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@PubuduSaneth
Created January 19, 2019 05:50
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CNVs (Copy Number Variants)- From background to exploratory data analysis
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# [ExAc data](http://blog.goldenhelix.com/grudy/exac-cnvs-the-first-large-scale-public-exome-cnv-variant-set/)\n",
"* Overview\n",
"* Analysis of CNV scores\n",
" * Distribution of CNV scores in ExAc deletions and duplications \n",
"* Analysis of CNV length\n",
" * Distribution of CNV scores in ExAc deletions and duplications \n",
"* Analysis of genes overlap with CNVs"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import pysam\n",
"import numpy as np\n",
"from scipy import stats\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import re\n",
"import sys\n",
"sns.set(style=\"ticks\")\n",
"plt.style.use(u'ggplot')\n",
"%matplotlib inline\n",
"sys.path.append(\"/Users/pubudu/Documents/MyGithub/my_modules/\")\n",
"import ecdf, ffind, fgenes"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>chr</th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>population</th>\n",
" <th>score</th>\n",
" <th>strand</th>\n",
" <th>x1</th>\n",
" <th>x2</th>\n",
" <th>x3</th>\n",
" <th>cns</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>chr1</td>\n",
" <td>65830315</td>\n",
" <td>67562009</td>\n",
" <td>ExAC-FIN</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>65830315</td>\n",
" <td>67562009</td>\n",
" <td>371</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>chr1</td>\n",
" <td>67091527</td>\n",
" <td>67148057</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>67091527</td>\n",
" <td>67148057</td>\n",
" <td>5541316</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-AMR</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>15794209</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>5541316</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>chr1</td>\n",
" <td>33549518</td>\n",
" <td>33562475</td>\n",
" <td>ExAC-SAS</td>\n",
" <td>63</td>\n",
" <td>.</td>\n",
" <td>33549518</td>\n",
" <td>33562475</td>\n",
" <td>16286232</td>\n",
" <td>del</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" chr start end population score strand x1 x2 \\\n",
"0 chr1 65830315 67562009 ExAC-FIN 99 . 65830315 67562009 \n",
"1 chr1 67091527 67148057 ExAC-NFE 99 . 67091527 67148057 \n",
"2 chr1 33490040 33585788 ExAC-AMR 99 . 33490040 33585788 \n",
"3 chr1 33490040 33585788 ExAC-NFE 99 . 33490040 33585788 \n",
"4 chr1 33549518 33562475 ExAC-SAS 63 . 33549518 33562475 \n",
"\n",
" x3 cns \n",
"0 371 del \n",
"1 5541316 del \n",
"2 15794209 del \n",
"3 5541316 del \n",
"4 16286232 del "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exac = pd.concat([pd.read_table(\"ExAC_deletions.bed\", names=['chr', 'start', 'end', 'population', 'score', 'strand', 'x1', 'x2', 'x3'], skiprows=1).assign(cns=\"del\"),\n",
" pd.read_table(\"ExAC_duplications.bed\", names=['chr', 'start', 'end', 'population', 'score', 'strand', 'x1', 'x2', 'x3'], skiprows=1).assign(cns=\"dup\")])\n",
"exac.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>chr</th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>population</th>\n",
" <th>score</th>\n",
" <th>strand</th>\n",
" <th>x1</th>\n",
" <th>x2</th>\n",
" <th>x3</th>\n",
" <th>cns</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>chr1</td>\n",
" <td>65830315</td>\n",
" <td>67562009</td>\n",
" <td>ExAC-FIN</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>65830315</td>\n",
" <td>67562009</td>\n",
" <td>371</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>chr1</td>\n",
" <td>67091527</td>\n",
" <td>67148057</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>67091527</td>\n",
" <td>67148057</td>\n",
" <td>5541316</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-AMR</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>15794209</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>5541316</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>chr1</td>\n",
" <td>33549518</td>\n",
" <td>33562475</td>\n",
" <td>ExAC-SAS</td>\n",
" <td>63</td>\n",
" <td>.</td>\n",
" <td>33549518</td>\n",
" <td>33562475</td>\n",
" <td>16286232</td>\n",
" <td>del</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" chr start end population score strand x1 x2 \\\n",
"0 chr1 65830315 67562009 ExAC-FIN 99 . 65830315 67562009 \n",
"1 chr1 67091527 67148057 ExAC-NFE 99 . 67091527 67148057 \n",
"2 chr1 33490040 33585788 ExAC-AMR 99 . 33490040 33585788 \n",
"3 chr1 33490040 33585788 ExAC-NFE 99 . 33490040 33585788 \n",
"4 chr1 33549518 33562475 ExAC-SAS 63 . 33549518 33562475 \n",
"\n",
" x3 cns \n",
"0 371 del \n",
"1 5541316 del \n",
"2 15794209 del \n",
"3 5541316 del \n",
"4 16286232 del "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exac.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"exac = exac.drop(columns=['x1', 'x2', 'x3'])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 126771 entries, 0 to 77361\n",
"Data columns (total 7 columns):\n",
"chr 126771 non-null object\n",
"start 126771 non-null int64\n",
"end 126771 non-null int64\n",
"population 126771 non-null object\n",
"score 126771 non-null int64\n",
"strand 126771 non-null object\n",
"cns 126771 non-null object\n",
"dtypes: int64(3), object(4)\n",
"memory usage: 7.7+ MB\n"
]
}
],
"source": [
"exac.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Overview\n",
"* Number of deletions and duplications\n",
"* Deletions and duplications in each population"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of deletions in ExAc dataset 49409\n",
"Number of duplications in ExAc dataset 77362\n"
]
}
],
"source": [
"print (f\"Number of deletions in ExAc dataset {len(exac[exac['cns']=='del'])}\")\n",
"print (f\"Number of duplications in ExAc dataset {len(exac[exac['cns']=='dup'])}\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"cns population\n",
"del ExAC-AFR 7103\n",
" ExAC-AMR 3441\n",
" ExAC-EAS 3665\n",
" ExAC-FIN 2472\n",
" ExAC-NFE 26331\n",
" ExAC-OTH 425\n",
" ExAC-SAS 5972\n",
"dup ExAC-AFR 10814\n",
" ExAC-AMR 6425\n",
" ExAC-EAS 6395\n",
" ExAC-FIN 3122\n",
" ExAC-NFE 38274\n",
" ExAC-OTH 606\n",
" ExAC-SAS 11726\n",
"dtype: int64"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exac.groupby(by=['cns', 'population']).size()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Count')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11116d198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"exac.groupby(by=['cns', 'population']).size().plot.bar(stacked=True)\n",
"plt.xlabel(\"Copy Number State (CNS) and Population\")\n",
"plt.ylabel(\"Count\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'CNV counts in each population')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a17357240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 6))\n",
"sns.countplot(x=\"population\", hue=\"cns\", data=exac)\n",
"plt.title(\"CNV counts in each population\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analysis of CNV score\n",
"* [This BED file contains the final set of high quality CNV calls (SQ>60) from the initial Exome Aggregation Consortium CNV work (Ruderfer et al. Nature Genetics 2016)](ftp://ftp.broadinstitute.org/pub/ExAC_release/release0.3.1/cnv/README.cnv_bed)\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 126771.000000\n",
"mean 90.399476\n",
"std 11.147495\n",
"min 60.000000\n",
"25% 89.000000\n",
"50% 95.000000\n",
"75% 98.000000\n",
"max 99.000000\n",
"Name: score, dtype: float64"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exac['score'].describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### CNV scores in deletions and duplications - histograms and density plots"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Count')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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YozpYxEbmScnMzIaLnorMjcD8iNitHCh+nk+art/MzKxbPd0nM5f0DJgni+e2jAAmAteTLgowMzPrVt0iI+lFYFpEfAl4G/AicK+ktf2RnJmZDW2NTvW/GlidORczMxtm/JwYMzPLxkXGzMyyaXSCzKZFxBjSnGcfkPRERFwLHA08XzSZLWlJRJxIelZNG3CTpBnF8pNIV7ONAe4CzpXUFREHAouAfYBHgamSnsu9P2Zm1risPZmIeDvwS2B8Rfhw4FhJk4p/SyKiDVgAnES6eu2IiJhctF8EnC9pPNBCmtYGYB4wT9IhwH3AzJz7YmZmvZe7J3MOaQbn7wFExKuAA4EFEfFaYAkwGzgSeEzSqqLdIuDUiFgBtEm6p1jfQmB2RMwHjgU+VBG/E7g48/6YmVkvZC0yks4GiIhyaF/gDmA68GfgFuAs4Dmg8rLotcD+QKmb+F7AJkldVfFXiIixpMk8q/NqdpfMzKwXsp+TqSTpcSom1oyIK0mTbd5MehhaWQvpnpwRDcYp4tUuBGbVyqVUKvUy+75dPifn1hzn1hzn9rINax6ns8G2fZ1bo9seNXo043rYdl/m1q9FJiLeAoyXVJ6SpoX0GOc1wH4VTfcF2uvEnwL2jIhWSVuLNu01NjmXNJRWbVV7e63mjSmVSuzI8jk5t+Y4t+Y4t1dq7Wh83uC+zq3RbXd2dNTddr3j1kzx6dciQyoqcyPiDtIQ2TTgOtLTNidExMHAKmAKsEDS6ojYHBFHSVoOnA4slbQlIpYBpwE3kHpDS6s3JmkjsLE/dszMzLbXr/fJSHoIuIz0ELQVwAOSbpS0GTiTNOnmCmAlaQgNYCpweUSsBHYHriji00lT3qwAjgFm9Nd+mJlZY/qlJyPp9RU/zyNdflzd5nbgsBrxB0lXn1XHVwPH92WeZmbWt3zHv5mZZeMiY2Zm2bjImJlZNi4yZmaWjYuMmZll4yJjZmbZuMiYmVk2LjJmZpaNi4yZmWXT33OXmZkNOa0bnob163ps19K1ZVhtuy+4yJiZ9WT9Ojq/0vMzEUdfUPPJIkN3233Aw2VmZpaNi4yZmWXjImNmZtm4yJiZWTYuMmZmlo2LjJmZZeMiY2Zm2bjImJlZNllvxoyIMcDdwAckPRERJwJzgDbgJkkzinaTgPnAGOAu4FxJXRFxILAI2Ad4FJgq6bmIGAtcDxwErANC0pM598XMzHovW08mIt4O/BIYX7xuAxYAJwETgSMiYnLRfBFwvqTxQAtwThGfB8yTdAhwHzCziH8RWCZpInA18M1c+2FmZs3LOVx2DnAe0F68PhJ4TNIqSV2kwnJqRLwOaJN0T9FuYREfCRwL3FwZL35+P6knA3AjMLlob2Zmg0i24TJJZwNERDlUAtZWNFkL7F8nvhewqShIlfFXrKsYVtsE7M3LBY1i22OBsTVya3a3zMysF/pzgswRwLaK1y3Ai72IU8TLbSq1VLxX6UKg5qxxpVKpoaS7s6PL5+TcmuPcmrMz5LZhzeN0NtCuZUTjg0ON5tbX2x41ejTjeth2X/4/7c8iswbYr+L1vqSeR3fxp4A9I6JV0taiTbmn8qei3ZqI2AXYA3imxjbnkobZqq1qb2+vEW5MqVRiR5bPybk1x7k1Z2fJrbWjo6F2216s9V23tkZz6+ttd3Z01N12vePWTPHpzyJzLzAhIg4GVgFTgAWSVkfE5og4StJy4HRgqaQtEbEMOA24ATgDWFqs67bi9ZeL95dJ2u5hCpI2Ahtz75iZmdXWb/fJSNoMnAksBlYAK3n5pP5U4PKIWAnsDlxRxKcD0yJiBXAMMKOIzwTeERGPFG3O6499MDOz3snek5H0+oqfbwcOq9HmQdLVZ9Xx1cDxNeLrgQ/2ZZ5mZtb3fMe/mZll4yJjZmbZuMiYmVk2LjJmZpaNi4yZmWXjImNmZtm4yJiZWTYuMmZmlo2LjJmZZeMiY2Zm2bjImJlZNi4yZmaWjYuMmZll05/PkzEzM2Ar0PqH3zfUtqVru0dlDSkuMmZm/Wzbpj/TeXnNJ8NvZ/QFjbUbrDxcZmZm2bjImJlZNi4yZmaWjYuMmZllMyAn/iPi58A+QPmyiU8CfwXMAEYCcyV9u2h7IjAHaANukjSjiE8C5gNjgLuAcyV19ed+mJlZff3ek4mIFmA8cJikSZImAWuALwFHA5OAaRHxpohoAxYAJwETgSMiYnKxqkXA+ZLGAy3AOf28K2Zm1oOB6MlMKP7704h4DXA18Cxwh6T1ABFxM3AKcCfwmKRVRXwRcGpErADaJN1TrGshMBu4qt/2wszMejQQRWYccDvwKdLQ2C+Am4C1FW3WAkcCpRrx/evEXyEixgJjq+OSdiR/MzNrUL8XGUm/An5Vfh0R15DOuXyxolkL8CJpOG9bL+LVLgRq3slUKpWayL7vls/JuTXHuTVnZ8htw5rH6WygXcuIvj8D0eg6G203avRoxvVwXPry/2m/F5mIOBoYLen2ItQCPAHsV9FsX6CddK6mN/Fqc0lDadVWtbfXat6YUqnEjiyfk3NrjnNrzs6SW2tHR0Pttr1Y67vujml0nY226+zoqHtc6h23ZorPQAyXjQUujYi/IQ2XfQz4KLAoIvYGngc+DEwDHgImRMTBwCpgCrBA0uqI2BwRR0laDpwOLK3ekKSNwMb+2CkzM9tev19dJukW4FbgfuA3pKKxHPgC8HPgAeAGSb+WtBk4E1gMrABWAjcXq5oKXB4RK4HdgSv6cz/MzKxnA3KfjKSZwMyq2A3ADTXa3g4cViP+IOniADMzG6R8x7+ZmWXjImNmZtm4yJiZWTYuMmZmlo2LjJmZZeMiY2Zm2bjImJlZNgNyn8xQ9+yq/6B1zeqeG756b7aO2yt/QmZmg5SLTBO61j1J51cu7rHdqM99FVxkzGwn5iIzhLRueBrWr6vbZsOax2ndbYx7UGY2KLjIDCXr1/XYg+qk73tQjRS3l3iI0MwquMhYzxoobmUeIrTBoHXD06lX39MU/f5SlJ2LjA0LDfe2+vhDxb28QWr9Op7zedNBwUXGhocGe1t9/qEygL28gSqsjXIBNnCRMRu6BqqwNsrDrIaLjJntxFp22YXWP/y+53ZdW/ohm+HJRSajhn+Bd9uDbc8/23O7Bn/RG92uhyhsp/fsJjq/ObvHZqMvmNUPyQxPLjI59eIXuE9/0Rvd7oxv0NrAmHlvvsXVK3CVV/s0XFj7uADb0NboeR7/PgweLjI7sxzf4uqss