diff --git a/gather-p8808mo11.ipynb b/gather-p8808mo11.ipynb
deleted file mode 100644
index 83a76625..00000000
--- a/gather-p8808mo11.ipynb
+++ /dev/null
@@ -1,806 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 14,
- "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": 15,
- "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": 16,
- "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": 17,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "
\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " acc | \n",
- " genome_url | \n",
- " assembly_report_url | \n",
- " ncbi_tax_name | \n",
- " genome_id | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " GCA_010669205.1 | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " Blautia producta ATCC 27340 = DSM 2950 | \n",
- " GCA_010669205 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " GCA_000433395.1 | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " Clostridium hathewayi CAG:224 | \n",
- " GCA_000433395 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " GCA_012980095.1 | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " Escherichia coli | \n",
- " GCA_012980095 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " acc genome_url \\\n",
- "0 GCA_010669205.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n",
- "1 GCA_000433395.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n",
- "2 GCA_012980095.1 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 Blautia producta ATCC 27340 = DSM 2950 GCA_010669205 \n",
- "1 Clostridium hathewayi CAG:224 GCA_000433395 \n",
- "2 Escherichia coli GCA_012980095 "
- ]
- },
- "execution_count": 17,
- "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": 18,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " Unnamed: 0 | \n",
- " genome bp | \n",
- " missed | \n",
- " percent missed | \n",
- " coverage | \n",
- " genome_id | \n",
- " sample_id | \n",
- " mapped_bp | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " GCA_010669205 | \n",
- " 6197116 | \n",
- " 485328 | \n",
- " 7.831514 | \n",
- " 25.055397 | \n",
- " GCA_010669205 | \n",
- " p8808mo11 | \n",
- " 5711788.0 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " GCA_000433395 | \n",
- " 5587080 | \n",
- " 13274 | \n",
- " 0.237584 | \n",
- " 15.577709 | \n",
- " GCA_000433395 | \n",
- " p8808mo11 | \n",
- " 5573806.0 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " GCA_012980095 | \n",
- " 5179284 | \n",
- " 101518 | \n",
- " 1.960078 | \n",
- " 48.870363 | \n",
- " GCA_012980095 | \n",
- " p8808mo11 | \n",
- " 5077766.0 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " GCA_001405335 | \n",
- " 5514222 | \n",
- " 565988 | \n",
- " 10.264150 | \n",
- " 37.890901 | \n",
- " GCA_001405335 | \n",
- " p8808mo11 | \n",
- " 4948234.0 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " GCA_000189615 | \n",
- " 4916964 | \n",
- " 361174 | \n",
- " 7.345468 | \n",
- " 18.913976 | \n",
- " GCA_000189615 | \n",
- " p8808mo11 | \n",
- " 4555790.0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " Unnamed: 0 genome bp missed percent missed coverage genome_id \\\n",
- "0 GCA_010669205 6197116 485328 7.831514 25.055397 GCA_010669205 \n",
- "1 GCA_000433395 5587080 13274 0.237584 15.577709 GCA_000433395 \n",
- "2 GCA_012980095 5179284 101518 1.960078 48.870363 GCA_012980095 \n",
- "3 GCA_001405335 5514222 565988 10.264150 37.890901 GCA_001405335 \n",
- "4 GCA_000189615 4916964 361174 7.345468 18.913976 GCA_000189615 \n",
- "\n",
- " sample_id mapped_bp \n",
- "0 p8808mo11 5711788.0 \n",
- "1 p8808mo11 5573806.0 \n",
- "2 p8808mo11 5077766.0 \n",
- "3 p8808mo11 4948234.0 \n",
- "4 p8808mo11 4555790.0 "
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "left_df[:5]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " intersect_bp | \n",
- " f_orig_query | \n",
- " f_match | \n",
- " f_unique_to_query | \n",
- " f_unique_weighted | \n",
- " average_abund | \n",
- " median_abund | \n",
- " std_abund | \n",
- " name | \n",
- " filename | \n",
- " md5 | \n",
- " f_match_orig | \n",
- " unique_intersect_bp | \n",
- " gather_result_rank | \n",
- " remaining_bp | \n",
- " genome_id | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 5634000 | \n",
- " 0.019827 | \n",
- " 0.917291 | \n",
- " 0.019827 | \n",
- " 0.033343 | \n",
- " 17.335108 | \n",
- " 15.0 | \n",
- " 61.941587 | \n",
- " GCA_010669205.1_ASM1066920v1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 698994c96972a3ff39d5abbef995fbd9 | \n",
- " 0.917291 | \n",
- " 5634000 | \n",
- " 0 | \n",
- " 278527000 | \n",
- " GCA_010669205 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 5510000 | \n",
- " 0.019390 | \n",
- " 0.996023 | \n",
- " 0.019390 | \n",
- " 0.018763 | \n",
- " 9.974410 | \n",
- " 9.0 | \n",
- " 5.981056 | \n",
- " GCA_000433395.1_MGS224_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " e1681d164e1343664cc157db62bef9ea | \n",
- " 0.996023 | \n",
- " 5510000 | \n",
- " 1 | \n",
- " 273017000 | \n",
- " GCA_000433395 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 5015000 | \n",
- " 0.017648 | \n",
- " 0.981601 | \n",
- " 0.017648 | \n",
- " 0.059578 | \n",
- " 34.797807 | \n",
- " 30.0 | \n",
- " 45.273493 | \n",
- " GCA_012980095.1_PDT000632230.1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " bb4ad2a307756042bba9542f947e6593 | \n",
- " 0.981601 | \n",
- " 5015000 | \n",
- " 2 | \n",
- " 268002000 | \n",
- " GCA_012980095 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 4586000 | \n",
- " 0.016139 | \n",
- " 0.836494 | \n",
- " 0.015987 | \n",
- " 0.044380 | \n",
- " 28.614572 | \n",
- " 24.0 | \n",
- " 37.731637 | \n",
- " GCA_001405335.1_13470_2_84_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " fc9e495736d6619bad52fa69cede71dc | \n",
- " 0.844412 | \n",
- " 4543000 | \n",
- " 3 | \n",
- " 263459000 | \n",
- " GCA_001405335 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 4168000 | \n",
- " 0.014668 | \n",
- " 0.683347 | \n",
- " 0.014513 | \n",
- " 0.007188 | \n",
- " 5.105238 | \n",
- " 4.0 | \n",
- " 23.697292 | \n",
- " GCA_003434055.1_ASM343405v1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 420d475a10a0d7f2dd3f44da9d2fe498 | \n",
- " 0.690638 | \n",
- " 4124000 | \n",
- " 4 | \n",
- " 259335000 | \n",
