{ "cells": [ { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import pylab\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load mapping summary CSVs and gather CSV" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "sample_id='SRR606249'\n", "#sample_id = 'p8808mo9'\n", "#sample_id = 'p8808mo11'\n", "\n", "\n", "# load mapping CSVs\n", "all_df = pd.read_csv(f'outputs/minimap/depth/{sample_id}.summary.csv')\n", "left_df = pd.read_csv(f'outputs/leftover/depth/{sample_id}.summary.csv')\n", "\n", "# load gather CSV\n", "gather_df = pd.read_csv(f'outputs/{sample_id}.gather.csv')\n", "\n", "# names!\n", "names_df = pd.read_csv(f'{sample_id}.acc.urls.csv')\n", "\n", "# connect gather_df to all_df and left_df using 'genome_id'\n", "def fix_name(x):\n", " return \"_\".join(x.split('_')[:2]).split('.')[0]\n", "\n", "gather_df['genome_id'] = gather_df['name'].apply(fix_name)\n", "names_df['genome_id'] = names_df['acc'].apply(fix_name)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# CTB bug FIXME\n", "# this ensures that only rows that share genome_id are in all the dataframes\n", "in_gather = set(gather_df.genome_id)\n", "in_left = set(left_df.genome_id)\n", "\n", "in_both = in_left.intersection(in_gather)\n", "\n", "all_df = all_df[all_df.genome_id.isin(in_both)]\n", "left_df = left_df[left_df.genome_id.isin(in_both)]\n", "gather_df = gather_df[gather_df.genome_id.isin(in_both)]\n", "names_df = names_df[names_df.genome_id.isin(in_both)]\n", "\n", "# reassign index now that we've maybe dropped rows\n", "all_df.index = range(len(all_df))\n", "left_df.index = range(len(left_df))\n", "gather_df.index = range(len(gather_df))\n", "names_df.index = range(len(names_df))\n", "\n", "assert len(all_df) == len(gather_df)\n", "assert len(left_df) == len(gather_df)\n", "assert len(names_df) == len(gather_df)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accgenome_urlassembly_report_urlncbi_tax_namegenome_id
0GCA_000013645.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Paraburkholderia xenovorans LB400GCA_000013645
1GCA_000009705.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Nostoc sp. PCC 7120 = FACHB-418GCA_000009705
2GCA_000196115.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Rhodopirellula baltica SH 1GCA_000196115
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" ], "text/plain": [ " acc genome_url \\\n", "0 GCA_000013645.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "1 GCA_000009705.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "2 GCA_000196115.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "\n", " assembly_report_url \\\n", "0 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "2 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "\n", " ncbi_tax_name genome_id \n", "0 Paraburkholderia xenovorans LB400 GCA_000013645 \n", "1 Nostoc sp. PCC 7120 = FACHB-418 GCA_000009705 \n", "2 Rhodopirellula baltica SH 1 GCA_000196115 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# re-sort left_df and all_df to match gather_df order, using matching genome_id column\n", "all_df.set_index(\"genome_id\")\n", "all_df.reindex(index=gather_df[\"genome_id\"])\n", "all_df.reset_index()\n", "\n", "left_df.set_index(\"genome_id\")\n", "left_df.reindex(index=gather_df[\"genome_id\"])\n", "left_df.reset_index()\n", "\n", "left_df[\"mapped_bp\"] = (1 - left_df[\"percent missed\"]/100) * left_df[\"genome bp\"]\n", "\n", "names_df.set_index(\"genome_id\")\n", "names_df.reindex(index=gather_df[\"genome_id\"])\n", "names_df.reset_index()\n", "\n", "names_df[:3]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0genome bpmissedpercent missedcoveragegenome_idsample_idmapped_bp
