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@cfriedline
Created June 18, 2014 04:49
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{
"metadata": {
"name": "",
"signature": "sha256:bc90adee1b70109c60e4cf9accb82fd4c44c3b7d2319687d80501a95605340bb"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load_ext autoreload\n",
"%matplotlib inline\n",
"%autoreload 2"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from IPython.display import FileLink, FileLinks\n",
"from __future__ import division \n",
"from scipy.stats import pearsonr, f_oneway\n",
"import qvalue\n",
"from statsmodels.stats.multicomp import pairwise_tukeyhsd\n",
"import pandas.rpy.common as com\n",
"import rpy2.robjects as robs\n",
"import rpy2\n",
"%load_ext rpy2.ipython"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from hdfstorehelper import HDFStoreHelper"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"h5 = HDFStoreHelper(\"/data7/cfriedline/store_gypsy.h5\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"all_r_c = h5.get('model_fit/pca_all/r_c') # g vs. p as function of TW PCA axes\n",
"all_r_u = h5.get('model_fit/pca_all/r_u') # g vs. p w/o pca"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 60
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R\n",
"library(qvalue)\n",
"get_p = function(data) {\n",
" return(pchisq(data,df=1,lower.tail=F))\n",
"}"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 61
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def get_x2_values(r2_values, k):\n",
" return r2_values * (188 - k - 1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 62
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def get_p_values(r_values, k):\n",
" r2 = r_values*r_values\n",
" x2 = get_x2_values(r2, k)\n",
" robs.globalenv['x2'] = com.convert_to_r_matrix(x2)\n",
" return com.convert_robj(robs.r('get_p(x2)'))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 63
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"all_p_c = get_p_values(all_r_c, 8)\n",
"all_p_u = get_p_values(all_r_u, 0)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 64
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"all_p_c.to_csv(\"all_p_corrected.csv\", header=True, index=True)\n",
"all_p_u.to_csv(\"all_p_uncorrected.csv\", header=True, index=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 73
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Entire data set p-values"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_hists(data, title):\n",
" for col in data:\n",
" plt.hist(data[col])\n",
" plt.title(title)\n",
" plt.xlabel(\"%s\" % (col))\n",
" plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_hists(p_c, \"Corrected\")\n",
"plot_hists(p_u, \"Uncorrected\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Si3ZH73sqcCTwIDAB6I7t3XEdYCLQ2fCcTsKbhSSpAq2G/68BtwHnAa/3eqwn3voz0GOS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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2aaabd082650>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaac5630a50>"
]
},
{
"metadata": {},
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"text": [
"<matplotlib.figure.Figure at 0x2aaac5a16a90>"
]
},
{
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaac564bd90>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaac5973dd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEaCAYAAAD5fVeOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2aaabd082f10>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##MAF bins p-values"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bins = h5.get_children_paths(\"model_fit/pca_bin\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 111
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for node_path in sorted(bins):\n",
" r_c = h5.get(\"%s/r_c\" % (node_path))\n",
" r_u = h5.get(\"%s/r_u\" % (node_path))\n",
" p_c = get_p_values(r_c, 8)\n",
" p_u = get_p_values(r_u, 0)\n",