- " GCA_003434055 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n",
- "0 5634000 0.019827 0.917291 0.019827 0.033343 \n",
- "1 5510000 0.019390 0.996023 0.019390 0.018763 \n",
- "2 5015000 0.017648 0.981601 0.017648 0.059578 \n",
- "3 4586000 0.016139 0.836494 0.015987 0.044380 \n",
- "4 4168000 0.014668 0.683347 0.014513 0.007188 \n",
- "\n",
- " average_abund median_abund std_abund \\\n",
- "0 17.335108 15.0 61.941587 \n",
- "1 9.974410 9.0 5.981056 \n",
- "2 34.797807 30.0 45.273493 \n",
- "3 28.614572 24.0 37.731637 \n",
- "4 5.105238 4.0 23.697292 \n",
- "\n",
- " name filename \\\n",
- "0 GCA_010669205.1_ASM1066920v1_genomic.fna.gz all-gather-genomes.sbt.zip \n",
- "1 GCA_000433395.1_MGS224_genomic.fna.gz all-gather-genomes.sbt.zip \n",
- "2 GCA_012980095.1_PDT000632230.1_genomic.fna.gz all-gather-genomes.sbt.zip \n",
- "3 GCA_001405335.1_13470_2_84_genomic.fna.gz all-gather-genomes.sbt.zip \n",
- "4 GCA_003434055.1_ASM343405v1_genomic.fna.gz all-gather-genomes.sbt.zip \n",
- "\n",
- " md5 f_match_orig unique_intersect_bp \\\n",
- "0 698994c96972a3ff39d5abbef995fbd9 0.917291 5634000 \n",
- "1 e1681d164e1343664cc157db62bef9ea 0.996023 5510000 \n",
- "2 bb4ad2a307756042bba9542f947e6593 0.981601 5015000 \n",
- "3 fc9e495736d6619bad52fa69cede71dc 0.844412 4543000 \n",
- "4 420d475a10a0d7f2dd3f44da9d2fe498 0.690638 4124000 \n",
- "\n",
- " gather_result_rank remaining_bp genome_id \n",
- "0 0 278527000 GCA_010669205 \n",
- "1 1 273017000 GCA_000433395 \n",
- "2 2 268002000 GCA_012980095 \n",
- "3 3 263459000 GCA_001405335 \n",
- "4 4 259335000 GCA_003434055 "
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "gather_df[:5]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "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": 21,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[]"
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "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(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": 22,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0, 0.5, 'f_unique_to_query, as %')"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "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(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": 23,
- "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": 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=(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": 25,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0, 0.5, 'difference: hashcount - mapped bp')"
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "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(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": 26,
- "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
-}
diff --git a/gather-p8808mo9.ipynb b/gather-p8808mo9.ipynb
deleted file mode 100644
index a8daf37e..00000000
--- a/gather-p8808mo9.ipynb
+++ /dev/null
@@ -1,805 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 14,
- "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": 15,
- "metadata": {},
- "outputs": [],
- "source": [
- "#sample_id='SRR606249'\n",
- "sample_id = 'p8808mo9'\n",
- "#sample_id = 'p8808mo11'\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": 16,
- "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": 17,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " acc | \n",
- " genome_url | \n",
- " assembly_report_url | \n",
- " ncbi_tax_name | \n",
- " genome_id | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " GCA_013301655.1 | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " Blautia wexlerae | \n",
- " GCA_013301655 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " GCA_013301105.1 | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " Fusicatenibacter saccharivorans | \n",
- " GCA_013301105 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " GCA_005845175.1 | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " Blautia obeum | \n",
- " GCA_005845175 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " acc genome_url \\\n",
- "0 GCA_013301655.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n",
- "1 GCA_013301105.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n",
- "2 GCA_005845175.1 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 Blautia wexlerae GCA_013301655 \n",
- "1 Fusicatenibacter saccharivorans GCA_013301105 \n",
- "2 Blautia obeum GCA_005845175 "
- ]
- },
- "execution_count": 17,
- "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": 18,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " Unnamed: 0 | \n",
- " genome bp | \n",
- " missed | \n",
- " percent missed | \n",
- " coverage | \n",
- " genome_id | \n",
- " sample_id | \n",
- " mapped_bp | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " GCA_013302085 | \n",
- " 4418806 | \n",
- " 3758034 | \n",
- " 85.046368 | \n",
- " 0.682209 | \n",
- " GCA_013302085 | \n",
- " p8808mo9 | \n",
- " 660772.0 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " GCA_013301105 | \n",
- " 3895530 | \n",
- " 552288 | \n",
- " 14.177480 | \n",
- " 8.278217 | \n",
- " GCA_013301105 | \n",
- " p8808mo9 | \n",
- " 3343242.0 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " GCA_005845175 | \n",
- " 3661653 | \n",
- " 652327 | \n",
- " 17.815096 | \n",
- " 14.457032 | \n",
- " GCA_005845175 | \n",
- " p8808mo9 | \n",
- " 3009326.0 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " GCA_001405435 | \n",
- " 7426760 | \n",
- " 4253627 | \n",
- " 57.274330 | \n",
- " 2.079477 | \n",
- " GCA_001405435 | \n",
- " p8808mo9 | \n",
- " 3173133.0 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " GCA_900537995 | \n",
- " 4493348 | \n",
- " 1449454 | \n",
- " 32.257773 | \n",
- " 2.608285 | \n",
- " GCA_900537995 | \n",
- " p8808mo9 | \n",
- " 3043894.0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " Unnamed: 0 genome bp missed percent missed coverage \\\n",
- "0 GCA_013302085 4418806 3758034 85.046368 0.682209 \n",
- "1 GCA_013301105 3895530 552288 14.177480 8.278217 \n",
- "2 GCA_005845175 3661653 652327 17.815096 14.457032 \n",
- "3 GCA_001405435 7426760 4253627 57.274330 2.079477 \n",
- "4 GCA_900537995 4493348 1449454 32.257773 2.608285 \n",
- "\n",
- " genome_id sample_id mapped_bp \n",