7NqnQNRgLsrgtWXu+Yobs32bLu7FLeve7bNFP56lwlnOTZdW+j4+owe27nnMXi4yNjOpZsi2Fn1us97l3W2XWudle2qc+v1tjP0qMvtusutV/mBh62GsSFdZCJiCjADGAnMlfTtAU7JzMwqDNmp/iPitcCXgKOBScC0iHjTwGZlZmaVhnJP5kTgDknrASLiZuAU4NJyg4gYC4ytXlBSf+VoZrZTa9m2bdtA59CUiPhHYDdJM4rXZwNHSppW0eYSYLtBXBcZM7OmtfSm8VDuyYwAKitkC/BiVZu5wMLqBSNio6SNzWw0Il4PrALeIOmJZtaRi3NrjnNrjnNrzs6W21AuMmuAYype7wu0VzYoCklTxcTMzHbcUC4yPwMuiYi9geeBDwPT6i9iZmb9acheXSbpT8AXgJ8DDwA3SPr1wGZlZmaVhnJPBkk3ADcMdB5mZlbbkO3JDKCNwGwG57ke59Yc59Yc59acnSq3IXsJs5mZDX7uyZiZWTYuMmZmls2QPvHfHyLi70izBuwG/FTSBRFxIjAHaANuKs86MEhyu5Y0n9vzRbPZkpb0c15nA+dXhN4AfA/4EQN83OrkthsDfNwAIuKjwD8WL5dKuigiJgHzgTHAXcC5kroGSW6zgE8AG4r41QMxUW1EfA74ONBB+t360iA6brVyG9DjFhFjgLuBD0h6orvPtL44hj4nU0dEHAQsA94O/BdwB/Bl4LvAccB/AreSZoBeOkhy+yfgPZLW9mc+3YmIN5OKywnAcgb4uHWT2ztJl8IP6HGLiFeRbjIeTzrxupx0mf5c4GxJ90TENcB9kq4aJLldAHxZ0q/6M5+q3MofkOUvCUtIM31cysAft+5y+zgDdNwi4u3A1cAhpP+f/wU8So2/zYh4mB08hu7J1HcyqaqvAYiI04A3Ao9JWlXEFgGnAv39YVkrN4ADgQXFLNVLSN/Iq6fb6U9XAZ8HDmJwHLdauf2FwXHcWklD2LuRPpBGAluANkn3FG0Wkq7+6dcPy25yewE4HPh8RLyO9E33Ikmb+zm3twL/JmkTQET8K/ApBsdxq5XbhxjY43YOcB6pBw9wJDX+NiNiBX1wDH1Opr6DgdaI+HFEPABMB0pA5bfdtcD+gyS3NlKP5hPAO0jT7pw1ALkBL32La5P0AwbPcQO2y21fBsFxk/QsMBNYSeo1PEF6LtiAH7ducnsIuB/4DPDXpBnPZ/Z3bsBvgfdGxKsjYlfgg0AXg+C4dZPb/gzgcZN0tqRlFaHu/jb75G/WPZn6dgGOBY4HngN+TPr21tPEnP2hVm7/IenkcoOIuBI4g9Q1HgifJA0VQGMTmvanl3KT9DipZwgM3HGLiENJhe51wJ+BRcB7GATHrZvczpX0txVtvgEsIA2j9RtJt0fEQuAXwHrSlFPvZhAct25ye4ekD5TbDNRxq9Dd32af/M26J1Pfk8DPJK2T9AJpGOVEYL+KNttNzDmAuX0sIj5c0aaFNNzS7yJiFGmM98dFaA2D47htl1tEvGWQHLf3ArdLekpSB2l44ngGx3GrldvfRsQnKtoMyHGLiD2AxZIOlXQ86QT7EwyC49ZNbusGw3Gr0N3fZp/8zbonU98twHXFw8+eBSYDNwOfi4iDSVNiTyF9CxkMuf0ImBsRd5B6N9OA6wYgN4BDgX+XVL5a615gwiA4brVya2FwHLcHgX+KiN1I54n+DrgTOCUijpK0HDidgTmPVSu3FUXs56QP9fNIX3b62xuAf4mIw0nnjM4q/h0xCI5brdw+CSweBMetrObfpqTVEbF5R4+hezJ1SLqXdLXWL0l/UKtJJ73OBBYXsZWkwjMYcrsSuIx05c8K4AFJN/Z3boWDSN+EAChOap7JAB+3QnVuDzEIjpuknwI3Ar8hne8YCXwFmApcHhErgd2BKwZJbp8mfWD+hHR1UgvwjQHI7SHS79VDwK9JV0YtZ3Act1q53ckgOG4VOdb729zhY+hLmM3MLBv3ZMzMLBsXGTMzy8ZFxszMsnGRMTOzbFxkzMwsG98nY8NSRLSSJm+cQvo9H0W6ZPR/SeqIiEtIU/EcKunJiuUeJs3SfBzwTknvq1rvXwP/ChxQ3JSYK/+FwMOSvl5MG3Q86e7rJZJOyLVds77mnowNV1eRZld+t6RJwBHABNK05WVjSDfKtdRY/p+B4yPigKr4J4H5OQtMNUmTJG0ExpEmMzQbMtyTsWEnIl5Puolsv/Lst5Kej4hzgaMqmi4iTYj5aeDrleuQtDYifky6Se1/F+vdHQjgsBrbfC1pqpUS6cbYraTpRBZGxDZgb0lPF223AXuT5rK6vMhhD9JNeWcXNxJWrrvc/lqgrejZfA2YLumoos2BwD3A6yV1Vix7NGmOtlZST+gySYuLfbmyOB5dpNkivkAqvN8GJhXtlwKfl9QVER3A/yn2fyppNuZvAq8p1n+FpIGaxcEGKfdkbDh6G/BIucCUSXpS0uKK0GbgI8DMYhis2jzg4xU9nY8Av5D0xxptrwLukfRm4ELS83N68nZSUXqnpDeRprL5XJ32HwdeKHpmPwAOLp6JA3A2cF1lgSnMBuZIehtpgstyXpcCuwITSQXlKNIQ4RXAM8BbSNPRHwZcVCwzCviJpAnAAxRTLBXrPg64KCLe0cB+207ERcaGo/IMsj2S9DtgBnBDMS9X5Xu/IM3T9a4iNA34VjerOoHUk0HSvwP/t4Ft/6rY9icj4uvAKaSpOxrJu5M09Hd2cf7pTNIQ33ZNgW9HxPWk4vv5In4icI2krZI6JR1X7O9k4FuSthVDgt8pYmXlKeLHA39FegbPA6Q51tpIz08xe4mHy2w4uheYGBF7FM9BAV4a0vpn0of5SyRdGRHvJQ39VLsKOCsi1gO7S7q9m21n8VltAAAB6ElEQVS+QBruKqvuUbQUOYyqyOf9xTa/QRqGWgl8tOfde8l3gP9H+oB/uPzQqUqSvhsRPyE9MuB9wCURMYE0RPbSnFLFuae/sP307iNI85SVPVf8txX4c9GrKq/jv5EeA2D2EvdkbNiR1A5cT/qWPQZeeqb5POCZ4tEI1T4OvJ/0MLhK/0LqpUwnnavozq3AucW29if1FMrWkYaeIF3tVvY/SMNPVwH3kZ6Y2FpnG12kB9W1FPv5n8CvSOd1aj6tMCLuBt4qaSGpJzaWNGX7z0iPhhgREaNJQ1/HAf8GnB8RLUV8GrV7ZY8CL0TER4vtHAA8TOotmb3ERcaGq+mkGWXvLoZz7i1en12rsaR1wMdI5x0q488CPwT+J6ngdOcfgAMi4nekYbPK8zZ/Txqy+i3pHEj5aYPfIV3B9jvSExT/ALwhIrr7u1xLmsn3kYh4TRG7llSYbutmmc8Cl0bE/aQHZ82W9ATpXE0naQr/+4HbJP2wyHUf4HfFv0eBL1WvtBiuO4k0XPcQ8FNgZvVFC2aehdksg4i4Bbi56EHk2sYI0jmi1ZK+mms7ZjvCPRmzIah44uIzwIEMwHNSzBrlnoyZmWXjnoyZmWXjImNmZtm4yJiZWTYuMmZmlo2LjJmZZeMiY2Zm2fx/zbPydraT1kAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a172bf0f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"exac['score'].hist(bins=30)\n",
"plt.xlabel(\"CNV quality score\")\n",
"plt.ylabel(\"Count\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a172ef7b8>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a1752a9e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(exac['score'], hist=True)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1a1749bfd0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a170e5a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Distribution of CNV quality scores in deletions and duplications\n",
"sns.FacetGrid(exac, hue=\"cns\", height=6, aspect=1).map(sns.distplot, \"score\", hist=False)\n",
"plt.title(\"Quality score distribution of deletions and duplications\")\n",
"plt.xlabel(\"CNV quality score\")\n",
"plt.ylabel(\"Density\")\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### CNV scores in deletions and duplications - cumulative frequency distriobution"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Cumulative frequency')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a17e41630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(exac['score'], cumulative=True);\n",
"plt.xlabel(\"CNV quality score\")\n",
"plt.ylabel(\"Cumulative frequency\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1a17b0f7f0>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a17e414a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.FacetGrid(exac, hue=\"cns\", height=6, aspect=1).map(sns.kdeplot, \"score\", cumulative=True)\n",
"#sns.kdeplot(exac['score'], cumulative=True, hue=exac['cns']);\n",
"plt.title(\"Quality score distribution of deletions and duplications\")\n",
"plt.xlabel(\"CNV quality score\")\n",
"plt.ylabel(\"Cumulative frequency\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>chr</th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>population</th>\n",
" <th>score</th>\n",
" <th>strand</th>\n",
" <th>cns</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>chr1</td>\n",
" <td>65830315</td>\n",
" <td>67562009</td>\n",
" <td>ExAC-FIN</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>chr1</td>\n",
" <td>67091527</td>\n",
" <td>67148057</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-AMR</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>chr1</td>\n",
" <td>33549518</td>\n",
" <td>33562475</td>\n",
" <td>ExAC-SAS</td>\n",
" <td>63</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" chr start end population score strand cns\n",
"0 chr1 65830315 67562009 ExAC-FIN 99 . del\n",
"1 chr1 67091527 67148057 ExAC-NFE 99 . del\n",
"2 chr1 33490040 33585788 ExAC-AMR 99 . del\n",
"3 chr1 33490040 33585788 ExAC-NFE 99 . del\n",
"4 chr1 33549518 33562475 ExAC-SAS 63 . del"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exac.head()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a17b344a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(exac, row=\"cns\", col=\"population\", margin_titles=True)\n",
"g.map(sns.kdeplot, \"score\", cumulative=True, color='black');"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'Quality score distribution of deletions and duplications in each population')"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a192c2c18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(exac, col=\"cns\", col_order=[\"del\", \"dup\"], hue=\"population\", height=6, aspect=1, sharey=True)\n",
"g.map(sns.kdeplot, \"score\", cumulative=True)\n",
"g.axes[0,0].set_ylabel(\"Cumulative frequency\")\n",
"g.axes[0,0].set_title(\"Deletions\")\n",
"g.axes[0,1].set_title(\"Duplications\")\n",
"g.add_legend()\n",
"plt.subplots_adjust(top=0.9) # the top of the subplots of the figure\n",
"g.fig.suptitle(\"Quality score distribution of deletions and duplications in each population\", fontsize=16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### CNV scores in each chromosome"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Distribution of CNV scores in each chromosome')"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a18546b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(25, 6))\n",
"sns.boxplot(x=\"chr\", y=\"score\", hue=\"cns\", data=exac)\n",
"plt.legend(bbox_to_anchor=(1,1))\n",
"plt.xlabel(\"chromosome\")\n",
"plt.ylabel(\"CNV score\")\n",
"plt.title(\"Distribution of CNV scores in each chromosome\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analysis of CNV length"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>chr</th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>population</th>\n",
" <th>score</th>\n",
" <th>strand</th>\n",
" <th>cns</th>\n",
" <th>Len_inKb</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>chr1</td>\n",
" <td>65830315</td>\n",
" <td>67562009</td>\n",
" <td>ExAC-FIN</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>1731.694</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>chr1</td>\n",
" <td>67091527</td>\n",
" <td>67148057</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>56.530</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-AMR</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>95.748</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>95.748</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>chr1</td>\n",
" <td>33549518</td>\n",
" <td>33562475</td>\n",
" <td>ExAC-SAS</td>\n",
" <td>63</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>12.957</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" chr start end population score strand cns Len_inKb\n",
"0 chr1 65830315 67562009 ExAC-FIN 99 . del 1731.694\n",
"1 chr1 67091527 67148057 ExAC-NFE 99 . del 56.530\n",
"2 chr1 33490040 33585788 ExAC-AMR 99 . del 95.748\n",
"3 chr1 33490040 33585788 ExAC-NFE 99 . del 95.748\n",
"4 chr1 33549518 33562475 ExAC-SAS 63 . del 12.957"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exac['Len_inKb'] = exac.apply(lambda x: (x['end']-x['start'])/1000, axis=1)\n",
"exac.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### CNV length in deletions and duplications - Density plots"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'CNV length distribution')"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a1883c908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Density plots\n",
"sns.FacetGrid(exac, hue=\"cns\", height=6, aspect=1).map(sns.distplot, \"Len_inKb\", hist=False)\n",
"#sns.kdeplot(exac['score'], cumulative=True, hue=exac['cns']);\n",
"plt.xlabel(\"CNV length in kb\")\n",
"plt.ylabel(\"Density\")\n",
"plt.legend()\n",
"plt.title(\"CNV length distribution\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"x_trim_threshold = 99"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"873.29499999999996"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.percentile(exac['Len_inKb'], x_trim_threshold)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'CNV length distribution (after excluding the top 1%)')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a192c2978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.FacetGrid(exac, hue=\"cns\", height=6, aspect=1).map(sns.distplot, \"Len_inKb\", hist=False)\n",
"#sns.kdeplot(exac['score'], cumulative=True, hue=exac['cns']);\n",
"plt.xlabel(\"CNV length in kb\")\n",
"plt.ylabel(\"Density\")\n",
"plt.legend()\n",
"plt.xlim(0,int(np.percentile(exac['Len_inKb'], x_trim_threshold)))\n",
"plt.title(f\"CNV length distribution (after excluding the top {100-x_trim_threshold}%)\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>chr</th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>population</th>\n",