" bin_path = node_path.split(\"/\")[-1]\n",
" p_c.to_csv(\"%s_p_corrected.csv\" % bin_path, header=True, index=True)\n",
" p_u.to_csv(\"%s_p_uncorrected.csv\" % bin_path, header=True, index=True)\n",
" plot_hists(p_c, \"%s (Corrected)\" % bin_path)\n",
" plot_hists(p_u, \"%s (Uncorrected)\" % bin_path)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabda451d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabf551b90>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaac59cf510>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaac59fa950>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaac5973c90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabf558710>"
]
},
{
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"text": [
"<matplotlib.figure.Figure at 0x2aaac59d7c50>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabd2b80d0>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabc716590>"
]
},
{
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabd2b80d0>"
]
},
{
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"text": [
"<matplotlib.figure.Figure at 0x2aaac59fa4d0>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabe863f90>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaaaaf9e690>"
]
},
{
"metadata": {},
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"text": [
"<matplotlib.figure.Figure at 0x2aaabe863ed0>"
]
},
{
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"text": [
"<matplotlib.figure.Figure at 0x2aaaaaf9e650>"
]
},
{
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"text": [
"<matplotlib.figure.Figure at 0x2aaabe863ed0>"
]
},
{
"metadata": {},
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"text": [
"<matplotlib.figure.Figure at 0x2aaabc876410>"
]
},
{
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"text": [
"<matplotlib.figure.Figure at 0x2aaabe863f10>"
]
},
{
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"text": [
"<matplotlib.figure.Figure at 0x2aaabf605590>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabda192d0>"
]
},
{
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"text": [
"<matplotlib.figure.Figure at 0x2aaabead2650>"
]
},
{
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"text": [
"<matplotlib.figure.Figure at 0x2aaabda192d0>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabc87d910>"
]
},
{
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"text": [
"<matplotlib.figure.Figure at 0x2aaac5a16950>"
]
},
{
"metadata": {},
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"text": [
"<matplotlib.figure.Figure at 0x2aaab6082790>"
]
},
{
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabe863f10>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabd2b81d0>"
]
},
{
"metadata": {},
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"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabda45290>"
]
},
{
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"text": [
"<matplotlib.figure.Figure at 0x2aaabd2b80d0>"
]
},
{
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"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x2aaabda192d0>"
]
}
],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Fraction of p-values < 0.05"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"alpha = 0.05\n",
"with open(\"p_fraction_%.2f.csv\" % alpha, \"w\") as o:\n",
" for node_path in sorted(bins):\n",
" r_c = h5.get(\"%s/r_c\" % (node_path))\n",
" r_u = h5.get(\"%s/r_u\" % (node_path))\n",
" p_c = get_p_values(r_c, 8)\n",
" p_u = get_p_values(r_u, 0)\n",
" bin_path = node_path.split(\"/\")[-1]\n",
" for col in p_c:\n",
" o.write(','.join([str(x) for x in [bin_path, \"corrected\", col, len(p_c[p_c[col] < alpha])/len(p_c[col])]]))\n",
" o.write(\"\\n\")\n",
" for col in p_u:\n",
" o.write(','.join([str(x) for x in [bin_path, \"uncorrected\", col, len(p_u[p_u[col] < alpha])/len(p_u[col])]]))\n",
" o.write(\"\\n\")\n",
"\n",
" cols = all_p_c.columns\n",