- "0 GCA_013302085 p8808mo9 660772.0 \n",
- "1 GCA_013301105 p8808mo9 3343242.0 \n",
- "2 GCA_005845175 p8808mo9 3009326.0 \n",
- "3 GCA_001405435 p8808mo9 3173133.0 \n",
- "4 GCA_900537995 p8808mo9 3043894.0 "
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "left_df[:5]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " intersect_bp | \n",
- " f_orig_query | \n",
- " f_match | \n",
- " f_unique_to_query | \n",
- " f_unique_weighted | \n",
- " average_abund | \n",
- " median_abund | \n",
- " std_abund | \n",
- " name | \n",
- " filename | \n",
- " md5 | \n",
- " f_match_orig | \n",
- " unique_intersect_bp | \n",
- " gather_result_rank | \n",
- " remaining_bp | \n",
- " genome_id | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 2950000 | \n",
- " 0.026635 | \n",
- " 0.660990 | \n",
- " 0.026635 | \n",
- " 0.050551 | \n",
- " 6.126102 | \n",
- " 4.0 | \n",
- " 15.356742 | \n",
- " GCA_013301655.1_ASM1330165v1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 65bf24f31c7e62d1f0186eaceba3b128 | \n",
- " 0.660990 | \n",
- " 2950000 | \n",
- " 0 | \n",
- " 107807000 | \n",
- " GCA_013301655 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 2781000 | \n",
- " 0.025109 | \n",
- " 0.700701 | \n",
- " 0.024351 | \n",
- " 0.049505 | \n",
- " 6.562106 | \n",
- " 5.0 | \n",
- " 5.922433 | \n",
- " GCA_013301105.1_ASM1330110v1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 1c4af8c8f8f62405239e7c3a05612dde | \n",
- " 0.722525 | \n",
- " 2697000 | \n",
- " 1 | \n",
- " 105110000 | \n",
- " GCA_013301105 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 2619000 | \n",
- " 0.023646 | \n",
- " 0.668122 | \n",
- " 0.022102 | \n",
- " 0.085877 | \n",
- " 12.541258 | \n",
- " 12.0 | \n",
- " 8.324207 | \n",
- " GCA_005845175.1_ASM584517v1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 5405438db1e4039410646235963d7518 | \n",
- " 0.714793 | \n",
- " 2448000 | \n",
- " 2 | \n",
- " 102662000 | \n",
- " GCA_005845175 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 2274000 | \n",
- " 0.020531 | \n",
- " 0.308123 | \n",
- " 0.020378 | \n",
- " 0.022464 | \n",
- " 3.558263 | \n",
- " 3.0 | \n",
- " 2.828317 | \n",
- " GCA_001405435.1_14207_7_29_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 150b0499eae7a65c367b6798805814be | \n",
- " 0.310444 | \n",
- " 2257000 | \n",
- " 3 | \n",
- " 100405000 | \n",
- " GCA_001405435 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 2247000 | \n",
- " 0.020288 | \n",
- " 0.505693 | \n",
- " 0.019249 | \n",
- " 0.018092 | \n",
- " 3.033771 | \n",
- " 2.0 | \n",
- " 2.857593 | \n",
- " GCA_900537995.1_Roseburia_intestinalis_strain_... | \n",
- " all-gather-genomes.sbt.zip | \n",
- " e869cf0b15c41500b90acfad5f73aa6d | \n",
- " 0.532970 | \n",
- " 2132000 | \n",
- " 4 | \n",
- " 98273000 | \n",
- " GCA_900537995 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n",
- "0 2950000 0.026635 0.660990 0.026635 0.050551 \n",
- "1 2781000 0.025109 0.700701 0.024351 0.049505 \n",
- "2 2619000 0.023646 0.668122 0.022102 0.085877 \n",
- "3 2274000 0.020531 0.308123 0.020378 0.022464 \n",
- "4 2247000 0.020288 0.505693 0.019249 0.018092 \n",
- "\n",
- " average_abund median_abund std_abund \\\n",
- "0 6.126102 4.0 15.356742 \n",
- "1 6.562106 5.0 5.922433 \n",
- "2 12.541258 12.0 8.324207 \n",
- "3 3.558263 3.0 2.828317 \n",
- "4 3.033771 2.0 2.857593 \n",
- "\n",
- " name \\\n",
- "0 GCA_013301655.1_ASM1330165v1_genomic.fna.gz \n",
- "1 GCA_013301105.1_ASM1330110v1_genomic.fna.gz \n",
- "2 GCA_005845175.1_ASM584517v1_genomic.fna.gz \n",
- "3 GCA_001405435.1_14207_7_29_genomic.fna.gz \n",
- "4 GCA_900537995.1_Roseburia_intestinalis_strain_... \n",
- "\n",
- " filename md5 f_match_orig \\\n",
- "0 all-gather-genomes.sbt.zip 65bf24f31c7e62d1f0186eaceba3b128 0.660990 \n",
- "1 all-gather-genomes.sbt.zip 1c4af8c8f8f62405239e7c3a05612dde 0.722525 \n",
- "2 all-gather-genomes.sbt.zip 5405438db1e4039410646235963d7518 0.714793 \n",
- "3 all-gather-genomes.sbt.zip 150b0499eae7a65c367b6798805814be 0.310444 \n",
- "4 all-gather-genomes.sbt.zip e869cf0b15c41500b90acfad5f73aa6d 0.532970 \n",
- "\n",
- " unique_intersect_bp gather_result_rank remaining_bp genome_id \n",
- "0 2950000 0 107807000 GCA_013301655 \n",
- "1 2697000 1 105110000 GCA_013301105 \n",
- "2 2448000 2 102662000 GCA_005845175 \n",
- "3 2257000 3 100405000 GCA_001405435 \n",
- "4 2132000 4 98273000 GCA_900537995 "
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "gather_df[:5]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "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": 21,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[]"
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "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(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": 22,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0, 0.5, 'f_unique_to_query, as %')"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "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(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": 23,
- "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": 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=(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": 25,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0, 0.5, 'difference: hashcount - mapped bp')"
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "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(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": 26,
- "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
-}
diff --git a/gather-podar.ipynb b/gather-podar.ipynb
deleted file mode 100644
index 8e2fa730..00000000
--- a/gather-podar.ipynb
+++ /dev/null
@@ -1,806 +0,0 @@
-{
- "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": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " acc | \n",
- " genome_url | \n",
- " assembly_report_url | \n",
- " ncbi_tax_name | \n",
- " genome_id | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " GCA_000013645.1 | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " Paraburkholderia xenovorans LB400 | \n",
- " GCA_000013645 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " GCA_000009705.1 | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " Nostoc sp. PCC 7120 = FACHB-418 | \n",