" <th>score</th>\n",
" <th>strand</th>\n",
" <th>cns</th>\n",
" <th>Len_inKb</th>\n",
" <th>LogLen_inKb</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>chr1</td>\n",
" <td>65830315</td>\n",
" <td>67562009</td>\n",
" <td>ExAC-FIN</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>1731.694</td>\n",
" <td>3.238471</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>chr1</td>\n",
" <td>67091527</td>\n",
" <td>67148057</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>56.530</td>\n",
" <td>1.752279</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-AMR</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>95.748</td>\n",
" <td>1.981130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>95.748</td>\n",
" <td>1.981130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>chr1</td>\n",
" <td>33549518</td>\n",
" <td>33562475</td>\n",
" <td>ExAC-SAS</td>\n",
" <td>63</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>12.957</td>\n",
" <td>1.112504</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" chr start end population score strand cns Len_inKb \\\n",
"0 chr1 65830315 67562009 ExAC-FIN 99 . del 1731.694 \n",
"1 chr1 67091527 67148057 ExAC-NFE 99 . del 56.530 \n",
"2 chr1 33490040 33585788 ExAC-AMR 99 . del 95.748 \n",
"3 chr1 33490040 33585788 ExAC-NFE 99 . del 95.748 \n",
"4 chr1 33549518 33562475 ExAC-SAS 63 . del 12.957 \n",
"\n",
" LogLen_inKb \n",
"0 3.238471 \n",
"1 1.752279 \n",
"2 1.981130 \n",
"3 1.981130 \n",
"4 1.112504 "
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exac['LogLen_inKb'] = exac.apply(lambda x: np.log10((x['end']-x['start'])/1000), axis=1)\n",
"exac.head()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1a19241710>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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3PSV+N3/1aD9zoWhGryXETiaBTQib6Wceg/wCOHAs6XvS3cN2g+o6mBhDR9YufFya5+EP76lndD7MPz41nNlrCbGDSWATwkY6EkafOom65c6k19fCUc3YQiTtPWzLArVWzcixkXUvORAo4HUHK/nPqzN0jUmWpMhNEtiEsNP5M7Awj7rj7qRvGZkPE9OpV/VfTVXXWh+ss86W8LpDFZTlufn0MyOyt03kJAlsQthoeRry4K1J3zM4m0j1z3DEVl1n9WGddbaEAq+bX74lwIWxRX7cO5vZawqxA0lgE8Im1jTkT1KahgRrfQ3IfI2tuAz8eTC6cWADuG9vKc1lfj53apRwVKr/i9wigU0Iu5w/AwtzKU1DgpURmedRlOVlkOqPVRuSQO2mIzawsiR/7bZqhufCPNIj1f9FbpHAJoRN9JM/SnkaEqwRW02RL+liyRuqrtt0jS3hWG0BtUVeHpNjbUSOkcAmhA1iTzyMPvkw6q57U5qGBBi0YQ9bggrUwtgQOrb5PjWlFHfvKebM8AIzSxFbXl+InUACmxAZ0udOoz/3t7D/COqNv5bSvTGtGZ4LU5fp+lpCoA4iEZicSOryE80lxDSc7JNjbUTu8Gx3B4TINnp+Dv3QN2BuGmIxawqythHX2/8E5Ult5DUyGyQc0/aN2Krr0GAlkFQGNr2+tdxPbZGXx6/N8Av7ymzpgxDbTQKbECnQp08S+8Lfw8w0FBWDUlZQ+80/RhUUpdxe/5S1Sdq+EZu1l02PDqE6j256uVKKE80lfPXcODNLEUry5FeCyH7yXSxEkmL/9gX0v5vQ2Irrd/4MleSRNBvpiwc2u0ZsVFSB27Nuzci13L2nmC8/N87JvjkZtYmcIGtsQiRBx6LoR74DR4/jeveHbAlqYAU2t4JAoU1TkS43VNWgk9jLltBa7qeu2JqOFCIXSGATIhnXr8D8LOr4PSiPfRMdfVOLBAq9uF02pPonBGpTGrFZ2ZElVnZkUKr+i+wngU2IJOjnTgGgDt5ia7v9U4uZVxxZRQVqYXQopTqQdzUVE9PwVJ+U2BLZTwKbEEnQ538GTa2oknL72tSa3qnFzGtErlZdB0uLMJf81GJbhZ+qAg8/kbR/kQMksAmxCb20CJfPow4mf75aMmZDMeaCEfsyIuNUwCqGnOp05J1NxZwanGcpIrUjRXaTwCbEZi4+a52InWKprM0Mxav625YRmVBVDYCeGE3pthc2FhGKak4NztvbHyG2mAQ2ITahz50Grw/aD9ra7tCcddK13WtsyxuzNzhwdC2Hqgso8rk4KUfZiCwngU2ITehzp6HjEMprbwByasSm8gqszePjwynd53YpjjcU8VT/HJGYHEAqspcENiE2oCfGYLDX9vU1gMG5MFWFPvweB34MK2vQ46mN2ABe2FTMfCjGcyML9vdJiC0igU2IDeiuswCoA/YHtqHZEI1l+ba3C0BldcpTkQC31hXicyuZjhRZzdHAZhjGA4ZhnDMM45JhGL+1wXWvMgyjx8m+CJGWkQFQLqhrtL3pwdkQTeUFtrcLoKqqYXwkpb1sAH6Pi+MNRfzo6gzzIdmsLbKTY4HNMIwG4APACeAY8DbDMG5afTcMowb4fwEbSy8IYZOxESivSLlq/2YWwzEml6I0lTs4YguHYHYq5Vtfd7CSuVCMf++adKBjQjjPySLI9wM/NE1zAsAwjC8DbwDev+q6TwLvAz64ViOGYZQBN1VmNU3T1s4KsRY9PmwFCZsNxhNHrBGb/Yd8qsoa6/iasRFIcVP5vso8jjcU8fULE/xiZzkFXrft/RPCSU4Gtnpg5Q7RQeAFKy8wDON3gJ8CJzdo5x3Ae9Z8gfr6DLuYme1+fTtk+3twuv8DU+P4j9xOpc2vc37WWv9qKsunvqbY1rYBQqFDDAPlsTAFafT9t+8t4lc+/zQ/Gojy1ruaNrxWvoe2X7a/B7v772RgcwErJ/gVsFzSwDCMw8DrgfuAjRYwPgx8do3HewYGBjLvZZrq6+vZzte3Q7a/B6f7ryNhYmOjLBYU2/46z10fB6CxPN+R96DjP2kTl7qY2nc45ftLgeMNhXz+yau8uN697qhNvoe2X7a/h2T6n2rgczKw9QH3rPi8FljZ+zcCdcDTgA+oNwzjUdM0V96DaZpTQOoLBUJkanLcihAOTUWW5bkp9HmYtr319PeyrfRfj1TxB9+9xr+cGeOtt9fY2DshnOVkYHsIeK9hGAFgHmt09rbEk6Zpvof4FKNhGC3AI6uDmhDbaswKCsqhwGZ3jcibpLmXLaG9Mp9XtJfx9QuTdAbyedGeEhs7J4RzHMuKNE2zH3g38DBwGviiaZpPGobxbcMw7nDqdYWwy3JQqLJ/tDI4G6au2OYakatVVsN4avUiV3vw9mr2V+XxkSeG6J0O2tQxIZzl5IgN0zS/CHxx1WOvXOO6q0CLk30RImXjI9YetvJKW5tdisSYWLS/qv9qqqoa/ezTaK1RKr3dNF63iz+6p4Hf+85V/vJH/Xzo5S3ke6Wug9jZ5DtUiPU4tIctUSOyrsjpqchqCIVgNrNVvMoCL39wdz39MyG+1TVhU+eEcI4ENiHW4dweNquqv+Mjtsr4FGoG62wJR2sLOd5QxNfOTzAnFUnEDieBTYj1jI+gHFlfi4/YnF5jS5zLlkbNyLX88i1VzIdifP28jNrEziaBTYg16EgYJieg0oHANhei1O+m0OdwRY/EuWwZpPyv1Fqex917ivnGhUmml+yvliKEXSSwCbGWxB62KvunIgdmw/YfLrqG5/ey2TNiA3jgaBWhaIyvnpNRm9i5JLAJsRbH97A5PA2ZUFlj21QkQGOpn59rKeE7FydZisQ2v0GIbSCBTYg1LO9hszmwBSMxxhci1G/BiA2In8tmz1Rkwn1tpQSjmmf652xtVwi7SGATYi3Le9iqbG12eG5rMiITVKAGxobRMftGVwcDBZTnuXn0mhxGKnYmCWxCrGVsBMorUR57axgMbFVGZEKgDiJhmBq3rUm3S/GiPcU8MzDHQkiSSMTOI4FNiDXo8WFHEkf6ZxKBbatGbLXWB6NDtrZ7d3MJoajm0e4xW9sVwg4S2IRYy/iII4kjvdNBKvI9FDmd6p8QD2x6ZHCTC1NzIJBPRb6H71+wLzFFCLtIYBNiFR2JxPewORHYQjSVblHiCEBFANxu20dsLqW4e08xP+4ZZyEslUjEziKBTYjVZqasPWxl9hY/1lrTNxOkqdRva7sbUW63FaBtDmwAJ5pLCEc1P+mV7Eixs0hgE2K1WetcW1VaZmuzYwsRliJ6a0dsAIFatAOBraMqj+piP0/0Snak2FkksAmx2kz8wPZiewNb4jyzppKtG7EBqEAdjAyitba1XZdS3N1ayZmhBSIxe9sWIhMS2IRYRU9PWh+U2B3YrIzI7RixsTgP8/aPrO5qrWQxEqNrdNH2toVIlwQ2IVZLjNhKym1ttnc6SKnfTUmeo+f73kRV11kfODAdeby5HLeCnw7O2962EOmSwCbEajNTkJeP8ts7ZbjlGZEJASuw2Z3yD1Dk99AZyOenA5JAInYOCWxCrDYzZfs0pNaa3i3OiFwWiB+948CIDeC2uiKuTAaZXJQqJGJnkMAmxCragcA2uRRlPhSjcRtGbMrnh7IK5wJbfSEAp2Q6UuwQEtiEWG1mypH1NWB7RmwQT/m3fyoSoKXcT1mem1MDEtjEziCBTYjVZqZQNo/Y+pYzIrcnsKlAnWMjNpdS3FpXyKmheaKS9i92AAlsQqygI2ErLd72VP8ghT4X5XlbVCNytUAtTE2gQ0FHmr+tvojZYJTLE0uOtC9EKiSwCbHSzLT1rwOBranEj1LK1naTtlzl395DRxOO1RYAcGZIpiPF9pPAJsRKDpXT2rZU/7jn97I5s85WkuehuczPs8MLjrQvRCoksAmxkgPltKaXIkwHo9uXOAKOHV+z0uGaAs6PLhKOyjqb2F4S2IRYwYlyWhfHrHWnfRV5trWZssJiKC6FgeuOvcSRmgKCUc2lcSmvJbaXBDYhVnKgnFbX2CIuBfsqty+wKaWgsQXdd9Wx1zhcXYACmY4U204CmxArOVBOq2t8kdZyP37P9v64qcYWGLiOjjpzMGix301LuZ+zEtjENpPAJsRKNlcdicY0l8aW6KjMt63NtDW2QjgEDq+zXRhbJByNOfYaQmxGApsQK9hdTqtvJsRiJMb+qu0PbKqxBcDR6cgjNQWEonp5XVGI7SCBTYiVbA5sXWNWIsVOCGzUNYHbDX09jr3EoYC1zibTkWI7SWATYqWZKZTNiSPFfjd1xV7b2kyX8nqhttHREVuR383eCj9nRySwie0jgU2IOCfKaXWNLbK/Mm/7Ko6sohpawMHABnCkppCu0UVCss4mtokENiESbC6nNReK0jsd2hnTkAmNLTAxip537mDQg4F8wjFNt9SNFNtEApsQCTaX07o8bv1i79hBgU01tVgf9F917DX2B6z3e35UNmqL7SGBTYgEm8tpdY0tooD2bdyYfZMtyIwsy/NQV+zlggQ2sU0ksAkRZ3c5ra6xRZpKfRT6tumomrWUVkBRiePrbJ1V+VwYW0RrqRsptp4ENiESbCynFYzEODu8wKHqgozbstNWlNYCOBAoYHopytBc2NHXEWItEtiESLCxnNbpwXlCUc0Lm4pt6Ji9VGML9F9Dx5wprQXQGV9nk+lIsR0ksAmRYOPm7JN9sxT6XByu2VkjNgCaWiEUhKF+516i1EeB18WFMQlsYutJYBMizq5yWtGY5qm+OY7XF+Fx7Yz9ayup9kMA6K5nHXsNl1Lsr8qXEZvYFhLYhEiwKbA9N7LAbCi2I6chAaiqgYoqdNcZR1+mM5DPtakg8yHnpjyFWIsENiESbCqndbJvDp9bcWt9oQ2dsp9SCrX/CHQ962jWYmdVPhq4OC4btcXWksAmBPaV09Ja85PeWY7VFZK3zeevbWj/UZibcfRE7Y6qPFwKLoxK3UixtXbwT54QW8imclrdE0HGFiK8sLHIhk45R+0/DIC+cNax1yjwumku88s6m9hyEtiEgOfLaWUY2E72zuJScLxxh66vxamqGqisdnydrb0yj+6JJdmoLbaUBDYhYMXm7PQDm9aax67PcLSmgBL/Dqo2sg7VeQQuPoeOOVeFf295HrOhGKPzEcdeQ4jVJLAJQTzVHzIKbN0TQQZnw5xoLrGpVw7rOGKtK/Zfc+wl2iqsOpndk5JAIraOBDYhAJbrRKafFfnYtRncip2b5r+K6jwC4Oh0ZEu5H5eCbsmMFFtIApsQYE1F+tMvp6W15rFrM9xaV0hxFkxDAqiKAARqHU0g8bld7Cn1c0VGbGILSWATAqzAlsE5bF1jS4wuRLJnGjJOHTgGXWfREefWwPZW5HFZEkjEFpLAJgSZl9N67NoMXpfizqadnea/mjp8GywtQvcFx16jrcLP9FKUiUVJIBFbQwKbEJBROa1oTPPY9Vluqy+kwJsd05DLOo+C241+7hnHXmI5gWRCpiPF1pDAJgTEy2mlF9guji0yuZh905AAKr8A2g6gn/2pY6/RWp6HAq5MBB17DSFWksAmdr3ny2mllxH508F5XApu26G1ITejDt8GvT3oqQlH2s/zuGgo8UnKv9gyEtiEyLCc1qnBeToq8ynyZdk0ZJw6dBsA+twpx16jrSJPUv7FlpHAJkQG5bRmliJcHl/asZX8k9LUCqXl4OB0ZFtFHuOLEaYkgURsAQlsQmRQdeT00AIauLUuewObUgp18Fb0udPomDNnpyUSSGQ/m9gKEtjErpdJOa1Tg/MU+Vzsi//izlpHbrfWGXsuOdJ8a7m18V0SSMRWkMAmRJrltLTWnB6c55baQtwu5UDHto46cAsohT532pH2C31uKgs89M5IYBPOk8AmRJrltK5Ph5hYjGT1NGSCKiqBplZ0l3PltRpLfPTPhBxrX4gECWxCpFlO69TgHEB2J46soDqOQPcFdNiZ4NNY6qdvOiSltYTjPE42bhjGA8CfAl7gw6Zp/t2q518LvA9wA08BbzNNU/6kE1sq3XJapwbmaSr1UVXgdaBXW091HkE/9HW40gX7j9jefmOJj8VIjInFCJU58jUTO5NjIzbDMBqADwAngGPA2wzgq2csAAAgAElEQVTDOLji+ULgY8DPm6Z5CMgD3uJUf4RYVxqBLRzVnBtd5FhtbozWAGg/BMrlWLX/xhIfAH0yHSkc5uSI7X7gh6ZpTgAYhvFl4A3A+wFM05w3DKPFNM2wYRgFQDUwuboRwzDKgJt+65im6WDXxa4yM4XafzilW65OLRGKag4E8h3q1NZTBYWwZ2/8fLYHbG+/sdRaw+ybDnFLLv1BIHYcJwNbPTC44vNB4AUrL4gHtVcAXwD6ge+t0c47gPes+QL19fb0NE3b/fp2yPb3kGn/dSRC3/wsxQ17KE2hrceG+gC451ALtSWZpfrvpP+DqdvvYvYb/0JtRQWuvOTeV7L9r9OaQl8Pk1HPjnrPO6kv6cr292B3/50MbC5g5SqxAmKrLzJN8ztApWEY/xP4e27+U/HDwGfXaL9nYGDAnp6mob6+nu18fTtk+3uwo/96chyAWeVmPoW2ftI9REW+h+jsOANz6af677T/A93YCpEwg48/bG0B2ESq/W8o9tI1MLlj3vNO+/qnI9vfQzL9TzXwORnY+oB7VnxeCyz33jCMCuAO0zQTo7R/Ar60uhHTNKeAKQf7KXazGWv2O9VyWhfHFtlflYdS2b1/7SbtB8FlrbMlE9hS1Vjq4/Tggu3tCrGSk+n+DwH3GYYRiK+hvR747ornFfAFwzD2xD9/I/CYg/0R4mZpVB2ZWoowNBdmf1XurK8lqLwCaN4XX2ezX2OJn4nFCPMhZ0p3CQEOBjbTNPuBdwMPA6eBL5qm+aRhGN82DOMO0zTHgbcB3zIM42fAfuCPnOqPEGtJTEVSVpH0PRfHFgFyMrCBlfbP1UvooP11HROZkbJRWzjJ0X1spml+EfjiqsdeueLjfwP+zck+CLGh8RFwuaCsMulbusaWcKvnC/vmGtVxBP2dr8Dl83DoVlvbbih9PuW/I0f/MBDbTyqPiN1tbAQqAih38mepdY0t0lKeh9+Toz8++w6A2+3IdGRtkQ+PC/qmpWakcE6O/mQKkRw9PgyV1UlfH41pLo0v0lmVm6M1AJWXDy3tjmzU9rgUtUU+2aQtHCWBTexu4yOoquQD2/XpIEsRnfPTaGr/Ubh2Gb1kfwZjU6kENuEsCWxi19LhMExNQGVN0vd05XjiSILafxhiMbh03va2G0r8DM2GiMSkGLJwhgQ2sXuNj1j/pjAVeXFsiRK/m9qiHC/i23YA3B5H1tmaSn1ENQzNyqhNOEMCm9i94oFNVSU/Yrs6FWRvuT/3Nmavovx+2NvhyDpbTfyPgqG5sO1tCwES2MQupseHrQ+SXGOLxjS900H2lKV2IGm2UvuPwvUr6IV5W9utKbJS/oclsAmHJBXYDMP4imEY9zvdGSG21NgIuN1Jb84engsTimqad0tg6zwCOgaXztnabnmeG59bMTIvgU04I9kN2l8F/odhGB8H/hH4dOI4GiGy1nh8D5sruT1s1+J7r3ZLYGPvfvB40V1nULcct61ZpRSBQq+M2IRjkhqxmab5T6Zp/hzwX7DOTXvKMIzPG4bxgk1uFWLH0uMjKSWOXJsKooCm0t0R2JTXB22d6C4H1tkKvYzMS/KIcEbSa2yGYbiAdqADa6Q3AnzcMIz3OdQ3IZw1NpxS4sj1qSA1RV7ycrXiyBrU/iPQ24Oen7W13ZoiLyMyYhMOSXaN7S+AXuD/wTpaZp9pmr8P/BzwfzvXPSGcoUNBmJ5MecS2a6Yh49T+w6A1XHrO1narC73MhmIshKXKv7Bfsmts1cArTdP82coHTdOcNwzjv9nfLSEcNjFq/ZtkRmQoGmNgNsSL9hQ72KkdqHU/eH3W+WzHXmhbs4mU/+G5MK3lydfpFCIZyc6puFcHNcMwvgyw4qBQIbLHWHwPW5JVR/qmQ8T0LkociVNeL+w7YPs6W3U8sMl0pHDChiM2wzD+HmgA7jEMI7DiKS+w18mOCeEknag6kuQa2/V4RuRu2cO2kuo4jP76P6FnZ1DFJba0WVMYH7FJyr9wwGZTkZ8CDgO3AF9Z8XgEOOlUp4Rw3PgwuD1QWp7U5demgnhcivpin8Md23lU5xH014FLz8JtL7KlzWK/mzyPS1L+hSM2DGymaT4NPG0YxvfjJ2ILkRvGRqAygHIlNxt/bSpIY4kPjyu3S2mtqaUdfH5rnc2mwKaUsjIjZcQmHLDZVKRpmqYBfNcwjJtKcZumedSxngnhID2W2jls16aCHKoucLBHO5fyOLTOJpu0hUM2m4r8q/i/ktIvcsv4COqW5OoLzIeijC1EduX6WoLafwT9tc+jZ6ZQJWW2tFlT5OXs8AJa65wvKi221obzMKZpPhP/9z+B3vi/RcCLgdPOd08I++m5GZiZgkBdUtdfn7ISR1p2eWAD4OKztrVZU+RlKRJjNhSzrU0hIPkN2v8A/JFhGAeAT2BlRH7ayY4J4ZjuLgBU2/6kLu+Nn/bcVLr7EkeWNe8Dnw992b6DR6sTmZFzUlpL2CvZfWy3A78JvBb4nGmavwY0O9YrIRyku89bVf1b2pO6fnA2hMelqCrI8cNFN6A8HmhpR1/psq3NGtnLJhySbGBzmaYZA34e+GH8sd25ki6ynu4+D3vaUL7kphYHZ8PUFnlx78aMyBXU3k643m2VI7NBtexlEw5JNrBdNgzj21hTkI8YhvFPgP1nxgvhMB2JQM8lVFtn0vcMzYWoK969o7UE1dYJ0Shc67alvUKfmyKfS0ZswnbJBrZfA74I/JxpmmHgUeCtjvVKCKf0XoFwCLXvQFKXa60ZnA1Ruws3Zt9kr7UmqbvtW2erKZKUf2G/ZM9jm8cKZuWGYdwGPAkk/yevEDvE8i/lJEdsU0tRliKauiIJbKqkDKrr0N32rbNVF/pkKlLYLqnq/oZhvB/4A6wz2BIbtTVSL1Jkm8sXoLIaVVaZ1OUDs1bGnkxFWtTeTvRzP7Vt71l1oYdnBuZkL5uwVbLH1rwZ6wy2ASc7I4STtNbo7vOojiNJ3zO4HNhkxAZYI92TD8PYMARqM24uUOglFNXMBqOU5CX760iIjSW7xtYrQU1kvYlRmJqAfcnPog/OhnGr5zP4djsV/9rZtc5WFf+6ji5EbGlPCEh+xPYDwzD+Gvg6sJh40DTNnzrSKyEckNhcrNqSSxwBa8RWLan+z6vfA3n51ib3F7404+YC8b2Bo/Nh2iryMm5PCEg+sL0l/u8bVzwma2wiu1w+B/58aEi+tsDQXEgSR1ZQLje0dtg2YgsUWr+