" for col in cols:\n",
" for col in all_p_c:\n",
" o.write(','.join([str(x) for x in [\"all\", \"corrected\", col, len(p_c[p_c[col] < alpha])/len(p_c[col])]]))\n",
" o.write(\"\\n\")\n",
" for col in all_p_u:\n",
" o.write(','.join([str(x) for x in [\"all\", \"uncorrected\", col, len(p_u[p_u[col] < alpha])/len(p_u[col])]]))\n",
" o.write(\"\\n\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 74
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## X^2 phenotype pairs"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"with open(\"chisq_corr.txt\", \"w\") as o:\n",
" for node_path in sorted(bins):\n",
" r_c = h5.get(\"%s/r_c\" % (node_path))\n",
" r_u = h5.get(\"%s/r_u\" % (node_path))\n",
" x2_c = get_x2_values(r_c*r_c, 8)\n",
" x2_u = get_x2_values(r_u*r_u, 0)\n",
" bin_path = node_path.split(\"/\")[-1]\n",
" o.write(\"%s\\n\" % bin_path) \n",
" o.write(\"%s\\n\" % \"corrected\")\n",
" o.write(\"%s\\n\" % x2_c.corr()) \n",
" o.write(\"%s\\n\" % \"\\nuncorrected\")\n",
" o.write(\"%s\\n\" % x2_u.corr())\n",
" o.write(\"%s\\n\" % \"\".join([\"-\"]*60))\n",
"\n",
" all_x2_c = get_x2_values(all_r_c*all_r_c, 8)\n",
" all_x2_u = get_x2_values(all_r_u*all_r_u, 0)\n",
" o.write(\"%s\\n\" % \"all\")\n",
" o.write(\"%s\\n\" % \"corrected\")\n",
" o.write(\"%s\\n\" % all_x2_c.corr())\n",
" o.write(\"%s\\n\" % \"\\nuncorrected\")\n",
" o.write(\"%s\\n\" % all_x2_u.corr())"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 80
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Correlation between r and MAF"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def get_allele_counts(series, filter_missing=True):\n",
" P = 0.0\n",
" Q = 0.0\n",
" PQ = 0.0\n",
" missing = 0.0\n",
" c = series.value_counts()\n",
" if 0 in c:\n",
" P = c[0]\n",
" if 2 in c:\n",
" Q = c[2]\n",
" if 1 in c:\n",
" PQ = c[1]\n",
" if -1 in c:\n",
" missing = c[-1]\n",
" missing_perc = missing/len(series)\n",
" if filter_missing and missing_perc > 0.5:\n",
"# print \"too much missing data %g\" % missing_perc\n",
" P = PQ = Q = 0.0\n",
" return (P, PQ, Q)\n",
"\n",
"def get_allele_freqs(series, filter_missing=True):\n",
" c = get_allele_counts(series, filter_missing)\n",
" if c:\n",
" if sum(c) == 0:\n",
" return 0.0,0.0, 0.0, c\n",
" else:\n",
" P = 2*c[0] + c[1]\n",
" Q = 2*c[2] + c[1]\n",
" total = P + Q\n",
" p = P/total\n",
" q = Q/total\n",
" maf = min(p, q)\n",
" return maf, p, q, c "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 83
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"z12 = h5.get(\"z12_df\") #012 matrix from vcftools"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 81
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"af = z12.apply(get_allele_freqs, filter_missing=False) #allele frequencies"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 87
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_corr(x, y, xlabel, ylabel, title):\n",
" plt.scatter(x, y)\n",
" plt.xlabel(xlabel)\n",
" plt.ylabel(ylabel)\n",
" ax = plt.gca()\n",
" ax.set_title(title)\n",
" plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 151
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"with open(\"maf_r_corr.csv\", \"w\") as o:\n",
" idx = [int(x[1:]) for x in all_r_c.index] #get numeric index for row label (S0 -> 0)\n",
" mafs = [x[0] for x in af[sorted(idx)]] #get first element of allele freqs (the MAF) using the sorted index as a filter\n",
" all_r_c['idx'] = idx #set column for sorting\n",
" all_r_u['idx'] = idx\n",
" all_r_c_sorted = all_r_c.sort('idx') #store sorted colum\n",
" all_r_u_sorted = all_r_u.sort('idx') #store sorted colum\n",
" #get correlations between MAF and r values\n",
" for col in all_r_c_sorted.ix[:,0:-1]:\n",
" r, p = pearsonr(all_r_c_sorted[col], mafs)\n",
" plot_corr(mafs, all_r_c_sorted[col], \"MAF\", col, \"Corrected\")\n",
" o.write(\"%s\\n\" % \",\".join([\"corrected\", col, str(r), str(p)]))\n",