- " GCA_000009705 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " GCA_000196115.1 | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... | \n",
- " Rhodopirellula baltica SH 1 | \n",
- " GCA_000196115 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "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": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " Unnamed: 0 | \n",
- " genome bp | \n",
- " missed | \n",
- " percent missed | \n",
- " coverage | \n",
- " genome_id | \n",
- " sample_id | \n",
- " mapped_bp | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " GCA_000013645 | \n",
- " 9731138 | \n",
- " 70330 | \n",
- " 0.722732 | \n",
- " 10.224036 | \n",
- " GCA_000013645 | \n",
- " SRR606249 | \n",
- " 9660808.0 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " GCA_000009705 | \n",
- " 7211789 | \n",
- " 174 | \n",
- " 0.002413 | \n",
- " 33.737305 | \n",
- " GCA_000009705 | \n",
- " SRR606249 | \n",
- " 7211615.0 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " GCA_000196115 | \n",
- " 7145576 | \n",
- " 104 | \n",
- " 0.001455 | \n",
- " 134.405926 | \n",
- " GCA_000196115 | \n",
- " SRR606249 | \n",
- " 7145472.0 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " GCA_000018565 | \n",
- " 6785430 | \n",
- " 631 | \n",
- " 0.009299 | \n",
- " 23.436817 | \n",
- " GCA_000018565 | \n",
- " SRR606249 | \n",
- " 6784799.0 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " GCA_002959695 | \n",
- " 6481410 | \n",
- " 13840 | \n",
- " 0.213534 | \n",
- " 24.524634 | \n",
- " GCA_002959695 | \n",
- " SRR606249 | \n",
- " 6467570.0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "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": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " intersect_bp | \n",
- " f_orig_query | \n",
- " f_match | \n",
- " f_unique_to_query | \n",
- " f_unique_weighted | \n",
- " average_abund | \n",
- " median_abund | \n",
- " std_abund | \n",
- " name | \n",
- " filename | \n",
- " md5 | \n",
- " f_match_orig | \n",
- " unique_intersect_bp | \n",
- " gather_result_rank | \n",
- " remaining_bp | \n",
- " genome_id | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 9323000 | \n",
- " 0.024885 | \n",
- " 0.977254 | \n",
- " 0.024885 | \n",
- " 0.008649 | \n",
- " 6.831814 | \n",
- " 6.0 | \n",
- " 5.847358 | \n",
- " GCA_000013645.1_ASM1364v1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " ee9cb05018009af43429e83e7d502a0a | \n",
- " 0.977254 | \n",
- " 9323000 | \n",
- " 0 | \n",
- " 365320000 | \n",
- " GCA_000013645 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 7288000 | \n",
- " 0.019453 | \n",
- " 0.999040 | \n",
- " 0.019453 | \n",
- " 0.023517 | \n",
- " 23.763035 | \n",
- " 18.0 | \n",
- " 29.637611 | \n",
- " GCA_000009705.1_ASM970v1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 264cfdad44548ad96c4a24b6a514a877 | \n",
- " 0.999040 | \n",
- " 7288000 | \n",
- " 1 | \n",
- " 358032000 | \n",
- " GCA_000009705 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 7039000 | \n",
- " 0.018789 | \n",
- " 0.999858 | \n",
- " 0.018789 | \n",
- " 0.089562 | \n",
- " 93.700242 | \n",
- " 92.0 | \n",
- " 27.877040 | \n",
- " GCA_000196115.1_ASM19611v1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 7141c3fbf206734950d13cadba0bf46c | \n",
- " 0.999858 | \n",
- " 7039000 | \n",
- " 2 | \n",
- " 350993000 | \n",
- " GCA_000196115 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 6604000 | \n",
- " 0.017627 | \n",
- " 0.999697 | \n",
- " 0.017627 | \n",
- " 0.014621 | \n",
- " 16.304058 | \n",
- " 16.0 | \n",
- " 6.636986 | \n",
- " GCA_000018565.1_ASM1856v1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 5165e0f27ae96c8a78da00c2d30a8e36 | \n",
- " 0.999697 | \n",
- " 6604000 | \n",
- " 3 | \n",
- " 344389000 | \n",
- " GCA_000018565 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 6323000 | \n",
- " 0.016877 | \n",
- " 0.997948 | \n",
- " 0.016877 | \n",
- " 0.014897 | \n",
- " 17.349676 | \n",
- " 17.0 | \n",
- " 8.548490 | \n",
- " GCA_002959695.1_ASM295969v1_genomic.fna.gz | \n",
- " all-gather-genomes.sbt.zip | \n",
- " cefca2cf1f2ffaacdd22d23b45bfb6cb | \n",
- " 0.997948 | \n",
- " 6323000 | \n",
- " 4 | \n",
- " 338066000 | \n",
- " GCA_002959695 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "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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\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",
- "text/plain": [
- ""
- ]
- },
- "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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7gOCCpXPnzgwbNowePXpw4YUXsn379oP4BMrOfvX6NrN2QC/gh3ybWgKropZTwnUFre9XyLGHE5TGadOmzf5kS0TkkLrro7nMW721RI/ZtUVd7jzrqEK333///cyZM4cZM2YA8O677zJjxgxmzpzJhg0b6NOnD8cffzz3338/Dz30EB9//DEA27dv54svvqB69eosWrSISy+9tMghmmfOnMlPP/1Ew4YN6dChA9dffz1Tpkzh8ccf58knn+Sxxx5j4MCBfP/995gZ//nPf3jwwQd5+OGHAZg1axbff/89GRkZ9OrViyFDhgAwZcoU5s2bR9u2bRk8eDDvvfceJ554Ivfeey9ffvkltWrV4oEHHuCRRx7hz3/+MzfccANff/01RxxxBBdffHGh+Z0yZQpz5syhZs2a9OnThyFDhtC4cWMWLFjACy+8wLHHHsu1117LM888w5/+9Kf9+VjKhWJ3JjOz2sC7wO/cPf83tKDWcd/H+r1Xuo909yR3T2rSpMBxyUVEJDRp0iQuvfRS4uPjadasGSeccAJTp07dK112djY33HAD3bt356KLLmLevHlFHrtPnz40b96catWqcfjhhzNo0CAAunfvzvLly4HgdrXTTz+d7t27869//Yu5c+fu2v+cc86hRo0aNG7cmJNOOokpU6YA0LdvXzp06EB8fDyXXnopkyZN4vvvv2fevHkce+yxJCYmMmrUKFasWMH8+fNp3749HTt2xMy44oorCs3vaaedRqNGjahRowbnn38+kyZNAqB169Yce+yxAFxxxRW71h8Md2dbZjZZOZGDPlZxFatEbWZVCYL0a+5eUP1DCtA6arkVsBpIKGS9iEiFta+S76HiXmCZZy+PPvoozZo1Y+bMmUQiEapXr17kPtWqVdv1PC4ubtdyXFwcOTk5ANx888384Q9/4Oyzz2b8+PGMGDFi1z75ezbnLRe03t057bTTeOONN/bYNmPGjGL3kN6f1zsQ7k5GVi5p27NI25FDTiRCs7rVaVa36HNZEorT69uAF4Cf3P2RQpKNAa4Ke3/3B9LcfQ0wFehoZu3NLAG4JEwrIiL7oU6dOmzbtm3X8vHHH89bb71Fbm4uqampTJgwgb59++6VLi0tjebNmxMXF8crr7xCbm5uieQnLS2Nli2D7kqjRo3aY9uHH35IZmYmGzduZPz48fTp0wcIqqiXLVtGJBLhrbfeYuDAgfTv359vv/2WxYsXA0FV/cKFC+ncuTPLli3b1SaeP5BH++KLL9i0aRM7duzggw8+2FWKXrlyJd99992u/QcOHFjs9+fuZOzMYfWWHcxfu42lqels3p5NrWrxdKhnNLEtkJVR7OMdjOJUfR8LXAmcbGYzwseZZvYrM/tVmOZTYCmwGHgeuBHA3XOAm4DPCDqhve3uc/d6BRER2adGjRpx7LHH0q1bN2699VbOO+88evToQc+ePTn55JN58MEHOeyww+jRowdVqlShZ8+ePProo9x4442MGjWK/v37s3DhQmrVqlUi+RkxYgQXXXQRxx13HI0bN95jW9++fRkyZAj9+/fn9ttvp0WLFgAMGDCA2267jW7dutG+fXvOO+88mjRpwksvvcSll15Kjx496N+/P/Pnz6d69eqMHDmSIUOGMHDgQNq2bVtoXgYOHMiVV15JYmIiF1xwAUlJSQB06dKFUaNG0aNHDzZt2sSvf/3rIt9XZnYua9J2sGDtNpakprMxI4saVeNp07AmXZrXpW0dqL1tOXHb1sCGxYckWFtxq08OpaSkJNd81CJSnvz000906dKlrLNR7o0YMYLatWvv1Wlr/Pjxe3RyK23Lly9n6NChzJkzp8i0WTkRtuzIYsv2bDKzczGMRgnZNKiyk4Sa9YivXnt34m1rYdua3ct1mkOdw/YrbwV9l8xsmrsnFZReY32LiEjMyY04aTuy2Lw9m4ydQbt7zYQqtKhfg/pVsqiy6WfIiUDmBmh8BCSENRHV6sC2dUAEiAuWS5lK1CIixaASdcXn7mzPymVTRhZpO7KJuFOtSjz1a1alfo2qVKsaHyQsqtSclQE7twVBOmH/mxJUohYREYmSnRthy/YsNmVkszMnlzgz6teoSqNqOVSPZGDV6kDVqB7cRZWaE2odUIA+UArUIiJS6bg723bmsDkji607cnCcmglVaNWgJvVqVCU+ZztsWAZEgqAcXb2dUCtYPohSc0lSoBYRkUojKyfC5u1ZbMrIIjs3Qp24LNpWy6J6rXok1IzqFLZzG0GJmeDvzm17BuRDXGreFwVqERGp0CLubMvMYVNGFtsyswGoXa0KrWs7tbatwbIjsGUjVCnbTmEHSvNRi4hUAGU9zeXVV1/N6NGji51+X1avXs2FF164aznvHupHH32UO+64gy+//LJYx9mZk8vUWfM5sstRrNiYQWZ2Lk3rVKfzYXVYOTeZSy66EMtfas6TV71dp/me1d75jBgxgoceeuhA32qJUIlaRKQCyAvUN9544z7T5QXqyy677BDlbP+1aNFiV9Bfu3YtkydPZsWKFcXaN+LO1h3ZbMrIIn1nDhszsog3p1Ot7VSrWRerFtUpLK4KQXm0fHQKO1AqUYuIlJZVU2Diw8Hfg3SoprkEePDBB+nevTs9e/bktttu22v73XffTZ8+fejWrRvDhw/fNe74E088QdeuXenRoweXXHIJAN988w2JiYkkJibSq1cvtm3btkdpftCgQaxfv57ExEQmTpy4R8l92rRpnHDCCRx99NGcNmgQMxYsZf6abYwdP5kzTxzAteefzhdvv0AVz6b6jnXYxiV7jBSWvn0HF950J51PvIjL//hPvGrN/c4/wLx58zjxxBPp0KEDTzzxxK71r776Kn379iUxMZFf/vKX5Obmkpuby9VXX73rc3n00UeL/yEXxt3L3ePoo492EZHyZN68efu3w8of3O9p5j6iQfB35Q8H9frLli3zo446atfy6NGj/dRTT/WcnBxfu3att27d2levXu3jxo3zIUOG7EqXkZHhO3bscHf3hQsXet7va/7j5fn00099wIABnpGR4e7uGzdudHf3YcOG+TvvvLPHOnf3K664wseMGePu7s2bN/fMzEx3d9+8ebO7uw8dOtQnTZrk7u7btm3z7OzsPV47fz7yXicrK8sHDBjgC5en+OL12/yBp1/wc39xuS/fkO5Hdevm48aNc3f3P93yaz/qyMPdf/4xeGxd4+7u48aN87p16/qqVas8NzfX+/fv7xMnTtzv/N95550+YMAAz8zM9NTUVG/YsKFnZWX5vHnzfOjQoZ6VleXu7r/+9a991KhRnpyc7Keeeuqu4+cdJ1pB3yUg2QuJiSpRi4iUhuUTITcLPDf4u3xiiR6+tKa5/PLLL7nmmmuoWTMofTZs2HCvNOPGjaNfv350796dr7/+etcUlz169ODyyy/n1VdfpUqVoGX12GOP5Q9/+ANPPPEEW7Zs2bV+X7JyIkycOpNZs+dw1pmDGXrSMbz01EOkp66ifiSNrWlpnHjiiQBcedWwqD33rN7u27cvrVq1Ii4ujsTExF1TdO5P/gGGDBlCtWrVaNy4MU2bNmXdunV89dVXTJs2jT59+pCYmMhXX33F0qVL6dChA0uXLuXmm29m7Nix1K1bt8j3WxS1UYuIlIZ2x0F8QhCk4xOC5RLkpTTNpbvvczrIzMxMbrzxRpKTk2ndujUjRowgMzMTgE8++YQJEyYwZswY7rnnHubOncttt93GkCFD+PTTT+nfvz9ffvllgXmIRJwtO7LZmpnNmrQdVNueRafOXZgwcRK1bGdQrU2ELRuWsEf2qtYIzm+d5nvd8xw9XWd8fDw5OTn7nf/CjuPuDBs2jPvuu2+v9zJz5kw+++wznn76ad5++21efPHFfZ7zoqhELSJSGlr3hWFj4OS/B39b9z2owx2qaS4HDRrEiy++yPbt2wHYtGnTHtvzglrjxo1JT0/f1Z4ciURYtWoVJ510Eg8++CBbtmwhPT2dJUuW0L17d/7yl7+QlJTE/Pnz9zjezuxccnKdn9ZuZdPmzSR4Fo2rO2cc25utmzcye3oylpVOdvZO5i5YQv16talXpzaTJk0C4LXXXgOLC4b4LEbHsP3Nf2FOOeUURo8ezfr163edpxUrVrBhwwYikQgXXHAB99xzDz/++GOReSqKStQiIqWldd+DDtB5oqe5POOMM3jwwQf57rvv6NmzJ2a2a5rLRo0a7Zrm8uqrr+bGG2/kggsu4J133uGkk04qcprLwYMHM2PGDJKSkkhISODMM8/kn//8567t9evX31WV3q5du11zTefm5nLFFVeQlpaGu/P73/+e+vXrc/vttzNu3Dji4+Pp2rUrZ5xxBj+vXk1uxFmSms7SDRnkuNMoIYdmWWuo7juptXMDNeNzGT16NLfccgtpWzaTs3M7v7v+Mo46siP//c9Irv3lb6hZsyann376fp3H/c1/Ybp27cq9997LoEGDiEQiVK1alaeffpoaNWpwzTXXEIkEt4UVVOLeX5qUQ0SkGDQpx8HLyomwKSMYNSwnEiGhShwNayXQoGYCVbevL9WJMMoTTcohIiLlhruTEd7vnDfmdpNqOTSskkVC9H3P5WwijPJEgVpEREpcbiTC5u3ZbEzPYmdOLlXijMZ1EmickEPVzSsgOwI7UnePClbOJsIoTxSoRUSkxOzMzmVjWL0dcadmQjytGtSkfo2qxMVZMNdzYZNhxHCpeV8UqEVEiqmoW5dilbsHw3mmZ7E1Mxszo2m1HBqE1dskJOxOXIEmwygNB9IvTIFaRKQYqlevzsaNG2nUqJGCdSgScTbvyGJjehaZ2blUiYujad3qNE7IpsqmFMiKwPb15Xqu50PJ3dm4cWOR97Lnp0AtIlIMrVq1IiUlhdTU1LLOSpnLiUTI2JnL9p055DokxBu1q1ehStV4NqcZmzO3QmYa4IDBukyoXtAIXZsPcc7LXvXq1WnVqtV+7aNALSJSDFWrVqV9+/ZlnY0y4+5MWryBUZNX8NX8dcSZ8cv2G7ik6Qpa9xqEtem1O/GqKTDqqt2jsg0bA611a9uBUqAWEZFCbcvM5t1pKbz8/QqWpmbQqFYCvznxCIa1Xk+T966F1Vkw++k9R1/LG5Vt+cRg6NQSGvQlVilQi4jIXpampvPydyt4J3kVGVm5JLauz6MX9+TM7s2pViUeJn6896Qj0QG5BEdli3UK1CIiAgSdwyYsSuWlycsZvyCVqvHGTUds4hdNVtC852nQOqpttZQnHZHdFKhFRGLc1sxs3v/xZ0ZNXs7SDRk0qVON35/aiStbr6XhO9fCyiyY8aSqt8uIArWISIxxd35as41vFqYyfsF6pq3YTE7E6dm6Po9fksgZ3ZqTUCUOJo5R9XY5oEAtIhID0nfmMH7Ber5ZkMo3C1NZv20nAF2b1+XOXhmcUmMhLXqeBq1b7t5J1dvlggK1iEgltm5rJv/9djmv/bCCbZk51KtRleM6NuaETk04oVMTmqbNglE3B8FY1dvlkgK1iEgltGjdNkZOWMoHM34mN+Kc0a05w45px9FtGxAfFzWy2syJqt4u54oM1Gb2IjAUWO/u3QrYfitwedTxugBN3H2TmS0HtgG5QE5hc22KiMjBc3d+WLaJkROW8vX89VSvGselfdtw/cAOtNk+B5b/F6rkKxmrervcs6IGCDez44F04OWCAnW+tGcBv3f3k8Pl5UCSu2/Yn0wlJSV5cnLy/uwiIhKzcnIjjJ27lucnLGVmShqNaiVw1YB2XDmgLQ1rJYQjhZ2db6SwqGC9aoqqt8uYmU0rrDBbZIna3SeYWbtivtalwBv7kTcRETlA6TtzeHvqKl78dhkpm3fQvnEt7j23Gxce3YrqVeN3J1yu6u2KrMTaqM2sJjAYuClqtQOfm5kD/3b3kfvYfzgwHKBNmzYllS0RkUpn3dZMXpq8nNe+X8HWzBz6tGvAHUO7cmrtFcStHA1rVb1dmZRkZ7KzgG/dfVPUumPdfbWZNQW+MLP57j6hoJ3DID4SgqrvEsyXiEilsHLjdp79ZjGjp6WQG3EGdzuM64/rQO82DcLq7XMKrt5W7+0KrSQD9SXkq/Z299Xh3/Vm9j7QFygwUIuISMGWpqbz9LglfDDjZ+LNuKRPG244rgNtGtXcnUjV25VWiQRqM6sHnABcEbWuFhDn7tvC54OAu0vi9UREYsGiddt4atxiPpq5mqrxcQwb0I6bOm6kYepnsP04aKTq7VhQnNuz3gBOBBqbWQpwJ1AVwN2fC5OdB3zu7hlRuzYD3jezvNd53d3HllzWRUQqp5mrtvDvCUv435y11Kgazw3HdeD64zrQZMtMGHWRqrdjTHF6fV9ajDQvAS/lW7cU6HmgGRMRiSW5EefLn9bxwsRlTFm+iTrVqnDjiYdz3cAOwS1WADNUvR2LNDKZiEgZ2p6Vw+hpKbw4aRnLN26nZf0a/GNIFy5tsZZaqz+BTcdBrTD4qno7JilQi4iUgbTt2YycuIRXv19J2o5serauz1OnH8ngow6jyupkGHX+3lXcqt6OSQrUIiKHUGZ2LqMmL+fpcYvZtjOH07sexvXHtefotg0I+/Tsuwe3qrdjjgK1iMghkBtx3vsxhUe/WMjqtExOPLIJIxIzaJc+HuJzwdSDWwqmQC0iUorcnfELUnlg7Hzmr91Gz1b1eOgXPTkmYSmMulQ9uKVICtQiIqXA3flu6UYe/3IRPyzbRNtGNXnqsl4M6d48qOKeOEo9uKVYFKhFREqQuzNh0Qae/GoRySs207RONe4+5ygu6dOGhCpxuxOqeluKSYFaRKQEuDtfz1/PE18vZuaqLbSoV527zzmKiw9bQ7WUd2HNcXuXmFW9LcWgQC0ichAiEefzeet48utFzF29ldYNa3Df+d25oHcrEtYkw6jzCp8HWtXbUgwK1CIiByAScT6bu5bHv1rE/LXbaN+4Fv+6sAfn9mpJ1fiwiruoiTJEikGBWkRkP0Qizv/mrOWJrxaxYN02OjSuxajTnIFVkolvVhPiW+9OrHZoKQEK1CIixRCJOJ/OWcMTXy1i4bp0OjSpxeOXJDK0QQrxr1wSBOOJD+k2KylxCtQiIvuQG3E+mb2GJ79axKL16RzRtHYQoHu0ID7OYOKbus1KSpUCtYhIAXIjzsezVvPEV4tYkprB2Q1TeLz3Go7sdwbxbVvuTqjqbSllCtQiIlFyciN8NGs1T369mKWpGXRqVpvXTjeO+fZO7KcsWPicqrflkFKgFhEBsnMjjJmxmqfHLWbphgw6H1aHZy7vzeCjDiPu20dUvS1lRoFaRGJaZnYu70xL4d/fLCFl8w66NK/Lc1f0ZlDXw4iLC2ezUvW2lCEFahGJSRk7c3j9h5U8P3Ep67ftpFeb+jx6TBZJPgWrVw3imu9OrOptKUMK1CISU9J2ZDNq8nJe/HYZW7Znc8zhjXjs4kQGJCzBXr46KDVP0ChiUn4oUItITNickcULk5YxavJytu3M4ZTOTfnNyUfQu02DIEFRs1mJlBEFahGp1Dak7+T5iUt59bsVZGTlcuPhGxnWYhXNepwGrRvsTqh2aCmnFKhFpFJavzWTf09Yyms/rGBnToSzerTgT13TaPPRdbA6C6Y/qduspEJQoBaRSmVzRhbPjF/MqO9WkBtxzklswW9OOoLDm9SGiQ/rNiupcBSoRaRS2JGVy4vfLuO58UvolD2PR1utpvfxQ2neLXF3IlVvSwWkQC0iFVpOboR3pqXw2JcLWbd1J8Pbb+C29fcTl5oNH7wC9VS9LRWbArWIVEjuwXzQD362gKWpGRzdtgFPXdabPqv+C2uzVb0tlYYCtYhUKO7O1/PX8+iXC5nz81aOaFqbkVcezWldm2FmEK/qbalcFKhFpEJwd8YvTOWxLxYyMyWNM+qt5L7ENXQZcCZV2h62O6Gqt6WSUaAWkXLN3Zm0eAOPfLGQ6Su30LJ+Df5zci6nTLkLW5AFi0dqFDGp1BSoRaTc+nHlZu779CemLt9M83rV+b/zunHR0a1J+O5RjSImMSOuqARm9qKZrTezOYVsP9HM0sxsRvi4I2rbYDNbYGaLzey2ksy4iFReKZu3c8sb0zn/mcnUTp3Oe92/55tLa3J5v7YkVInbfZuVxasdWiq94pSoXwKeAl7eR5qJ7j40eoWZxQNPA6cBKcBUMxvj7vMOMK8iUslty8zm2fFL+M+kZRjwzz7bufSne7DFWbDs+d1V3GqHlhhSZKB29wlm1u4Ajt0XWOzuSwHM7E3gHECBWkT2kJMb4e3kFB75YgEb0rM4r1dLbj39SFrMfgbmFFLFrXZoiREl1UY9wMxmAquBP7n7XKAlsCoqTQrQr7ADmNlwYDhAmzZtSihbIlLefbt4A/d8PI/5a7fRp10DXhjWh56t6wcbNZKYSIkE6h+Btu6ebmZnAh8AHQErIK0XdhB3HwmMBEhKSio0nYhUDss2ZPB/n/zElz+t4/S6K3j86PV06ncGlhekQVXcIpRAoHb3rVHPPzWzZ8ysMUEJunVU0lYEJW4RiWFbM7N56uvF/PfbZSTEx/HwgJ2cP/tubF4WLHhOt1qJ5HPQgdrMDgPWububWV+CnuQbgS1ARzNrD/wMXAJcdrCvJyIVU27EeWvqKh7+fAGbtmdx0dGt+NOgI2k682ndaiWyD0UGajN7AzgRaGxmKcCdQFUAd38OuBD4tZnlADuAS9zdgRwzuwn4DIgHXgzbrkUkxkxfuZm/vz+HeWu20qddA14a2pfureoFG9UOLbJPFsTU8iUpKcmTk5PLOhsicpDStmfz4GfzeX3KSk6ptYI/Hrmezv3OwNrk61e6aoraoSWmmdk0d08qaJtGJhOREufufDhjNfd+Mo9NGVnc3jOdaxarHVrkQBQ5MpmIyP5YmprOFS/8wO/emkHLBjUZc9NArm2ZguVvhxaRYlGJWkQOWmZ2Lt8v3cjX89fz5pRVVKsax73nduPSvm2IjzOIqB1a5EApUIvIfnN3Fq1PZ8LCVL5ZmMoPyzaRlROhX5XFPNpiFQNOPYeGR7bdvYPuhxY5YOpMJiLFlpmdy7Pjl/B28irWpGUCcETT2pzQqQlDG6wicdywoIo7PmHvdmgRKZQ6k4nIQRu/YD13fDiXlZu2c0rnptxySkeO79SElvVrBAkm/k/3Q4uUAgVqEdmntWmZ3P3xXD6dvZYOTWrx+vX9OOaIxnsn1P3QIqVCgVpECpSTG2HUdyt45PMF5EScPw3qxA3Hd6DammkwcdTebc1qhxYpFQrUIrKX6JHETjyyCXef3Y02jWoGA5OMOnt3qVn3Q4uUOgVqEdlly/YsHhi7gDenrqRZneo8e3lvBnc7DLNwMrzlE9UOLXKIKVCLCO7Oez/+zD8//YktO7K57tj2/O60TtSulu8nQu3QIoecArVIjFu8fhv/+GAO3y/dRK829Xnl3O50bVG34MRqhxY55BSoRWLUjqxcnvx6Ec9PXErNhCrcd353Lk5qTVyc7XuSDLVDixxSCtQiMWj8gvXc/uEcVm3awQW9W/G3MzvTqHa1YGNRHcZE5JBSoBaJIeu3ZnL3x/P4eNYaDm9SizeH96d/h0Z7JlKHMZFyRYFaJAZEIs7rU1bywNj57MyJ8IfTOvHLEzpQrUr83onVYUykXFGgFqnk5q/dyl/fm830lVs45vBG3HtuNzo0qV14O7Q6jImUKwrUIpVUxs4cHv9qES9MWka9GlV55Bc9Oa9Xy+CeaA1cIlJhKFCLVDLuzqez13LPx/NYuzWTS/q05i+DO9OgVsLuRGqHFqkwFKhFKpFlGzK448M5TFy0ga7N6/L05b05um2DvROqHVqkwlCgFqkEMrNzeWbcYp77ZinVqsRx51ldubJ/W6qsToaJaocWqcgUqEUquAkLU/nHB3NYuWk75ya24G9ndqFp3epqhxapJBSoRSqoTRlZ3PPxPN6f/jMdGtfi9Rv6cczhUfNEqx1apFJQoBapYNydD2b8zN0fzWNbZg43n3wEvznpCKpXzXdPtNqhRSoFBWqRCmTVpu38/YM5TFiYSq829bn//B4ceVidgu+JVju0SKWgQC1SAeRGnP9+u4yHP19InMFdZx/FFf3bEh9XxD3RaocWqfAUqEXKuSWp6dz6zkx+XLmFUzo35Z5zu9Gifo3dCdQWLVKpKVCLlFO5EefFSct46PMFVK8az2MXJ3JOYotgZLFoaosWqdQUqEXKoaWp6dw6ehbTVmzm1C7N+Od53YJbrgqitmiRSk2BWqQcyWuL/tdnQSn60Yt7cm5i1PjchQVjtUWLVFpFBmozexEYCqx3924FbL8c+Eu4mA782t1nhtuWA9uAXCDH3ZNKKN8ilc7i9enc9u4sklds5tQuTfnned13l6KLGrxERCqt4pSoXwKeAl4uZPsy4AR332xmZwAjgX5R209y9w0HlUuRSiw7N8LICUt5/MtF1EiI5+GLenJ+75Z7tkWrw5hIzCoyULv7BDNrt4/tk6MWvwdalUC+RGLCnJ/T+PPoWcxbs5Uh3Zsz4uyjaFKn2t4J1WFMJGaVdBv1dcD/opYd+NzMHPi3u48s4dcTqZAys3N5/KtFjJywlIa1EnjuiqMZ3O2woIp7hibREJHdSixQm9lJBIF6YNTqY919tZk1Bb4ws/nuPqGQ/YcDwwHatGlTUtkSKXemLNvEbe/OYumGDC5Oas3fzuxCvZpVNYmGiBQoriQOYmY9gP8A57j7xrz17r46/LseeB8o9FfG3Ue6e5K7JzVp0qQksiVSrmzLzObv78/mF//+juxIhNeu78cDF/YIgjQU3A4tIjHvoEvUZtYGeA+40t0XRq2vBcS5+7bw+SDg7oN9PZGK6Mt56/jHB3NYvy2T6we25w+DOlEzId+/n9qhRaQAxbk96w3gRKCxmaUAdwJVAdz9OeAOoBHwTNhLNe82rGbA++G6KsDr7j62FN6DSLmVum0nIz6ayyez1tD5sDr8+8qj6clC+OFxtUOLSLGYu5d1HvaSlJTkycnJZZ0NkQPm7rz748/c8/E8dmTlcsspRzD8+MNJWJOs+6FFZC9mNq2wsUY0MplICVu/NZNbR8/im4WpJLVtwP0X9OCIprWDjbofWkT2kwK1SAkaO2ctf31vFjuyc7nr7KO4sn9b4uKiBi5RO7SI7CcFapESkL4zh3s+msdbyavo1rIuj13ca3cpOpraoUVkPylQixykaSs28/u3ZrBq83Z+c9Lh/PaUTkFb9ERNoCEiB0+BWuQAZedGePLrxTz19SKa16vBW8MH0Ld9Q02gISIlSoFa5AAsSU3nD2/PZOaqLZzfuyUjzj6KutX3MXCJArWIHCAFapH9EIk4L3+3nPv+N58aCfE8dVkvhvZosWcidRgTkRKkQC1STKu37ODW0TP5dvFGTjqyCQ8P2EnD1DdglQYuEZHSo0AtUgR35/3pP3PnmLnkRpz7zu/OJYetwV6+SBNoiEipU6AW2YfNGVn89b3ZjJ27lj7tGvDwRYm0aVQTJr6jdmgROSQUqEUKMW3FJm56fTob07P46xmduf64DsTnDV6idmgROUQUqEXycXdemLSM+/83nxb1a/DejcfQrWW9PROpHVpEDhEFapEoaTuyufWdmXw+bx2nH9WMhwdkUXvpfyCigUtEpGwoUIuEZqekcePr01izJZPbh3bl2jbrsZfP18AlIlKm4so6AyJlzd155bvlXPDsZHJznbd/NYDrBrbHVkzau8OYiMghphK1xLS0Hdn87b3ZfDJ7DScd2YRHfpFIg1oJwUZ1GBORckCBWmLWjFVbuOn1H1mblslfBnfml8d32HNKSnUYE5FyQIFaYk4k4vxn0lIeHLuAZnWr88n5CRy54wP4WR3GRKT8UaCWmLIxfSd/fGcm4xekMviow3io/05qv6UOYyJSfqkzmcSM75Zs5MwnJjJ5yUbuObcbz17Rm9prv1OHMREp11Silpjw8nfLGTFmLu0a1eK/V/ela4u6wQZ1GBORck6BWiq1SMS5f+x8Rk5YyqldmvH4JYnUqhb1tVeHMREp5xSopdLKzM7lj+/M5JNZa7hqQFvuTMwgfsrjewdkdRgTkXJMgVoqpS3bs7jh5WSmLt/M38/swvXtUrGXz1GnMRGpcNSZTCqdVZu2c/6zk5m5Ko2nLuvFDcd30ChjIlJhqUQtlcqslC1c+9JUsnOdV6/vR9/2DYMN6jQmIhWUArVUGl/OW8fNb0ynUe0E3hzelyOa1t69UZ3GRKSCUqCWSiHv9qtuLevxwrA+NKlTbe9E6jQmIhWQ2qilQotEnHs/nscdH87llC7NePvMeJrMeApWTSnrrImIlAiVqKXCyszO5XdvzmDs3LVcfUw7bu+ZTvwr56lnt4hUKkWWqM3sRTNbb2ZzCtluZvaEmS02s1lm1jtq22AzWxBuu60kMy6xbUP6Ti59/ns+m7eW24d2ZcTZRxG/Uj27RaTyKU7V90vA4H1sPwPoGD6GA88CmFk88HS4vStwqZl1PZjMigAsTU3n/GcmM2/1Vp69vDfXDWwfbMjr2W3x6tktIpVGkVXf7j7BzNrtI8k5wMvu7sD3ZlbfzJoD7YDF7r4UwMzeDNPOO+hcS8yavnIz17w0lXgz3hzen15tGuzeqJ7dIlIJlUQbdUtgVdRySriuoPX9SuD1JEaNW7CeG1/9kSZ1qvHKdX1p26jW3onUs1tEKpmS6PVtBazzfawv+CBmw80s2cySU1NTSyBbUpl8MP1nbhiVTPvGtfjwnKq0nfecenaLSEwoiRJ1CtA6arkVsBpIKGR9gdx9JDASICkpqdCALrHnhUnLuOfjefTv0JAXTnFqvXG+enaLSMwoiRL1GOCqsPd3fyDN3dcAU4GOZtbezBKAS8K0IsXi7jwwdj73fDyPwUcdxkvX9KXW6u/Us1tEYkqRJWozewM4EWhsZinAnUBVAHd/DvgUOBNYDGwHrgm35ZjZTcBnQDzworvPLYX3IJVQTm6Ev70/m7eTU7isXxvuOacb8XGmMbtFJOZY0Fm7fElKSvLk5OSyzoaUkczsXG5+YzpfzFvHLad05PendsQsqsvDqinq2S0ilYqZTXP3pIK2aWQyKVfSdmRzw6hkpq7YxN3nHMVVA9rtnUg9u0Ukhmisbyk31m/N5OJ/f8f0VZt55TS4Kudd9ewWkZinErWUC8s2ZHDViz+wMT2Ld4bEk/j1MPXsFhFBJWopB+b8nMZFz00mY2cub9zQn8TcOerZLSISUolaytTkJRsY/vI06tWoysvX9eXwJrUB9ewWEcmjQC1lZuycNdzyxgzaNa7Jy9f247B61YMNGrNbRGQXBWopE+8kr+Iv784isXV9Xry6D/VrJuyZQD27RUQAtVFLGfjvt8u4dfQshrVez5tdJ1N/44yyzpKISLmlQC2HjLvzxFeLuOujefz68A3csemvJHxzH4w6W7dhiYgUQoFaDgl355+f/sQjXyzk/N4t+VOnVEw9u0VEiqRALaUuN+L89b3ZPD9xGcMGtOWhC3sS3+H4oEe3xatnt4jIPqgzmZSqrJwIf3h7Bh/PWsNNJx3BHwd1CsbtVs9uEZFiUaCWUpOdG+Gm13/k83nr+OsZnfnlCYfvmUA9u0VEiqRALaUiN+L88e2ZfD5vHXee1ZVrjm1f1lkSEamQ1EYtJS4Scf723mzGzFzNwwN2ck3kPfXqFhE5QCpRS4lyd+7+eB5vJa/in322c8HsmzW5hojIQVCJWkrUvz5bwEuTl3Ptse25tMlKTa4hInKQFKilxDw9bjHPjF/CpX3bcPvQLlj743QLlojIQVLVt5SIFyYt41+fLeDcxBbce2433YIlIlJCFKjloL05ZSX3fDyP049qxkMX9SQ+znZv1C1YIiIHRVXfclDGzFzNX9+fzfGdmvDEpb2oEq+vlIhISdKvqhywL+et4w9vzeCyFmt5ocMEqq2ZVtZZEhGpdBSo5YBMXryBG1//kfOa/My9aX+j6jf/1CxYIiKlQIFa9tuPKzdz/cvJtGtUk7t7bMZys3ULlohIKVGglv0yb/VWrn5xCk3qVOPV6/pRo9OJugVLRKQUqde3FNuS1HSuevEHalWrwqvX9aNp3epQV7dgiYiUJgVqKZaft+zgiv/8AMCr1/ejdcOauzfqFiwRkVKjQC1F2pyRxVUv/ED6zhzeGj6Aw5vULussiYjEDLVRyz7tyMrlulFTabR5Jp/2mkLX3PllnSURkZiiQC2FysmNcPMb0yFlCm9U+yetZzyqW7BERA4xBWopkLtz+4dz+PKnddx+1CbiI7oFS0SkLBQrUJvZYDNbYGaLzey2ArbfamYzwsccM8s1s4bhtuVmNjvcllzSb0BKx2NfLuKNKau46aQj6HX8WboFS0SkjBTZmczM4oGngdOAFGCqmY1x93l5adz9X8C/wvRnAb93901RhznJ3TeUaM6l1Lz2wwoe/2oRv0hqxR8HdQIz3YIlIlJGitPruy+w2N2XApjZm8A5wLxC0l8KvFEy2ZND7bO5a7n9gzmcdGQT/u+87sF0laBbsEREykhxqr5bAquillPCdXsxs5rAYODdqNUOfG5m08xseGEvYmbDzSzZzJJTU1OLkS0paVOWbeKWN6bTvVV9nr68N1U1E5aISJkrzi+xFbDOC0l7FvBtvmrvY929N3AG8BszO76gHd19pLsnuXtSkyZNipEtKUlzfk7jupemclrdFbze+VtqrvuxrLMkIiIUL1CnAK2jllsBqwtJewn5qr3dfXX4dz3wPkFVupQjS1PTGfbiFAYkLOGJrDupNel+3YYlIlJOFCdQTwU6mll7M0sgCMZj8icys3rACcCHUetqmVmdvOfAIGBOSWRcSsaatB1c+cIUHLjv6DTiNBOWiEi5UmRnMnfPMbObgM+AeOBFd59rZr8Ktz8XJj0P+NzdM6J2bwa8H3ZIqgK87u5jS/INyIHblJHFlS9MIW1HNm8O70+jSD1IfjwI0roNS0SkXDD3wpqby05SUpInJ+uW69KUvjOHy5//np/WbuPla/vSv0OjYMOqKboNS0TkEDOzae6eVNA2TcoRgzKzcxn+cjJzVm/l31ccvTtIg27DEhEpZ3T/TYzJjTi/fXM6k5ds5F8X9uDUrs3KOksiIrIPCtQxxN25+6O5fDZ3HXcM7cr5vVuVdZZERKQICtQx5MVvlzPquxXcmZjOtf6ebr8SEakA1EYdI8bOWcu9n8zj14dv5OrFf4YFYc/uYWPUJi0iUo6pRB0Dpq/czO/emk7PVvX5Q8f1WG6W7pUWEakgFKgruZUbt3P9qGSa1KnGf4YlUfXw4zVlpYhIBaKq70osbXs217w0hZyI89+r+9K4djWo3VdTVoqIVCAK1JXUzpxcfvlqMis3beeV6/pxRNPauzfqXmkRkQpDgboScnf++u5svl+6iccuTtxzQBMREalQ1EZdCT0zfgnvTf+ZP5zWiXN7FTh1uIiIVBAK1JXM2Dlr+NdnC/jtkZu5ueoY3SstIlLBqeq7Epnzcxq/f2smFx+2ht/9/A9sZRZM0L3SIiIVmUrUlcT6bZnc8HIyDWpW5fZuG3WvtIhIJaFAXQkEs2FNY8v2bJ4flkTtI0/SvdIiIpWEqr4rOHfnL+/OYsaqLTx3RW+OalEP0L3SIiKVhQJ1Bff0uMV8OGM1t55+JIO7Nd+9QfdKi4hUCqr6rsDGzlnDQ58v5NzEFtx44uFlnR0RESkFCtQVVF4P78TW9bn/gh6YWVlnSURESoECdQW0fmvQw/u46kt59chJVF87rayzJCIipUSBuoLJzM5l+CvTaLd9Ls9F7qL2tw/AqLM1sImISCWlQF2BuDt/Hh308L6r52biItm6V1pEpJJToK5Anvp6MWNmBj28O/U7Q/dKi4jEAN2eVUH8b/YaHv5iIef1ahn08LYjdK+0iEgMUKCuAOb8nMbv355Brzb1ue/87rt7eOteaRGRSk9V3+Xc+q2ZXD8qmYY1Exh5ZRLVq8aXdZZEROQQUom6HMvMzuWGV6axNTOb0b86hiZ1qpV1lkRE5BBToC6n3J2/vTeb+JQpfHD0VjrlNgRUzS0iEmtU9V1OPT9xKctnjOOtGvfRae7juldaRCRGKVCXQ+MWrOf+/81nWIsUqniO7pUWEYlhxQrUZjbYzBaY2WIzu62A7SeaWZqZzQgfdxR3X9nT4vXp3PL6dDofVpfTh1yI6V5pEZGYVmQbtZnFA08DpwEpwFQzG+Pu8/IlnejuQw9wXwHSdmQz/OVkEqrEMfKqo6neoKbulRYRiXHF6UzWF1js7ksBzOxN4BygOMH2YPaNKbkR5+Y3prNq83Zev6E/rRrUDDboXmkRkZhWnKrvlsCqqOWUcF1+A8xsppn9z8yO2s99MbPhZpZsZsmpqanFyFblcv//fmLCwlTuOacbfdo1LOvsiIhIOVGcQF3QRMeeb/lHoK279wSeBD7Yj32Dle4j3T3J3ZOaNGlSjGxVHu/9mMLzE5cxbEBbLunbpqyzIyIi5UhxAnUK0DpquRWwOjqBu2919/Tw+adAVTNrXJx9Y938tVt5+/13ua/J59yemF7W2RERkXKmOIF6KtDRzNqbWQJwCTAmOoGZHWbhANRm1jc87sbi7BvLtmVm89So13kp/l4uSX+FKq+cq3ulRURkD0V2JnP3HDO7CfgMiAdedPe5ZvarcPtzwIXAr80sB9gBXOLuDhS4bym9lwrF3bntvdm02/Yj1arkYB7Zfa+0Oo+JiEioWEOIhtXZn+Zb91zU86eAp4q7r8DL363gk1lreGTAYGz2mCBI615pERHJR2N9l4HpKzdz7yfzOKVzU849Kwl6t9K90iIiUiAF6kNsc0YWN70+naZ1qvPwL3oSF2e6V1pERAqlQH0IRSLOH96eQeq2nbzzqwHUr5lQ1lkSEZFyTpNyHELPfrOEcQtSuX1oF3q2rl/W2RERkQpAgfoQmf39F2z/6kFu7rSZK/q3LevsiIhIBaGq70Ng04KJdBx7GV2r5BC3egyW0klt0iIiUiwqUZeynNwIn308miqeQzwRTPNKi4jIflCgLmWPfbmIdza0C+6R1rzSIiKyn1T1XYrGLVjPU+MWc3HSKVTpd6zulRYRkf2mQF1KVm/Zwe/fmkHnw+pw1zlHQdV4BWgREdlvqvouBVk5EX7z+o/k5DrPXnE01avGl3WWRESkglKJuhQ8MHY+01du4enLetO+ca2yzo6IiFRgKlGXsLFz1vDCpGVcfUw7hvRoXtbZERGRCk6BugStnTOB+e/cxS8OW8PfzuxS1tkREZFKQFXfJSR3xQ80GH0hN1k2cenvE7emhzqPiYjIQVOJuoRM+2YM8Z5NFSLE5WZrUBMRESkRCtQlYNG6bTy0sCmRuKq4BjUREZESpKrvg5STG+GP78xkVUIXMi5+jwbrf9CgJiIiUmIUqA/Ss+OXMCsljacv602DI5vDkQPLOksiIlKJqOr7IMxdncYTXy/irJ4tdCuWiIiUCgXqA5SVE+GPb8+kfs0E7j77qLLOjoiIVFKq+j5AT3y1iPlrt/HCsCQa1Eoo6+yIiEglpRL1AZi+cjPPjF/MRUe34pQuzco6OyIiUokpUO+nzOxcXnjzLW6t+QkjemeUdXZERKSSU9X3fnr7/ff4V8btVLcc7I33YNgY3YolIiKlRiXq/TDn5zTWzfqCBMvBiEBulkYgExGRUqVAXUzZuRH+PHoW86v1JK5KAmgEMhEROQRU9V1MIycsZd6ardxyxQVYvT5BSVojkImISClToC6GJanpPP7VIs7odhiDux0GHKYALSIih4SqvosQiTh/fXc21avEcdc5GthEREQOrWIFajMbbGYLzGyxmd1WwPbLzWxW+JhsZj2jti03s9lmNsPMkksy84fCa1NWMmX5Jv4xtCtN61Qv6+yIiEiMKbLq28zigaeB04AUYKqZjXH3eVHJlgEnuPtmMzsDGAn0i9p+krtvKMF8HxKrt+zggf/NZ+ARjbno6FZlnR0REYlBxSlR9wUWu/tSd88C3gTOiU7g7pPdfXO4+D1Q4aOau/OPD+aQG3HuO787ZlbWWRIRkRhUnEDdElgVtZwSrivMdcD/opYd+NzMppnZ8MJ2MrPhZpZsZsmpqanFyFbpGjNzNV/PX8+fTj+S1g1rlnV2REQkRhWn13dBRUkvMKHZSQSBOnpS5mPdfbWZNQW+MLP57j5hrwO6jySoMicpKanA4x8qmzOyeH/M+9zTaCGXtW4MtC/L7IiISAwrTok6BWgdtdwKWJ0/kZn1AP4DnOPuG/PWu/vq8O964H2CqvRy7fV3R/Ns7l1csf1V4l85B1ZNKessiYhIjCpOoJ4KdDSz9maWAFwCjIlOYGZtgPeAK919YdT6WmZWJ+85MAiYU1KZLw3JyzeRsWA81SwH81wNEyoiImWqyKpvd88xs5uAz4B44EV3n2tmvwq3PwfcATQCngk7XeW4exLQDHg/XFcFeN3dx5bKOykB2bkR/v7+HNrWTMR8TBCkNUyoiIiUoWKNTObunwKf5lv3XNTz64HrC9hvKdAz//ry6r/fLmPBum388crzsbpJGiZURETKnIYQDa3esoPHvlzEqV2aMugoDRMqIiLlg4YQDd310Vwi7tx5loYJFRGR8kOBGvh6/jo+m7uOW07pqHumRUSkXIn5QL0jK5c7PpxLx6a1uX5gh7LOjoiIyB5ivo36ya8XkbJ5B28O709ClZi/bhERkXImpiPT4vXbeH7iUs7v3ZL+HRqVdXZERET2ErOB2t0Z9fbb3FT1I+5ITC/r7IiIiBQoZqu+J3z9CX9LvY1qlkPc2+/DsDG6HUtERMqdmCxRp+3IZva3n5JgOcQR0TChIiJSbsVkoH7k8wWMy+yIxSeAxWuYUBERKbdirup7zs9pvPL9Cq7sfxpxvY/VMKEiIlKuxVSgjkScv38wh4a1qvGHQUdCjaoK0CIiUq7FVNX3m1NXMXPVFv4+pDP1alQt6+yIiIgUKWYC9cb0nTwwdj792jfk3MSWZZ0dERGRYomZQP3A2Plk7Mzh3nO7Ec6PLSIiUu7FRKBOXr6Jt5NTuO649nRsVqessyMiIlJslT5Q5+RG+McHc2hRrzq3nNyxrLMjIiKyXyp9oP70fx9ycuqrPHJMFrWqxVQndxERqQQqdeTauew7BiUPZ0jVHOImjoEOGiZUREQqlkpdoq6WMplqlks8EUzDhIqISAVUqQM17Y7TMKEiIlKhVeqqb1r3DWbF0jChIiJSQVXuQA1BcFaAFhGRCqpyV32LiIhUcArUIiIi5ZgCtYiISDmmQC0iIlKOKVCLiIiUYwrUIiIi5ZgCtYiISDlWrEBtZoPNbIGZLTaz2wrYbmb2RLh9lpn1Lu6+IiIiUrgiA7WZxQNPA2cAXYFLzaxrvmRnAB3Dx3Dg2f3YV0RERApRnBJ1X2Cxuy919yzgTeCcfGnOAV72wPdAfTNrXsx9RUREpBDFCdQtgVVRyynhuuKkKc6+IiIiUojijPVtBazzYqYpzr7BAcyGE1SbA6Sb2YJi5K24GgMbSvB4lYHOyZ50Pvamc7I3nZO96Zzs7UDOSdvCNhQnUKcAraOWWwGri5kmoRj7AuDuI4GRxcjPfjOzZHdPKo1jV1Q6J3vS+dibzsnedE72pnOyt5I+J8Wp+p4KdDSz9maWAFwCjMmXZgxwVdj7uz+Q5u5rirmviIiIFKLIErW755jZTcBnQDzworvPNbNfhdufAz4FzgQWA9uBa/a1b6m8ExERkUqoWPNRu/unBME4et1zUc8d+E1x9y0DpVKlXsHpnOxJ52NvOid70znZm87J3kr0nFgQY0VERKQ80hCiIiIi5VilDtQavhTM7EUzW29mc6LWNTSzL8xsUfi3QVnm8VAzs9ZmNs7MfjKzuWb223B9zJ4XM6tuZlPMbGZ4Tu4K18fsOYFgdEUzm25mH4fLsX4+lpvZbDObYWbJ4bpYPyf1zWy0mc0Pf1MGlPQ5qbSBWsOX7vISMDjfutuAr9y9I/BVuBxLcoA/unsXoD/wm/C7EcvnZSdwsrv3BBKBweEdHLF8TgB+C/wUtRzr5wPgJHdPjLr9KNbPyePAWHfvDPQk+L6U6DmptIEaDV8KgLtPADblW30OMCp8Pgo491Dmqay5+xp3/zF8vo3gH6slMXxewuF/08PFquHDieFzYmatgCHAf6JWx+z52IeYPSdmVhc4HngBwN2z3H0LJXxOKnOg1vClhWsW3udO+LdpGeenzJhZO6AX8AMxfl7Cat4ZwHrgC3eP9XPyGPBnIBK1LpbPBwQXb5+b2bRwNEmI7XPSAUgF/hs2kfzHzGpRwuekMgfqYg9fKrHJzGoD7wK/c/etZZ2fsubuue6eSDCCYF8z61bGWSozZjYUWO/u08o6L+XMse7em6BJ8TdmdnxZZ6iMVQF6A8+6ey8gg1Ko+q/Mgbo4Q5/GqnXh7GaEf