CRiWBRNgoqcBmmmar0x0Rwkk6EkY//TgcuhXldid3j9YMzobprMp3uHfZRbV1ov/9X9HBpYzbKvG78bkVYzIVKWyUbFZkEfBB4ADWqO0vgd83TXPOwb4JYZ+fPQlzM7hO/HzSt8wEoyyEY5I4sopqbkPrGPRdhdbMJm2UskqVyYhN2CnZ5JG/BaaBGmAJKAH+0alOCWG32GPfh/IqOHQs6XsGZ61fthLYVmmygpnuu2pLc4FCD2MLEtiEfZINbLeapvluIGya5gLwy0DyvyGE2EZ6fBSeO4W6+z5rjShJiVT/WtnDdqOKABQUWlVcbBAo9DI6L1ORwj7JBrboqs/dgByiJLKC/vEPAFB335/SfYNzIVwKaiTV/wZKKWhsRff22NJeoMDL5GKEcFRvfrEQSUg2sP3IMIy/AvINw3gZ8DXgYee6JYQ9dCyGfvwh6DyKqqpJ6d7B2TBVBV687mR/THYP1dQKfVfR0dV/86auqtCDBiYWZTpS2CPZn9g/Auaw1tn+Auv07D90qlNC2KbrLIyPoFJIGkkYnJWq/utq2guhIJGhvoybCiQ2act0pLDJpoHNMIzXAv+JFdxasYLb46ZpZp7rK4TD9E+fAJ8fdezOlO8dmg1J4sg6VFMLAOErFzNua+UmbSHssGFgMwzjjcBfAx8FXgD8HPB/gL81DON1zndPiPTpWAx9+qS1dy3JQ0UT5oJRZkMxaotkxLamuj3gdhOyIbBVFsQ3aUtmpLDJZvvYfhe4zzTN6yseO28Yxkng08BXHeuZEJm6dhmmJlC33pXyrUPxM8LkHLa1Ka8X6poIX8n8CBu/x0Wp382YTEUKm2w2FVm8KqgBYJrmRUDKMYgdTZ86CS4X6ugdKd87PGel+ktG5PpUU6stIzawiiHLVKSwy2aBbaOUJ6kKK3Y0feok7D+CKixO+d7Eqc41MhW5vsZWYhNj6JmpjJsKFHpkKlLYRvKYRU7Sg30w1JdW0ghYU5HFPheFvuQ3dO82qileQrYv8/1sgQJrk7bWspdNZG6zNbajhmHMrPG4AuSMCbFj6dM/AUg7sA3Ph6mRqv4biwc23duDOnhrRk0FCr0sRWLMh2MUyR8TIkObBba2LemFEDbTp09C8z5URSCt+4fnQuwtl7/dNqKKSnAHaohdz3zEVhU/vmZsPiyBTWRsw8Bmmua1reqIEHbRwSXouYh61X9N6/5oTDM6H+auptTX5nYbb2sHSzZNRYK1SbulPOPmxC4na2wi9/T2gNao5vQmHCYWI0RiUCtTkZvy7e2AoT50KJhRO8vVRySBRNhAApvIOTpRdX5PemeFDSVS/SUjclPevR0Qi8HATbuCUlKa58bjUpLyL2whgU3knutXoKjYOn8tDZLqnzzf3v0AGVf6dylFVYFHNmkLW0hgEzlHX++GPW3W8SppGJ4L41LPT4+J9blr6sGfb03/ZihQ6JWpSGELCWwip+hIGPqvo5rSm4YEK7BVFXjwuKQGwWaUywVNLbaczRYo9MhUpLCFBDaRWwZ6IRpJe30NrM3Z1ZI4kjTrbLYedCyzs4erCrxMLEaIxmSTtsiMBDaRU/T1bgBUBoFtZC4kVf1T0bQXlhZhbDijZgKFXmLaykoVIhMS2ERuuX7FWvOprk/r9mAkxuRSVBJHUqAa7SmtVZU4vkamI0WGJLCJnKJ7r0BTi7X2k4bh+C9VqeqfgoY9oFwZr7MlknXGFmTEJjIjgU3kDB2LQm9PZokjs3IOW6qUzw+1DRkHtio5SVvYRAKbyB0jgxBcyjBxRM5hS4dqaoXExvg05XtdFPtcEthExiSwiZyhr1u/WDNJHBmeD+N3K0rzpBBvSppaYWIMPT+bUTNVhV7GZC+byJAENpE7rl8Btwfq96TdxPBcmJoib9qbu3er5enf65mN2gKF1rlsQmRCApvIGXqoD6rrUJ70pxGHZkNyDls64qPkxHaLdAUK5CRtkTkJbCJ3jA5BdV3at0djmsHZMA0lEthSpYpLobIaei5l1E5VoZf5UIyFcNSmnondaLODRjNiGMYDwJ8CXuDDpmn+3arnXwO8D+tE7h7g10zTnHSyTyI36VgMxoYyOsl5bCFMOKYlsKVJtbSjr2YW2BLnso3NR9hTJuucIj2OjdgMw2gAPgCcAI4BbzMM4+CK50uAvwdeZZrmLcAZ4L1O9UfkuOlJCIWgujbtJgbiqf71kuqfntYOGB9Bz06n3cTyuWySGSky4ORU5P3AD03TnDBNcx74MvCGFc97gd8yTbM//vkZIP1Vf7G7jQ4CoAIZBLYZK9W/XkZsaVEt7dYHGYzaAoXx6iOyziYy4ORUZD0wuOLzQeAFiU9M0xwHvgZgGEY+8MfAR1c3YhhGGVC2+nHTNG3urshmenTI+iCDNbb+2RD5HhflkuqfnuY2qwJJzyXUkTvSaqIsz4NbIZmRIiNOBjYXsLJMtwJuKv9tGEYpVoD7mWman1ujnXcA71nrBerr06sHaJftfn07ZPt7SPR/enGOGZeb+sPHUJ70vq3HgyO0VBbS0NBgZxc3lSv/BwCDe1rwDF4nkMF7qim5xrz2bNnXJdu//pD978Hu/jsZ2PqAe1Z8XgsMrLzAMIw64D+AHwK/t047HwY+u8bjPQMDA2s8vDXq6+vZzte3Q7a/h5X9j125BBVVDI6MpN3eldFZOqvyt/Rrkkv/BwCxxlYiZ56mv78/7b2A5X5F79jMlnxdsv3rD9n/HpLpf6qBz8nA9hDwXsMwAsA88HrgbYknDcNwA98ETNM0/2K9RkzTnAKmHOynyAF6dAgyWF8LRWOMzoe5d2+Jjb3ahVra4fEfwPgIVNWk1URVgZcLY4s2d0zsJo4FNtM0+w3DeDfwMOADPmma5pOGYXwb+DOgCbgN8BiGkUgqedo0zf/LqT6JHDY6hLrj7rRvH5oNo5GMyEyplnZr/eHqpbQDW6DQy+PXZ4jGNG45xVykwdF9bKZpfhH44qrHXhn/8Glkg7iwgZ6fg/lZCGSWOAKSEZmxxhbweNBXL6HuOJFWE1UFHiIxmFqKUFkgxahF6iSwiOxnY6q/bM7OjPJ4oWkvOoMKJHIum8iUBDaR9Z5P9c9kc3aI8jw3BV5J9c+UammHa93W+XhpqI4HtuE52csm0iOBTWS/kfh2yarMRmwyDWmTtk4ILkLv1bRurymyAttgfHpYiFRJYBPZb3QISstReflpN9E/G5LEEZuo9kMA6EvPpnW/3+OiqsAjgU2kTQKbyHqZpvrPhaJML0VlxGYTVVEFgVr0pXNpt1FX7Fuu3SlEqiSwiew3MmhP4oiM2Gyj9h2Ei8+htd784jXUF/sYkhGbSJMENpHVdCgIU+MZpfoPSKq//ToOwdwMDPWldXttsZfpYJT5kJzLJlIngU1kt7Fh698MRmy90yHcCmqLZM+UXVRHYp3tubTur4uPngdlOlKkQQKbyG7xwJbJVOSl8UWay/x43fLjYJtAHZSWw8X0AlsikWdApiNFGuQnWWQ1PTFqfVAZSO9+rbk8sUR7ZfoZleJmSilU+yF0mutsidGzrLOJdEhgE9ltYgzcHigpT+v2wdkw86EY+yrzbO6YoOMQTI5ZBZFT5Pe4qCzwyIhNpEUCm8huE6NQVoFypfetfHHcqiLfLoHNdqr9IEDaaf91xT5ZYxNpkcAmspqeGE17GhLg8vgSPrdiT6nfxl4JAOqboaAQ0kwgqS/2yiZtkRYJbCK7TYyhKtIPbJfGl2iryJPjURygXC6Ir7Olo67IJyn/Ii0S2ARgjXxi//S/ib7rbeir6Vdm30o6GrXWcNIMbNGY5srkkqyvOUi1H4ThfvTMZMr31pVIyr9IjwS2XU5rTexfP0PsXb+OfvR7sDhP7KN/jk5jwX+rRSfHIBZLO7Bdnw4SimraKySwOSVRN5I01tnqpBiySJMEtt3u9E/Q3/sa6vgJXB/437j+8C8hHCb2kfehF+a2u3cbio5Yx9WkOxV5aXwJQFL9nbSnDXz+tKYjn9+kLYFNpEYC2y6mw2FiX/4M1DWh3vK7qMpqVP0eXG//ExgZJPaZv93uLm4omqg6knZgW6TQ56KuWCqOOEV5PNDWmVZg83tcVOZ7GJyTwCZSI4FtF5v7lgkjg7je+FaU+/kDNlXnUdT9/wXOPIme37mjtkjigNGKqrTuvzS+RHtFHkpJ4oiTVPsh6L+a1gxAXbFX1thEyiSw7VJ6bobpf/4kHLoVdeT2m55Xt74QYjH0cz/dht4lJzoyBPmFqPyClO8NRmJcmwqyT6YhHac6DoHWcPl8yvdax9fIiE2kRgLbLqW/+xX04jyuNz649gWt7VBUAmee2tqOpSAyOpT2aK1rbJGYho4qSRxxXGsHuD1pTUfWl/iYXooyG5SUf5E8CWy7kNYa/eSj5B0/gWrYs+Y1yuVGHb4d/exP0bGd+UslOjqU9vra49dn8bsVx2oLbe6VWE35/NCyD3059czIljJr4/zVqSW7uyVymAS23ejqZZgco+Dueze+7uhxmJ+FK11b068URUeHUWlUHYnGNE/0znJHQxF+j/wIbAXVcQiuXkIHgynd11pujaivTqZ2n9jd5Kd6F9KnngCXi7wX3LPhderQMXC70TtwOlIHl4jNTqc1YntuZIHppSgnmosd6JlYi2o/DNEoXLmQ0n3l+R5K89z0SGATKZDAtgvpU0/A/iO4i0s3vE4VFMG+g+gzT29Rz1IwMWb9m0Zge+zaLHkexe31RTZ3Sqxr734AdBqj/9Yyv0xFipRIYNtl9GAvDPWjbr0rqevV0Tug/9rOq0QSP4dNlaeWPJKYhjwu05BbShUWQW1jWoGtpTyP61MhorHUz3UTu5P8ZO8y+qdPAKBuvTOp69XR49Z9Z3fWqC3dA0afHVlgJhjl7j0lDvRKbES17YcrXSkfPNpa7icc0/TPSNq/SI4Etl1GnzoJe/ejyiqTu6GmAYpLrYSTnWRiFFwuKK1I6bbH49OQt9VLNuSW27sf5mZgdDCl2xKZkT2TMh0pkiOBbRfR4yNw7bK1+TpJSilobEH39jjYszSMj+KuCFglm5K0GI7x+PUZXtBQLNOQ20Cluc7WWOrH41KSQCKSJj/du4g+dxp4fnoxWappLwxct46J2SH0xCjuQE1K93zv8hRzoRi/2FnuUK/Ehur3gD8fulMLbB6XoqnUR8+UBDaRHAlsu0n3eSgshrqm1O5raoFIGIb6HelWWibH8ARqk748FI3xtfMTHK0pYH+VlNHaDsrlhtb29DIjy/O4KlORIkkS2HYR3X0B2jpTLvqrmvZa9/decaJbKdOxGEyM4U4hsP3wyjSTixHeeDjJtUXhCLV3P/T1pLFR28/UUpSpxYhDPRO5RALbLqFnZ6w0/30HUr+5pgE8HujbIetsc9MQCSc9FRmNab56boKOyjyO1KReMFnYR+3ttA6HvZbaKe3LCSQyHSmSIIFtt+i2KqurttQDm/J4oH4PuveqzZ1K07i1OTvZqchHr80wPBfmDYcr5Yia7ba3A0g9gSRRWksyI0UyJLDtErr7Arg90LIvrftVUyvskKnIxObsZKYitdZ87dwEe0p9HG+QSiPbTRWXQqAWnWICSbHfTWWBR2pGiqRIYNsl9OXzsGevVWk9HY2tMDuNnp60t2NpSGzOdldvHtjODC9wdSrIaw5U4JLR2o6g2jqhJ/WN2m0VeVwalxGb2JwEtl1Ah8Nw9VJ662txqqnV+mAn7GebGAV/Hq6izauHfOP8BKV5bl7cIpVGdozWDpiehMmxlG7rrMpnYDbEzJIkkIiNSWDbDa53QySc1vraskYrsO2Ejdp6YgwqApuul/VNB3l6YJ5XdpTjc8u3+k6hWtqtD3pSSyDpDFjbNLrGZNQmNiY/7buAjieOkMmIrbDIqqS/EzIjJ0aTOjn7Gxcm8boUL28v24JOiaQ1tVonal9NLbDtq8jDreDC2KJDHRO5QgLbLqAvn4dALao0w4obTa07YsTGxChqk+NqZpYiPNwzzUtaSyjLS77slnCe8vqsMm09F1O6z+9xsbcijwujCw71TOQKCWw5TmsN3ResBfsMqaZWGOpHh7YvM02HQzAztemI7QdXpglFNa/uTK1IstgaqrUDrl22NtunoLMqn0vjS0TkCBuxAQlsuW5izAoE8QK0mVCNLaBjMNiXeb/SNbn5AaNaa35wZZr9Vfk0l6WZBSqc1dIOS4swnFqZtv1V+QSjWtL+xYYksOW6q9Z0z/KCfSbiNSb1YG/mbaVrPH7A6AaB7eL4Er3TIe5v2/iEcLF9VKv1/ZjqdGQigeTCmExHivVJYMtxuueStTE7ntWYkeo6cLthGwObnth8xPaD7ml8bsWJ5uIt6pVIWW0D5OWnnBkZKPRSWeDhwqgkkIj1SWDLcfrqJWhqRXm9GbelPF6orkcPbOOIbTJ+cnb52mtswUiMR6/NcPeeYgq87i3smEiFcrmheV/KmZFgrbN1SWak2IAEthymY1HrYFE7piET6ptg4Lp97aVqYgxKy9cN1E/0zrIQjnGfTEPueKqlHXp7rAICKegM5DMyH2F8IbX7xO4hgS2XDfVbC/St9gU2VbcHRoes7MRtoMdH1x2tATzUPU1tkZdD1VLFf6dTrR0QjaS8N7KzKrHOJqM2sTYJbDlMx9cvNhuxpZQ6Xd9kZUammM1mm4nRddfXBmdDnB1e4N69pVIXMhvEvy9TnY5sLc/D51acH5HAJtYmO1dz2dVL1gJ9bcO6l3zy6WG+1TVJeb6HumIvr+ms4M6m9ZMuVF0TGtADvSg7ElJSoLW2Nmcfvn3N5793eQqXQrIhs0VFFZSUQc9FeOmrkr7N61Z0VOVzTjZqi3XIiC2H6Z6L0LzPWqhfwzefHeSbXZO8sKmIY3WFjC1E+MgTg8wGo+s3WtMAyrU9mZHzsxAKQuXNU5HhaIwfdE/zgsYiKgsyT5QRzlNKQWvH8sxCKg4G8umZDLIQ3uB7VexaEthylA6Hoe8q601DXplY4q++38XRmgL+8EQDv3tXHe96cQML4RhfPTe+brvK64Xquu3JjJxYfw/bE71zTAejvGyf1IXMJqqlHYb70QvzKd13qLqAmEbS/sWaJLDlqr4eiEasBfpVFsJR/urRfkrzvPz+iXrcLms9qqU8jxe3lPCtrsmNM87qmrZnxLbBHrb/uDxFTZGXY3WFW9wpkQnV0g5aw7XLKd23vyofl4Jzss4m1iCBLUctL8ivMWL77qUphubCfODVh24qEPzA0SqiMY357AajtvomGBlAR7Y23TpxwOjqOpF900GeHV7gF/aVSdJItmlNL4Ek3+tib3merLOJNUlgy1VXLloL86uCQDSm+c7FSQ5X53Os8eZpu9piH7+wr4zvXZ5icHadlP66JohGYWTQiZ6vb3wUPF4oujE55D8uT+Fxwf17JWkk26jCYmtqO42N2ger87k4tkQ4mlohZZH7JLDlKN19Hto6bzqM86n+OUbmI/zi/vWr3r/xcCVawyM902s+r+qtmpFbPR2px4agqgblev7bdiEc5aHuae5qKqYsX5J8s5FqaU+5tBbAweoCwjHN5Qk5eFTcSAJbDtLTkzA6hFrjYNF/75okUODhBY1F695fWeBlX2UepwbXmeapaQSltj6BZGTQqle5wvcvT7MQjvGaA3I8TdZqbYfJMfTU+tPfazkYL4gs62xiNQlsuSh+YrZquzGwXZsKcmZ4gVd0lGPwypoAACAASURBVC8njKzn1rpCLo0vMrdG6r/y+6GqZktHbFprGBlErQhskWiMb1yY4HB1Pu2V+VvWF2Ev1RJPcEpxOrI0z0NjiY9zI7LOJm4kgS0H6cvnrbWoPW03PP7vXZP43IqfTyIl/ta6QmIazgyvk4Zdvwfdd9WG3iZpetLaw7YisD3UNcLYQoRfOlC5df0Q9mvaCy4Xuie1zEiw1tnOjy0S03LwqHieBLYcpC+fh5b2GwoFL4ZjPNIzzYtbSijxb171vqMqnwKvi1ODawc2tWevdZp2cIvWN+KJKipgBTatNV946jqNJT5ub5AU/2ym/H5oaEZfTe1sNoCDgQLmQzGuT8nBo+J5EthyjA4F4fqVm9bXnuybJRjV3Jtk5qDHpThaW8CpgXlrGnAVtafNqhnZm1oB23Tp0XgGZnzEdnZ4ga6ROV5zoEJS/HOAau2Aq5fW/F7byMFqawr6OVlnEytIYMs1Vy9bG7PbOm94+NFrM1QWeDgQSH4t6lhtIaMLEfrXSvtv3geAvtadUXeTNjJoHXJaWQ1Ye/FK8728pLVka15fOKulHRbmYXggpduq4wePyn42sZIEthyj44kjrEgcmQ1GOTU4zz3NJSmNbm6rt6b4Tg2sMR1ZVgHFpXB9iwLb6BBUVqPcbmaCUX7SN8crDtbgc8u3cC5Qe/cDoK90pXafUhwKFHBuZDHl0Z7IXfJbIcfo7gtQ24Aqfn4k80TvLJEY3NOc2uimpshHfbGX02ussymloLkNvUWBTa9I9f/R1WkiMc2rD9dtcpfIGnVNUFAIl8+lfOvB6nwmFiMMz8nBo8LiaGAzDOMBwzDOGYZxyTCM39rguv9jGMZbnOzLbqC1hu7zN09DXp2hvthLW4U/5TaP1RVydnhhzeoOas8+GLhures5aDnVP1ALWIeJtlX46ahe/3gdkV2UywVtB6zEpxQdjB8qe04KIos4xwKbYRgNwAeAE8Ax4G2GYRxcdU29YRjfBN7gVD92laF+mJu9YRpyYjHC2eEF7mkpuakKSTKO1hYSjGq6J24OXqp5L8Ri0H8to25vam4WFuehuo4rE0v0TAa5b69U8c81at8BGOxFz82kdF9TqY8in4vnZD+biHOyBtH9wA9N05wAMAzjy1gB7P0rrvll4OvAuiUHDMMoA276LWaapq2dzQX6whkAVMfh5ccevzaDJvVpyITOKivZ5MLYAp2rE0+WE0gur3mKgG1GrIQCFajnoe4pvC7Fi1skaSTXqH0H0ADdF+CWFyR9n0spDsTX2YQAZwNbPbCySu4gcMN3q2ma/wvAMIwTG7TzDuA9a75AfX2GXczMdr/+amM9FwhV11F37Pbl0dlTjwzSHijizgNrn3a92XuoBxpK+7g2d/O1uq6OgeJS8seGqHDwazF/4TQTQNmBozz2zV5e2hFgf6tVr3Kn/R+kI9vfg139j1VW0O/xUDjUS9krfimle+/aF+Zv/7Mbf2kVlYW+lO7N9q8/ZP97sLv/TgY2F7AyTUkB6ZTh/jDw2TUe7xkYSC012E719fVs5+uvpqNRYqefRN1xgsFB6++JicUIZ/qn+W9Hq9bsa7LvYV+5j1PXJ+jv779pOjPW2ML8+TMsOfi1iF08B0rxw6Elppci3FnrY2BgYMf9H6Qj29+D7f1v3sfs6SdZSLHNxrwI/P/t3Xl8VdW58PHf2udknslAEgjzkDCFSRAHQHBCq9Wqq7WzVq23V1+nau97tXXqrfbe2jq0tfZqB2vp26V2RAsOiIjKIBACCfMMCRACITNJzlnvH/sEA2Ykw8lJnu/nw4ecnbPPfk4I59lrehbw3sZdnDek/a35UP/5Q+i/h/bE39HE152J7QBwYZPH6UCHf/rGmDKgrKuC6rP2bIeaatS4yacOrdpfgQVmZXVukkV2ahTv7ynnSFU9A2NPvxtWQ0dh3/47tr7+tEonXepIMQxIZf2RWsI9iokDo7vnOiLo1Mgc7NJ/YuvrUGHtb3mNSIok3KMoPFLTocQm+qbunBX5DjBfa52qtY4GrgMWd+P1+jVbmAdKQfakU8dW7q8gMy6MrISOdc2c6dQ4W3OzzoaMBF8DFO3r1DVaY0sOQVoG64qrmJAWTYRXVqn0VWp0DjQ0dHhH7TCPYmxKlCzUFkA3JjZjzEHgQeA9IA9YaIxZrbV+U2s9vbuu21/ZwjwYMhIV696tVpz0sfFwNedmxZ3VbMimhiZGEOl12Hr0s4lNDXULLdvdHa/z125HijmSOpyD5XWnFo2LPiowo9du7/i0/5zUKHYfP0l1/Wd3pBD9S7fuzGiMWQgsPOPYFc0875vdGUdfZ2urYfdW1KXXnjq25mAlPtv5bkgAj6MYkxzJlmYSG6npkJyG3bAa5i7o9LXOZKsrobKc9XHDoQqmZra8j5wIfSouAdIHYXcU4nbytN+4tGj8m0rZdrSWyRlyA9SfSZ9OX7B1E/h8p42vrdxfQXK0l1HJkV1yiezA3XBN/enzf5RSqGnnw+YNbhLqaoHagetVCgNjw8iM66ZxPNFrqNHjYUch1t+xltfYlEgc1UKXuehXJLH1AbYwD8IjTnXj1Db4WV9cxblZcV1W+T47JQq/he2lzXRHTp0FvgZs/pouuVZTds926pWH/JowpmbEdLpbVYSAnFy3IPLujm08Gh3mYWhiBJtlnK3fk8TWB9jCPBgz/tSsxHVFldT5LLOyuq7bbmxgAklz42wMHwOJydi1H3fZ9U7ZtZUtmROp9cEUGV/rF1ROLijl/l53UHZKFFuP1uLzS0Hk/kwSW4izx0rg0AFUzqfdkJ8crCIm3GFcatdNi4+N8DA4PpzNzXTzKMdBTTsPCtZha7u2G8ju2sr6IdPxOjBpoCS2/kDFxsPQUdiCdR0+Nyc1ipoGP3tl49F+TRJbiGu8q20cX/Nby7qiSqZkxOBxurbbbnxaNJtLamho5m5YTZ0F9XXYjWu77Hq2ohyOFLM+egjjUqOJCpNf1/5CjZ8Cu7d1eNw2J3Az19wNmOg/5JMi1BXmQUISDBoKwO7jJzle62NaN8wezM2Iprrez/bmuiNH5bj7s637qOsuuHsrJ8Ji2OuLZFK6LMruT9S4KW6B7UD90/ZKjfGSHOWVcbZ+ThJbCLN+P3bzBlRO7qlJFWsPune43bHea9LAGBSQd6iZ/dkcD2rqLOzGT7Blx7rkenbXVgqT3HVyE6Ubsn8ZMRYio7AF6zt0mlKKnLQoabH1c5LYQtmB3VBZDk3H14qqGJ0cSWJk1y9RjIvwMCo5krzi5u+G1UWfAxT+Zx/F1nT+jtnu2sqmQZOJ9KouW7YgQoPyeiF7ErZgfYd3xs5JjeJodQMlVbLxaH8liS2EfTq+lgtAeW0D247WMK0bZw/mpsewrbSGqrrPrjFSg4bg/Nt/QNE+/M8/gW04+w8W6/fB7m1sShhGTmo03i4eLxS9nxo/BUqPnFrL2F4yzia6tfKI6F62MA8yh6ASkwFYX1yFhW4ZX2s0OSOa1wpK2XS4mpnNVDVR46egvn4H9rfP4H/w2xAdB+HhEBPnznbLzEJd/Hn3jrw1xQcp8znsJ5a5UvS4X1LjpmABW7AelT6o3ecNC5SA21xSLfv29VPSYgtRtu4kbC88rdrI2qIqEgLdhd0lOyWKCI9qdpytkXPefNRNd6FGZENyKkREwonj2K352Nd/j/+ZR9qc7WZ3baEwcQSAVPPvp1RahlteK29lh87zOIrs1CgKZOPRfktabKFqRyE01J9KbD6/ZV1xFdMyY7qs2khzwjwOEwZGtzjO1sg5bz6cN/8zx/0fLcW+/HP8TzyA839+gEpNb/4Fdm9jU0o2kV7FyAEyvtZfqWnnY998DVt+HBWf1O7zxqdF8ccNRyk/6SM+wtONEYreSFpsIcoWbgCPF0aPB2DX8VoqTvqY2gPFXydnxFBUUXdWg/POefNw7nkMysvwP/1ws5NMrM+H3ZJPQfIYxsn4Wr+mzrkQrL/DVW0mpLmt/MIjMu2/P5LEFqLslnwYORYV6Za6yit2uwZzeyKxpbvXWF/ccndka9TYCTj//iAcPYz9/XOfmfVmly+hrKyC/d4EJkg3ZP+WOQQysrCfrOjQaaOT3Y1HCySx9UuS2EKQraqEfTtRYz/dVDTvUDXDkyK6ZZr/mbISwsmMC2Px9uMdnordSI0Zj7rma9i1H2KXvXnquK0sx/79jxSOmwsgia2fU0qhpp8P2ws6tD4yzOMwJiVKEls/JYktFG3dCNa6xWJxq/lvKakhN71nFjErpfjCuGR2Hjt51q02AHXZtTBxOvbPL+FfughbX4f9+0KoqWLjuHlEeh0ZXxOo6ReAtdgOVrWZkOZutdTc0hTRt0liC0F2S767Tc3w0YA7jtDgtz26ueLc4QkkR3t5dVPpWb+Gchycm++GkdnYP/0a/3/ehn1/MXb2AlaXKaZkxMj4mkBlDoFBQzvcHTk+LRq/lfVs/ZEkthBkt+S729R43W1qNhyqxusoxqVG9VgMYR7FtTkDKCyp6VR3j4qNx/nuf+Hc+zikpEPSAHbOuZ7jNQ3MHCy7ZQuXmn4+7NiMPd7+G6mxKVF4HaQ7sh+SxBZibNkxKN6Pym4yvlZcxbjUKCK8PfvPeemoRBIiPLzWiVYbBMZRcnLxfO9JnCdfYvVRP46C6YMksQmXmjHb7Y78eGm7z4nwOoxOjmLTYUls/Y0kthBjA9XOVbY7vlZW08CespM9Nr7WVITX4ersAawrruKtHWVd8ppKKVYfqGBcWjRxsv5IBKi0TBg7Ebvibazf3+7zxqdFs/NYLTX17T9HhD5JbKFmSz5Ex0LWMAA2HGqc5h+c2YNXZScxJSOGX6w6xP9+crjTOxcXV9Sx70SddEOKz1AXXAIlh2DbpnafMz4tCp9FtrHpZySxhRBrrdtiy56IctzWTN6hamLDHUYkBWf2YITX4ftzB3N1dhKLth7noXf2uTUrz3IZwOoDbqktSWziTGrqLIiOwX7wdrvPGZ8WTbhHsbbo7GfvitAjiS2UHD0MpUdOja9Za8krrmJSetfvlt0RHkfxrWkDuWtWBkUVdTyydD93vrGb5XvKO5zgVu6vYFhiBANjw7spWhGqVHgEauZc7LqPsFUV7TonwuuQmx7NmoOVZ32zJUKPJLYQYjdvAD4dX9t9/CTHahqY3o3b1HTEvBEJvHjNSO6alYFHKZ76sIhH3zvA4cq6dp1fXtvAlqM1zJDWmmiBuvBSaKjHrlzW7nOmZcZyuLKeA+Xt+z0UoU8SWyjZkg8JAyCwhccnRY27ZfeeRBDmcZg3IoGfLhjGbdMHsqWkhjsW7ea9XSfaPHfRtuP4LcxqZjscIQBU1nAYOgq7fEm7W2CNs2vXHGx9RwnRd0hiCxGN42sqZxIqUL1/7cEqRg2IJCmq923S4HEUV45N4udXDWdsShRPf1zMwvySFj+MDpbX8XrBMWYPjWeEVBsRrVBzF0DRvnZPIkmNCWN4UgSfSGLrNySxhYqifVBxAgLja+UnfWwrrWHaoN7RDdmSlOgwHr4oi/kjEvjzxlJ++mHxZ6ZeW2t5Yc0hwj2Km6alBSlSESrUjNkQG4d/6aJ2nzM9M5bNJTVUnJTyWv2BJLYQ8en4mpvY1hdV4rfdu1t2VwnzKO48N52v5abywd5y7v3XbraXflrmaMXeCjYcquYruSkM6IWtT9G7qPAI1AWXwvpV2NKSdp1zzuBY/Pbsd6QQoUU+RUKE3ZIPqemoZLdF07hb9uhu3C27KymluH5CMmNTI/nZR8V8b8lectNjOF7bwMHyOkYOiGDB6PZvJCn6NzV3AXbJX7HL3kRd9402nz9qQCQJER7WHKxk9rD4HohQBJO02EKA9flg26ZT1fwbd8ue0s27ZXeHiQNjePaK4cwZHk9pTQMDorzMH5HA/RcMCuqSBRFaVHIaTJmJ/eAtbN3JNp/vcRTTBsWwtqiSep9UIenrpMUWCvbthJrqU+Nr20vd3bKnh0A3ZHNiIzzcNSsz2GGIEOfM+xz+dR9jV73vLgNow4VD41m6q5yV+yu5UFptfZq02ELAqfqQYycCsOpABY6CKT24TY0Qvc6YCZA1HLv4L1h/25NCJmfEkBbj7bK6pqL3ksQWAuzmDTBoKCo+EZ/f8v7ucqZmxBArRYJFP6aUwrlSw5Ei7Nq2NyF1lOKSUYnkH66mSBZr92mS2Ho5W1sN2wtQ46cAkH+4mtKaBuaNTAhyZEL0AlNmQfpg7JuvtmvB9sUjE3EU0mrr4ySx9XYF66GhAZU7E4B3d5YRG+4wQ/YqEwLlOKgF18OBPZC/ps3nD4jyMmNwLO/uOiGTSPowSWy9nM1bDbFxMDKbyjofK/e705XDPPJPJwQEFmwnp+F/w7Sr1XbZqETKT7r/l0TfJJ+OvZj1+bAbP0FNnI7yeFixt5x6v2XeCOmGFKKR8nrdVtvubbBhdZvPdyeRhPHPrcek4n8fJYmtN9uxGaoqTnVDLt11giEJ4YySWopCnEadfzFkZOE3L2HrW58Y4ijF9eOT2Xq0lhW7SnsoQtGTJLH1YnbDKvB6Yfxk9pWdZOvRWuaNSDhVBFkI4VJeL86XboWSQ9i3/tbm8+ePTCA9NoznP9iFX1ptfY4ktl7KWovNWwXZk1CR0bxeWEq4R0k3pBAtUOMmw9RZ7gzJY63XkPQ6ii9PSmF7SSUf7m3fpqUidEhi662K90PJIVTuDA5V1LF8TzmXj04kIVKKxQjREueGm8Fa/H9+qc3xswuHxTMqJYaF+SX4/NJq60sksfVSdp274FRNmsFfCo/hKMU1OQOCHJUQvZtKGYi66kuw7iPsirdbfa6jFLdfOIKiinpZ19bHSGLrhWxDA/b9JTBuMsciE3h31wnmj0ggOTos2KEJ0eupy66FnFzsn36NPbi31efOHpnChIHRvLKhhLLahh6KUHQ3SWy9kF2/EspKceZdxV83H8NvLdeNl9aaEO2hHA/Ot+6FqGj8L/w39mRty89VitvPGUhtg5/fr2/f3m6i95PE1gvZpYsgNZ3jo3JZsr2MOcPiGRgbHuywhAgZKiEJ55b74NAB/P/7E2xDy62xrIQIrslJZumuExQcqe7BKEV3kcTWy9i9O2FHIeqiK3l983Ea/JYvTkwJdlhChByVk4u68TbYsBr7u2ew/pZLaOkJyaTFePnV6kM0yESSkCeJrZexSxdBRCSlU+eweHsZ80YkkBEnrTUhzoZz0ZWoa76KXfU+duGvWkxuEV6HW6cPZN+JOl7bJIu2Q50ktl7EHi/Frl6OmjWP13bWApYvTpDWmhCdoa64AXXZF7DvL8b/8x9iq5pftzZjcByzh8VjNh1l17GWx+VE7yeJrZew1uJf+CtwFEcuuIq3d5RxychE0mJlJqQQnaGUQl33DdRXbofCPPyP34PduaXZ5946fSBxER6eXVksXZIhTBJbb7HuY8hbhbr6y/y5yMFRihsmJAc7KiH6BKUUztwrcB54Avx+/E8+gO+n36d23crTuifjIzx8Z0Y6u4+f5NVNR4MXsOgUKWPRC9jqSvx/egGGjGDv9Mt5b/E+rs5OknVrQnQxNWIsziPPYZcvxr7zT0q+fwfEJaBycmHcZFTOZGZmpTBnWDxmUylTMmLJTo0KdtiigySxBZm1FmtegvITOHd+nz9uLCU6zOF6GVsToluo6BjU5ddh519N4u7NHP/gXWzheli9HAuQkcWt58xhc9QUnvqwiKevGEZMuCfYYYsOkMQWZHbpIuyH76KuuIHCyEzWHNzH1yanEh8h/5GE6E4qLIyYuZdzYswkt67kwT3YwjzspnVE/+MV7hm4lgdzvsnzq4q574JBsqtGCJExtiCy+Wuwf34JJp8LV9/I7/OOkBzl5aqxScEOTYh+RSmFGjwc59Jr8dz7OM6DTzE2OYIv7l7CB/sqeSf/QLBDFB0giS1I7N6d+H/9E8gajnPLvazYX83Wo7XcOCmFCK/8swgRTGrYaDz3PMb1l5/DxBO7+FX+Cbasygt2WKKd5BM0COzOLfifeghiYnHufIhjPg8vrDnEmORI2W9NiF7EO/187r9qEsm+Kp4oqKPkX4va3A5HBJ8kth5mt+Tj/9kPIC4e54EnIWEAz608RJ3Pcvd5mXgc6ccXojdJyBrMf16RQ214FE/uCaf2D89jG+qDHZZohSS2HmKtxb98Mf5nHoXkNJz7n0Alp7J4exnri6u4aWoag+KldJYQvdGwtHjumT2UnfFZ/LB8CNVPPYwtPRLssEQLJLH1AFtbjX3xKewffgljJ+Dc/yNU4gDWFVXym3VHmJwRw4LRicEOUwjRinOHxHP3eZkUJo3kh/GzqXr8fvxrVgQ7LNEMme7fjay1sPZD/K/+Fo6Xoq75KmrB9SjH4b1dJ3huZTFDEiO4Z1aGTCUWIgTMHZ6A11E89aHiB5Nu4b6XXyT9w7dxrv06aujIYIcnAiSxdQNrLWwvxP/3V2BbAQwejnPrfahR46iu9/F6fgmvFZQyaWA0/3fOIKLDZM2aEKHigqHxhHkUT3/kcO+5D3DT7je5+If3oCbPxDl/PoyfhgqTqkHBJImtC1mfDzasxv/WX2HnFrdUz9e+g7rgEirrYcmmUv62uZSKOj9zh8dzx8x0wjzSGyxEqJk5OI5nr4zk2Y+LeZ7P8f7IOVyz9Q2m/uIJnOho1IRpMHo8avQ4SB+M8sjNa0+SxNYF7LES7Ip3sCvehuNHITkNbvw2R3LnkFdaz8r3DpJ/uBq/hemZMXxpUgqjk6X+nBChLDUmjEfnZ7FkexmvFnj50egvMWSCZk7lds7ZvpxBq5ejALxhkJmFyhwKg4eiBg2FzKGQlCxDEN2kWxOb1vrLwENAGPC0MeYXZ3x/MvAiEA8sB243xrS8h3sv0nD0MP5lb2JXL4fthVR7Itg3fja7Lj2PnVHpFJTUcGSxW60gIy6ML4xL5oKhcQxPigxy5EKIruIoxYIxSVwyKpEVe8tZtPU4fzg5lj+MG8vAaQ5jnUpG1R5m6NFdpO/cSvLKZTgE1sFFx0LmENTADEjNgLQMVFoGpKajomOD+8ZCXLclNq31IOC/gGnASeAjrfV7xpjCJk97BbjFGLNSa/0ScCvwfHfFdLasz4fvcBHHdu/h6P4ijh44RHGNn+KoFIqTLqX4oq9wwgb61A9DYmQ12alRXJMTw6T0aAbHh8udmRB9mNdRzB2ewNzhCRytrmfNgUrWF1dRUOqw3BcNScMhaT5hDiR6LfH2JPF1VcRXlxF/vJS4/UXENOwk2ldLdEMtMWGK6Ph4YpMSiE5KJGrAADwpaTAgFZJTUZHS49Oa7myxXQwsNcYcA9BavwZcDzwWeDwUiDLGrAw8/3fAo5yR2LTWicBn5sIbYzoVnK2vp/jdt1l2IoIGa/H5wQf4raWhwVLjs1T7FRV+D6WeGI5FxOFXqUAqZOQCkBQOmYlRnBMXTmZcOIPjwxmZHElylFcSmRD9VEp0GAvGJLFgjFvztbS6nv0n6jhUWcehinrKahsoP+njRG0iB2PTKT/ZQG1DK9VMaoEicA768PpP4LHH8Fg/Xvx4sHiVxYPFgcDf7tdOk+PuH4tHNXkc+NqjTn/sYHHUp+coBQr3D0q5Xzcei09EDcwMHPv0e4GnkhwVxiWjEnB6+POwOxNbJlDc5HExMKON7w9u5nXuBh5u9gKZmZ0KcNDNtzC9U68Q+jr7Mwy2UI8fQv89SPxtvD4wsVuvEPra8W9gCeTW9ujOxOYATW9DFODvwPcbPY3bmjuN1rrMGFPW+TA7Tms9DNgNDDfG7AlGDJ0V6u8h1OOH0H8PEn/whfp76K74uzOxHQAubPI4HSg64/sZrXwfgEDyCkoCE0IIEXq6cxHVO8B8rXWq1joauA5Y3PhNY8xeoFZrfX7g0NeAf3VjPEIIIfqBbktsxpiDwIPAe0AesNAYs1pr/abWunFo6yvAz7TWW4BY4NnuikcIIUT/0K3r2IwxC4GFZxy7osnXGzh9QokQQgjRKVLP6eyU4S5NCOWxv1B/D6EeP4T+e5D4gy/U30O3xK9kN1ghhBB9ibTYhBBC9CmS2IQQQvQpktiEEEL0KbJtTScE1uD9DAgHSoGbA+vzQorW+nHAZ4x5JNixtFdbO0eEAq11PPAR8LlQqxqhtX4Y0IGHbxhjHghmPGdDa/0Ybv1aC7xkjPlpkEM6K1rrnwApxphvBjuWjtBavwekAfWBQ982xqzqiteWFlvn/BF3d4LJga9Dah2e1johsKvCfcGOpSOa7BxxATAZuE1rPS64UXWM1nomsAIYE+xYOkprfTFwKTAF9+c/TWt9bXCj6hit9RxgHjAJmA7cqbUeG9yoOk5rPR/4RrDj6CittcL93c81xkwO/OmSpAaS2M6a1joCeMgYkx84lA8MCWJIZ+PzwHbgqWAH0kGndo4wxlQBjTtHhJJbgX+nmTJyIaAYuM8YU2eMqQc2E2K/+8aY94GLAvs/puH2XlUFN6qO0VoPwL3B+1GwYzkLjTcRb2mtN2it7+jKF5euyLNkjDmJu58cWmsHeAT4WzBj6ihjzMsAWutHghxKR7W1c0SvZ4y5BUBr3dZTex1jTEHj11rr0bhdkue3fEbvZIyp11o/CnwXeBU4GOSQOuoF3OpOWcEO5CwkAe8Cd+IOJyzTWm81xrzdFS8uia0dtNY34I6lNbXFGHOx1joc+D3uz7JX3jm1Fn8w4ukC7d0ZQnQjrfV44A3gfmPM9mDHczaMMQ9rrX8M/BO3Ff3rIIfULlrrW4D9xph3tdbfDHY8HWWM+Rj4uPFxYEjkCkASW08xxryKe0d3Gq11LPAP3Ikjnw90y/Q6LcUfwtraOUJ0s8DEqdeBu40x/y/Y8XSU1jobiDTG5BljqrXWf8EdbwsVXwQytNZ5wAAgVmv9M2PMPUGOq1201hcAEcaYdwOHFJ9OIuk0SWyd8wqwA7jdGCMthp7zDvCIYRES0QAABeVJREFU1joVd1zkOuC24IbUf2its3C73b9ojFka7HjO0gjg0cAHrMUdb/5NcENqP2PMJY1fB1psc0MlqQUkAo9prc/D7Yr8BnB7V724TB45S1rrKbj/Gc4H1mmt87TWbwY5rH6hpZ0jghtVv/JdIBL4aeD3Pk9r3WUfSj3BGPMmbjfqemAt8FEotjxDlTFmEaf//H8T6J7sElIrUgghRJ8iLTYhhBB9iiQ2IYQQfYokNiGEEH2KJDYhhBB9iiQ2IYQQfYqsYxMhTWvtAe4Cvoz7+xyOW0XiB8aYk4FyYd8BJhljDjU5bxNwBzAHmGWMufyM150KLAayAuXTGo//DthkjPlJJ+POBRYbYzKaHJsJ/ByIxV1w/lVjTPEZ5w0LXD+2M9dvIabhwE+MMde19zpa60zgNWPMeR24ziO41ejvaM9xITpKWmwi1D0PzALmB3ZZOAe3wOqLTZ4TD7wcqCh+pl8DcwOLjpv6NvBi06TWFbTWXq31PcASIK7J8XDcYs53G2NyAl+/1JXXboehfFqctl2MMUUdSWpC9ARpsYmQFWhVfAXIMMaUAxhjqgKLhZsW5X0FOBd3e57TWlrGmGKt9T+AbwKPB143Frewb24b178Q+B8gGqjD3e1hcaAV+T/A1cAJYBUwzhgzF5gKTASu5fS6eOcA5caYDwOPXwKe1lonG2NKW4nhQdzKKw6wB/iOMaZIa70Mtxbf+biV998BbjPG+AOVKv4DqAGW4rZ4I3BvBgZprZfgJnaP1vpXuAWmE4AHjDGvn3H9YQRadoEW1zAgAzdJHqSZVucZ598N3ARcFjiUo7Vejlsman3g/VS0dL4QzZEWmwhl04CCxqTWyBhz6IwP4FrgRuD7gS7GM/0SuKlJi+5GYJkxZl9LF9ZaJ+O2qu4yxkzCLQn0SqA775ZAbBNwW5Mjm8S22hhzM6fvTgBuhfb9TZ5XB5QAg1qJ4eu4SXJGoLX6Jqe3VEcCc3FrIC4A5gT2rfsxcLExZgpQDniMMb5A3DuNMY1JJhJ42xgzFbfayH+3FEsTFwI3GGOyccudtViRRGv9AHADMKdJN/Eo3EQ9Ebd+4EPtuKYQp5HEJkKZn3b+DhtjNuJ+SC7UWsec8b1lQDVwUeDQbbhjXa2ZCexo3BwxsJXLh7iJ5ArgZWNMbSBBvdCOEM/csQDcD3ZfK+d8Drcl+kmgGO6dnN6V+E9jjD+Q+HfgtoIuA94yxhwIPOe5Vl6/rskNQh7uvmVtWdbkRmN94JrN+QJugn3CGFPW5PhfjDElxhgL/Ba4pNmzhWiFJDYRylbhdl3FNT2otR6ktX5Dax3V9Lgx5jncD/hnmnmt54Fvaa0nA7FNqo63xMNnE5GDW9C1ATcpNWotOTXah7vPXON7CAOSaX2PMA/w48YdiHF3gm7aBVvT5GsbiKkjsTWttt54fluau2ZzduBuDvtLrXViC/E4dGHFd9F/SGITIcsYUwT8EfiN1joeIPD3L4FSY0xNM6fdBFyJ2+XV1MvAPNwZlL9ox+U/BrK11jMC1x0PzAaW4RZ3/arWOkJr7cUdv2urKOsqIDlQ7RzgZuDjM1ozZ1oC3NL43oHHgD+0cZ0lwMVa68YuzluafK8BNzH3hPxAa/BdTv95X621TgqMU94K/KuH4hF9iCQ2Eeq+AxQCHwW641YFHt/S3JONMSW442HhZxyvAP4CfAk3ybXKGHMUd3zoOa31RmAhcJMxZhvwu0Ac64GPcCeWVLfxevW43XNPa60LcCfF3NRGGC8Ci4CVgXMm4SbR1q6zDbgHWKK1/gTIaRJbIVCrtV5N+1pnXeFuYLb+dCvxQtz3tBEoA57soThEHyLV/YXoYlrrS4E0Y8wrgcfPALXGmO8FN7JTa9W+DjwemCH5BeB7xpiZQQ5NiC4j0/2F6HoFwP2BWX8eYAPwb8EN6ZQDuGN5G7XWDbjLEW4ObkhCdC1psQkhhOhTZIxNCCFEnyKJTQghRJ8iiU0IIUSfIolNCCFEnyKJTQghRJ/y/wFjpxvTYrnnJwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a194bbbe0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.FacetGrid(exac, hue=\"cns\", height=6, aspect=1).map(sns.distplot, \"LogLen_inKb\", hist=False)\n",
"#sns.kdeplot(exac['score'], cumulative=True, hue=exac['cns']);\n",
"plt.xlabel(\"CNV log10 length in kb\")\n",
"plt.ylabel(\"Density\")\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### CNV length in deletions and duplications - cumulative frequency distribution plots"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'CNV length distribution in each population')"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a17e93ba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(exac, col=\"cns\", col_order=[\"del\", \"dup\"], hue=\"population\", height=6, aspect=1, sharey=True)\n",
"g.map(sns.kdeplot, \"Len_inKb\", cumulative=True)\n",
"g.axes[0,0].set_ylabel(\"Cumulative frequency\")\n",
"g.axes[0,0].set_xlabel(\"CNV length in kb\")\n",
"g.axes[0,1].set_xlabel(\"CNV length in kb\")\n",
"g.axes[0,0].set_title(\"Deletions\")\n",
"g.axes[0,1].set_title(\"Duplications\")\n",
"g.add_legend()\n",
"plt.subplots_adjust(top=0.9) # the top of the subplots of the figure\n",
"g.fig.suptitle(\"CNV length distribution in each population\")"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 873)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a174152b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(exac, col=\"cns\", col_order=[\"del\", \"dup\"], hue=\"population\", height=6, aspect=1, sharey=True)\n",
"g.map(sns.kdeplot, \"Len_inKb\", cumulative=True)\n",
"g.axes[0,0].set_ylabel(\"Cumulative frequency\")\n",