0GCA_0000136459731138703300.72273210.224036GCA_000013645SRR6062499660808.0
1GCA_00000970572117891740.00241333.737305GCA_000009705SRR6062497211615.0
2GCA_00019611571455761040.001455134.405926GCA_000196115SRR6062497145472.0
3GCA_00001856567854306310.00929923.436817GCA_000018565SRR6062496784799.0
4GCA_0029596956481410138400.21353424.524634GCA_002959695SRR6062496467570.0
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" ], "text/plain": [ " Unnamed: 0 genome bp missed percent missed coverage \\\n", "0 GCA_000013645 9731138 70330 0.722732 10.224036 \n", "1 GCA_000009705 7211789 174 0.002413 33.737305 \n", "2 GCA_000196115 7145576 104 0.001455 134.405926 \n", "3 GCA_000018565 6785430 631 0.009299 23.436817 \n", "4 GCA_002959695 6481410 13840 0.213534 24.524634 \n", "\n", " genome_id sample_id mapped_bp \n", "0 GCA_000013645 SRR606249 9660808.0 \n", "1 GCA_000009705 SRR606249 7211615.0 \n", "2 GCA_000196115 SRR606249 7145472.0 \n", "3 GCA_000018565 SRR606249 6784799.0 \n", "4 GCA_002959695 SRR606249 6467570.0 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "left_df[:5]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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intersect_bpf_orig_queryf_matchf_unique_to_queryf_unique_weightedaverage_abundmedian_abundstd_abundnamefilenamemd5f_match_origunique_intersect_bpgather_result_rankremaining_bpgenome_id
093230000.0248850.9772540.0248850.0086496.8318146.05.847358GCA_000013645.1_ASM1364v1_genomic.fna.gzall-gather-genomes.sbt.zipee9cb05018009af43429e83e7d502a0a0.97725493230000365320000GCA_000013645
172880000.0194530.9990400.0194530.02351723.76303518.029.637611GCA_000009705.1_ASM970v1_genomic.fna.gzall-gather-genomes.sbt.zip264cfdad44548ad96c4a24b6a514a8770.99904072880001358032000GCA_000009705
270390000.0187890.9998580.0187890.08956293.70024292.027.877040GCA_000196115.1_ASM19611v1_genomic.fna.gzall-gather-genomes.sbt.zip7141c3fbf206734950d13cadba0bf46c0.99985870390002350993000GCA_000196115
366040000.0176270.9996970.0176270.01462116.30405816.06.636986GCA_000018565.1_ASM1856v1_genomic.fna.gzall-gather-genomes.sbt.zip5165e0f27ae96c8a78da00c2d30a8e360.99969766040003344389000GCA_000018565
463230000.0168770.9979480.0168770.01489717.34967617.08.548490GCA_002959695.1_ASM295969v1_genomic.fna.gzall-gather-genomes.sbt.zipcefca2cf1f2ffaacdd22d23b45bfb6cb0.99794863230004338066000GCA_002959695
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" ], "text/plain": [ " intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n", "0 9323000 0.024885 0.977254 0.024885 0.008649 \n", "1 7288000 0.019453 0.999040 0.019453 0.023517 \n", "2 7039000 0.018789 0.999858 0.018789 0.089562 \n", "3 6604000 0.017627 0.999697 0.017627 0.014621 \n", "4 6323000 0.016877 0.997948 0.016877 0.014897 \n", "\n", " average_abund median_abund std_abund \\\n", "0 6.831814 6.0 5.847358 \n", "1 23.763035 18.0 29.637611 \n", "2 93.700242 92.0 27.877040 \n", "3 16.304058 16.0 6.636986 \n", "4 17.349676 17.0 8.548490 \n", "\n", " name filename \\\n", "0 GCA_000013645.1_ASM1364v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", "1 