" r, p = pearsonr(all_r_u_sorted[col], mafs)\n",
" plot_corr(mafs, all_r_u_sorted[col], \"MAF\", col, \"Uncorrected\")\n",
" \n",
" o.write(\"%s\\n\" % \",\".join([\"uncorrected\", col, str(r), str(p)]))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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gg+LSu51AiC+++OJp9XcqiEQiHDjwTrpcfno88axTp3m+dbR27drFadOm8YYb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\nqjg+ArD6GP/+gaMVxd4T7CcEYDmAPsf5n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3OpSmYwGAyGP01ZmX++hSiDnwGkAlgAoO4R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\nMBgMBoPBYDAYDAaDwWAwGAwGg8FQkfh/qXSmz3WIaEsAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2aaabc7f6490>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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qUiLBdtAwWnHUqDFnhZZhw0bR47lcjc1eGkZjPvnkVH788ccMBMIzzoO02SLZ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\ne/agX79BaN++R/rqdZkxcOBA8BydUBglU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egrIvqFiFYRUfAttjUT0Q9E9HEOyKVQKBSK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\n/w8rB0WVcE7z6gAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x2aaabf8ebb10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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WEQhxwYIF+/VtXl4ev/nmmxLksHXrViYlVaTbfQeB9+j3n8927XoUH5d5Hg9o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\n",
"text": [
"<matplotlib.figure.Figure at 0x2aaabf81a450>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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5ygq4Edy9ezePHz/O7t1vpN8fz8TEMrmVQocPH+bmzZvPuDzGmjVrGBkZmisg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\nqq99DD561ipcuEbt15Q2WwIHDRqsHlp1T4jct6q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fYXOvs7UaYn+Ptn1RYWvxsK2DOxd4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\nhhEgKalcWWMjSZXN05aHYTqP0bLl6QB4vZk4NQ6g1FLy8qoQi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REREREREZFk8D/K18/J\neI1MDAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x2aaabc718ad0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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lgUr0+zvxySefJEnu3buXlSvX048xWi0Ik9lnE3iAQHv9UK1+/RgCTQi8bdn/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\nYzT9/itYqVLdggoGr7zyCt1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RiaxevS4vuqgOb7hh8Hk/v8MEzrLweAmyPOz3uh0E8O3Z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\nALwPIAwgFcAf2he0vbIAZgJYDCABwAYAKXo8DcA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0d1dvrxaBerjd5ki1U5qQdNWMQPAn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\neJx9wmPjxo2MjdW1nypSzEWZTErKyHuY7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AYtK4vDhg0/6r4HDx7ktdfeyOjoFCYlpXPi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\n/w8Gc+3aBTVCyQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x2aaabf9636d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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x12mvQ6ZUmZZ/DT5fqZN6gWbk5eWxTp0miticrFQpi0ePHiVJJiRkUNYQkdHL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z9DnPAYBFS9EVhl+7QyUjdNszH9GREnl6BcfViC4n5+jEBrXcJmMsXWaQPr58M2Dw8gJqPc5tTr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\n",
"text": [
"<matplotlib.figure.Figure at 0x2aaabd2b8090>"
]
}
],
"prompt_number": 152
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"FileLinks(\".\", included_suffixes=[\".csv\"])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"./<br>\n",