"g.axes[0,0].set_xlabel(\"CNV log10(length in kb)\")\n",
"g.axes[0,1].set_xlabel(\"CNV log10(length in kb)\")\n",
"g.axes[0,0].set_title(\"Deletions\")\n",
"g.axes[0,1].set_title(\"Duplications\")\n",
"g.add_legend()\n",
"plt.subplots_adjust(top=0.9) # the top of the subplots of the figure\n",
"g.fig.suptitle(f\"CNV length distribution in each population (after excluding the top {100-x_trim_threshold}%)\", fontsize=16)\n",
"plt.xlim(0,int(np.percentile(exac['Len_inKb'], x_trim_threshold)))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'CNV length distribution in log10 (in each population)')"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a17d93cf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(exac, col=\"cns\", col_order=[\"del\", \"dup\"], hue=\"population\", height=6, aspect=1, sharey=True)\n",
"g.map(sns.kdeplot, \"LogLen_inKb\", cumulative=True)\n",
"g.axes[0,0].set_ylabel(\"Cumulative frequency\")\n",
"g.axes[0,0].set_xlabel(\"CNV log10 length in kb\")\n",
"g.axes[0,1].set_xlabel(\"CNV log10(length in kb)\")\n",
"g.axes[0,0].set_title(\"Deletions\")\n",
"g.axes[0,1].set_title(\"Duplications\")\n",
"g.add_legend()\n",
"plt.subplots_adjust(top=0.9) # the top of the subplots of the figure\n",
"g.fig.suptitle(f\"CNV length distribution in log10 (in each population)\", fontsize=16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### CNV length in each chromosome "
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'CNV length distribution in log10 (in each chromosome)')"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a23933908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(25, 6))\n",
"sns.boxplot(x=\"chr\", y=\"LogLen_inKb\", hue=\"cns\", data=exac)\n",
"plt.legend(bbox_to_anchor=(1,1))\n",
"plt.xlabel(\"chromosome\")\n",
"plt.ylabel(\"CNV log10(length in kb)\")\n",
"plt.title(\"CNV length distribution in log10 (in each chromosome)\")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 168)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a22edfd68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(25, 6))\n",
"sns.boxplot(x=\"chr\", y=\"Len_inKb\", hue=\"cns\", data=exac)\n",
"plt.legend(bbox_to_anchor=(1,1))\n",
"plt.xlabel(\"chromosome\")\n",
"plt.ylabel(\"CNV length in kb\")\n",
"plt.title(\"CNV length distribution in each chromosome (after excluding top 10%)\")\n",
"plt.ylim(0,int(np.percentile(exac['Len_inKb'], 90)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analysis of CNV length and quality scores"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>chr</th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>population</th>\n",
" <th>score</th>\n",
" <th>strand</th>\n",
" <th>cns</th>\n",
" <th>Len_inKb</th>\n",
" <th>LogLen_inKb</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>chr1</td>\n",
" <td>65830315</td>\n",
" <td>67562009</td>\n",
" <td>ExAC-FIN</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>1731.694</td>\n",
" <td>3.238471</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>chr1</td>\n",
" <td>67091527</td>\n",
" <td>67148057</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>56.530</td>\n",
" <td>1.752279</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-AMR</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>95.748</td>\n",
" <td>1.981130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>95.748</td>\n",
" <td>1.981130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>chr1</td>\n",
" <td>33549518</td>\n",
" <td>33562475</td>\n",
" <td>ExAC-SAS</td>\n",
" <td>63</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>12.957</td>\n",
" <td>1.112504</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" chr start end population score strand cns Len_inKb \\\n",
"0 chr1 65830315 67562009 ExAC-FIN 99 . del 1731.694 \n",
"1 chr1 67091527 67148057 ExAC-NFE 99 . del 56.530 \n",
"2 chr1 33490040 33585788 ExAC-AMR 99 . del 95.748 \n",
"3 chr1 33490040 33585788 ExAC-NFE 99 . del 95.748 \n",
"4 chr1 33549518 33562475 ExAC-SAS 63 . del 12.957 \n",
"\n",
" LogLen_inKb \n",
"0 3.238471 \n",
"1 1.752279 \n",
"2 1.981130 \n",
"3 1.981130 \n",
"4 1.112504 "
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exac.head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Correlation of CNV length and score')"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a177bf518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.regplot(x=\"score\", y=\"Len_inKb\", data=exac);\n",
"plt.xlabel(\"CNV quality score\")\n",
"plt.ylabel(\"CNV length in kb\")\n",
"plt.title(\"Correlation of CNV length and score\")"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a23933be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=\"score\", y=\"Len_inKb\", data=exac);"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Correlation of log10(length) and CNV score ')"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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zUIgbtLWVxg2WnZp4DmvJUnMsQ2bEMDIM2SzWkqV1+FW1I26lXZRWD4YJwkRQ63NQS9wgtXAR1rJTYcZM2LENZszEqsKoTBQycthFKbmpwfscMvIWuTkFodHU/BxsWG+MSpAxxA1SCxe17PMmI4ddlRYPhgnChFDrczBnnnEHBWmhuEEtiHHYVdmJb2pBqJoanwNryVLIZmF4CFzXfLZQ3KAWxDjsouzMN7UgVIu1ZCkM7IC+NbDmafM5sKPq56CauEF+5WPkLj2f3HnLyV16/qSJ60nMYRcltXAR+WWnSraSILiueUeaZZlPd2wvnIyLG9SSzVQ4vknPqBiHXZhWDoYJQj2JamTdu2+HKVNh1pzizsP1S8xw774dcqOwbQtkR6GtHXp6qjp/rYalVsStJAjCTk1sumqjEzPWrYH+TTA8CLms+ezfZOQJNHt5DTEOgiDs1MQ2so1OzBjYUemmcl0jT6LJGYVNNQ5KqUuVUiuaqYMgCDs5MY2stWQp7NhuevLPrjKfO7bXLzEjOzo2eZA582BrPzy31uj23FrzfYIyCpsWc1BKvRk4Afhxs3QQBGEXYM48WN8HgwNFv393D8zLmO2WBS6mR+963wP48Yq+/o3kemdPXFDYXgjOXzFK4bmlhuD1SxpfNk0aOSilZgFfAL7YjPIFQdiFsBeaHnd2BFIp87m1H+yFxrXUMwUyC2DBvuazZ0rBrx+MV1hTp4curxGbqtreWa5NvDzIY7+BVKmhImUZ+QTQrJHDtcD5wIKwjUqpXqC3XK61brBagiDsdDgrYUYvDPgjhw7o6THyDevBSsHmtcVRxbQZBb9+MF5h+fGKwPIaiRlFbzsW7vwuhd4/AJaRJ7G+z0uvtbx0W+/v9X2NqKUKJtw4KKWWA2u01r9USp0YsdvZwAVhGzKZTE3l13p8IxHdxofoNnZaVS+ov259/RuxZu2GNbvYC3ddF7d/I9a06WTXrDIjinQa8jnYvIG2BfuwRyZjjp063RgGoL29HbetDbd/I5lMhuev+hzZri5SXd3mxB0d5IcGabv/x8xdciSceg7906ax/Qc34w4OYHX3MPUdy+hddkqi3mtwIZcrClzve5sVWkf1rrdmjBzeDeyhlPoTMAuYqpS6XGv9kcA+VwArQo59uq9v/FYzk8lQy/GNRHQbH6Lb2GlVvaAxuuV6Z1e+N2F4CHpnm1nNuSzkSo/JZrP09fWVHNve3s7o6Gjh2L6+PnJrV0MqRe6F9cWRx/QZ5NauLv6OxUeQWnxE4dwDwEBVv9GKlJfXUVK9jcdwTLhx0Fof5v/tjRwWlxkGtNb9QP8EqyYIwk5I3HsT3Gu+FH7Q8+uKx664Eja+wGg+B6k0dPdgqfeb/bp7YO1qwDU9+3wONgzD/L2q0i12BnQ+F3FQhLzOyDwHQRB2amLXPxodDj8oOPdhZNgEsXNZ8xncNjgAbr44l8F1zffBgUS9Et8lEbWMxxiX9xgvTV0+Q2u9gnD3kSAIQtNxb1sBI0Oljf/IkJEvXASbN4QfGCUPnjvxXRIWpYFsnyh3U32RtZUEQdipya98zLiGBgdM73/rFtwVV5I/8cPJBz/3LOTzZSfMG7n/d2ihEfIgSS8K2pVHDoIgCI3Gvf0G2Lq5KMjnYHTYyJPIRfj3o+RjYc68ykB5cOmO5g4cJOYgCMJOzrOrxiafIBLfJdHkkYMYB0EQhGZR47skGom4lQRBEMaLP3s5TO4R+y6JXBZGR02GUz4Pbe11e5dErYhxEARBGC9d3eFpq96M6fzKx3Cvv9Qs3YELG1/AXfMU+eXnwqp/wXDgWDcPA9uNvAUQt5IgCEIUVkT015en28O3e3L3O1/z3t3grY2EeZeD+52vwehQ+LFR8glGRg6CIDSdhi6LnUqFp5ZGyYMkBYW3bw3f7ss3PR9+rqC82jInGBk5CILQVKpZFrsmemePTT4mohrywKS50M1u8qikyYhxEAShqYQui13PdyUPRrySM0o+UaQjHDdR8glGjIMgCM2l0e9KHhocm3zCiF51tRVoDRMlCMKuS9JMYRJWL02imZPJ4uIdUYv+RcknGBk5CILQVKwlSyFr3o/suq55X4K3pDZUsXppK3PQ68cmbyFk5CAIQlXU1HuPIbVwEfllp+LefTtu/0Yoy1ZKXr1UaARiHARBSCTxXck1klq4CBYuCn+jWdLqpa3MI/ePTd5CJBoHpdRuwOGAjXmZ3j+Au7TWEQm+gtDaNKoHXA9aVbdae++5u26Be34Iw4PQ2Q2HHU36yOOqK7yKmIRQfyJjDkqpTqXUJcCfgaVAD9AFHAP8TSn1ZaVU98SoKexs5Fc+Ru7S88mdt5zcpedPmP+4lf3XraxbLRlFubtugR99z7w0J91mPn/0PSOvgmBMgpCYhNAY4kYOdwA3A5/WWpeEz5VS7cAyb5+3Nk49YWek0S6KOKrpATer997SvvU582B9n1lHKDsKbe3m/cnzii+uj6y3e35osjP9/P10m1lw7p4fQhWjh2BMotVGVDszccZBaa23h23QWo8CNyilvt8YtYSdmaY2ggn+62Yarpb2rdsL4cnHTSOfSpt3KW8dgdcvAbx6+9ZXjNsol4NtW3C/9RXyJ51lZOUTu1JpI/dIWj7Dj0kIE0ekcQgaBqXUvwNvBkaBX2qt/+nt0+Qphs2nVX3ELU0dGsFxr8WT4L92777d9Iy3bSnpIU/IyKKVfevOSujuNquL5kbASkFPj5EfeZx5p/LANiP3c/sHthl5Z3fRpeSTzxk5Xn1edykMDZBzXXh+He7qp8ifcq48S00kcZ6DUuok4D7g1cDrgAeVUsc2WrF64vu3+04+qq7+7Zb2EdeBWuotNqYwZ55p9IKMoRFMWosnruxE//Xa1bC13+sBZ83n1n4jp7HXvNm+9dhrtnY1DA1BOg3tHeZzaKhQL6zvKxoGy/I+U0Z+2NFmqaFc1vyuXNZ8P+xoANzvXGOWsnAD6xEN7jByoWlUk8p6DvAKrfU6AKXUXsCPgNvGW6hS6nPAOzG3yDe01peN91xJBN0EJQ1JHdwE1fQym0lSDzduey31luSasZYsNdsZMiOGkeExNYKha/F4bqk8xJad6L8eHTa9WqziO3y9dw6Xlw3U1SVWD9/6eEc1+ZWP4a640sQUclnYugV3xZXkT/ywOT6XBVzjDgJjAHJZT+6RHa08cXs76SOPIwfR2UqbXiie08d1i3KhKVRjHEZ8wwCgtV6tlAq5C6pDKfUG4E3AAUA78LhS6sdaa2e854wjriGpuQFfu9r0ePyeUi7rGYps8rENJqmBTtpeS70lNaA1N4IxbqlqGu9Y/3VYAxeUNzguUItvvaprHuGKc2+/AXZsNb39tjbjFtqx1cgXLoL2duMayudLl4Ro995n0NUD27dUKtXZA2AMQVTwuYrlLWrp6AjjI9I4KKVe6f35Z6XU1cC1mHkOJwK/GW+BWutfKaXeqLXOKqXmezo0LnbRyIe5mt5Uk0hqJBMb0Q3rTSPw3FpGc1njL54+o7p6q6LOawowzpkHz/fBwEBRt54emJup/XpbKUhjGj9/WeVU2sj9sls0LhB3TYMjqtCR4HNrAa+TA15nx4X1a833PRYU6rwwSvbrHIzhCCNKHsQfPboUR2u+nNo7OsL4iBs5lLuNjgj87QIfHm+hWutRpdRFwLnArcDa4HalVC/QG3Lc2Atr5MOc1JtqJkmNZNL27h5Yt8ZrLNPG4G16wTQSSTS6AQ1mzqTbTObMlhF4ncmcqanseRnzu4P+b9eF3U0jWKtLrKFUOaKKHAmWv0fAsgoNdeF3z5wd/ruzo+Y+KTGqqeiRWJC3Hgt33WJek+kbBitl5CS7b1s6BXgSE5ettG/UNq/xrgmt9QVKqS8DdwGnAF8PbD4buCDsuEwmEyaOZHDZcjZfczHksrhtbaS93v7MZcvpHuO5ynl+nxeR7VtDfsc23NFRrPZ2UlOm0ZZZwNxxnHusvy1Wt/l7kd20gVRXcZ5ifmiQtvl7MTeTSdy+rq2NbN4FsuaBtCzAoq2tjT0S9AzWudXZhTs8RL3qHOD5VU8wMnM2DGw39d7RCT1T6Vj1BNNqLLt/8VvZdvPXKXZhzQvkpy1+K72ZDGQyDM6exbbbbiS7vo+2eRmmHfs+ul91SOj5xny//v43VZ+7nLhrml3fhzV1ujEMQHt7O25bG27/RjKZDOv23JvsmlXFht0zim0L9jHXO+F3P9s9BXdo0FwLDzebxeruSa6DU8+hf9o0tv/gZtzBAazuHqa+Yxm9y04x535uLe6ObUavdNrEgLZvxXJds9xG/8aS3waU/LY1VdVeJUnH1rq91rKrkdVCNctn/I/W+pOB74cC3wT2Gk+BSqmXAF1a6z9prQeUUrdj4g9BrgBWhBz+dMW6K0lk9iWvluPefTvpgK91c2ZfNo/1XGXkFx9helMzZkFHJ+7IMLlslvziIyrXh0lSM2xNmWp0iPC15hcfgbviSnLr15lef7oNunvILz2Bvr4+s/1bXyH3/DqTl55OQ2d3YXtuwwvmYfRHQ64LqRTZDS8k65nZl9yr31ARgKxHnQPk1q42Pcu86Wa6eResFMNrV5MNXO9gnVRbdu73D5nrWTbZa9vvH2Jg8RGF38eZnwUgC2yG0HOP9ZqWB4VzmzYy/L8XYvlBYRKSCLz7MZfNlvTu84uPMMd4I6r29nZGR0dNNlTvbHM/HHU8eOmkBQPR1UPuqOMLvyG/cRPusDlnbniYkY2bSHnb3DcfCXfd4hljDyuF++Yjq6uDxUeQWnxEoc4GgAH/3CNekoA/irMssCzckWFzr/bOrhwtBn7beEk6ttbt9Tx30r02HsNRTUD6tUqpc4GrgEuAdwGnj7mkIvsBFyml/h+ma3Y0xtgU0Fr3A/01lFFC7KJeNZ631uwSf82ZNcND5uYuW3MmMaMoIsMEMMHy0RHvRDkqXmnouw1c1+skB9wKuazpPHd0YlmWWUq5ynhKfuVj8NC9MGMmdOxuGqmH7iW/z4urauQSt3d1w9pnigVmR40Rmr83UGM8Y8N6YxCCtLWXxCyq1T0s8Bt3bFJQOMm3Hnc/FmIODOG2tYWnyba1mzRVv7MQqIfEDLR9XowbcEMBYFlY+7x4fNehnOA7EQpGwiumlV19k5hqjMPhwN3AGcAjwMu11hvHW6DW+idKqVcDf8QEuG/TWle3yEqTyF1/GTz6QDG2cNDrSS8/p7pjYxYcy911C9z5XQpP1OAOuPO75DDZHYkZRbffYPyweA+Lm4dto0Y+EDAMPqMjuDd9Fb78DdOA9EwxPmSf4YCfNhBPcX1fMpTEU6J+W5KPOG42bVUBxqgUx3qkPnZ1w3PPFnP2c1nY/ALsvieQnPIZ3J7L52DTxhKDHfu7EoLCtWRipRYuIvdvL4FHHyAbuI9LlsWeMhVmzSkeNFyWwBDn97/pq14HJEA+V7jfkhbei53UGPXGtsHB4m/r6IS+QIchs7cEo2ukmmwlgM8CN2Imw+2tlNpba/2H8Raqtb4QuHC8x9ebuN5c7vrLSpfXzefhkfvJAdbBb4h92AsLjvmBU3/BMbzUvp/eRuULyl0j9xvZuMZg3RpjEAqHuub4dWtMoxuG34AmBaT3WADPPgMD272YQwp6phYC0nG/jbWrzXF+Y5HLGkPlpfjGzqatoiFicCD8t0XJx0Jw9OT73gPypN59xfZcrrh9yrTkwGlMUDiYQVaolyozyHJ33QKPPmjO19FprsmjD5KblzH3YtL9kJS2HWOwk56DxBnSwXs8iCfPXXJ+qWEA6HuG3CXnk/7YFxLrRghnLNlKI8AnvL9djHtoUpA4zI/rzT36gDlJ+QSdRx8wLyaJe9iTFhzzXwdYfm5fnvTARhmAKHmQpIwieyE88bfig+nmTYNvLzTf435bLhs+kcxPawzOpvV/f96TQ6JxSaKmnPfBAZi1G2zdUtoA+4YnKeUzsN0C3OD26TPN794caNynBRr3eRkzaskTCArnC6MWunu8GcneSDGfgw3DML+K8F/gelmWhVt+LybdD7Wkbd/zQ/M78m7x3rSsQtmFGdI+wRnSX7o++fxPrBybXKiKcWUrTSaSZvom9lKDAdmSE+eTG+/hQW/ZgMBSEVaquOC5dISvAAAgAElEQVRYICukBN9YNDAlNNFP+4eHKntsbt7IjzzO+w2WabQLQULvt5X3fn2CDUkuV1xOwcuEos1reEaG4o1LSTJ8ya+qKuc91sXh1/nu84unHR6CWTNL62E0VxIcxU0HK8q48Py8/VQKXMu4rNatKd5TuazpCHijMevYE3G/fol333jn7uzGOvZEs//AjvCR4kAV04QC18stv15UcT+0t5tgdT5wvX15En6QO4jrGjkkuwmtVPjowZ97IjSEnb52Q/O729qMHBLX0om8Aa2UaUi29pve4rOrzOfW/mLjnUqHN7B+72vK9PBze/LEtXaiGmHLgtkRBsSTpxYuwlp2qgka79gGM2ZiBScN9a0OP96Xp9uLGSRQ7Mmm24tzIyyKgcN0YCLZjJleTntwLkHe9Kwhujfqy6dG1NvU6aWuuJDrnfRuAWvJUujfBKv/Bc/803z2byrW+fTeYi5/4Xfnjdz/bblcseF2vd7yjJlmLSLfMPjXLp83cp8wt5JPFbGWyPWR4q4XVdwP02aUutl8AzFtRrhOQZJmQCdtD8bFgkTJhbqw878mNGmmb6GXGiDYS+3oLFlauEBHp3GxOH+l0IvNeQ25t4xxxXmD5wfTcIUuOWBGCqmFi8i99k0VvdzCA9vRacoL0c06/jTc6y81M1r9fP2eHqzjTyvsFpvVU+ZrL8h8+fRe2Li+uE9Q3tVl3CPptlL3SGHt/wijVkg/SZilHEfSaO6eHwbcVYHr47s4Vj1Z7NH6v3lowMgXLjJB/M0bKTT8/qinZ4rZPzDHoISubuM2S6UqUjLZuskUdduKotHy621kqBCLSSLou/fXJvJ99yXXK8j04pSl2PvBj334egW/10rw/imXA/RH5L9EyYW6sPMbh3I/bS5b6qctz+jx8eVxvdjf/JLQgPJvfmlcL/mIQJov3xzRE/Tk+ZWPwX0/8dJKvSDgfT8ppoR2dsHICBUNVWeXyZxZfu7400VTKa8HTKkXx/e145oGcSCwmmbPFMBNdo9s2RT+u71GsuB7jzIuuawZifj+82Ca7Zy94pd5GIxwwfjyH0XMwv+RNtd0cACmTYdtWylUzrTpxZjEln7PiJVdky1eZnYqHahDPAPo/Z0Ui0kg1ne/NaQTArCtmDEeez9s7S+Ohvxz+3KA7inhdds9Jdyt5P8+8NxGIR0pvzOQ9BwJDaEq46CU2huYRaDLV0u20oQyOBDup602syWu97/pefN3xWqSz1d37oTeuXvbiuLIwncDjI4Ue5J7LIDc0xWjA9+HHdcTTPTN77EgYFTxrnyquHxGdw9s2lDakxwcNMFc8DJicsUJeMFXTEbVqdeTt449sTTVNZ2GzilF49LebtIb8wH/OZaRR43m/KU1kshHdAZ8eVe36bGm02C1md++Y1sxaJzLQsqCdHul4ZqXKZ2f4ePNzyjUQVQsJomNEfddlBwKS6cn3g9DgxRuhEJnwS2mmS7YLzwAvGA/U37YKHPWXPOZNMKWmENTqOZ9Dp8D/o55Jeht3r/J8wa4pCFpoRdnFR/GoLy9I3x7e0eZz9wt/V4Nfhn+7uW9c3+Nn/Jy1nkT6+2FpkFOWUaflNdA+xlFMST55q2lJxh/cpu3dn9bB0ybYeRQNLrlcYPBAXOO4YHi8tejwzA8UIzzJPQEUwsXYZ10Fuy7P/TOgn33x/LmQAAlrpASF9X0XnjsN6YeSurZMvJ6UJ7qWv63H6DN583lDM4PSYgxJcZi9o+4rlHyMZB0PxTXSPLvR7dUvuap8BOvecq4Mgv3undcKlXi4oxlytSxyYW6UM3I4X3Ai7TW9ZtaPJGUBwChGEQEL59/FYUeso/fQw513aSK8rgeTWdXeEzAzz5KKjspUOesLC5u5vvP29oLb+eKzcpJ8M2nFi4iN3U6bN1stuWysNvuxQZ6y+Zw3bZuNq6Gcnfd8DA8Vf2q7O6qJ2H1U0b3gR1Fn7//+0tGg95/rmtcMGGZMb5rJrhAYhC/8WprD18szp8tnJTqGjc/5Im/hv/YJ315fCwm/bEvkPvE+0sD07N2q08u/4b1xi0UzHzqmVK8jkn3Yoy7zn3kV5V1ns8beVUpxgkxKqEhVDMuWzNpDQMUjUJ5796Xz98n/DhfvscC83AXbkSrZDJYLAe+Jl7eMy18e5S8nKecyoYsOwpPOYlZOcyZZxqE1U95WTlPFXzNED+xCIh3DSXFcRIwM8dvNg1OPu/NHL+5qPvz68IPfH5d0SUTxHftQGlacBBfvt9Lwrf78jnzwus8OD9kx1ZK5ofs2GrkSQ1slDvSk+fuusULhgfYvLFYL3G0dcTLR0cqU2KDs+yTdE9FNCWpFPzuV+HbouTlDEW4gKPkQl2oxjj8Uil1sVLqEKXUK/1/DdesXrRHNAa+/C+Phm/35bEPe/zMTfo3lvrawXz3XVr//Fv48VHycuIaYT8rx2+scznz/Z4fmn16zaqmFZPcer30wKSJRY0MEt713Xh53O9OasRmzw3f7stj3COAue5b+s0y4amUt1x4f9GV95Nbw4+PkofpGCX/2W2V95ybN/IkshF15su3RixlFiUvJxURF0mlk39XEkkvYBIaQjXG4UTMYns3MRljDiMR67L48qTslXt/HL49Sh5k7WoYHS2OUizLfPfnUCQ1sLU8VEm/y5/5XU6UfCKptTGJoz8iU8qXJ9Wbs7K4LIZvdNvajBwa25CVv3c7ST6RSAO+05EYc5j0M6VrbWjC5iHEyYMMD4VnSoXFISaaXTU9cPvWscnLWfWvysZ4ZNjIk0iKdwhCCxG38N7HtdYXK6WuDNuutR73m+B2GUYjenRRcqH1GY7wc0fJg+yqBlmYlMSNHPyusUxDFARB2MWIW3jvWu/zoolTRxAEQWgFxNkpCIIgVCDGQRAEQahAjIMgCIJQQWIqq1JqHrAcmEvpwnuSrSQIgrCTUs3aSrcA/cCfqVyfWhAEQdgJqcY47K61fmPDNREEQRBahmpiDuuUUrMarokgCILQMsTNkPZnRueA3yml7gEKC6XUEnNQSl0AKO/rj7XWHx/vuQRBEIT6Ezdy2Oj9+zVwI/BcQLZhvAUqpQ4F3gK8AjgQWKSUOma85xMEQRDqT9wM6YsAlFIf1FpfE9ymlPpEDWWuAz6qtR7xzvV3YK+y8/cCveUHah3xfl9BEAShrsS5lU4DeoCPKKW6A5vagdOAL4+nQK114WUFSqkXY9xLh5TtdjZwQdjxmUxmTOWtidmWyWRq2h5HreeezLrtqmW3sm67atmtrFutZVcjq4W4bKVRYCHGQARfUpsFPlprwUqplwE/Bj6mtX6ybPMVwIqQw57u66vfS+mSzlVLWbWeezLrtquW3cq67aplt7Ju9Tx3JpOJPWY8hiPOrfQN4BtKqXdorX8w5jPHoJQ6BPPSoLO11hXvONRa92PmVgiCIAhNoJp5DkcrpY4KfHeBAeCvwPVa64iXCYejlFoA/AB4t9b63rEcKwiCIEwM1RgHgFcCN2DSWpcB64H5wMuBM8dY5rlAF3CZUn42K1/TWn9tjOcRBEEQGkQ1xuHfgddprbcBKKWuB34OvA4zehgTWuuzgLPGepwgCIIwcVQzQ3qmbxg8BoEZWmsXGGmMWoIgCEIzqWbk8LBS6ibgG5hVWU8CHlFKvQ3Y0UjlBEEQhOZQzcjhNMx0gcuBi4GngDOA6cCpjVNNEARBaBaJIwet9SDwSe9fkO81RCNBEASh6VTzsp93YEYNsyh92c/0BuolCIIgNJFqYg5fxsyI/gPysh9BEIRdgmqMQ7/W+vaGayIIgiC0DNUEpP3MJEEQBGEXoZqRw+HAGUqpEcy8BgtwJeYgCIKw81KNcXhzw7UQBEEQWopEt5LW+hngIOAU4AXgtZ5MEARB2ElJNA5KqfOAD2JeytMNXKCU+kyjFRMEQRBqxx0ZHtdx1biVjgMOBh7WWm9USr0G+C3w+XGVKAiCINQFN5uF/o0MbXqO/BP/gM0bYNMG3M0bYNML5vv2bfDj34/53NUYh1Gt9bC/vLbWul8pNTrmkgRBEIS6kPviubBpA2zdDK7LCw0ooxrjsEYpdQTgKqU6Me9jkJiDIAhCg8idtzx+h6efqJRNnQ4zZ5t/s3bDmrUbzJ6LNWvOuHSoxjicAdwIHIBZhfVh4PhxlSYIgrCL4K6toQ+98fnS75YFqRRYKbAsrLe9s9jwz5pD5qULWbdhY20Kl1HNwnt9wJuVUj1AuuzdDoIgCLsk7uN/it2ev7Dal2RakC42/Lh5rGWn4d70VcjnvcJcyOUwL+OE1JHHlZ6ho3OM2icTaRyUUldGyAHQWn+47toIgiC0CPmH74/ffvlnqztRKu31+i3TyLsuuPliw09pww+Qet1byH376nHpXS/iUlk3JvwTBEHYaXG/cVn8Dr6rp60N2jugrR3SbUYGpC5ZYfbL5yA7CqMj5jOXDRiG1iXOrfRVrXVsEFwpNVdr/XzcPoIgCM0i//VLxn/w1OkwNGCMAEDe6/Xn84BL6qu3kf/g0siG3uqdNf6yW4A44/BNpdR9wLe01puDG5RS/lvg3ohZe0kQBGHCyV16fux299EHwzdYlufusQDj5zd+fdPwA6Qvv4ncKUdFnttqqyafZ/IS9+uOxrzH4a9KKQf4J8YN9SLABr7i7TMuPAPzEPB2rfWq8Z5HEISdl9xnPxS/g7OyUhbM7DnodfDoA8Uev+u9ksZ1jXsnV3m4YIg0DlrrPHCJUupq4E3ASzAm9Q7gF1rr8c3JBpRSBwPXAfuP9xyCIEx+cmcnZMWvW1MpCwZ43/R2+MWdpQHeQGZP+uSzyf323rrrvStQzbioCzPp7SlgrdZ6ax3KPQX4EGb+hCAIkxj3X/8Y/8E7yjLjU6lir991sY49AffWb5mgrk8+V/iefueJ5O6Wd5E1grhU1nnANzFLdj+PcSnNUkr9FjhJa716vIVqrZd7ZUSV3Qv0hhw33iIFQRgn7h8fjt2e/9LHqzuR5TX8vp8/n8c6+Wzc6/6XwhuI8/mSAG/q0KPIfe/68Sku1ETcyOEm4DbgHVrrUQClVBvwfuDbwOIG6nU2cEHYhkwmM6YThQxKS85Vy/Y4aj33ZNZtVy27lXWLY/qff8vmmO35r34x+SRRAd4SP3/eBHwDg4A933Eca667NPK0u+o1qebc1chqIc44ZLTWXwsKtNZZ4Fql1Bl11aKSK4AVIfKn+/r66lZI0rlqKavWc09m3XbVsltZtzg2X/0/8Tt0dJrgbWAGb2EyVz5P6qpbyJ953LgCvHJN6nPuTCYTe8x4DEeccdihlHqN1rpkTOkt2T0w5pLGgNa6H+hvZBmCsDORu6qGFfTnzIP+TZEzeFNXa/IfOJqolt/q6hl/2ULLEmcczgRuVUptwXhnXGA+MAtYOgG6CYLgkfvCR+N3+Muj4fKyAG+wx1/I5/+f6+Lz+f1JYMIuRVwq6yNKqX/DvCJ0ASYgvRp4xHMv1YzWep96nEcQJju5T5wcv8OqJytlwQDvIYfBr39e6ecvC/AKQrXEprJ6geiHJkgXQZjUuM+uGv/BmzaUfi9fovnwd+H+6Htl+fzFAG/6+NPI3f+T8ZcvCGUkvkNaEASD+/gfY7fnL6pyoWLLgnTaLNTW3gFtbVj/dYbJ9ikU5k3k8hZsS7393ZNmwTZh5yBunkMfMDVkkwW4WuvpDdNKEJpA/rf3xW+/PDS7upKCn9/y3PpuqbunbG1+aI0lmgUhSNzI4W2YN78dBiwM/Hu59ykIk4r8z++I3e5+8/L4E/iunnSb1+tvL1mmOfW/N3gF5SGbhdFR0/PPZo0x8OMAgjAJiAtI/1kpdTFwij+jWRAmM+6t34rfYep0GPSWaLYwvf5Cdk+O1DW3kz/tGCBiiebpM+utsiA0jaSYw5XAtROhiCBUQ9ISzZFYFmT2Mj39YK8/lcZYArNEM7ms5+cfDbyYxbh/rHQ6pgBB2LlIylbKAREJ1IJQf8a1RDNW6Zo9hclc+RI/f/qiq2Pz+QVBKJK4Kqv3wp+gs9TFzJD+K/BFrfW20AMFIYTcWcvidwhdotkL8GLBm4+Ee+8qBnj9yVz5XJS3RxCEcVBNKuvjwAhwFWbNoy3AdqAbuKZxqgmtivvPv4//4IHtpd/LArzWu072grwBF44f4M2Okn7niZ7LR9I6BaGRVGMcXo15W9sdWus7AQXsq7U+GziwodoJTcH9w29jt+e//InqTlTI528zPv72DqzlHzWywnt58yV+/tRb3uH5+uUVXYLQTKoxDr34EbviMf78B3mCJyH5hJm0+WsSVumE4hLNhV5/hzEAXlonEJjI5aV1jo6QOvgNktYpCJOAat4Edxfwc6XUtzFG4r3Aj5RSxwPrG6mc0Bjc73wtfofOLtOYW15wN2UV0zrzeVJXfpf8GQpc6RsIws5KNSOHc4FbgKMxE+NuBD6JeTvciQ3TTIgld+Xnxn/w7Llej7/N6/F3FCdzYZG66nsmwOu7e0ZGYHTE/J3PYXV21e13CILQmiSOHLTWeaXUz4Bhb/8HtdYucE+jlduVyf33OfE7rPx9uNxftqHwL1VM6/TcOekvXS9LNAuCEEviyEEptQT4PWbkcBTwqFLq6EYrNtlxEzJpch9PWKL5mX9WyoJ+/sVvM2/o8nv9/qJt+Xypn39k2Ov1Z8XPLwhC1VTjVvo88Aat9TFa66OA/wdc2FCtdgLyH3pn/A6bI5Zo9gK81lHLio2/5+7xl3EglyV9/AcDDf9oYRavIAhCPajGOHRorR/3v2it/wbsEusIuH+LX6I5lmzZ+5BSqeIyzR0dWO87vdjr92f0BtI6U0ceV2z8c1lK5yEKgiA0lmqMw6BS6lX+F+/vhr5DeqLIP3Rv/PYrxrBEcyGfvwM6OrE+dH6Eu8cEeFOvf2ux1y/uHkEQWoxqUlk/jkld9d9TaAPvapxK48fN5cyL0je/gLtpQ6Xrpnz/b10Rf8JUynTY/XROP8ALgZ5+LnSmburAg8llR8f5SwRBEJpLNdlKDyqlXgocjHEn/VZrvbHhmkXgPv1kaeO/aQPuphfMaxa3bDZZOdUydbpZzsHyFm3zG368fP7/u5X8qccYAyErNQiCsAsR9ya4qFzK/ZVSaK0va5BOseS/+NHqduyZAr2zYf3aQHpniuCbuNKX3+SldOZD53pbqV0itCIIglBB3Mgh7m1vNTnJlVLLgE8D7cAVWuv/G9MJOrugd5Zp/GfOxpq1G8zaDWbNgTnzsGbNxersBDCNv6zTIwiCMCbi3gR3UiMKVErNB74ALMJMrHtIKXVfMCMqjtRXvovVM6URqgmCIAge1WQr1ZtDgXu11pu01juA7wMJkwKKiGEQBEFoPNVkK9WbDLAu8H0dZlnwAkqpXsxqsCVorRurmSAIggDEB6TbtdaNyMVMURqzsKjMBTobCJ1kkMlkxlRYyHvFSs5Vy/Y4aj33ZNZtVy27lXXbVctuZd1qLbsaWS3EjRyeVUp9HbhWa/1sHct8Fnhd4PvuQF/ZPlcAK0KOfbqvr3zX8ZN0rlrKqvXck1m3XbXsVtZtVy27lXWr57kzmUzsMeMxHHHG4W3AB4C/eO+Rvlprfd+YS6jkF8CFSqndgB3AsV45BbTW/UB/HcoSBEEQxkFkQFpr/Qet9WnAAuCnwJeVUn9TSp2ulJoadVwSWuu1wPnAfcCfgJu11r8b7/kEQRCE+lPNDOkdwPXA9Uqp/wBOx7iGKgLG1aK1vhm4ebzHC4IgCI2l6mwlpdRiYDnwJuCmRikkCIIgNJ9Y4+BNWDsROBkTH/gacJrWenvjVRMEQRCaRVwq60+BNwB3AidrrX81YVoJgiAITSVu5PBb4CSt9XMTpYwgCILQGsQZh/sxK7DuH7ZRa/1AQzQSBEEQmk6ccQhbKdUFXgR0JBwrCIIgTGLiVmUtWbJbKdUDfAWYA5zQYL0EQRCEJlLVqqxKqQOB3wPzgAO01vc0VCtBEAShqSS6hpRSHwU+A3xaa31141USBEEQmk1cKutc4NuYJbYP0Vr/bcK0EgRBEJpK3MhhJTANMxv6VKVUyUat9YcbqJcgCILQROKMwzXU+K5oQRAEYXISl610YblMKdWptR5uqEaCIAhC04mLOXQA1wE/0Frf4YlvU0q9AJyitc5OhIKCIAjCxBOXyvo5YDrwm4DsVGAmcGEDdRIEQRCaTJxxeDuwTGv9vC/wXtTzX8AxjVZMEARBaB5xxmFEaz1YLtRabwUk7iAIgrATE2ccckqpaeVCT9beOJUEQRCEZhNnHL6LeTXoFF/g/X09cFujFRMEQRCaR9w8hyswb357Tin1N4wh+XfgO5hgtSAIgrCTEjfPIQ98QCn1BWARkAce0VqvmyjlBEEQhOaQuPCe1voZ4Jl6F6yU+jyQC5tsJwiCIDSXCX9hj1JqBnAZ8B7g4okuXxAEQUimqvc51JmjgSeB/21C2YIgCEIVTPjIQWv9bQCl1IVR+yileoHekGMbp5ggCIJQoGHGQSn1LuDyMvE/tNaHVnH42cAFYRsymcyY9FgTsy2TydS0PY5azz2ZddtVy25l3XbVsltZt1rLrkZWCw0zDlrrW4Fbx3n4FcCKEPnTfX1949apnKRz1VJWreeezLrtqmW3sm67atmtrFs9z53JZGKPGY/hmHC3UjVorfuB/mbrIQiCsKvSjIC0IAiC0OI0beQg8xsEQRBaFxk5CIIgCBWIcRAEQRAqEOMgCIIgVCDGQRAEQahAjIMgCIJQgRgHQRAEoQIxDoIgCEIFYhwEQaiddMSUqSi50PKIcRAEoXbc/NjkQssjxkEQdhZq6b1b1tjk5eQjjECUXGh5xDgIws5C95SxyYNMmT42+USSTo9NLtQFMQ6CUE+a2ZANDYTLhyPkQTo6xiavJ0mjFolnNAUxDoJQT9o6xyave/nt0NFZ/NfWDm4Vx23th1Sq2CBblvm+tQ4r51sRzYwvdyMU9OVWhGGNkk8WZu02NvkEI8ahkUzm4XBb+9jkE0kq4rZNpeK3VUMtrhmAlGUa1mAja1lG3mjmZUwAOJ83DWs+b77Pq/JFL+VttAvUQ+3MgsrRgWUZeTU0s05rpSOiU9DRCdu2hm+Lkk8wYhySSEU05FHyILvvGS/v7Anf7strbehqoT3BzRDnCujsDt/my/dfGL7dl0c1xD1TSs9TrkdXN7zoZeHH+vKpET50X37AQeHbo+TltLeb65Nug84u85lKGXmtBjehB24deyL0TDPl5fPms2eakSeVPWOmMSR+b911zffpM70yElw/MfVqHXsiTJ1hGsR0m/mcOsPIqyFYp/45/DptNrPnxsunzQjfPm0GjA6bv60y4+fLm4wYhyRqaaD33Dde3hnRAPvyZmeAFNwMVtHNUIWLIn319yoNRGe3kQO8JMI4+PIoX3LKk++1X/H8fmPW2Q0L9oOBbeHHenLr5I+Ebi7I+zdWXttUysirYY8FML3X/IZcznxO7zXyGTPDj5lRZQMc1dP25KmFi+CNh5sy3bz5fOPhRh5l7H356Ej4dl8+f+/w7Z48fflN4df88ptILVyEddJZsO/+0DsL9t0f66SzjF6Q/IzF1WkVutVEQkfFOv6DZp/gqKZ7ipEDDEc09MPDxWNct/jPP0cLIBGdJLKjY5MH+dPD8fIof261fl7LCvfXRsmDZPaGvmfC5WAewLxLwRr4f/oNd1zZUDQEYdx1S7T8yONgR8Sw2pfbC+HJx417Lt0GuaxpxOyF8JNbjSzousvlYP1a8zNuW2G2Wanib3DzRr5wEfzLqTS++byRV4G1ZCnuzdfCzNm0TZlKdsd2yGaN/JtXYPw0wXqzig1Igu/dOvZE3G99BYYHvUYyDZ3dhR54fuVj8NC9xth07A4jw/DQveT3ebFXJ21FI++7nvzrmXQvvvK1sHZ16bwFK2XkftnTZsDM2aZ3PzIM2Sz5lY+RWrjIGALfGJTT2Q2DO7xzBu6rru6KOg2e21qytKp6qYm99oOnnijtzbd3mo4IxiDnTzkX9+7bYcN6mDMPa8nSouEbHgo/7/CQqa+weo8abUwwYhxqYeoM2L4lXA7xN0Y96OoxD4Tf6/CHpsGHLYpp081NXn7TT/PcAx0dhDqhfbfSzN1g4/rK886sIpiWNGEqKUDprIQZvTAwYAxDWwf09Bg5hPu3/VOu7zONmt8rtSzIe3KAbEQPOkpeRmrhIvLLTsW9+3bc/o3QO7vQWORyWUinSkdGuaz5V9Az2uCmFi4if9JZkQ2Re/ft0Oa5s8D7HDLy+XuZ3zjo1Vm6Dbp7qo9HOCuhd6ap8+yocUf5dX7kcfFlRxkFn732g2efgYHt5h6wUtAzFfbcu6JOw353Ur3URO/sSjfP6LCRe8QavnzO+8MK9AtcIxfjMMmJeWCtk8/GverzFb0p6+Sz61N2kvE57Gj40fdMYC6VNjec68nvvDn+3BvWwx57ljakrmvkADsi3DO+vKur2AP1SaWMvFb885br5jfoG9bDtF6YPpP29nZGR0eLus/LwNqQEVHQxZDPmQYyaFAnIkmgvd2km+YCjY1lFX3nccbeI7Yh2rAepkwrlXV0wob1WMd/EHfFlaXB6ny+0PtOJFDnBYL3S0zZSRRGBtOmV4y2fGJ/dxXbx81fHi11//h//+XRwi75lY9FG6aCOzZ4TVPmmd22Jfzc20Ke+SYgMYekdLKYHGt31ZOhm6LkY8U6+ezKbIeOzoLxSR95HLz93dDRZRq7ji54+7uNPMl/PWeeGZ4HGRk2cv/vMHz50CDMmmsarnSb+Zw118hr5aDXm89yX6wvj9M9aTLXjFnFBtI3/Pk8TJ9ltteYBJBf+Zhp6LZsxpo6HbZsxr35WuN2ae+s7Gi4rpGDMep4jUl7h1em5cmrIOmauq7pvVp+L7aaHNcqz520PYbUwkVYy06FGTNxt2+FGTOxlp1an55/Epm94+XDg5WJAFbKyCm93kyZVpFqp00AABKASURBVHq9AXaf73U+AsF0y4J582F0tHitOzqL13y0Cpf1BLDzG4eEdFLrvaebHlswoNTVY+QQGBaWkc/BPT80PYBgXnnKMvI6kFq4COu084wvffZcsBdinXZeyUNj7fNiMyyfOQf22s98h2T/9ZKlkM0aF5frms9gby3JtTNnXmXcJTtaVWNQGPlEyNPLz4GDFxcb5FQKDl5s5GW6u+W6//Nv4ef25f6IJ/hbgiMe3wCV48s7I0ZGnjzoXrEsy8jb2ox8c0RQ25PHGnuP/MrHyF16PrnzlpO79PxiI0T8NXXvvh2mTIU9FtC+z4tMMHfKVCM3lRCumye3liyFgR3QtwbWPG0+B3YU/f4J25NILVxE+twvkPnmnaTP/cLEGAYwbtSwxt93r6bbvRF5IIsrnzNyylx55dcbsJaeYDomVspcGysFU6YbeboNsEpHc1gtM7mvNbRoJK6frF0WBPQudmrhIvIf+Fj0sNBPWS0f6qfSpvdQfiF9eTX4rqAwuf9nzHA5v/Ix3Gu/XIxhbHwed9WT5E/9RHX+6xg/biJ+UNjy9M2OwNYReP2S5GOj8tMD8vTyc8AzBhW7xfn1fTdXuUvKl/sjnm1bir7zaTMKI5708nPIATz6QDEd9KDXFwxTZAqz3wmJc6/ks+HHBuTWPi/G3Wu/4jXxjT2BXmpbW2kv1etlx13T3HeuMQ3T5rWM+jGHaTOKbp8UJvZSUdmBv5NGHrWMTJrF2tVeVl46kKDgGjmYrKiw2Nr0XvOZ4E5LLVxE/sQPh1+TYBzIvxfHEgdqMBNuHJRShwCXAx3ARuBkrXWIk7hOdHZ7flyKk3ricvHLmZeBvtWlMtc18k0biksWBH2GXRHzFyqIeniK8jh/prviK5XB7eEhI5+1G2x8vvLUATdarJ+2e0p4UNtP7QsGhbOjpUHhI4+L98PWIVDv657JZOjr6wtsCGTilBzgtXJz5hkXwO7zS8sNpJnGGabIlM+RkdLzB0cYvntl0wuxBjup8a8m6Bt5Tbu64blni8H4XBY2vxCYc9MNI0OVwfKO4IgoDSMpIGfO05YulO3efbsxcqOjxYl47e3VBaQbTXlsLCjPZQG3aPQtqzRJYHiosqNlWcV7Ne56+8VEXJOkLKxm0wy30neA5VrrA72/r2xoaQccFGgs3GIv0pvUlOgzXHQIwZFGYSSy6BBzjqBP3P+72glThRvOnwBjlcgTdYtLPzzk0OL5ClievAoOO9o8MOm05ytNm+++/9sPUO4+H/bcx3xO64UN65P1bmQWV8IkuER3WhIJqc2xLq+4CVEkuyjYsD40BlVN0LdkJBX292FHmz6JH6jPZYvJDQDr1pj7Kpc190Iua76vW2O2r/4X7NgeyDjLm++r/5WsW6OJuyf8ZADfePifvnx0uPjM+8+o6xYymGq5n4KxFnZsq4y1zI5w0UbJ68yEjhyUUp3Ap7XWf/FEfwHODNmvF+gtl2utx15o/0bjax0YCKTJ9RQmNSX2xuJS+MD4E8tT8PwJU3E9FijLTsEb1aQKo5qa0gOdlTBzVmTqYRLpI48z7pV7fmhu+M4uOOzoov87pseUqHeCy6smLIq9MJ+OzoKdrNmdlkCsy2vaDOPOKu+F+kYjKeOnil5qJIMDZtS4dUsxlXX6DCOn/HoPmnsweL39IGkwDpTLF+W+YS9359UrbbsWLMzIKZgs0dVt5HssgOf7Kp+TuZ5rJ6EzUOv9FDd6t44/Dff6S41ufgPR04N1/GlVnbtWJtQ4aK2HgZsAlFIp4ELgByG7ng1cEHaOTGZs/ri+/o1Yu+9pgoMeruvi9m80Lon+jVhTp5dub2sr3T5rN6zZlccDWLtnIs+9pqvHGI5yunrIZDL0L30v22653hiEdNpM4MFl2tL30luFbmsqYik+FukYvauuw1PPMf9CGFy2nM3XXAy5LFZnF+7wEOAyc9lyNn/1y/F6p7yeZ0WqanrM1xdK74m+/o1YC/aNvCbeAbDkyDGXA/BsVzfu0GCF7lZXd+L5+7KjuPPm427ZhDs6itXejjVjFlZ2lEwmw/Pz9yK7aQOprqLLMz80SNv8vZibycTWeXdCvRXOvaDoPssPDdI2aw5z/WNjrvezHZ24oyOlWV5WCquj01zTGA/pWK/peO6BOPr6N2LN3zv0nph5+idMnU6ZVqzT7GihTtf47qZ8IOaYSpXeqzXcT7FkMgzOnsW2224ku76PtnkZph37PrpfdUjE7vWtt4YZB6XUuzCxhSD/0FofqpTqAG7wyv9iyOFXACtC5E+X+JerINc7u9DbKuTEDw9B72z6+vpKtheocjsQeywL9jWZG4OBUUt3DyzY12xffARs21bROx9YfAQDVejGwW+AR+6v/NEHv4Fc/8b4Y8dAhV8fILMvebW8ose0ObNvst577OkF/Mpyv/fYs2bdEsuuEfctx5iZ3GVzW9y3HFNx/kjdvF6pC6Yx8nTLLz4C9+ZryWWzpbOMFx9hzhNT55sTflvw3MG5BIVzJ/3u3eeHBk/ded5v7OqmYo5GyoyCx1LvofdajcTdE5uT6nTuHiZWk04H4ll5mLtH3fUMJbMvnPlZALLAZgi91kn1Nh7D0TDjoLW+Fbi1XK6UmgrciQlGH621rhi3aa37gTqsFRwI+jCE29ZW4RMMbg+dmp+wvapjp/dGBpzSRx4HRx4XenGTyo7LrCn4/SOOrQeJgbaoell6gpmQVTZb11p6Qs06JZVdK4nulxp0q8ZFMd7JXnHurmpIDJ7GTchsMtXUe6RrJ7g0h/+MdU6pz9IcLY7lTnC6mVLqB8DzwGla67GuIOeOx1r7mTPp/o3kQh6K2MyahO21HBskyvJXe3zc767Vtz6e3ly96mU8utXr3LXSqrqNt3eepHvurlvGZTTroVsS9XiOotqPVqDKkcOYgnoTahyUUq8A/gA8Dvgjhj6t9eFVnmJcxsGnUTdePRDdxofoNnZaVS8Q3cZLI4zDRAek/8gYFRQEQRAmnp1/+QxBEARhzIhxEARBECoQ4yAIgiBUIMZBEARBqGDCU1lrZFIpKwiC0EK0brZSHRh3ppNSah/gaWBfrfWqeilUD0S38SG6jZ1W1QtEt/HSKN3ErSQIgiBUIMZBEARBqECMgyAIglCBGAdBEAShgl3JOPQDF1Gn1V7rjOg2PkS3sdOqeoHoNl4aottkS2UVBEEQJoBdaeQgCIIgVIkYB0EQBKGCyTYJrmqUUkdi3kM9Bfi51vospdShwGVAN/A9rfWnW0i3bwH/D9jh7XaR1vqOCdZrOXBGQLQvcCPmPd9NrbcY3abQ5HoDUEq9F/ik9/WnWutzlVIHAtcD04EHMC+4yraIbhcAJ2PePAlwndb6/5qg23nAScAw5t76QivUW4ReTa0zpdR04CHg7VrrVVHtWb3qb6eMOSil9gMeBA4G1gP3Yt5VfS3wBmAN8GPgCq31T1tEt4uBt2it102kPlEopV6GMQpvAn5Dk+stQrf/BO6jyfWmlOoBngX2xwQFfwOcj3kX+nKt9cNKqW8Av9daX9Miup0FfFFr/duJ1KdMN79x8437HZh3x3+OJtZbjF4n0aQ6U0odDFwHvARzLdcDDiHPpVLqr9Sh/nbWkcMxGEv6LIBS6t3Ai4EntdZPe7KbgHcBE93IhekGsBfwTaXUfMzNeNE4XqNaT64BPgXsR2vUW5huA7RGvaUxLtopmMakHfOmw26t9cPePiswGSUTahwidBsEXgV8Sim1N6Z3ea7WemiCdXsFcLfWeiuAUupnwJk0v97C9HoHza2zU4APYUbLAK8m5LlUSj1OnepvZ405vAhIK6XuVEr9CTgdyADB3uU6YM8W0a0bM4I4GXgN8Drg/U3QDSj0nLq11rfSOvUGVOi2Oy1Qb1rrbcBngH9geumrgBFaoN4idPsL8EfgY8ArgV5vn4nmD8ASpdQspVQXcBSQpfn1FqbXnjSxzrTWy7XWDwZEUc9l3Z7XnXXk0Aa8HlgMbAfuxPSWgj40C2hGzzxMt39qrY/xd1BKXQX8F2YY2QxOxQyrwXQgWqHefAq6aa2fwozEgObVm1LqAIyB2hvYAtwEvIUWqLcI3U4LvrddKfW/wDcx7qYJQ2v9S6XUCuB+YBPwC+DNNLneIvR6jdb67f4+zaqzAFHPZd2e15115PAc8Aut9Qta60GMu+FQYI/APrsDzXhbeJhuJyiljg3sY2HcEhOOUqoD48e80xM9S2vUW4VuSqmFLVJvS4Bfaq2f11oPY4byi2mNegvT7XCl1MmBfZpSb0qpacBtWusDtNaLMcHfVTS53iL0eqEV6ixA1HNZt+d1Zx05/Ai4QSnVC2wD3gZ8HzhPKfUizPK2yzCWvxV0+wFwhVLqXsxo4gPADU3QDeAA4AmttZ/98whgt0C9helm0Rr19mfgYqXUFEwc5EjgV8A7lVKHaK1/A7yP5sRpwnR73JPdh2mMP4TppEw0+wLfVkq9ChMTeb/376Am11uYXqcCt7VAnfmEPpda62eUUkP1qL+dcuSgtX4Ek/3za8yD8AwmIHMicJsn+wfGYLSCblcB/4PJJHkc+NP/b+/eQ6yqojiOf0fJEjQKseih9CKxKC2JEgPNioz+6J9YVAYpDSoSUSgRlqFGVKRFWo1FkUUm/EqjLCsrsD/y0UtxFDQIekAKZhQ9zEGxP9Y+w+XeGRVsnKv9PiDi8Zyz9znM3HX3OmevLWnZ0e5bcR757QOA8sBtEr1834r6vm2mCe6bpNXAMuBrMp9/AvA4MBF4OiK2AQOAhU3Stxnkh91K8o2XFmBBL/RtM/lztRn4gnzb5nN6+b5106/PaIJ7VtPHg/1e/if377h8ldXMzI7McTlyMDOzI+PgYGZmDRwczMysgYODmZk1cHAwM7MGx+s8BztGRURfsijc7eTPZz/y9cGHJe2NiDlkyZFLJe2sOW4LWbV1LDBa0oS6814OfAgMKZPBeqr/S4AtkuaX8ijjyBmrb0sa31Ptmv3XPHKwZtNGVlu9VtJI4ApgGFmCuHIyOUmppYvjXwTGRcSQuu1TgZd6MjDUkzRS0m/AqWShNLNjhkcO1jQi4hxyAs8ZVUVMSX9FxDRgTM2ur5OF9mYA82vPIWlHRLxLThB6pJx3ABDAiC7aPIssKXEmOSFxP1k6YUlEHAAGS/ql7HsAGEzW23m69GEgOSGqtUzgqj13tf8rQP8ykngSmC5pTNlnKLAeOEdSR82xV5M1pPqSI4/HJC0v17Ko3I995Oz6B8mA+Rwwsuz/ATBL0r6I2Au8U65/Ilmd9RlgUDn/Qkm9NevdmpRHDtZMRgFbq8BQkbRT0vKaTf8AtwGzS7qo3vPA5JqRxW3AGkk/drFvG7Be0sXAveT6FYdyJRlMRku6iCzZ8cBB9p8M7CkjoTeBC8qaFACtwKu1gaGYCzwlaRRZOK/q1zzgJGA4GQjGkKm0hcBu4BKytPQIYGY5ph+wUtIwYBOllEw591hgZkRcdRjXbf8jDg7WTKqqkockqR14CHij1A2q/b81ZB2ha8qmKcCz3ZxqPDlyQNK3wMeH0fa60vbUiJgP3EKWKTicfneQKbLW8nxlEpkKa9gVeC4ilpJBc1bZfh3wsqT9kjokjS3XeyPwrKQDJXW2uGyrVOWeLwTOJ9fA2ETWgOpPrmFg1slpJWsmG4DhETGwrEMAdKZ+XiQ/hDtJWhQRN5ApknptwF0R8SswQNKn3bS5h0wLVeq/wbeUPvSr6c9Npc0FZLpmG3DHoS+v02LgS/KDeUu1YEstSS9ExEqy9PcEYE5EDCNTSZ01b8qzlb9pLNXch6yjVPmz/N0X+L2MYqpznE6W8zbr5JGDNQ1JPwNLyW+1J0PnurnPA7tLifN6k4GbyEWUar1Gjgqmk7n47rwPTCttnU1+M6/sIlM0kG9PVa4n0zRtwFfkKmF9D9LGPnKBp5ZynT8B68jnFl2u0BURa4HLJC0hRz6nkOWXPyFLvPeJiBPJFNFY4CPg7ohoKdun0PUoaDuwJ3Jd6Sq4bCFHJ2adHBys2Uwnq0yuLWmPDeXfrV3tLGkXcCeZV6/d/gewAriVDBTduQ8YEhHtZHqp9rnEPWRq5xsyx1+tsLWYfCOqnVw17Dvg3Ijo7vdpB1ndc2tEDCrbXiEDyqpujrkfmBcRG8lFZ+ZK+p58FtFBluLeCKyStKL09TSgvfzZDjxaf9KS1rqZTGttBlYDs+sfppu5KqtZjYh4D3irfGPvqTb6kM9AfpD0RE+1Y3YkPHIwO4rKKmO7gaH0wvoOZofLIwczM2vgkYOZmTVwcDAzswYODmZm1sDBwczMGjg4mJlZAwcHMzNr8C8jHzV7yU7GBwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a19507550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.regplot(x=\"score\", y=\"LogLen_inKb\", data=exac);\n",
"plt.xlabel(\"CNV quality score\")\n",
"plt.ylabel(\"CNV log10(length in kb)\")\n",
"plt.title(\"Correlation of log10(length) and CNV score \")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Binning CNVs based on quality scores"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Minimum score: 60, maximum score: 99, range:[60, 70, 80, 90, 100]\n"
]
}
],
"source": [
"print (f\"Minimum score: {min(exac['score'])}, maximum score: {max(exac['score'])}, \\\n",
" range:{list(range(min(exac['score']), max(exac['score']+10), 10 ))}\")"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[60, 70, 80, 90, 100]"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"score_bins = list(range(min(exac['score']), max(exac['score']+10), 10 ))\n",
"score_bins"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>chr</th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>population</th>\n",
" <th>score</th>\n",
" <th>strand</th>\n",
" <th>cns</th>\n",
" <th>Len_inKb</th>\n",
" <th>LogLen_inKb</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>chr1</td>\n",
" <td>65830315</td>\n",
" <td>67562009</td>\n",
" <td>ExAC-FIN</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>1731.694</td>\n",
" <td>3.238471</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>chr1</td>\n",
" <td>67091527</td>\n",
" <td>67148057</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>56.530</td>\n",
" <td>1.752279</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-AMR</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>95.748</td>\n",
" <td>1.981130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>95.748</td>\n",
" <td>1.981130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>chr1</td>\n",
" <td>33549518</td>\n",
" <td>33562475</td>\n",
" <td>ExAC-SAS</td>\n",
" <td>63</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>12.957</td>\n",
" <td>1.112504</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" chr start end population score strand cns Len_inKb \\\n",
"0 chr1 65830315 67562009 ExAC-FIN 99 . del 1731.694 \n",
"1 chr1 67091527 67148057 ExAC-NFE 99 . del 56.530 \n",
"2 chr1 33490040 33585788 ExAC-AMR 99 . del 95.748 \n",
"3 chr1 33490040 33585788 ExAC-NFE 99 . del 95.748 \n",
"4 chr1 33549518 33562475 ExAC-SAS 63 . del 12.957 \n",
"\n",
" LogLen_inKb \n",
"0 3.238471 \n",
"1 1.752279 \n",
"2 1.981130 \n",
"3 1.981130 \n",
"4 1.112504 "
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exac.head()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"exac['s_bin'] = pd.cut(exac['score'], bins=score_bins, labels=score_bins[:-1])\n",
"#exac.head(20)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>chr</th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>population</th>\n",
" <th>score</th>\n",
" <th>strand</th>\n",
" <th>cns</th>\n",
" <th>Len_inKb</th>\n",
" <th>LogLen_inKb</th>\n",
" <th>s_bin</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>chr1</td>\n",
" <td>65830315</td>\n",
" <td>67562009</td>\n",
" <td>ExAC-FIN</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>1731.694</td>\n",
" <td>3.238471</td>\n",
" <td>90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>chr1</td>\n",
" <td>67091527</td>\n",
" <td>67148057</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>56.530</td>\n",
" <td>1.752279</td>\n",
" <td>90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-AMR</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>95.748</td>\n",
" <td>1.981130</td>\n",
" <td>90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>chr1</td>\n",
" <td>33490040</td>\n",
" <td>33585788</td>\n",
" <td>ExAC-NFE</td>\n",
" <td>99</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>95.748</td>\n",
" <td>1.981130</td>\n",
" <td>90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>chr1</td>\n",
" <td>33549518</td>\n",
" <td>33562475</td>\n",
" <td>ExAC-SAS</td>\n",
" <td>63</td>\n",
" <td>.</td>\n",
" <td>del</td>\n",
" <td>12.957</td>\n",
" <td>1.112504</td>\n",
" <td>60</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" chr start end population score strand cns Len_inKb \\\n",
"0 chr1 65830315 67562009 ExAC-FIN 99 . del 1731.694 \n",
"1 chr1 67091527 67148057 ExAC-NFE 99 . del 56.530 \n",
"2 chr1 33490040 33585788 ExAC-AMR 99 . del 95.748 \n",
"3 chr1 33490040 33585788 ExAC-NFE 99 . del 95.748 \n",
"4 chr1 33549518 33562475 ExAC-SAS 63 . del 12.957 \n",
"\n",
" LogLen_inKb s_bin \n",
"0 3.238471 90 \n",
"1 1.752279 90 \n",
"2 1.981130 90 \n",
"3 1.981130 90 \n",
"4 1.112504 60 "
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exac.head()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Distribution of CNV length in each quality score category (after excluding top 10%)')"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Jfafk6k2dT5PcsZGpt6Q2a217cdsG7UaCOwuukZtL4RK5Cy17yV18vDiS+2q54jcAANskRmIDAFDmglHQRm50WkhQpBoi6Sy50WnXSZprjMlVhIyOEMsms3iW/l2hRW4UYVShF8RzvW61wr+PtGRZJttEXYVuL85z+qS1Q4gx5ixjzF0my8Rr1tr75G4Hv02uwB81XdLnjTH95U
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