)\")\n", @@ -894,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "8b38c3ef", "metadata": {}, "outputs": [], @@ -909,7 +1041,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "3c353c78", "metadata": {}, "outputs": [], @@ -939,12 +1071,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "2c43f8b3", "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.00s: validating inputs...\n", + "0.39s: computing suffix array for s1...\n", + "0.66s: computing suffix array for s2...\n", + "0.98s: finding forward matches between s1 and s2...\n", + "78.12s: found 3,357,713 forward match cell(s).\n", + "78.12s: computing ReverseComplement(s2)...\n", + "78.14s: computing suffix array for ReverseComplement(s2)...\n", + "78.58s: finding matches between s1 and ReverseComplement(s2)...\n", + "149.74s: found 3,536,693 total match cell(s).\n", + "149.74s: density = 0.00%.\n", + "149.74s: converting match information to COO format inputs...\n", + "151.46s: creating sparse matrix from COO format inputs...\n", + "152.49s: done creating the matrix.\n" + ] + } + ], "source": [ "em = wotplot.DotPlotMatrix(e1s, e2s, 20, verbose=True)" ] @@ -961,20 +1113,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "59645c8a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(5498559, 4641633)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "em.mat.shape" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "afd6818d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'The matrix has 25,522,292,906,847 cells.'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "f\"The matrix has {em.mat.shape[0] * em.mat.shape[1]:,} cells.\"" ] @@ -997,10 +1171,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "f8bc2e3a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.00s: Visualizing all match cells with spy()...\n", + "0.11s: Done visualizing all match cells.\n", + "0.11s: Slightly restyling the visualization...\n", + "0.11s: Done.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = pyplot.subplots()\n", "wotplot.viz_spy(\n", @@ -1034,20 +1229,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "7cf18a01", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.00s: validating inputs...\n", + "0.40s: computing suffix array for s1...\n", + "0.64s: computing suffix array for s2...\n", + "0.95s: finding forward matches between s1 and s2...\n", + "77.81s: found 3,357,713 forward match cell(s).\n", + "77.81s: computing ReverseComplement(s2)...\n", + "77.82s: computing suffix array for ReverseComplement(s2)...\n", + "78.13s: finding matches between s1 and ReverseComplement(s2)...\n", + "148.77s: found 3,536,693 total match cell(s).\n", + "148.77s: density = 0.00%.\n", + "148.77s: converting match information to COO format inputs...\n", + "150.49s: creating sparse matrix from COO format inputs...\n", + "151.52s: done creating the matrix.\n" + ] + } + ], "source": [ "em_nb = wotplot.DotPlotMatrix(e1s, e2s, 20, binary=False, verbose=True)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "8633bd1e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# em and em_nb should have the same dimensions!\n", "em.mat.shape == em_nb.mat.shape" @@ -1055,10 +1281,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "7bf44264", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.91s: Done visualizing \"1\" cells.\n", + "0.91s: Visualizing \"-1\" cells with spy()...\n", + "1.60s: Done visualizing \"-1\" cells.\n", + "1.60s: Visualizing \"2\" cells with spy()...\n", + "2.14s: Done visualizing \"2\" cells.\n", + "2.14s: Slightly restyling the visualization...\n", + "2.14s: Done.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# This code is the exact same as the above visualization of the binary E. coli matrix, \n", "fig, ax = pyplot.subplots()\n",