9eXcX4OOTOrShCkX3P398LVMX9eAMKqu/EEfRti9ZwcC5xtZssJms1ONrNXid3zAYC7rw7/rgfeJ2hijOVzkgKkhLVPAKMJAneJnpPKHKg1fGnhxgDDwufDgA/LMC+HnJkZQZvST+7+SNSmmD0vZtbEzOqHz2sApwLzidFz4u5/dfdW7t6O4Lfja3e/ghg9HwBmVsvM6uQ9BwYBc4jhc+Lua4FVZnZkuOoUYB4lfE4q9YAnZnYmQTtT3vCl/1e2OTr0zOwN4ESC2VzWAXcCHwBvA22AlcBF7p6/w1mlZWYDgYnAbHa3P/6NoJ06Js+LmfUg6PQST3AB/7a7321mjYjRc5LHzE4E/uTuQ2P5fJhZB4JSNARVvq+7+//F8jkBMLNEgg6HCcBSgiG04yjBc1KpA7WIiEhFV5mrvkVERCo8BWoREZFyTIFaRESkHFOgFhERKccUqEVERMoxBWqRMmZmSWb2xCF+zavN7KlSOvZyM2tcCsftHM7aNN3MDj/IY51oZsdELb9kZhcefC5FSp4CtUgZc/dkd7/lQPcPZ4orE2ZWpQSOUdz8nwt86O693H3JQb7sicAxRSUqDgvot1RKjb5cUimZ2e3h/LBfmNkbZvancP3hZjY2nFRgopl1Dte/ZGZPmNlkM1uaV7oKf4T/ZWZzwnl4Lw7Xn2hm35jZ22a20MzuN7PLLZjTeXZeiS8c8etdM5saPo4tIK8n2u75jkdYMIf4+DAfBQZwM0s3s7vN7AdggJndER5/jpmNDEdfIzzOA2G+FprZcQUca4iZfZe/FGzBnLofmNksM/s+HBQlL48jzexz4GUza2Rmn4cl3X8TNc6+mV0RvvYMM/t3XlDOn/98r5sYvt4sM3vfzBqEgxf9DrjezMYV8B6uC9/feDN7Pq+2wMzOMrMfwrx9aWbNLJiI5VfA78N85Z2T4/N//uExbg3P7SzbPU93OwvmHn4G+JE9hysWKVnuroceleoBJAEzgBpAHWARwchSEMwN2zF83o9gaEgI5u1+h+DitSvBFKkAFwBfEIzY1YxglKHmBCWyLeHzasDPwF3hPr8FHgufvw4MDJ+3IRi2NH9+TwQ+Dp+PACaHx2wMbASqFrCPA7+IWm4Y9fwV4Kzw+Xjg4fD5mcCX4fOrgaeA8whGaWtQwGs8CdwZPj8ZmBGVx2lAjXD5CeCO8PmQMG+NgS7AR3n5B54Brioo//ledxZwQvj87qhzOSLvc8yXvgWwHGhIMD3nROCpcFsDdg/sdH3UudjjWPv4/AcBIwkuPuKAjwmmNWxHMKpd/7L+vutR+R8HXW0lUg4NJKgi3QFgZh+Ff2sTVHe+ExY4IQiIeT5w9wgwz8yaRR3rDXfPJRho/xugD7AVmOrhVHZmtgT4PNxnNnBS+PxUoGvU69U1szoezINdmE/cfSew08zWE1wgpORLk0swqUiek8zsz0BNgoA1lyBIAuRNOjKNIMDs2ofgomaQFzx72ECCCxXc/euw5Fwv3DYm7/wSBK7zw3SfmNnmcP0pwNHA1PD912D35AT58w9AePz67v5NuGoUQQDdl77ANx4O0Whm7wCdwm2tgLcsmBghAVi2j+MU9PkPCh/Tw+XaQEeCC7YV7v59EXkTOWgK1FIZFTTFKQQloi0eTOVYkJ0FHKOwY+VPH4lajrD7fysOGBAV1Ioj+ri5FPx/mhlePGBm1QlKq0nuvsrMRgDVCzhe/mMtJZhPtxOQXMBr7Guq2IxC1ufff5S7/3Vf+S8B+/qMngQecfcxFozZPWIfaQv7/O9z93/v8YJB9Xn+cyBSKtRGLZXRJOAsM6selqKHAISlxmVmdhHsan/uWcSxJgAXm1m8mTUhKD1O2Y+8fA7clLdgwQD+JS0vKG8I329xey+vICgJv2xmRxWwfQJwOeyamGJDISXv6HRnEFQ3Q9DMcKGZNQ23NTSztvvKkLunAZuj2o2vBL7Zxy4QfB4nhG3ZVQhrAUL1CJolYPdsRgDbCJpFivIZcG14XjGzlnnvR+RQUaCWSsfdpxJMMzeToNo3GUgLN18OXGdmMwmqh88p4nDvE7SZzgS+Bv7swdR2xXULkBR2RJpH0ImpRHkwf/TzBFXuHxBM8VrcfRcQnJN3bO9bnkYQ5h24nz0DXbS7CDpi/UhQTbwyPPY84B/A5+ExviBo0y/KMOBf4T6JBO3U+3oPPwP/JJj97EuCaQbzPu8R4XubCGyI2u0j4Lx8nckKOvbnBP0MvjOz2QTzDRcnwIuUGM2eJZWSmdV293Qzq0lQ4hvu7j+Wdb6kdER93lUILq5edPf3i9pPpCJQG7VUViPNrCtBtfAoBelKb4SZnUrweX9OULMgUimoRC0iIlKOqY1aRESkHFOgFhERKccUqEVERMoxBWoREZFyTIFaRESkHFOgFhERKcf+Hxy76zz1hpcrAAAAAElFTkSuQmCC\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",
- "text/plain": [
- ""
- ]
- },
- "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
-}
diff --git a/gathergram.ipynb b/gathergram.ipynb
deleted file mode 100644
index 982124f9..00000000
--- a/gathergram.ipynb
+++ /dev/null
@@ -1,253 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# gathergrams - display gather results"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "import pylab\n",
- "import numpy\n",
- "import pandas as pd"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " intersect_bp | \n",
- " f_orig_query | \n",
- " f_match | \n",
- " f_unique_to_query | \n",
- " f_unique_weighted | \n",
- " average_abund | \n",
- " median_abund | \n",
- " std_abund | \n",
- " name | \n",
- " filename | \n",
- " md5 | \n",
- " f_match_orig | \n",
- " unique_intersect_bp | \n",
- " gather_result_rank | \n",
- " remaining_bp | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 9323000 | \n",
- " 0.024885 | \n",
- " 0.977254 | \n",
- " 0.024885 | \n",
- " 0.008649 | \n",
- " 6.831814 | \n",
- " 6.0 | \n",
- " 5.847358 | \n",
- " GCA_000013645 | \n",
- " all-gather-genomes.sbt.zip | \n",
- " ee9cb05018009af43429e83e7d502a0a | \n",
- " 0.977254 | \n",
- " 9323000 | \n",
- " 0 | \n",
- " 365320000 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 7288000 | \n",
- " 0.019453 | \n",
- " 0.999040 | \n",
- " 0.019453 | \n",
- " 0.023517 | \n",
- " 23.763035 | \n",
- " 18.0 | \n",
- " 29.637611 | \n",
- " GCA_000009705 | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 264cfdad44548ad96c4a24b6a514a877 | \n",
- " 0.999040 | \n",
- " 7288000 | \n",
- " 1 | \n",
- " 358032000 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 7039000 | \n",
- " 0.018789 | \n",
- " 0.999858 | \n",
- " 0.018789 | \n",
- " 0.089562 | \n",
- " 93.700242 | \n",
- " 92.0 | \n",
- " 27.877040 | \n",
- " GCA_000196115 | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 7141c3fbf206734950d13cadba0bf46c | \n",
- " 0.999858 | \n",
- " 7039000 | \n",
- " 2 | \n",
- " 350993000 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 6604000 | \n",
- " 0.017627 | \n",
- " 0.999697 | \n",
- " 0.017627 | \n",
- " 0.014621 | \n",
- " 16.304058 | \n",
- " 16.0 | \n",
- " 6.636986 | \n",
- " GCA_000018565 | \n",
- " all-gather-genomes.sbt.zip | \n",
- " 5165e0f27ae96c8a78da00c2d30a8e36 | \n",
- " 0.999697 | \n",
- " 6604000 | \n",
- " 3 | \n",
- " 344389000 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "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",
- "\n",
- " average_abund median_abund std_abund name \\\n",
- "0 6.831814 6.0 5.847358 GCA_000013645 \n",
- "1 23.763035 18.0 29.637611 GCA_000009705 \n",
- "2 93.700242 92.0 27.877040 GCA_000196115 \n",
- "3 16.304058 16.0 6.636986 GCA_000018565 \n",
- "\n",
- " filename md5 f_match_orig \\\n",
- "0 all-gather-genomes.sbt.zip ee9cb05018009af43429e83e7d502a0a 0.977254 \n",
- "1 all-gather-genomes.sbt.zip 264cfdad44548ad96c4a24b6a514a877 0.999040 \n",
- "2 all-gather-genomes.sbt.zip 7141c3fbf206734950d13cadba0bf46c 0.999858 \n",
- "3 all-gather-genomes.sbt.zip 5165e0f27ae96c8a78da00c2d30a8e36 0.999697 \n",
- "\n",
- " unique_intersect_bp gather_result_rank remaining_bp \n",
- "0 9323000 0 365320000 \n",
- "1 7288000 1 358032000 \n",
- "2 7039000 2 350993000 \n",
- "3 6604000 3 344389000 "
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "sample_id = 'SRR606249'\n",
- "df = pd.read_csv(f'outputs/{sample_id}.gather.csv')\n",
- "\n",
- "def fix_name(x):\n",
- " return \"_\".join(x.split('_')[:2]).split('.')[0]\n",
- "\n",
- "df['name'] = df['name'].apply(fix_name)\n",
- "df[:4]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Figure 1: gathergram"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
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