GCA_000009705.1_ASM970v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", "2 GCA_000196115.1_ASM19611v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", "3 GCA_000018565.1_ASM1856v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", "4 GCA_002959695.1_ASM295969v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", "\n", " md5 f_match_orig unique_intersect_bp \\\n", "0 ee9cb05018009af43429e83e7d502a0a 0.977254 9323000 \n", "1 264cfdad44548ad96c4a24b6a514a877 0.999040 7288000 \n", "2 7141c3fbf206734950d13cadba0bf46c 0.999858 7039000 \n", "3 5165e0f27ae96c8a78da00c2d30a8e36 0.999697 6604000 \n", "4 cefca2cf1f2ffaacdd22d23b45bfb6cb 0.997948 6323000 \n", "\n", " gather_result_rank remaining_bp genome_id \n", "0 0 365320000 GCA_000013645 \n", "1 1 358032000 GCA_000009705 \n", "2 2 350993000 GCA_000196115 \n", "3 3 344389000 GCA_000018565 \n", "4 4 338066000 GCA_002959695 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gather_df[:5]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# subsample? take top 60...\n", "\n", "NUM=60\n", "\n", "left_df = left_df[:NUM]\n", "all_df = all_df[:NUM]\n", "gather_df = gather_df[:NUM]\n", "names_df = names_df[:NUM]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 1: examining leftover reads, in order of gather" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5DHzVpdP5REREUsEdXh8PtxwCT18a1jVoFmvSB9X4RUREat+6b2HKufDxE9BtMBz5z7gj+h8lfhERkdq09AOYNAzWfg2Dr4Z+PwOr9lV0a50Sv4iISG1q3hG23gVOmgTt94g7mh9RH7+IiEhNrVoEU8+D4vVQvymcNjkjkz4o8YuIiNTMR0/AuP3gvYfhq/fijmaz1NQvIiJSHcUbYNplMPMWaNcLht0GrbrGHdVmKfGLiIhUx2MXwDv3wT7nwoAroLBe3BElRYlfREQkWe5QWgSF9eHA38Cux8GOh8Yd1RZR4hcREUnGhlXw2IXgZXD8HaFZPwua9ivS4D4REZHNWTQLxu0PH0yBbXYLNf8spRq/iIhIZPb8FT+8Ml5ZGbx6LTx3FTRtDyOfhO36xh1mjSjxi4iIEJL+qRNmUFRSRr3CAiad0Y/erUrg1ethpyPgqOugYfO4w6wxJX4RERFgxufLKSopo8xh19KPeH1uF3p36g5jXoRm225y2t3EloLyff2v1SDDKPGLiIgA/bq0onFhGef5fYwpfJz5xXWA7mEK3k1IbCkoLDAwo6Q0odUgw5K/Er+IiAjQu+lKZrT9K42/eZtl3U+l0yFnJvW4xJaC4lIHHAeKS8qY8flyJX4REZGM89ET8PBZNC4ogBPupM0uQ5J+aL8urahXWEBxSRl1ohp/aWkZdQsL/tf0n0mU+EVERBq1gna7w9Bx0Hy7H23+0Wj/BL07tWDSGf2ypo/fPIvPRezTp4/PmjUr7jBERCQbLXkH5r0E+54blt0rHcBX6Wj/GBO6mc129z7Vfbwm8BERkfziDq/fDBMGwGs3hBn5oMpR+z/ow4/67bOZmvpFRCR/rPsWppwDH/8HdjwMhtwIDZpt8iGJffiZ2m+/JZT4RUQkP5QWw4SBsGohHHYN9D17k+fml6vYh5+J/fZbQolfRERyW1kZFBRAnbpwyKXQsiu077VFu+jdqUXWJ/xy6uMXEZHctWoR3HEEvPNAWN71uC1O+rlGNX4REclNHz4e+vPLSsBUzy2nxC8iIrmleANMuxRmToB2vWDYbdCqa9xRZQwlfhERyS3zXgpJf59zYcAVUFgv7ogyihK/iIhkP3dY9jFsvRPseCj87DVou0vcUWUkdXqIiEh227AKJo+Em/cPyR+U9DdBNX4REcleC2fCQ6Ng1ZfhVL1W3eKOKOMp8YuISHZ65TqY/gdo2h5GPQUd9447oqygxC8iItlp/QrY6Ug46lpo2DzuaLKGEr+IiGSPz56FwgbQeT845LJwfn4S0+7K9zS4T0REMl9JEUy7DO4+Dl7+R1hXUEdJvxpU4xcRkcz27ecweTQsfhP6jIbBY+OOKKsp8YuISOZa9gnccki4yM4Jd8EuR8cdUdZT4hcRkczjHprxW3eDvmOg90ho3jHuqHKC+vhFRCSzLHkHbh0EKxeG5D/gciX9WqTELyIimcEdZoyDCQPC5XTXfh13RDlJTf0iIhK/75aHS+h+8iTseBgMuREat4o7qpykxC8iIvF76S8wdzocdg30PVun6aWQEr+IiMSjtATWfQNNtwmT8fQ6FdrtHndUOU99/CIikn4rF8LEI+GuoWFynvpNlfTTRDV+ERFJrw8fgynnQlkJHPEPKKwXd0R5RYlfRETSo3gDTLsUZk6Adr1g2G3QqmvcUeUdJX4REUkPM1g0E/Y5FwZcoZp+TJT4RUQkddzhnfvDKXoNm8OoaVC3QdxR5TUN7hMRkdRYvxImj4RHzgrN+6CknwFiSfxmdpGZvW9m75nZvWbWwMxamtkzZvZp9L9FHLGJiEgtWDgTbt4/DOQbeCXs94u4I5JI2hO/mXUAzgf6uPuuQB3gJOASYLq7dwOmR8siIpJt3nsIbhscbo98Cva7KFxdTzJCXK9EIdDQzAqBRsBiYAgwMdo+ETgmntBERKRGttsX9jgNznoZOu4VdzRSQdoTv7t/CfwNWAAsAVa5+zSgrbsvie6zBNg63bGJiEg1ffosTB4NZWWwVTs4+rowmE8yThxN/S0ItfvtgfZAYzM7bQseP8bMZpnZrGXLlqUqTBERSUZJETx9KUw6Dr7+IEzBKxktjqb+gcA8d1/m7sXAw8C+wFIzawcQ/a/0eozuPt7d+7h7nzZt2qQtaBERqWD5XLjtUHjt37DXGXDmc9BEjbWZLo7z+BcA/cysEbAeGADMAr4DhgPXRP+nxBCbiIgko6wM7j8NVn8JJ94NOx8Vd0SSpLQnfnd/3cwmA28CJcAcYDzQBHjAzEYTfhwcn+7YRERkMzauhTr1wqx7x9wEjVpB845xRyVbIJaZ+9z9CuCKCqs3Emr/IiKSiZa8DZNHhVn4Bo+F9r3ijkiqQSdWiojIprnDjJtgwkAo+i4kfslamqtfRESq9t1ymHIOfPJkSPhDboTGreKOSmpAiV9ERKq2dinMfxUO+zP0PStcYU+ymhK/iIj8UGkJfPwf2OVoaLsLXPQuNGgWd1RSS9THLyIi31u5EO44Ah44HRa8HtYp6ecU1fhFRCT4YCpMPTeco3/sBNiub9wRSQoo8YuICDxzBbzyL2i/Bwy7DVp2iTsiSRElfhERCefk73seHHJ5mJxHcpYSv4hIPnKHNydCWSnsNRp6DA1/kvM0uE9EJN+sXwkPjoDHLoBPng4/AiRvqMYvIpJPFr4BD42G1Yth4JWw7wU6Nz/PKPGLiOSLVV+GU/WabgMjn4KOe8UdkcRAiV9EJNcVrYN6jaBZBxh6M+wwQOfm5zH18YuI5LJPpsG1PWHey2F512OV9POcEr+ISC4qKYKnL4V7jofGbcKfCGrqFxHJPcvnwuRRsOQt2OsMOPQqqNsw7qgkQyjxi4jkmk+ehhVfwIl3w85HxR2NZBglfhGRXLBxLSz7GLbtDX3Phl2Pg6Zt445KMpD6+EVEst3it+DmA2DSsPADoKBASV+qpMQvIpKt3OG1G+HWQVC8Hk68C+o3iTsqyXBq6hcRyUbFG+CBn8KnT0P3w2HIDdCoZdxRSRZQ4hcRyUaF9aHJ1vCTv8LeZ2raXUmaEr+ISLYoLYGX/hquorf1TjDk33FHJFlIiV9EJBusXAgPnQELZ0BBYUj8ItWgxC8ikuk+mApTz4WyMjjuVthtWNwRSRZT4hcRyWTvPwoPDof2e8KwW6Fll7gjkiynxC8ikolKS6BOIXT/CRw6FvYeA4X14o5KcoDO4xcRySTuMOt2uGlfWL8yjN7f91wlfak1SvwiIpli/Up4cAQ8fiFs1Q5Ki2MOSHKRmvpFRDLBwjdg8mhYsxgGXgn7XhCm3hWpZUr8IiKZ4PmxYMCop2HbPnFHIzlMiV9EJC6rl4BFF9Q59pbQn9+gWdxRSY5TO5KISBw+mQbj+of+fAjT7yrpSxoo8YuIpFPJRnjqd3DP8dC0XejPF0kjNfWLiKTLygVw/2mw5G3Y60w49Cqo2yDuqCTPKPGLiKRL/abhPP0TJ8HOR8YdjeQpNfWLiKTSxrXwwjVQUgQNW8CYF5X0JVaq8YuIpMrit2DyKFgxD7bdC3YYoHPzJXZ6B4qI1DZ3eO1GmDAQitfD8MdD0hfJAKrxi4jUtqd/BzNuhO6Hw5AboFHLuCMS+R8lfhGR2uIOZrDHadBie9j7zLAskkGU+EVEaqq0BF74P1i7NNTw2/YIfyIZSH38IiI1sXIB3HE4vPz3sFxaEm88IpuhGr+ISHV9MAWmngdlZXDcrbDbsLgjEtmsKhO/mV0PeFXb3f38lEQkIpIN1n0LU86DVl1h2K3QskvcEYkkZVM1/lnR//7ALsD90fLxwOxUBiUikrFWfAHNO4WR+iMegzY7Q2G9uKMSSVqVffzuPtHdJwLdgIPd/Xp3vx4YAPRKU3wiIpnBHWbdBjf0Df8B2vVU0pesk0wff3ugKfBttNwkWicikh/Wr4Cp58OHU6HrIbDzUXFHJFJtyST+a4A5ZvZ8tHwgcGXKIhIRySQLZ8LkkbBmCQz6I+xznqbdlay22cTv7reb2ZNA32jVJe7+VWrDEhHJEEVroU5dGDUNtu0ddzQiNbbZn61mZsBAoKe7TwHqmdneKY9MRCQuq5fA2/eF210PhnPeUNKXnJFMe9WNwD7AydHyGuCGlEUkIhKnT56Gcf3hiV/Bd8vDujp1441JpBYlk/j7uvs5wAYAd18BaBiriOSWko3w1O/gnhOgaTs4czo0bhV3VCK1LpnBfcVmVodoMh8zawOUpTQqEZF0KiuFO46ARTNh7zEw6E9Qt0HcUYmkRDKJ/zrgEWBrMxsLDAMuS2lUIiLpVFAHep4M+10EOx0RdzQiKbXJxG9mBcA84DeEiXsMOMbdP0xDbCIiqbNxTejH3/ko2PlI2Gt03BGJpMUmE7+7l5nZ3919H+CjNMUkIpJai+fA5FFh+t1tdo07GpG0SmZw3zQzOy46ra9WmFlzM5tsZh+Z2Ydmto+ZtTSzZ8zs0+h/i9o6nogIEKbdfe0GmDAIijfA8Mdh3/PijkokrZJJ/L8AHgSKzGy1ma0xs9U1PO61wFPuvhPQE/gQuASY7u7dgOnRsohI7Zk7HZ7+HXQ7FH72CnTuH3dEImln7lVeeTc1BzTbCngb6OIJBzezj4GD3H2JmbUDXnD37pvaV58+fXzWrFmbuouICKxdBk3ahBr/3OnQdQDUXiOmSFqZ2Wx371Pdxyc1c5+ZnWZmv4+WO9Zw5r4uwDLgdjObY2YTzKwx0NbdlwBE/7euIp4xZjbLzGYtW7asBmGISM4rLYbpf4TresGyT0Ky32Ggkr7ktS2Zue+UaHktNZu5rxDYE7jJ3fcAvmMLmvXdfby793H3Pm3atKlBGCKS01bMh9sPh5f/Dj2GQrMOcUckkhGSOY+/r7vvaWZzIMzcZ2Y1mblvEbDI3V+PlicTEv9SM2uX0NT/dQ2OISL57P1Hw2V0cRh2G+x6XNwRiWSMZGr8tTpzX3Rlv4VmVt5/PwD4AJgKDI/WDQemVPcYIpLnFrwGrXeAs15S0hepIK6Z+84DJkUtB58DIwk/Qh4ws9HAAuD4Gh5DRPLJ0g+gdCO03wMG/RGsQBfXEanEZhO/u08ys9nU4sx97v4WUNmIxAE12a+I5CF3mHVbOE1vm91g9DNQWD/uqEQy1mYTv5ldC9zv7roUr4hklvUrQl/+h1Oh6yEw9GaN2BfZjGSa+t8ELjOzHQlN/ve7u06eF5F4rVwQRu2vWRKa9vc5DwqSGbYkkt+SaeqfCEw0s5bAccCfzWy7aIY9EZF4bNUBtj8A+oyGbXvHHY1I1tiSn8c7ADsBndEFe0QkDquXwIMjYM3ScCndY25U0hfZQsnM3PdnM/sU+CPwPtDb3Y9KeWQiIok+eRrG9Q//v3o37mhEslYyffzzgH3c/ZtUByMi8iMlG+HZK2HGjdB2tzAhT5sd445KJGsl08c/zsyONrMDolUvuvtjKY5LRCR4fmxI+nufFQbx1W0Qd0QiWS2Z0/muBvYGJkWrzjezfd39tymNTETy28a1UL8J9L8QOvWHHQfHHZFITkimqf8IoJe7lwGY2URgDqDELyK1b+MaeOKX8M0nMGoaNGqppC9Si5Id1d884XazFMQhIgKL58DNB8C7D8KOPwkj90WkViVT478amGNmzxOm7D0A1fZFpDaVlcGMG+DZP0CTrWHEE9Bp37ijEslJyQzuu9fMXgD2IiT+i6Mr7ImI1I7SjfDmXaFJ/+jrQ/O+iKREMoP7hgLPufvUaLm5mR3j7o+mOjgRyXFfvALte0G9xjDyyZDwNde+SEol08d/hbuvKl9w95XAFSmLSERyX2lxaNa/4wh4+e9hXeNWSvoiaZBMH39lPw6SeZyIyI+tmA8PjYZFM2GP02H/X8YdkUheSSaBzzKzfwA3AA6cB8xOaVQikpvmPg8PDAc8zMC363FxRySSd5Jp6j8PKALuBx4A1gPnpDIoEclRLbcPF9U56yUlfZGYJDOq/zvgkjTEIiK5aOn7MGcSDB4LLTrD6Y/EHZFIXtuSy/KKiCTPHWZOgFsOCRPyrFoUd0QiggbpiUgqrF8BU8+DDx+DrgNg6LgwMY+IxE6JX0RqlzvcPQyWvAWD/gT7nAsFalwUyRTJTODTBbgW2AcoA14DLnL3z1Mcm4hkk7LS8L+gDgz6A9RtCB16xxuTiPxIMj/D7yGM5t8GaA88CNybyqBEJMusXgx3DoEX/xKWO++npC+SoZJJ/Obud7l7SfR3N+F8fhER+PgpuKk/fDkbWnSKOxoR2Yxk+vifN7NLgPsICf9E4Akzawng7t+mMD4RyVQlG+GZy+H1cbDNbjDsdmjdLe6oRGQzkkn8J0b/z6qwfhThh0CXWo1IRLLDso9h5q3Q92wY9EcorB93RCKShGQm8Nk+HYGISBZwD0362/aBdrvDeWreF8k2m+3jN7MGZvYLM3vYzB4yswvNrEE6ghORDLJxDTw8BiYMgHkvhXVK+iJZJ5mm/juBNcD10fLJwF3A8akKSkQyzJdvwuRRsHI+HPQ76NQ/7ohEpJqSSfzd3b1nwvLzZvZ2qgISkQzzxi3w1G+hSVsY8QR02jfuiESkBpI5nW+OmfUrXzCzvsArqQtJRDJK3Uaw42A4+2UlfZEcUGWN38zeJYzarwv81MwWRMudgA/SE56IxGLu87BuOew2DHqdEv7M4o5KRGrBppr6j0xbFCKSGUqL4fmx8N9/Qbue0ONYzbMvkmOqTPzuPj+dgYhIzFbMh4dGw6KZsOdP4bBrlPRFcpCuzicisHYZ3Lx/OE9/2G2w63FxRyQiKaLEL5LPyspCrb5JGzj40jCIr0XnuKMSkRRSO55Ivlr6fqjlL5oVlvuepaQvkgeSmblvjZmtrvC30MweMTPN0y+Sbdxh5gQYfzB8twxKNsQdkYikUTJN/f8AFgP3AAacBGwDfAzcBhyUquBEpJat+xamngcfPQ47DIJjbgrN/CKSN5Jp6j/M3W929zXuvtrdxwOHu/v9QIsUxycitemte+CTp+HQq+CUB5T0RfJQMjX+MjM7AZgcLQ9L2Oa1H5KI1KqyUljxBbTqCv1+Bl0Pgba7xB2ViMQkmRr/qcDpwNfA0uj2aWbWEDg3hbGJSE2tXgx3DoHbBsP6lVBQR0lfJM9ttsbv7p8DR1Wx+b+1G46I1JqPn4RHfw4lG+GIv0GDZnFHJCIZYLOJ38zaAGcCnRPv7+6jUheWiFRbaQlMuxReHwfb7AbDbofW3eKOSkQyRDJ9/FOAl4FngdLUhiMiNVZQB1Ytgr4/g0F/gML6cUckIhkkmcTfyN0vTnkkIlJ97vD2fbBdP2i5PZxwZ/gBICJSQTKD+x43s8NTHomIVM+G1fDwGHj0bJhxU1inpC8iVUimxn8B8Dsz2wgUEybxcXffKqWRicjmffkmTB4FK+eHufb3/2XcEYlIhktmVH/TdAQiIlvos+lwz4nQpC2M+A902ifuiEQkC1SZ+M1sJ3f/yMz2rGy7u7+ZurBEZLO26wd7nwkH/BoatYw7GhHJEpuq8f8CGAP8vZJtDhySkohEpGpzn4eX/w6n3A/1GsNhV8cdkYhkmSoTv7uPif4fnL5wRKRSpcXw/Fj477+gTfdwVb16jeOOSkSyUDIT+DQAfg7sR6jpvwyMc3ddy1MkHVZ8AZNHw5ezoPcIGHw11GsUd1QikqWSGdV/J7AGuD5aPhm4Czg+VUGJSILHfwHffArH3wE9hsYdjYhkuWQSf3d375mw/LyZvZ2qgEQEKFoHpUXQsDkc+c+wrkWnWEMSkdyQzAQ+c8ysX/mCmfUFXkldSCJ5bun7MP4gmHJOWG7RSUlfRGpNMom/L/CqmX1hZl8ArwEHmtm7ZvZOdQ9sZnXMbI6ZPR4ttzSzZ8zs0+h/i+ruWyQrucMbt8D4g2HDynCqnohILUumqf+wFB37AuBDoHwGwEuA6e5+jZldEi3rGgGSH9Z9C1PPg48ehx0GwTE3QZM2cUclIjloszV+d58PtAKGAEcDrdx9fvlfdQ5qZtsCRwATElYPASZGtycCx1Rn3yJZqawEFr8Fh46FUx5Q0heRlNls4jezywmJuBXQGrjdzC6r4XH/BfwGKEtY19bdlwBE/7euIp4xZjbLzGYtW7ashmGIxKisFN68K/xvsjWcNwv2PRcKkumBExGpnmSa+k8G9ig/b9/MrgHeBK6qzgHN7Ejga3efbWYHbenj3X08MB6gT58+Xp0YRGK36stwRb35/4UGW8EuQ6Buw7ijEpE8kEzi/wJoAJRP2FMfmFuDY/YHjo4u9dsA2MrM7gaWmlk7d19iZu2Ar2twDJHM9dF/YMrPoaQo9OXvfHTcEYlIHkmmTXEj8L6Z3WFmtwPvAWvN7Dozu25LD+juv3X3bd29M3AS8Jy7nwZMBYZHdxsOTNnSfYtkvJf/AfedDM06wlkvQq9TwCzuqEQkjyRT438k+iv3QmpC4RrgATMbDSxAMwNKLupyIHz3cxh4JRTWjzsaEclD5p693eR9+vTxWbNmxR2GSNXc4a1J8M0nMOiPcUcjIjnAzGa7e5/qPj6Zi/R0A64GdiH0yQPg7l2qe1CRvLBhNTx+Ebw3GTrvH/r0C+vFHZWI5LlkmvpvB64A/gkcDIwE1CkpsilfzobJo2DlQjjkMtjvF1BQJ+6oRESSGtzX0N2nE7oF5rv7lcAhqQ1LJIttWA13DQ3n5498Eg74tZK+iGSMZGr8G8ysAPjUzM4FvqSKyXVE8tr6ldCgWTgv/4S7oN3u0FCXnBCRzJJMjf9CoBFwPtAbOJ3vT7sTEYC5z8G/94I5d4flLgcq6YtIRtpsjd/dZ0Y31xL690WkXGkxPHcVvPIvaLMTdOgdd0QiIpuUzKj+PsClQKfE+7v77imMSyTzrfgCJo+GL2dB7xEw+Gqo1yjuqERENimZPv5JwK+Bd/nhRXVE8tvSD2D5p3D8HdBjaNzRiIgkJZnEv8zdp6Y8EpFsUPQdLHgNdhgIOx0OF7ytvnwRySrJJP4rzGwCMJ0wbz8A7v5wyqISyURfvQeTR4Ym/gvega3aKemnyOz5K5jx+XL6dWlF704qY5HalEziHwnsBNTl+6Z+B5T4JT+4w8wJ8PSl0LA5nPpgSPqSErPnr+DUCTMoKimjXmEBk87op+QvUouSSfw93X23lEcikonc4cHh8MEU2GFQuIxukzZxR5XTZny+nKKSMsocikvKmPH5ciV+kVqUTOKfYWa7uPsHKY9GJNOYQbuesO3e0O/nUJDM1BdSE/26tKJeYQHFJWXULSygX5dWcYckklM2e3U+M/sQ6ArMI/TxG+CZcDqfrs4nKVFWCi/9FbbtEwbxSdqpj1+kaim/Oh9wWHV3LpJ1Vn0JD58J818JNXwl/lj07tRCCV8kRZKZuW9+OgIRid1H/4EpPw+Xzx16M/Q8Ke6IRERqXTI1fpHcN/9VuO/k0J8/7HZo1TXuiEREUkKJX/Jb8Qao2wC22weO/jfsfgIU1o87KhGRlNEQZclP7uFKetf2hG/nhdH7e56upC8iOU81fsk/G1bD4xfBe5Oh8/5Q2CDuiERE0kaJX/LLotnw0ChYuRAOuQz2+wUU1Ik7KhGRtFHil/wy585wnv7IJ2G7vnFHIyKSdkr8kvvWfg0bVkHrbjD4/2BgkS6uIyJ5S4P7JLd9Nh1u6g+TR4UBffUaK+mLSF5T4pfcVFoMz1wOdx8LjVqGCXnM4o5KRCR2auqX3LP2a7j3JPhyNvQeAYOvhnqN4o5KRCQjKPFL7mnYAho0h+PvgB5D445GRCSjqKlfckPRdzDtMlj3LdSpC6c9pKQvIlIJJX7Jfl+9C+MPglf/DXOfC+vUny8iUik19Uv2coc3bgk1/YYt4KdToMuBcUclIpLRlPgle738N3juKug2GI65ERq3jjsiEZGMp8Qv2aesNEyzu+fwMIhvrzPUtC8ikiT18Uv2KCuFF66BO4eE2022hr3PVNIXEdkCSvySHVYtgolHwQtXw1YdoLQo7ohERLKSmvol8330BEw5J8zGN/Rm6HlS3BGJiGQtJX7JbCUb4enfQfPtYNjt0Kpr3BGJiGQ1JX7JTMvnhib9ug3g9Edhq/ZQWD/uqEREsp76+CWzuMObd8G4/UJ/PkDL7ZX0RURqiWr8kjk2rILHL4L3HoLO+0Pfs+OOSEQk5yjxS2ZY8jbcf3oYvX/I72G/i8K5+iIiUquU+CUzFDaAug1h5JOwXd+4oxERyVnq45f4rFkKr1wX+vXbdIefvaakLyKSYqrxSzw+exYeORs2roHuh0PrHaBAv0NFRFJN37SSXiVFMO33cPdx0Kg1jHkhJH0REUkL1fglve47BT57BvqMgsH/F/r1RUQkbZT4JT3cw8V09j4T9jwddhkSd0QiInlJiV9Sq+g7ePI30Lo79D8fdhwcd0QiInlNffySOkvegZsPhDmToHh93NGIiAiq8UsquMMbt8C0S6FRKxg+FbY/IO6oJIVmz1/BjM+X069LK3p3ahF3OCKyCUr8Uvu+/gCeuhh2GATH3AiNW8cdkaTQ7PkrOHXCDIpKyqhXWMCkM/op+YtkMDX1S+1ZuSD8b9sDRk2DU+5X0s8DMz5fTlFJGWUOxSVlzPh8edwhicgmKPFLzZWWwPNXw3V7wLyXwrqOe4VR/JLz+nVpRb3CAuoY1C0soF+XVnGHJCKboKZ+qZlVi+ChM2HBq9DzZGi/R9wRSZr17tSCSWf0Ux+/SJZQ4pfq++g/8OjPoKwEho6HnifGHZHEpHenFkr4IllCiV+qb9UiaNEJht0OrbrGHY2IiCRBiV+2zLKPwyC+boPCLHy9R0BhvbijEhGRJKV9cJ+ZdTSz583sQzN738wuiNa3NLNnzOzT6L/aDTOJO8yeGCbkefI3YUCfmZK+iEiWiWNUfwnwS3ffGegHnGNmuwCXANPdvRswPVqWTLBhFUweBY+dDx33hpFPQh01FomIZKO0f3u7+xJgSXR7jZl9CHQAhgAHRXebCLwAXJzu+KSC9StCLX/VIhhwOfS/EArqxB2ViIhUU6zVNjPrDOwBvA60jX4U4O5LzGzrOGOTSMMWsPsJ0O3QUNsXEZGsFtsEPmbWBHgIuNDdV2/B48aY2Swzm7Vs2bLUBZjP1iyFe06Cr94Ny4dcpqQvIpIjYkn8ZlaXkPQnufvD0eqlZtYu2t4O+Lqyx7r7eHfv4+592rRpk56A88lnz8K4/vD587D8s7ijERGRWhbHqH4DbgU+dPd/JGyaCgyPbg8HpqQ7trxWUgTTLoO7j4PGbWDMC9BjaNxRiYhILYujj78/cDrwrpm9Fa37HXAN8ICZjQYWAMfHEFv+mnUrvHo99BkNg8dC3YZxRyQiIikQx6j+/wJVXb1lQDpjEWDdt9CoZUj4rXeEHfQSiIjkMl2dL18VfQePngPj9gun7BXWU9IXEckDmoUlHy15J0zIs/wzOOBXUK9p3BGJiEiaKPHnE3d4Y3wYxNeoFQyfCtsfEHdUIiKSRkr8+cQdPnkKuh4CQ26Exq3ijkhERNJMiT8ffPFfaLE9NOsAJ9wF9RqHC+yIiEje0eC+XFZaAs+NhTuOhOfHhnX1myjpi4jkMdX4c9XKhfDwmbDgNeh5CvzkL3FHJCIiGUCJPxctnAmThkFZCRx7S7jIjoiICEr8uanNjtDlQBhwBbTqGnc0IiKSQdTHnyuWfQwPnQnFG6BBMzjhTiV9ERH5ESX+bOcOsyfCzQfC3Ofg27lxRyQiIhlMTf3ZbMMqeOwCeP8R2P5AOHY8NN0m7qhERCSDKfFns0d+FibkGXAF9L8QCtSAIyIim6bEn23KyqB0Y7hs7sArYb+LoONecUclIiJZQok/m6xZCo+cBY1bh9P02uwYd0QiIpJl1DacLT57Fsb1hwUzoPN+cUcjIiJZSjX+TFdSBM/9EV69HrbeBYY/DlvvFHdUIiKSpZT4M926b2DO3dBnNAweG/r2RUREqkmJP1PNfQ62Pwi2ag/nvAFNto47IhERyQHq4880G9eG0/TuGgrvPhDWKemLiEgtUY0/kyx5GyaPguVz4cCLYddhcUckIiI5Rok/U8y5Gx6/CBq1guGPwfb7xx2RiIjkICX+TNFie+h2KBx1HTRuFXc0IiKSo5T44zTvZVj8JvS/ADr3D38iIiIppMF9cSgtgefGwsSjQhN/0bq4IxIRkTyhGn+6rVwID58JC16DXqfCT/4C9RrFHZWIiOQJJf50KloHEwZC0dow1/7uJ8QdkYiI5Bkl/nQoLYY6dUPN/ifXwDa7Q6uucUclIiJ5SH38qfb1R3DzgfDew2G5x1AlfRERiY0Sf6q4w+yJMP4gWLsUGmwVd0QiIiJq6k+JDavgsQvg/Uegy0Ew9GZouk3cUYmIiCjxp8TnL8CHj8HAK2HfC6BADSsiIpIZlPhrS1kZfPUOtO8FuwyBc2dCyy5xRyUiIvIDqorWhjVfwV3HwK2Hwor5YZ2SvoiIZCDV+Gvq02fgkbOh6Ds44m/QfLu4IxIREamSEn91ucMzv4dXr4e2u8Kw26BN97ijEhER2SQl/uoyAwz2OhMOvQrqNog7IhERkc1S4t9S7zwAzTpCp31g0B+jHwAiIiLZQYP7krVxLTzys3CBnZm3hHVK+iIikmVU40/Gkrdh8ihYPhcOvBgO+E3cEYmIiFSLEv/mLJ4TTtNr1BqGPwbb7x93RCIiItWmxF8V99CUv01P2P9XsNcZ0LhV3FGJiIjUiPr4KzPvZRi3H6xeHKbbPehiJX0REckJSvyJSkvgubEw8Sgo2QAbVscdkYiISK1SU3+5lQvhoTNg4QzodSr85C9Qv0ncUYmIiNQqJf5yL/4Zlr4Px06A3Y+POxoREZGUyO/EX7we1n0LzTrA4LGw/y90cR0REclp+Zv4v/4wnJtfUAhjXoAGzcKfiIhIDsu/wX3uMOt2GH8wfLcMBl4BBXXijkpERCQt8qvGv2E1TD0PPngUuhwMQ2+Gpm3jjkpERCRt8ivx16kHK76AgX+Afc8P5+iLiIjkkdxP/GWlMHMC9DwZGmwFZ0yHOrn/tEVERCqT2xlw9RJ45CyY9yJYAex9ppK+iIjktdzNgp9Mg0fPhqJ1cPT1sMfpcUckIiISu9xM/DNvhSd+AW13hWG3QZvucUckIiKSEXIz8e84GFacBwdfBnUbxB2NiIhIxsi4Ye1mdpiZfWxmn5nZJUk/8O374cERUFYGzbaFQ69S0hcREakgoxK/mdUBbgB+AuwCnGxmu2zyQRvXwiNnwyNjYM1XsFFX1BMREalKpjX17w185u6fA5jZfcAQ4INK7128Dm4+AFbMgwMvgQN+rVH7IiIim5BpWbIDsDBheRHQt8p7r/gCijvB8Meg834pDk1ERCT7ZVrit0rW+Q/uYDYGGBMtbrRfffQev9o/5YHludbAN3EHkeNUxqmnMk49lXF61OhUtUxL/IuAjgnL2wKLE+/g7uOB8QBmNsvd+6QvvPykck49lXHqqYxTT2WcHmY2qyaPz6jBfcBMoJuZbW9m9YCTgKkxxyQiIpIzMqrG7+4lZnYu8DRQB7jN3d+POSwREZGckVGJH8Dd/wP8J8m7j09lLPI/KufUUxmnnso49VTG6VGjcjZ33/y9REREJCdkWh+/iIiIpFDWJv5qT+0rVTKzjmb2vJl9aGbvm9kF0fqWZvaMmX0a/W8Rd6zZzszqmNkcM3s8WlYZ1zIza25mk83so+g9vY/KuXaZ2UXRd8V7ZnavmTVQGdeMmd1mZl+b2XsJ66osUzP7bZQHPzazwckcIysTf7Wm9pVklAC/dPedgX7AOVG5XgJMd/duwPRoWWrmAuDDhGWVce27FnjK3XcCehLKW+VcS8ysA3A+0MfddyUMyD4JlXFN3QEcVmFdpWUafT+fBPSIHnNjlB83KSsTPwlT+7p7EVA+ta/UgLsvcfc3o9trCF+UHQhlOzG620TgmFgCzBFmti1wBDAhYbXKuBaZ2VbAAcCtAO5e5O4rUTnXtkKgoZkVAo0I866ojGvA3V8Cvq2wuqoyHQLc5+4b3X0e8BkhP25Stib+yqb27RBTLDnJzDoDewCvA23dfQmEHwfA1jGGlgv+BfwGKEtYpzKuXV2AZcDtUZfKBDNrjMq51rj7l8DfgAXAEmCVu09DZZwKVZVptXJhtib+zU7tK9VnZk2Ah4AL3V2XO6xFZnYk8LW7z447lhxXCOwJ3OTuewDfoSbnWhX1Mw8BtgfaA43N7LR4o8o71cqF2Zr4Nzu1r1SPmdUlJP1J7v5wtHqpmbWLtrcDvo4rvhzQHzjazL4gdFEdYmZ3ozKubYuARe7+erQ8mfBDQOVcewYC89x9mbsXAw8D+6IyToWqyrRauTBbE7+m9k0BMzNCn+iH7v6PhE1TgeHR7eHAlHTHlivc/bfuvq27dya8b59z99NQGdcqd/8KWGhm5RczGUC4vLfKufYsAPqZWaPou2MAYVyQyrj2VVWmU4GTzKy+mW0PdAPe2NzOsnYCHzM7nNBXWj6179h4I8p+ZrYf8DLwLt/3P/+O0M//ALAd4cN+vLtXHHwiW8jMDgJ+5e5HmlkrVMa1ysx6EQZQ1gM+B0YSKjsq51piZn8ATiScETQHOANogsq42szsXuAgwpUOlwJXAI9SRZma2aXAKMJrcKG7P7nZY2Rr4hcREZEtl61N/SIiIlINSvwiIiJ5RIlfREQkjyjxi4iI5BElfhERkTyixC8iIpJHlPhF8oiZnR9donZSCvY9wszaJ3Gff9f2sUUkeYVxByAiafVz4CfRlbxq2wjgPTR9tkhGU41fJE+Y2TjCVeummtlFlWy/0swmmtk0M/vCzI41s7+Y2btm9lR0HQfM7HIzm2lm75nZeAuGAX2ASWb2lpk1NLO9zOxVM3vbzN4ws6bRodpH+/vUzP6StgIQEUCJXyRvuPvZhNr4we7+zyru1hU4gnDVtbuB5919N2B9tB7g3+6+l7vvCjQEjnT3ycAs4FR37wWUAvcDF7h7T8IFXdZHj+9FmOZ1N+BEM0u8yIiIpJgSv4gkejK60tq7hOtgPBWtfxfoHN0+2MxeN7N3gUOAHpXspzuwxN1nArj7ancvibZNd/dV7r6BcOGcTql5KiJSGfXxi0iijQDuXmZmxf79xTzKgEIzawDcCPRx94VmdiXQoJL9GFVfF3xjwu1S9D0kklaq8YvIlihP8t+YWRNgWMK2NUB5P/5HhL78vQDMrKmZKcGLZAB9EEUkae6+0sxuITT9fwHMTNh8BzDOzNYD+xD68a83s4aE/v2B6Y1WRCqjy/KKiIjkETX1i4iI5BE19YvkGTMbCVxQYfUr7n5OHPGISHqpqV9ERCSPqKlfREQkjyjxi4iI5BElfhERkTyixC8iIpJHlPhFRETyyP8D9SnZjwjjICEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(gather_df[\"f_match\"]* 100, 100 - left_df[\"percent missed\"], '.')