"&nbsp;&nbsp;<a href='./translation_table.csv' target='_blank'>translation_table.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./all_p_corrected.csv' target='_blank'>all_p_corrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./all_p_uncorrected.csv' target='_blank'>all_p_uncorrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./bin_10_p_corrected.csv' target='_blank'>bin_10_p_corrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./bin_20_p_corrected.csv' target='_blank'>bin_20_p_corrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./bin_30_p_corrected.csv' target='_blank'>bin_30_p_corrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./bin_40_p_uncorrected.csv' target='_blank'>bin_40_p_uncorrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./bin_30_p_uncorrected.csv' target='_blank'>bin_30_p_uncorrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./bin_50_p_corrected.csv' target='_blank'>bin_50_p_corrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./p_fraction_0.05.csv' target='_blank'>p_fraction_0.05.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./bin_10_p_uncorrected.csv' target='_blank'>bin_10_p_uncorrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./bin_20_p_uncorrected.csv' target='_blank'>bin_20_p_uncorrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./bin_40_p_corrected.csv' target='_blank'>bin_40_p_corrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./bin_50_p_uncorrected.csv' target='_blank'>bin_50_p_uncorrected.csv</a><br>\n",
"&nbsp;&nbsp;<a href='./maf_r_corr.csv' target='_blank'>maf_r_corr.csv</a><br>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 153,
"text": [
"./\n",
" translation_table.csv\n",
" all_p_corrected.csv\n",
" all_p_uncorrected.csv\n",
" bin_10_p_corrected.csv\n",
" bin_20_p_corrected.csv\n",
" bin_30_p_corrected.csv\n",
" bin_40_p_uncorrected.csv\n",
" bin_30_p_uncorrected.csv\n",
" bin_50_p_corrected.csv\n",
" p_fraction_0.05.csv\n",
" bin_10_p_uncorrected.csv\n",
" bin_20_p_uncorrected.csv\n",
" bin_40_p_corrected.csv\n",
" bin_50_p_uncorrected.csv\n",
" maf_r_corr.csv"
]
}
],
"prompt_number": 153
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Get q-values (Storey and Tibshirani, 2003) "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def get_q_values(series):\n",
" r = robs.r\n",
" robs.globalenv['p'] = series\n",
" q = r('qvalue(p)')\n",
" s = pd.Series(np.array(q.rx('qvalues')[0]))\n",
" s.index = pd.Index(series.index)\n",
" return s"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 98
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"alpha = 0.1\n",
"def q_string(series):\n",
" if len(series) == 0:\n",
" return None\n",
" return series.to_dict()\n",
"\n",
"for env in sorted(all_p_c.columns):\n",
" print \"%s @ %.1f\" % (env, alpha)\n",
" q = get_q_values(all_p_c[env])\n",
" print \"\\tcorrected\", q_string(q[q<alpha])\n",
" \n",
" q = get_q_values(all_p_u[env])\n",
" print \"\\tuncorrected\", q_string(q[q<alpha])\n",
" print \"\\t----------------------------\"\n",
" \n",
" for node_path in bins:\n",
" r_c = h5.get(\"%s/r_c\" % (node_path))\n",
" r_u = h5.get(\"%s/r_u\" % (node_path))\n",
" p_c = get_p_values(r_c, 8)\n",
" p_u = get_p_values(r_u, 0)\n",
" bin_path = node_path.split(\"/\")[-1]\n",
" print \"\\t\",bin_path\n",
" q = get_q_values(p_c[env])\n",
" print \"\\t\\tcorrected\", q_string(q[q<alpha])\n",
" q = get_q_values(p_u[env])\n",
" print \"\\t\\tuncorrected\", q_string(q[q<alpha])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Mass @ 0.1\n",
"\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" {'S14103': 0.046438034355153049}\n",
"\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" {'S14103': 0.046562897193291077}\n",
"\t----------------------------\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_50\n",
"\t\tcorrected None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_40\n",
"\t\tcorrected {'S9023': 0.099851986320375646, 'S27843': 0.099851986320375646}\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" {'S27843': 0.0844332761752494}\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_30\n",
"\t\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_20\n",
"\t\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_10\n",
"\t\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" {'S14103': 0.025083641599330901}\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" {'S14103': 0.017415140389324544}\n",
"Pupual_Duration @ 0.1\n",
"\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t----------------------------\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_50\n",
"\t\tcorrected None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_40\n",
"\t\tcorrected {'S10529': 0.073762996869422115}\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_30\n",
"\t\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_20\n",
"\t\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_10\n",
"\t\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"Total_Dev_Time @ 0.1\n",
"\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t----------------------------\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_50\n",
"\t\tcorrected None\n",
"\t\tuncorrected {'S30168': 0.029100557933750017}\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_40\n",
"\t\tcorrected None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_30\n",
"\t\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" {'S28752': 0.042442157148785506}\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_20\n",
"\t\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bin_10\n",
"\t\tcorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n",
"\t\tuncorrected"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" None\n"
]
}
],
"prompt_number": 130
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##ANOVA"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pheno = h5.get('pheno')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pops = list(pheno.Population.unique())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1\n"
]
}
],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pheno.columns = [x.replace(\" \", \"_\") for x in pheno.columns]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pheno.columns"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
"Index([u'Population', u'Number', u'Mass', u'Pupual_Duration', u'Total_Dev_Time', u'sample_pheno'], dtype='object')"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"alpha = 0.05\n",
"envs = [u'Mass', u'Pupual_Duration', u'Total_Dev_Time']\n",
"for env in envs:\n",
" anova_data = []\n",
" for pop in pops:\n",
" d = pheno[pheno['Population']==pop][env]\n",
" anova_data.append(np.array(d))\n",
" res = f_oneway(*anova_data)\n",
" print env, res\n",
" if res[1] < alpha:\n",
" pop_ids = np.array([pops.index(x) for x in pheno.Population])\n",
" e = np.array(pheno[env])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Mass (4.542655647597293, 0.00025698374362879772)\n",
"Pupual_Duration (1.8258684978072675, 0.096316941527722258)\n",
"Total_Dev_Time (7.7511780037975884, 1.9785246530074258e-07)\n"
]
}
],
"prompt_number": 56
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pheno[pheno['Population']==pop]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Population</th>\n",
" <th>Number</th>\n",
" <th>Mass</th>\n",
" <th>Pupual_Duration</th>\n",
" <th>Total_Dev_Time</th>\n",
" <th>sample_pheno</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0 </th>\n",
" <td> NC</td>\n",
" <td> 86</td>\n",
" <td> 0.249</td>\n",
" <td> 13</td>\n",
" <td> 72</td>\n",
" <td> NC_86</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> NC</td>\n",
" <td> 137</td>\n",
" <td> 0.264</td>\n",
" <td> 11</td>\n",
" <td> 73</td>\n",
" <td> NC_137</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> NC</td>\n",
" <td> 392</td>\n",
" <td> 0.365</td>\n",
" <td> 10</td>\n",
" <td> 80</td>\n",
" <td> NC_392</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20 </th>\n",
" <td> NC</td>\n",
" <td> 72</td>\n",
" <td> 0.247</td>\n",
" <td> 13</td>\n",
" <td> 72</td>\n",
" <td> NC_72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24 </th>\n",
" <td> NC</td>\n",
" <td> 433</td>\n",
" <td> 0.295</td>\n",
" <td> 13</td>\n",
" <td> 87</td>\n",
" <td> NC_433</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26 </th>\n",
" <td> NC</td>\n",
" <td> 240</td>\n",
" <td> 0.306</td>\n",
" <td> 9</td>\n",
" <td> 75</td>\n",
" <td> NC_240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27 </th>\n",
" <td> NC</td>\n",
" <td> 359</td>\n",
" <td> 0.387</td>\n",
" <td> 8</td>\n",
" <td> 78</td>\n",
" <td> NC_359</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55 </th>\n",
" <td> NC</td>\n",
" <td> 136</td>\n",
" <td> 0.356</td>\n",
" <td> 11</td>\n",
" <td> 73</td>\n",
" <td> NC_136</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58 </th>\n",
" <td> NC</td>\n",
" <td> 393</td>\n",
" <td> 0.305</td>\n",
" <td> 10</td>\n",
" <td> 80</td>\n",
" <td> NC_393</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72 </th>\n",
" <td> NC</td>\n",
" <td> 357</td>\n",
" <td> 0.308</td>\n",
" <td> 9</td>\n",
" <td> 79</td>\n",
" <td> NC_357</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76 </th>\n",
" <td> NC</td>\n",
" <td> 130</td>\n",
" <td> 0.265</td>\n",
" <td> 10</td>\n",
" <td> 72</td>\n",
" <td> NC_130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82 </th>\n",
" <td> NC</td>\n",
" <td> 34</td>\n",
" <td> 0.271</td>\n",
" <td> 13</td>\n",
" <td> 69</td>\n",
" <td> NC_34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96 </th>\n",
" <td> NC</td>\n",
" <td> 410</td>\n",
" <td> 0.282</td>\n",
" <td> 11</td>\n",
" <td> 85</td>\n",
" <td> NC_410</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99 </th>\n",
" <td> NC</td>\n",
" <td> 218</td>\n",
" <td> 0.309</td>\n",
" <td> 12</td>\n",
" <td> 78</td>\n",
" <td> NC_218</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td> NC</td>\n",
" <td> 242</td>\n",
" <td> 0.306</td>\n",
" <td> 11</td>\n",
" <td> 77</td>\n",
" <td> NC_242</td>\n",
" </tr>\n",
" <tr>\n",
" <th>123</th>\n",
" <td> NC</td>\n",
" <td> 216</td>\n",
" <td> 0.291</td>\n",
" <td> 12</td>\n",
" <td> 78</td>\n",
" <td> NC_216</td>\n",
" </tr>\n",
" <tr>\n",
" <th>130</th>\n",
" <td> NC</td>\n",
" <td> 431</td>\n",
" <td> 0.272</td>\n",
" <td> 9</td>\n",
" <td> 83</td>\n",
" <td> NC_431</td>\n",
" </tr>\n",
" <tr>\n",
" <th>132</th>\n",
" <td> NC</td>\n",
" <td> 355</td>\n",
" <td> 0.274</td>\n",
" <td> 11</td>\n",
" <td> 81</td>\n",
" <td> NC_355</td>\n",
" </tr>\n",
" <tr>\n",
" <th>142</th>\n",
" <td> NC</td>\n",
" <td> 217</td>\n",
" <td> 0.377</td>\n",
" <td> 11</td>\n",
" <td> 77</td>\n",
" <td> NC_217</td>\n",
" </tr>\n",
" <tr>\n",
" <th>155</th>\n",
" <td> NC</td>\n",
" <td> 131</td>\n",
" <td> 0.226</td>\n",
" <td> 10</td>\n",
" <td> 72</td>\n",
" <td> NC_131</td>\n",
" </tr>\n",
" <tr>\n",
" <th>162</th>\n",
" <td> NC</td>\n",
" <td> 358</td>\n",
" <td> 0.312</td>\n",
" <td> 9</td>\n",
" <td> 79</td>\n",
" <td> NC_358</td>\n",
" </tr>\n",
" <tr>\n",
" <th>177</th>\n",
" <td> NC</td>\n",
" <td> 412</td>\n",
" <td> 0.329</td>\n",
" <td> 9</td>\n",
" <td> 83</td>\n",
" <td> NC_412</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 18,
"text": [
" Population Number Mass Pupual_Duration Total_Dev_Time sample_pheno\n",
"0 NC 86 0.249 13 72 NC_86\n",
"4 NC 137 0.264 11 73 NC_137\n",
"9 NC 392 0.365 10 80 NC_392\n",
"20 NC 72 0.247 13 72 NC_72\n",
"24 NC 433 0.295 13 87 NC_433\n",
"26 NC 240 0.306 9 75 NC_240\n",
"27 NC 359 0.387 8 78 NC_359\n",
"55 NC 136 0.356 11 73 NC_136\n",
"58 NC 393 0.305 10 80 NC_393\n",
"72 NC 357 0.308 9 79 NC_357\n",
"76 NC 130 0.265 10 72 NC_130\n",
"82 NC 34 0.271 13 69 NC_34\n",
"96 NC 410 0.282 11 85 NC_410\n",
"99 NC 218 0.309 12 78 NC_218\n",
"106 NC 242 0.306 11 77 NC_242\n",
"123 NC 216 0.291 12 78 NC_216\n",
"130 NC 431 0.272 9 83 NC_431\n",
"132 NC 355 0.274 11 81 NC_355\n",
"142 NC 217 0.377 11 77 NC_217\n",
"155 NC 131 0.226 10 72 NC_131\n",
"162 NC 358 0.312 9 79 NC_358\n",
"177 NC 412 0.329 9 83 NC_412"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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