\n", "\n", "pylab.xlim(0, 100)\n", "pylab.ylim(0, 100)\n", "pylab.xlabel('f_match')\n", "pylab.ylabel('mapping bp covered')\n", "pylab.title('gather f_match vs leftover mapping bp covered')\n", "pylab.plot([0, 100], [0, 100], '--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 2: fraction of hashes unique to query, in order of gather results" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'f_unique_to_query, as %')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(gather_df.index, gather_df[\"f_unique_to_query\"]*100, '.')\n", "\n", "pylab.title('fraction of hashes unique to query')\n", "pylab.xlabel('gather rank order')\n", "pylab.ylabel('f_unique_to_query, as %')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 4: sum mapped bp and sum identified hashes, in order of gather\n", "\n", "conclusion: across the gather run, total hashes identified correlate well with total bp mapped" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(left_df.index, left_df[\"mapped_bp\"].cumsum(), '-', label='total mapped bp')\n", "pylab.plot(gather_df.index, gather_df[\"unique_intersect_bp\"].cumsum(), '.', label='total classified hashes')\n", "\n", "pylab.xlabel('genome in rank order of gather')\n", "pylab.legend(loc='upper right')\n", "pylab.title(f'{sample_id}: gather remaining hashes vs remaining bp')\n", "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 5: mapped bp and identified hashes compared by sample, in order of gather\n", "\n", "conclusion: for most samples, bp mapped to that genome matches # of hashes classified to that genome\n", "\n", "note: hashes classified to this genome is monotonically decreasing, b/c gather is a greedy algorithm." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(10, 10))\n", "\n", "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", "\n", "positions = list(gather_df.index)\n", "labels = list(reversed(names_df.ncbi_tax_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "pylab.xlabel('number (millions)')\n", "pylab.legend(loc='lower right')\n", "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", "pylab.tight_layout()\n", "\n", "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 6: difference between hashes ident and bp mapped" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'difference: hashcount - mapped bp')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(gather_df.index, gather_df.unique_intersect_bp.cumsum() - left_df.mapped_bp.cumsum(), '.-')\n", "\n", "pylab.xlabel('genome (ordered by gather results)')\n", "pylab.ylabel('difference: hashcount - mapped bp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 7: difference between hashes and bp, per sample" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(10, 10))\n", "\n", "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", "\n", "pylab.plot((gather_df.unique_intersect_bp - left_df.mapped_bp) / 1e6, gather_df.iloc[::-1].index, \n", " '.-', label='difference b/t hashes and mapping')\n", "\n", "positions = list(gather_df.index)\n", "labels = list(reversed(names_df.ncbi_tax_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "#pylab.ylabel('genome (ordered by gather results)')\n", "pylab.xlabel('number per genome (million)')\n", "pylab.legend(loc='lower right')\n", "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", "pylab.tight_layout()\n", "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.pdf')\n", "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.svg')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (myenv)", "language": "python", "name": "myenv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }