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@germannp
Last active May 22, 2018 12:00
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Sequencing Ectodermal Regions
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# RNA-seq of Dissected Ectoderm\n",
"\n",
"To \n",
"\n",
"* get a feeling for RNA-seq, \n",
"* follow up on differentially expressed adhesion molecues, \n",
"* and look for the signal from the non-AER dorso-ventral boundary required for *Tbs2* and *Shh* (Nissim *et al.*, 2007),\n",
"\n",
"we sequenced the following eight ectodermal regions (AER in two) at E10.5 and E11.5:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.display import display, Image\n",
"display(Image('regions.png'))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"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>E11.5 Ant. AER</th>\n",
" <th>E11.5 Whole Mes</th>\n",
" <th>E11.5 Post. AER</th>\n",
" <th>E11.5 Ant.</th>\n",
" <th>E11.5 Post.</th>\n",
" <th>E11.5 Dorso-distal</th>\n",
" <th>E11.5 Ventro-dist</th>\n",
" <th>E11.5 Dorso-prox</th>\n",
" <th>E11.5 Ventro-prox</th>\n",
" <th>E11.5 Whole Ect</th>\n",
" <th>...</th>\n",
" <th>E10.5 Whole Mes</th>\n",
" <th>E10.5 Post. AER</th>\n",
" <th>E10.5 Ant.</th>\n",
" <th>E10.5 Dorso-distal</th>\n",
" <th>E10.5 Ventro-dist</th>\n",
" <th>E10.5 Dorso-prox</th>\n",
" <th>E10.5 Ventro-prox</th>\n",
" <th>E10.5 Whole Ect</th>\n",
" <th>Gene Name</th>\n",
" <th>Gene type</th>\n",
" </tr>\n",
" <tr>\n",
" <th>ids</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ENSMUSG00000102693</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>4933401J01Rik</td>\n",
" <td>TEC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSMUSG00000064842</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>Gm26206</td>\n",
" <td>snRNA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSMUSG00000051951</th>\n",
" <td>-2.161278</td>\n",
" <td>-2.161907</td>\n",
" <td>-2.162185</td>\n",
" <td>-2.161908</td>\n",
" <td>-2.162234</td>\n",
" <td>-2.161629</td>\n",
" <td>-2.162178</td>\n",
" <td>-2.162026</td>\n",
" <td>-2.162066</td>\n",
" <td>-2.147786</td>\n",
" <td>...</td>\n",
" <td>-2.156006</td>\n",
" <td>-2.145323</td>\n",
" <td>-2.160504</td>\n",
" <td>-2.158564</td>\n",
" <td>-2.154474</td>\n",
" <td>-2.156569</td>\n",
" <td>-2.161205</td>\n",
" <td>-2.157045</td>\n",
" <td>Xkr4</td>\n",
" <td>protein_coding</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSMUSG00000102851</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>Gm18956</td>\n",
" <td>processed_pseudogene</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSMUSG00000103377</th>\n",
" <td>-1.076046</td>\n",
" <td>-1.076460</td>\n",
" <td>-1.076635</td>\n",
" <td>-1.076461</td>\n",
" <td>-1.076665</td>\n",
" <td>-1.076280</td>\n",
" <td>-1.076631</td>\n",
" <td>-0.984476</td>\n",
" <td>-1.076561</td>\n",
" <td>-1.076401</td>\n",
" <td>...</td>\n",
" <td>-1.057273</td>\n",
" <td>-1.071141</td>\n",
" <td>-0.739704</td>\n",
" <td>-1.067878</td>\n",
" <td>-1.050917</td>\n",
" <td>-1.059605</td>\n",
" <td>-1.075997</td>\n",
" <td>-1.061579</td>\n",
" <td>Gm37180</td>\n",
" <td>TEC</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" E11.5 Ant. AER E11.5 Whole Mes E11.5 Post. AER \\\n",
"ids \n",
"ENSMUSG00000102693 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000064842 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000051951 -2.161278 -2.161907 -2.162185 \n",
"ENSMUSG00000102851 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000103377 -1.076046 -1.076460 -1.076635 \n",
"\n",
" E11.5 Ant. E11.5 Post. E11.5 Dorso-distal \\\n",
"ids \n",
"ENSMUSG00000102693 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000064842 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000051951 -2.161908 -2.162234 -2.161629 \n",
"ENSMUSG00000102851 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000103377 -1.076461 -1.076665 -1.076280 \n",
"\n",
" E11.5 Ventro-dist E11.5 Dorso-prox E11.5 Ventro-prox \\\n",
"ids \n",
"ENSMUSG00000102693 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000064842 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000051951 -2.162178 -2.162026 -2.162066 \n",
"ENSMUSG00000102851 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000103377 -1.076631 -0.984476 -1.076561 \n",
"\n",
" E11.5 Whole Ect ... E10.5 Whole Mes \\\n",
"ids ... \n",
"ENSMUSG00000102693 0.000000 ... 0.000000 \n",
"ENSMUSG00000064842 0.000000 ... 0.000000 \n",
"ENSMUSG00000051951 -2.147786 ... -2.156006 \n",
"ENSMUSG00000102851 0.000000 ... 0.000000 \n",
"ENSMUSG00000103377 -1.076401 ... -1.057273 \n",
"\n",
" E10.5 Post. AER E10.5 Ant. E10.5 Dorso-distal \\\n",
"ids \n",
"ENSMUSG00000102693 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000064842 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000051951 -2.145323 -2.160504 -2.158564 \n",
"ENSMUSG00000102851 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000103377 -1.071141 -0.739704 -1.067878 \n",
"\n",
" E10.5 Ventro-dist E10.5 Dorso-prox E10.5 Ventro-prox \\\n",
"ids \n",
"ENSMUSG00000102693 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000064842 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000051951 -2.154474 -2.156569 -2.161205 \n",
"ENSMUSG00000102851 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000103377 -1.050917 -1.059605 -1.075997 \n",
"\n",
" E10.5 Whole Ect Gene Name Gene type \n",
"ids \n",
"ENSMUSG00000102693 0.000000 4933401J01Rik TEC \n",
"ENSMUSG00000064842 0.000000 Gm26206 snRNA \n",
"ENSMUSG00000051951 -2.157045 Xkr4 protein_coding \n",
"ENSMUSG00000102851 0.000000 Gm18956 processed_pseudogene \n",
"ENSMUSG00000103377 -1.061579 Gm37180 TEC \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from utils import rename, gene, ensembl\n",
"\n",
"# ectoseq = pd.read_csv(\n",
"# '2017-10-10-RNAseq/analysis/deseq2/normalized_rlog_counts_noECTO2_4_22441.txt', \n",
"# sep='\\t') # Ecto2 4 is Koi ...\n",
"ectoseq = pd.read_csv('2017-10-10-RNAseq/analysis/deseq2_forw/rlog_data.txt', \n",
" sep=',', index_col=0)\n",
"ectoseq = rename(ectoseq)\n",
"ectoseq.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"genes_of_interest = ['Fgf8', 'Fgf4', 'Wnt7a', 'En1', 'Lmx1b', 'Lbh', 'Ptch1', 'Shh', 'Sox9', 'Fgf10', 'Cdh1']\n",
"\n",
"smecto = ectoseq.loc[ensembl(genes_of_interest)]\n",
"smecto = smecto[[col for col in smecto.columns if smecto.dtypes[col] != object]]\n",
"smecto.index = genes_of_interest"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(smecto, cmap='RdBu_r', center=0)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(smecto, z_score=0, cmap='RdBu_r', center=0)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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kSZroaRHxCeBVEfGE9guZechUxQYsSZKkiV4G7AC8CMheiw1YkiRJ42TmNcA1EXEdcG3bpZURsTAzV66p3jVYkiRJnR0BXAKcBFwMnA9cGxF7r6nIgCVJktTZ1cDSzNwOeBJwIfAU4MA1FRmwJEmSOntk692EZOYdrce3A6vXVOQaLEmSpM5+HhEnAOcB2wGXRMRrgDXe9NkRLEmSpHEi4gMAmXkAcAqwFnBcZr6dYk3WXmuqdwRrjjvv+juqbmFgNz507apbGNji1xxadQsDe0yzq9tzzWrf/tOjqm6hFO976cZVtzCw3e84q+oWBvb7b/246hYGdukJl1bdQiked1hfZbsCY5VvzMxdxy5k5pTbNjiCJUmSNFGjw3FXDFiSJEkTNTscd8UpQkmSpImeERHnUoxebdF23MzM7acqNmBJkiRNtNUgxQYsSZKkcTLz2qm/qjPXYEmSJJXMgCVJklQyA5YkSVLJDFiSJEklM2BJkiSVzIAlSZJUMgOWJElSyQxYkiRJJTNgSZIklcyAJUmSVDIDliRJUskMWJIkSSUzYEmSJJXMgCVJklSyBVU3MNc1Go2DgZGZft5mszk6088pSVIVImIUWDbJpeWZObqGuhcCK4EzgE8BDwEOyczrpnpOA1b1Rgw7kiRNn1aIGu2lJiK+TDEAsh6wHPgacANwFLDbVPVOEUqSJE20NDP3Bl4KbJCZX8jMk4FF3RQ7giVJkjTRwojYDdgIeGREbAb8CVjYTXGpAauk9URLSmhFkiRpEPtTrNu6CDgAOBO4Ddivm+KyR7AGXk/UaDQGqpckSSrBOzPz5RHx1sw8ETixl2KnCCVJkiZ6WkR8AnhVRDyh/UJmHjJVsQFLkiRpopcBOwAvArLXYgOWJEnSOJl5DXBNRFwHXNt2aWVELMzMlWuqd5sGSZKkzo4ALgFOAi4GzgeujYi911RkwJIkSersaoo9sbYDngRcCDwFOHBNRQYsSZKkzh6ZmbcCZOYdrce3A6vXVOQaLEmSpM5+HhEnAOcB2wGXRMRrgJvXVOQIliRJ0jgR8QGAzDwAOAVYCzguM99OsSZrrzXVO4IlSZI00a7AYa3jN2bmrmMXMnPKbRscwZIkSZqo0eG4KwYsSZKkiZodjrviFKEkSdJEz4iIcylGr7ZoO25m5vZTFRuwJEmSJtpqkGID1hy36cPWrrqFgT1q3cVVtzCwB1b3PPo861x/131VtzCwx28wUnULpVhvUf3/ar96o92rbmFgG25yftUtDOy0m8+tuoVSvKyPmsy8duqv6qz+P4UDajQaBwNV/q26pMLnliRJ02DOByxgpNlsjlb15I1Go7LnliRJ08N3EUqSJJXMgCVJklQyA5YkSVLJDFiSJEklM2BJkiSVzIAlSZJUMgOWJElSyQxYkiRJJTNgSZIklcyAJUmSVDIDliRJUskMWJIkSSUzYEmSJJXMgCVJklQyA5YkSVLJDFiSJEklM2BJkiSVzIAlSZI0hYj4VC9fv2C6GlHXVjQajdGZftJmsznjzylJUhUiYhRYNsml5Zk52qHm3LaHDWDziNgWIDO3n+o5DVgVazabh1fdgyRJw6wVokZ7LPs8sA/wDuDPwAnA67otdopQkiRpnMw8Hvhn4BPAYuDezLw2M6/tpt6AJUmSNInMvATYGzgceHgvtQYsSZKkcSLiq63DVwGvoJgu7JprsCRJkiZ6WkR8giJgPQEgIl4GkJmHTFVswJIkSZroZcAOwIuA7LXYgCVJkjROZl4DXBMR1wHtC9tXRsTCzFy5pnrXYEmSJHV2BHAJcBJwMXA+cG1E7L2mIgOWJElSZ1cDSzNzO+BJwIXAU4AD11RkwJIkSerskZl5K0Bm3tF6fDuwek1FrsGSJEnq7OcRcQJwHrAdcElEvAa4eU1FjmBJkiSNExEfAMjMA4BTgLWA4zLz7RRrsvZaU70jWJIkSRPtChzWOn5jZu46diEzp9y2wREsSZKkiRodjrtiwJIkSZqo2eG4K04RSpIkTfSMiDiXYvRqi7bjZmZuP1WxAUuSJGmirQYpNmBJkiSNk5nXTv1VnRmw5rgf5y1VtzCwVat7nhqfddYdqf+P4vvW/3XVLQysef+KqlsoxdELt626hYFtc+i+VbcwsE3e/9aqWxjY5y54TtUt1JaL3CVJkkpmwJIkSSqZAUuSJKlkBixJkqSSGbAkSZJKZsCSJEkqmQFLkiSpZLNx850VjUZjdAafb8kMPpckSZoDZl3Aajabh8/k881wmJMkSXOAU4SSJEklM2BJkiSVzIAlSZJUMgOWJElSyQxYkiRJJTNgSZIklcyAJUmSVDIDliRJUskMWJIkSSWbdTu5S5IkzQYR8TBgN2Ah0AA2zsyPdlNrwOpRo9E4GBipuo9BNZvN0ap7kCRpJkTEKLBskkvLM3N0DaXfAq4EtgRWAH/p9jkNWL0bMZxIklQfrRA12mft/hHxFeDNwFnd1rkGS5IkqYOIGAHWAZrAut3WGbAkSZImdwTwTuBHwPXAFd0WOkUoSZLUJiLWz8y7M/Pbbee+mZl3d/s9HMGSJEl6sJsiYt/2E72EKzBgSZIkjXcp8PSI+ElEPKefb+AUoSRJ0oPdm5lvj4hnAu+LiCOA04HfZeZnu/kGBixJkqQHawBk5s+AV0TEBsDOQHT7DQxYkiRJD/Yf7Q8y8y7gP1sfXXENliRJUpvMPAYgIj7ffj4iju32eziCJUmS1CYiDgA+ADwsIl5OMWXYAH7Z7fcwYEmSJLXJzCOAIyLikMz8SD/fw4AlSZI0uc9FxKuBkbETmdnVNKEBS5IkaXLfA26guE0OFPcj7IoBS5IkaXLzMnPvfgoNWJIkSZP7RUQ8G7iE1uhVZt7fTaHbNEiSJLWJiC1bh88BTgCuALL1uSuOYEmSJD3Y5yLiscBZwKnAjzPzjl6+gQFrjlv+7PWrbmFgR1/1QNUtDOzelauqbmFgK7bcreoWBvbpc66ruoVSbPnQxVW3MLArL7yx6hYGtvTKy6tuYWDrbNPXfY5rLzN3iYjFwHbALsB+EQFwZmYe1s33cIpQkiRpnMy8D/g58IvWxwJg627rHcGSJElqExEHAS8EHgKcDvwAODgzV3b7PQxYkiRJD/YhirVXH6WYFuw6WI0xYEmSJD3Yw4GdgD2Bj0TEjcApwH9lZleLNQ1YkiRJbVojVj9pfRARuwOHAEcA87v5HgYsSZKkNhHxTIoRrJ2AzYBLgWOArnd1N2BJkiQ92MeA04DDgIszs+t7EI4xYEmSJLXJzOcN+j3cB0uSJKlkBixJkqSSGbAkSZJKZsCSJEkqmQFLkiSpZAYsSZKkkrlNA6xoNBqjPXz9kmnqQ5IkDYk5H7CazebhvXx9j2FMkiTNQU4RSpIklcyAJUmSVDIDliRJUsnm/BqssjQajYOBkar76Faz2RytugdJkmZCRIwCyya5tDwzRzvULOr0/TLz/qme04BVnhFDiyRJs08rRI32WHY58AjgdqABNNs+bzpVsQFLkiRpoh2A04DnZeYdvRa7BkuSJGmczLwFOBjYup96R7AkSZImkZk/6rfWgCVJktRBRDwOeB1tb2TLzEOnqnOKUJIkqbNvAusDN7d9TMkRLEmSpM7+lJkf6LXIgCVJktTZ5RHxWuBiii0ayMwrpyoyYEmSJHX2NOCpFHtgQbEWa7upilyDJUmSNE5EnASQmc8F/iszn9s6XtFNvQFLkiRpoke0He/ZdtzsptiAJUmStGaNqb/kwQxYkiRJEzU7HHfFRe6SJEkT/U1EHE8xetV+vEU3xQYsSZKkiV7ddvylDscdGbAkSZLGycwzB6l3DZYkSVLJDFiSJEklc4pwjrvs3nWrbmFgx5z+s6pbGNhBL+lqzeSsdvxlf6y6hYEdtMPjq26hFGvfcGnVLQzs4m0fU3ULA7v7mhurbmFga2+9quoWassRLEmSpJIZsCRJkkpmwJIkSSqZAUuSJKlkBixJkqSSGbAkSZJKZsCSJEkqmQFLkiSpZAYsSZKkkhmwJEmSSuatcnq3otFojE5yfskM9yFJkmYpA1aPms3m4ZOd7xC6JEnSHOQUoSRJUskMWJIkSSUzYEmSJJXMgCVJklQyA5YkSVLJDFiSJEklM2BJkiSVzH2wZpFGo3EwMDITz9VsNkdn4nkkSapaRIwCyya5tDwzR6eo3Q94J7AW0ACambnpVM9pwJpdRgw+kiSVqxWiRvss3x/YE7iplyIDliRJUme3Zua1vRYZsCRJksaJiI+0DhdFxGnARUATIDMPmaregCVJkjRRjvvcEwOWJEnSOJl5DEBEjAD7AUuBy4Evd1PvNg2SJEmd/QfwGOB04MnAV7opcgRLkiSps0dl5mtbx9+LiDO7KXIES5IkaZyIWBQRi4CrI2Kb1rmtgCu7qXcES5IkaaKkeNdgA9glIu4DFgOPp1iTtUYGLEmSpHEyc5PJzkfEhd3UO0UoSZLUvWY3X2TAkiRJKplThJIkSeNExAlMHK1qAFPe6BkMWJIkSZP5Uo/nH8SAJUmSNE5mdrXfVSeuwZIkSSqZAUuSJKlkBixJkqSSuQZrjrv05rurbkHAo9ddXHULA9vhcRtU3cLAbrt3VdUtlKK58VOrbmFgf7rxnqpbGNgW2zyt6hYGtvL633DPb66quo2BPfypL5jx5zRglWdFo9EYHfB7LCmhD0mSSjEM4aoqBqySNJvNwwf9HiUENEmSNAu4BkuSJKlkBixJkqSSGbAkSZJKZsCSJEkqmQFLkiSpZAYsSZKkkhmwJEmSSmbAkiRJKpkBS5IkqWQGLEmSpJIZsCRJkkpmwJIkSSqZAUuSJKlkBixJkqSSGbAkSZJKZsCSJEkqmQFLkiSpZAYsSZKkki2ougE9yIpGozE6E0/UbDZn5HkkSapaRIwCyya5tDwzRzvULOr0/TLz/qme04A1izSbzcOr7kGSpGHTClGjPZZdDjwCuB1oAM22z5tOVWzAkiRJmmgH4DTgeZl5R6/FrsGSJEkaJzNvAQ4Gtu6n3hEsSZKkSWTmj/qtNWBJkiR1EBHPBN4IrD12LjP3marOgCVJktTZF4HPAzf1UmTAkiRJ6uzuzDym1yIDliRJ0jgR8YLW4V0RcQjwc4otGrpam2XAkiRJmuh1rc93AU9ufUARsgxYkiRJvcrMNw1Sb8CSJEkaJyJupBitWkzxDsLrgccAt2Tmkqnq3WhUkiRpnMx8dGZuDJwCLM3MpRTThOd3U2/AkiRJ6mzTzLweIDNvAB7fTZFThJIkSZ39KiK+BlwAbAec3U2RI1iSJEmTiIi3AP8InAg8FDgvM9/bTa0BS5IkaZyIGAVeACzIzB8CxwLPjYgPdlNvwJIkSZpoD+BVmfkXgMy8BngN8JJuig1YkiRJE92Tmc32E5m5EvhTN8Uucp/jvvjDK6puYWBnb3d91S0MbPmvN666hYG9a8cnVN3CwO794D5Vt1CKeTtsVXULA3vmWT+puoWBNc76WtUtDOw727+z6hZK8db+yu6NiE0z83djJyJiU1q3y5mKAUuSJGmifwFOjoj/Bn5HsT3DbsAbuil2ilCSJGmczPwlsBNwMbAOcBGwQ2Ze3E29I1iSJEmTyMy7KN492DNHsCRJkkpmwJIkSSqZAUuSJKlkBixJkqSSGbAkSZJKZsCSJEkqmQFLkiSpZAYsSZKkkhmwJEmSSmbAkiRJKpkBS5IkqWQGLEmSpJIZsCRJkkpmwJIkSSqZAUuSJKlkC6puQJIkabaKiMXAfkAAlwNfzsxVU9VVGrAajcbBwEiVPcxVzWZztOoeJEmaCRExCiyb5NLyzBydovwY4FrgdGAn4CvAG6Z6zqpHsEb8h16SJE2nVoga7bP8UZn52tbx9yLizG6KXIMlSZI0TkQsiohFwNURsU3r3FbAld3UVz2CJUmSNBsl0AQawC4RcR+wGFjRTbEBS5IkaZzM3GSQeqcIJUmSSuYIliRJ0jgR8XWK6cEJMnOvqeoNWJIkSRN9C/gw8LZ+ig1YkiRJ42TmdyPiOcAjMvObvdYbsCRJkiaRme/st9ZF7pIkSR1ExB7jHr+9mzpHsCRJkjp7d0TsCHwG+DJwazdFjmBJkiR19nzgccB1wKmZuU83RQYsSZKkzg7zD/BtAAAgAElEQVQDnkxxg+e3RsTruikyYEmSJHW2ENgpM08CdgFe2U2Ra7AkSZI6OwTYIiJGWo8/1k2RAUuSJKmzH1Lc5PmO1uMm8PKpigxYkiRJnY1k5nN6LTJgSZIkdXZWROwG/HrsRGZeN1WRAWuOO/O9O1fdwsBWnfz/qm5hYPueM1p1CwPb43+7eufyrHbev3626hZK0Zy/qOoWBrbqh5+ruoWBPf+abapuYWDH7bNh1S3MBo8E/g24s/W4CWw/VZEBS5IkqbPIzM17LTJgSZIkdXZZRGwLXEwxekVm3j9VkQFLkiSps52BF1KEqwZFdnrcVEUGLEmSpA4yc6v2xxFxYTd17uQuSZLUvWY3X2TAkiRJKplThJIkSeNExAlMHK1qAJt2U2/AkiRJmuhLPZ5/EAOWJEnSOJl55iD1ZQesFY1GY7SHr19S8vNLkiRVrtSA1Ww2D+/l63sMY5IkSbXguwglSZJKZsCSJEkqmQFLkiSpZAYsSZKkkhmwJEmSSmbAkiRJKpkBS5IkqWQGLEmSpJLNuVvlNBqNg4GRqvuoWrPZHK26B0mSZkJEjALLJrm0PDNHp+M551zAAkYMF5IkzR2tEDXaS01E/A+weNzpBtDMzO2nqp+LAUuSJGkqBwNHAS8DHui12IAlSZI0TmaeHxFfA7bKzO/2Wm/AkiRJmkRmfqLfWgOWJElSBxGxAfB8YO2xc5l57FR1BixJkqTOvgtcC9zUetzspsiAJUmS1FkjM9/Ua5EBS5IkaZyIWNQ6/F1EbAdcRGv0KjPvn6regCVJkjRRUgSqBrBr23ET2HSqYgOWJEnSOJm5CUBENIDHZub1EbFNZl7YTb33IpQkSersi8AbWsd7R8S/dVNkwJIkSers6Zl5GEBmvgPYupsiA5YkSVJnjYjYECAiHkKXy6tcgyVJktTZocDPIuJ24CHAP3ZTZMCSJEnq7CbgScBGwB+BnbspMmBJkiSNExE7AVsA7wI+1To9D3g78JSp6g1YkiRJE90BbAY8DHgUxR5Yq4H3dlNswJIkSZpoF+ClwD3ABZl5ai/FBqw5bsHPTq66hYE1Np1ypHbW2+SpO1bdwsDOWPLsqlsY2Pxrzq+6hVLceNLXq25hYIvf/ZmqWxjYPR87s+oWBvZ3nzyr6hZKcclH9uynbC9gKbAB8DWgVgFrRaPRGJ3h51wyw88nSZLqZ0VmrgRubbsvYdcqDVjNZvPwmX7OCgKdJEmqt0avBVWPYEmSJM1GfxMRx1OEq7FjADJzr6mKDViSJEkTvbrt+Eu9FhuwJEmSxsnMgd6l4L0IJUmSSmbAkiRJKpkBS5IkqWQGLEmSpJIZsCRJkkpmwJIkSSqZAUuSJKlkBixJkqSSGbAkSZJKZsCSJEkqmQFLkiSpZAYsSZKkkhmwJEmSSrag6gYkSZJmo4gYAbYC1gFuBS7PzGY3tXMxYK1oNBqjVTdRtWazOVp1D5IkzYSIGAWWTXJpeWaOdqh5IXAo8Btge+B/gcdFxHsy86dTPeecC1jNZvPwqnuQJEkzpxWiRnssew+wfWbeFxEbAp8AdgN+COw0VbFrsCRJkibaAFjdOl4BPCkz7wYWd1M850awJEmSunAicEFEnAHsDBwREe8FLuqm2IAlSZI0TmZ+LCJ+CGwO/HtmXhERGwF3dFPvFKEkSdIkMvNy4BXAda1T6wFndVPrCJYkSVJnpwFnRsTXgTcC7+ymyBEsSZKkzk4ErgE+BJyYmWd0U2TAkiRJ6uwC4KfAxsBjIuLUboqcIpQkSers9Zl5cev4wIh4cTdFBixJkqTObomIbwJbAFcC7+qmyClCSZKkzo4CvgbsABwDHN1NkSNYkiRJnY1k5vdbxydHxEHdFDmCJUmS1NmCiNgSoPW52VXRtLYkSZJUbwcCX4mIzYEE9ummyBEsSZKkcSJi64i4GPgl8FHgzxQ7uT+hm3oDliRJ0kQfBt6QmSuBw4A9gGcC/9JNsVOEkiRJE83LzF9ExMbAOpl5EUBErO6qeFpbkyRJqqexjLQ7cDpARCymmCackiNYkiRJE50eEecAjwNeEhFPBL4InNRVdbPZ9MOPaftYunTpaNU9+Dp8DbPpYxhew7C8Dl/D7PmYra9j6dKlmy9dunTD1vETly5d+rJua50i1HRbVnUDJRmG1+FrmB2G4TXAcLwOX8PsMStfR2b+OjNvax3/NjO/222tAUuSJKlkBixJkqSSGbAkSZJKZsCSJEkqmQFL02151Q2UZBheh69hdhiG1wDD8Tp8DbPHsLyO/9NoNru6KbQkSZK65AiWJElSyQxYkiRJJTNgSZIklcyAJUmSVDIDliRJUskMWJIkSSUzYGnaRcT8qnuYiyLiReMev7qqXlR/EbHuuMePq6qXQUTEY8c9jqp60XBbUHUDGj4RcSKwb2b+OSI2AY4Ddqi4rZ5FxPrAauBlwA8y846KW+pKK1jtALwuIrZvnZ4PvAT4RmWNlSQiPp+Zb6+6j25ExKJO1zLz/pnspQTnRMTemXlZRLwCOAzYvOqmuhURTwEeA3wsIt7bOj0f+CjwtMoaK0FE7JGZp1TdR7ciYiPg3sz8c9u5t2XmFytsq3QGLE2H04AzIuLrwBuBd1bbTu8i4ljgR8D2FCO9L6cIWnVwKbAhcC+QrXOrgRMq66hcR1TdQA8SaAKNceebwKYz385AXgccHRE3Aw8AO1fcT68eCrwWeGTrc4Pi5+ILVTbVi4h4I/ARip/tVwK/A44CNgNqEbAi4n3AvsCCiNgX+A1wEnAXYMCSpnAisCfwIeDjmXlGte30ZUlmHhcR+2bmcyPiv6tuqFuZeT1wTER8rXVqHrAd8KvquupfRHwgMw9rO/V64H1V9dOLzNyk6h5KNBYSFwP3U4Ss2sjMs4GzI2Jr4I+Z+fuI2CYzL6y6tx4cBPwN8Gjgk8DGwPeAv6+yqR69FtgC2Iji34pHAh/LzK9U2tU0MGBpOlwAfBn4B+ATEXFqZu5ecU+9WtRas/Sr1nD2hlU31IePUvyG+wRga+Bm4A2VdtSD1m+3bwY2j4g9W6fnAwupScAaExEvAQ6g6L0BbJiZW1XbVc++AbwhM38WEa8Efkrxj33dvAX4PcUU596tac93VNxTt25vLVW4IyK2APav09Rgy+2t6fEbIuIxwKsy86Kqm5oOLnLXdHh9Zn4mM1dk5oHUa0pnzMeBV1CElH8CPlBtO33ZMTP/HdiuFXAfO1XBLHMcxbTUN1qfX0cxLbJdlU316UPAKHA9cAxwWaXd9GfbVrh6OPAdYI+qG+rT08dGRFvB6ukV99OL1W3H19YwXEExPT7mumENV+AIlqbHLRHxTYph4CuBd1XcT88y8zsRcTmwJXAk8IeKW+rH/Ih4FnBNa7H1w6tuqBeZeR9F7/sDzwRGWpc2Ac6qrLH+3JaZ50XE/pn5HxHxpqob6sMzIuIrwN3AQ4D9gOuqbakvjYjYMDNvi4iHUK9/BzeMiOdTDI6sHxEvGLuQmT+qrq2ePCYi3kIxkrtx6xiAzDyyurbKV6c/WKqPoygWK54F7AIcDTyvyoZ6FRFvp1jU/jDgP4AnA7V451qbY4HPAftQjMh9ptp2+vYt4BEUoz9Q/AZct4B1X0TsDCyMiN0o1tDUzWEUo6JjUzvfAX5ccU/9OBT4WUTcThEUD6i4n15cBOzVOr6YYlQXip+JugSs4/nrn//24+bkX15fBixNh5HM/H7r+OSIOKjSbvrzWmAn4CeZ+ZmIqNNCWAAy8wv89R1StXsnZ5tHZeb2U3/ZrPY2ind6HQb8K/DBatvpy6rMvAEgM/8QESuqbqgfmfmDiDiFYpH1HzOzNv+wZ+akI58RsXimexnAoZP9N4+IJ1TRzHRyDZamw4KI2BKg9bk2f4G1GfvZGOv9vqoa6VVEfKv1+caIuKH1+caIuKHq3vp0RURsXHUTA3pTZv53Zv4qM19BPfddujsiDoyIp0bEgcDtVTfUi4hoH8F9bWbenJnNiPhuZU31KCJOajt+d9ulOq3F+r93ZEfEJ9rOf7WCXqaVI1iaDgcCX4mIRwM3UKzVqJvjKaahnhAR/wWcXHE/XcvMV7Y+13EaajI7AtdFxC2tx83MrEXg6vBOyHnAImr2Tkhgb4o3e3yYYsuPfaptp2dbth3vC3y9dfyQCnrp1yPajl9IsVUDTNxnbTZr7/UZHc4PBQOWpsPfZuY2VTcxiMz8fGvvq6cUD/MXVffUrYj4Kh1GDTOzbv8okplL2x9HRJ3eRXgcxW/sh1AEEyjeCfbHyjrq3xcys077LY3X6HBcxxF28DXMegYsTYc9I+LTmbmq6kZ6FREfmuT05hHx0sw8dMYb6s+Jrc9vA84FzgG2AZ5VWUcDaq0x2YtiQfIIRfCd9dreCfkuip3EV1Lsw3QscG2VvfVhJCK2onhn8Gqo3e1+mh2O68TXUCMGLE2Hh1NsInc1xQ9Qs0aLlA8E7qS4rczvqeGwdWaeBsUajcz8eOv0ORFRu3d8RcQSilD1Gor/F6/JzHMrbao/X6dYY/IKium1I4HdKu2od0spdg0fU7fb/TwxIj5C8eeo/bhOr+FvIuJ4ir7bj7eotq2ePCMizqXVd9txbe5r2S0DlqbDi6puYACPBnanePvz04FvA9/KzHsq7ao/60bErsCFFPdU7Hjj4dkoIr5HMepzLMWI1Uk1DVdQvI7vA+/IzNdHRN3ubEBmbhkR8yl+gfpjZq6eqmaW+VCH42Uz3cgAXt12/KUOx7NdpzsYrDWjXcwAA5amw2LgExS/8f4SePeav3z2yMwHgB8AP4iIdSlu8nx8RPwlM19bbXc924diS4DPAVdQjALVSYNiSm0tioXhdZ5OWETxc/Dz1i1O1q24n55FxMuATwF3UGxy+bbMrM2oaGYeU3UPg8rMM9sfR8R6wBsplgPUYhQrMx80NR4Rm1KMUu9NcV/CoeE2DZoOx1L8RrUtxbTIf1TaTf+eAexAcS+/31fcS88y84rMfBXwnsx8RWbeVHVPvcjMl1DcO/FhwPnAUyNi94io499b76Z4B9iHgecC/1htO335EPDszNya4ufiw1N8vaZJRGwREV8ArqYY3a3NPUbHRMSerXdoXwzcSj23LlkjR7A0Hf7cdo+sH9Zpo9GI2IZievD5wHkU2zXsX6fNCCfxz8B/Vd1EPzLz98DyiDiUYs3SmynWLz2+0sa6FBGPbb2GWylugP4I6rn7ORS3+/kjQGbeHBF3V93QXBMRr6AY7VlE8ctrZOZbq+2qN639u94IXEqxzcS8zPxopU1NEwOWpsP1EfEB4CcUo0D3jd0zqwb3yzof+DVwKnA/8ALgBRFBZh5SaWf9q91C/fFaAfdU4NTWzYbr4t0U9+L893Hnm8CuM9/OQO6OiNOAMyl+rtduLRSv1c9Ga1rtXyjWW/4Q+EVmXlVtV107Fvg34FOteym+ouqG+vDPFG8i+mpmXjZuw9ShYsDSdGgCT2x9ANxMMSpUh/tl1fEmvFN5f9UNlCkzb5n6q2aHzHxX6/Nzq+6lBO3vIKzjzc/HfIVi5/PnUNwn9ejWcR08ieLvqLMj4jKK2/3UzRKKd9N+JiLWBtaJiA0y865q2ypfo9ms88yHZrOI2KNtqlAzrLVn0dHA44AbgX0z86Jqu5pb2rYqGbMSWAisyMxaLEoeLyLeV+cpnYj4SWbu2vb5rMzcueq+ehURz6O4S8azgW9n5j9X3FLPIuJJFNP+rwV+NnYXimFRx8Wiqo/3VN3AHPcZ4M2Z+SiK33o/V3E/PYmInVqf50XEP0bEURGxf2urgLrYjOLdXf9Dcf+7oPjt/ZxKuxrM86tuYFARsVnr82OB2m2IDNC6t+VrKTYRruWIYmZelZkHU8x2fH2qr68bA5amU+3X/tTcvMy8FCAzLwEeqLifXi1vff44xd4536GYIvlsZR31KDPvy8wVwBMz84LWuYuBqLazgdT95/odFAvEtwa+RY22kZlMZt6amZ+uuo9BZOaqzKzNTbe75RosTafarv2p+ULYMSsj4kXA2cDOwH0V99OvZ7VN4ZwSEf9TaTf9uTMi/hW4ANgOuKbadvoTEQ8DPhQRG2XmrVX304/MvIzi/4E0rQxYKl372p+IqOvanzovhB2zL/D/gMMpbs+yX7Xt9Ozxrc0t74qIJZl5TURsDKxddWN9+HuKt6bvDiTwwUq76UNEvBo4jOLP0lMiYjQzj6u4ra61/i4av+i4QXErr40raElDzoCl6TC29ufSiHgacATFxoR1smFmfiUi9s7McyOijtMi72htNFpX76GYxpkPvDQivkqxN9m+lXbVh8z8M3BEa4F4baY4x3kXsHVm3tMa4f0JUJuAlZmPrrqH6RIRn8/Mt1fdxyAi4lvDtsjdgKXp8KC1PxFRt7U/wFAshN08Ih6SmXdW3Ug/Wmsyxq/LeEIVvZTo+UBd34G3euyenJn5p4hYUXVD/YiILSlGqB8L3ATs01oXV2dHVN1ACeo2wj4lF7lrOqyMiBdFxAYR8WLqufZnGBbCbgHcGhE3RcSNEXFD1Q2VobWJbV3VcSR0zG8j4pMR8XcR8Ungt1U31KfPUoywP5ri3bWfr7ifnk3yM/D6ShoZQESM/+/+mUoamUaOYGk61H3tz7AshN0xM68fezA2IjcEarnFwRAsEN8HeCvFKNyvgIOrbadvtR1hj4h9KfaN2jwi9mydnk+xt9r7KmusBxFxAPAB4GER8XKKXzoawC8rbWwaGLA0HWq79mcYFsJGxFOAxwAfi4j3UPQ/jyLw1uqGqhGxkGKLhg2AO4HLM7N27yKs+wLxlsUUu7l/m+KXpo2BayvtqD91fnftccB/A4fw15ttrwb+WFlHPcrMIyjWIx6SmR+pup/pZMDSdKjt2p8hWQj7UIqdkR8J7NU6txr4QmUd9SEiXkixXuk3wD3AesBmrb+YT660ud7VeoF4y9cp1i69kiIoHklxA+66qe0Ie2beB1wTEfsDzwRGWpc2Ac6qrLH+fDUitqDYn+9fgM+OjSwOCwOWpsPY2p9bKUaDajP6M6bOC2Ez82yKe5VtXcPtMdq9n2Ka8+6xExGxAXA6ULeANQwLxB8K/Cfwzsx8fUTsXnVD/cjMayPibcA6TBytrotvAY8AxpYANKlfwDoW+AhwAMXr+TdgGO7Z+X8MWJoOw7D2Z2whbK23moiI/+Kvv+WSmbtW2E+vFgJ/GXfuXur5j+JvWwvDz6KYlqrjAvFFFG/2+Hlr5GHdivvpS0QcCexKMa3WoPjztH2lTfXuUZlZt57HW0Dx8/D+zDwxIv6x6obKZsBSaYZp7Q81Xgjb5tPAO/nrb7l1cyRwUUT8FLgLWB/YkRrdKqfNMCwQfzfwUoq1P38P1PUfxK2AJ2dmHYP6mCsiYuPMrPM7gxcBnwLOiojnMoR5ZOhekCo1FGt/Wuq8EHbMdZl5etVN9Cszj4qI7wPPoghXdwOHZubN1XbWl2FYIH5AZv5967jO+y7dQLGe7+6pvnAW2xG4LiJuaT2u3TIMijsbPB/4MkVw37vSbqaBAUulGaK1P1DjhbBt/hgRXwIupjWtlplHVttSb1ph6j+r7qMEw7BAfKR1G6wrKX5xIjPvr7al7kXEeRQ/B48AfhMRv2tdatZtui0zl7Y/jog6binzO4pZjk9T/Jn6fbXtlM+ApelQ97U/w7IQ9urW50dV2kWfIuItna7VLSgyHAvEl1KMwo1pAptW1Es/9qIVDIdBRCymeE0HUPxd+5RqO+rZkRRbr/yY4j6vX6aGG6auiQFL06Hua3+GYiFsZi6PiL+leAv3+RS/JdbJZsCLga/x4B3Q6xh4a79APDO3bN2T8+HAbZlZt9tHnQ2cCZwKnJaZtdk7ql1ELKEIVa+h+Ll4TWaeW2lT/XlyZu7cOj45Iur4GtbIgKXpUOu1Py21XwgbER+h2GZic+B+ip2eX1dpUz3IzINa70A9JTMvrLqfAdV+gXhE7EIxzXkX8NCI2C8zf1xtVz15IsXdGXYBTmyNAJ0BnNpa3jDrRcT3KEZDj6UYsTqppuEKiinntTPzLxGxFsWO9EPFgKXpUPu1PwzJQtjM3Dki/iczj2lNedbN66nhaM8khmGB+GEUf6ZuiIjHAN+hmN6phdYmnWcAZ0TERhRB6x3AWyhG5eqgAawE1qJ4h3ZtfwGkuPfgpRFxOcXeicsq7qd0BixNh9qu/RmmhbDAgogYAZoRMR+o25QOrXv2Pei+fRGxuPWPZZ3UeoF4y6qxbQEy8w912yw1IrYGXgiM3cPvNOA9wAWVNdWjzHxJRDyW4k045wPrttbz/Sgza7W+LDO/HhGnUKzjuzozb6u6p7IZsFS6mq/9GaaFsJ/m/7d3fyF2XWUUwNcEqhLQPKixVmmEVla0ILbF+GCCtEWoBKEFTfHBCtVCUPKgVUQblBT/Ie2LTyVjKSKmVksjFZwi0VI1Vk3rgxbtwkb6IGI11TYNiiKMD/uMuXMz19x7s+/s831n/V56uJnCpmVy1/7OOvsAT6Dszn+BcuZMGCTvl3RTd32bpLu6P1pB6cdFEr0gDgCnSR7A2cNS/9Z4PbM6AeDbAN4v6ZnGa5mbpD8COETyDpQnUT+MUhi/tOnCpkTynSh/F70I4FZJjzde0sI4YFl1wbs/4YuwJC+TdFLSd0geA3A5yg7x1Pn+3Z7ZPnK9F8BawFra4Gd7LUFBHCjnFB1E6ZH9DuXw1Eh2A3g3gG+SPIPyO74i6am2y5pP1w99GMDDJKPc4gTO9hBfifKqnPe1Xc7ibGm9AEtpt6SbAZyR9HWUSVYUlwFY7v75LZLHSX6B5J7G65rFAySPkdwH4EVJJwKGq3GhnyLsCuInUW5LnST5rrYrmg3JlwC4GmUK9EUAn5L097armo2kxyR9VtI7AHwAwHMADo/UAMKS9Nfz/1Rv/FvSU5KOoxT20/IEyxYhbPcnQxFW0pVd3+QWlFsJDwFYlvR046XNanXCdURhC+LduzjvQ7nd/BcAOwC8ieR7Jf226eJm0E0Q3wpgD8otzjcC+DXK+UvWRuohjwOWLULY7k+GIiwAdCfp/6qbPNwI4E6SL5MU6YDLK0geQZlejV6/ue2y5hK5IP5lADdI0toH3XtH78TZ35MI/oTyZPMxAIck/abxemZGco+kn5DcAmA/gCtR/q5dDnTb+XXdIcJLI9cAQj5t/n85YFk1Sbo/KYqwI16Ncov2YgA6z8/2zb6R67snXEcRuSC+dTRcAYCkJ7vwHsmOgE9ujjuE8oDHV1COL3kQwHUoL0D/aMN1zeIIgNducB19Sn0OByyr6QGSz6E80fJg0MMhwxdhSW5FeefdB1E6DvcAuF7S800XNiNJj7ZeQ0WRC+L/mfB5qNs7CcLVqF0jp6CvkHyk6WpmIOlQ6zVslqXV1XSh0Roa6f5cByBq9wcAQHI7gOtRHoN+vaQQj9WT/DPKf/uvSQp1azOjbtKzG8CrUF5o+/NIZxaRFM4+wblmCcDHJO1ssKTBIvk0SmXhFgAHJD1D8hIARyW9ve3qbJwnWFZV9O5PkiLs5ZLOtF6EpSmIj97GGXXfZi/kQiTpL30SwFUor5W5geS9AB5DOXjUesYByxYlavcnfBHW4apXwhfEE93SCd9fknQUwNGxj3e0WMu8kgTdqThgWTVJuj8ZirDWH1kK4pmE7S9NQvKgpM+3XseUwgfdaTlgWU1/QOn+fDpq9ydDuBrSDjGAFAXxJC4leSOAF0i+YaS/tLX1wio43noBc0gXdMc5YFlN7v70w2B2iAGsO+enswTgkhaLmUeiwJ6iv0TyIgBvAbANwPMAnpQUKZxkDrrrOGBZNRnCVaIvE2AAO8QAMhTEUwT2JP2lvQC+BOD3AM4AeDmAnSQ/I+m7TRc3vRRBdxoOWGbrZfgyGcwOse8SFcSBpIE9WH/pdpRXLp1e+4DkNpSHckIErAxBd1ruAVg1ay9EJrmF5EdILpPc372PMJpdkvZLWpH0CcR6Pcv4DnEbyg7x9qarsqjWBXYASBbYI/WXLgLwj7HP/okEp6CTPNh6DbV5gmU1efrTA0PaIdqmSHNLJ0F/6TDKOYM/BfACgFegHGL71aarqiNS0J2KT3K3akj+SNK1JH88cisBJB+RdE3LtU2rC1dXAbgawA8A3Ity0OiHJB1rubYLFexWSArJOn2hTeovAYjUXwLJ1wDYhRKuTgP4paRn265qNhOCbvgnuMd5gmU1efrTb+l2iAFkmOpuKGBgD99fAoAuTH2v9TrmlaSoPxUHLKspza2EcdG+TBLcCskmY0E8WmAP31/a4MiP/5F0eDPXcgFSBN1pOGBZNZ7+9MOQdogBhJ/qAmkCe4b+0k4A7wHwDZTz1NaECYlIEHSn5Q6WLVyS6U+YfgDJn6G8ouicHaKkt7Vb2fBk6PRl6S4BafpL3wfwOUknWq9lHiRvBXAAwDlBV9I9LddWmydYthk8/dlcg9kh9l2SqW6aWzrR+0udm1H6fCFJWib5ENYH3TuiBd1pOGBZVQluJWT4MslwKyS1YFPdFIE9SX8Jkk4BODX6GcmXSvpXoyXNLEnQPS8HLKvG059+GNIOMbAwU13kCezh+0sk75d0U3d9m6S7uj9aQXlatfeyBN1pOGBZTZ7+9MRQdogRRJ/qZgnskj5OcieAlaj9JQDbR673AlgLWEsb/GxfhQ+603LAspo8/emBIe0Q+y7JVDdTYA/dXxoTMpwkCbpTccCymjz96YfB7BADCD/VzRTYE/SXVidcR5Mp6E7kgGXVePrTD0PaIQYQfqqLJIE9Q38JwBUkj6D8fxi9jvQy+gxBdyoOWFaVpz+9MYgdYgDhp7qJAnuG/tK+keu7J1z3WpKgOxUHLKvG05/+GMoOse8yTHU72QJ7yM2TpEdbr6GCDEF3Kg5YVpOnPz0wpB1iBAmmulkCe5b+UiaRvyfOywHLqvH0pzcGs0PsuwxT3USBPTCtUfUAAAD2SURBVEV/KYHBBF0HLKvN059+Sb1DDCDDVDdLYA/fX0piMEHXAcuq8vSnFwazQ+y7LFPdEVFDYpb+UgaDCboOWFaNpz+9MZgdYhChp7pwYLeKhhR0HbCsJk9/+mEwO8QIEkx1HdjN5uCAZYvi6U8jQ9oh9l2Sqa4Du9kcHLCsJk9/zNYLP9V1YDebjwOW1eTpj9lkUae6ZjYHByyrydMfs/UyTHXNbA5Lq6v+nTczWwSSzwL4Icr06tqR62skXdxybWa2WJ5gmZktjqe6ZgPlCZaZmZlZZVtaL8DMzMwsGwcsMzMzs8ocsMzMzMwqc8AyMzMzq+y/qFBRnd+BymgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(smecto[[col for col in smecto.columns if col.startswith('E10.5')]], \n",
" z_score=0, cmap='RdBu_r', center=0)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(smecto[[col for col in smecto.columns if col.startswith('E11.5')]], \n",
" z_score=0, cmap='RdBu_r', center=0)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fgfs = ['Fgf' + str(i) for i in range(30) if ensembl('Fgf' + str(i)) != None]\n",
"fgfseq = ectoseq.loc[ensembl(fgfs)]\n",
"fgfseq = fgfseq[[col for col in fgfseq.columns if fgfseq.dtypes[col] != object]]\n",
"fgfseq.index = fgfs\n",
"\n",
"sns.clustermap(fgfseq, cmap='RdBu_r', center=0)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"ephs = (['Epha' + str(i) for i in range(10) if ensembl('Fgf' + str(i)) != None] +\n",
" ['Ephb' + str(i) for i in range(10) if ensembl('Fgf' + str(i)) != None] +\n",
" ['Efna' + str(i) for i in range(10) if ensembl('Fgf' + str(i)) != None] +\n",
" ['Efnb' + str(i) for i in range(10) if ensembl('Fgf' + str(i)) != None])"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"ephseq = ectoseq.loc[ensembl(ephs)]\n",
"ephseq = ephseq[[col for col in ephseq.columns if ephseq.dtypes[col] != object]]\n",
"ephseq.index = ephs\n",
"ephseq.dropna(inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(ephseq, cmap='RdBu_r', center=0)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 110,
"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>E11.5 Ant. AER</th>\n",
" <th>E11.5 Whole Mes</th>\n",
" <th>E11.5 Post. AER</th>\n",
" <th>E11.5 Ant.</th>\n",
" <th>E11.5 Post.</th>\n",
" <th>E11.5 Dorso-distal</th>\n",
" <th>E11.5 Ventro-dist</th>\n",
" <th>E11.5 Dorso-prox</th>\n",
" <th>E11.5 Ventro-prox</th>\n",
" <th>E11.5 Whole Ect</th>\n",
" <th>...</th>\n",
" <th>E10.5 Whole Mes</th>\n",
" <th>E10.5 Post. AER</th>\n",
" <th>E10.5 Ant.</th>\n",
" <th>E10.5 Dorso-distal</th>\n",
" <th>E10.5 Ventro-dist</th>\n",
" <th>E10.5 Dorso-prox</th>\n",
" <th>E10.5 Ventro-prox</th>\n",
" <th>E10.5 Whole Ect</th>\n",
" <th>Gene Name</th>\n",
" <th>Gene type</th>\n",
" </tr>\n",
" <tr>\n",
" <th>ids</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ENSMUSG00000102693</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>4933401J01Rik</td>\n",
" <td>TEC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSMUSG00000064842</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>Gm26206</td>\n",
" <td>snRNA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSMUSG00000051951</th>\n",
" <td>-2.161278</td>\n",
" <td>-2.161907</td>\n",
" <td>-2.162185</td>\n",
" <td>-2.161908</td>\n",
" <td>-2.162234</td>\n",
" <td>-2.161629</td>\n",
" <td>-2.162178</td>\n",
" <td>-2.162026</td>\n",
" <td>-2.162066</td>\n",
" <td>-2.147786</td>\n",
" <td>...</td>\n",
" <td>-2.156006</td>\n",
" <td>-2.145323</td>\n",
" <td>-2.160504</td>\n",
" <td>-2.158564</td>\n",
" <td>-2.154474</td>\n",
" <td>-2.156569</td>\n",
" <td>-2.161205</td>\n",
" <td>-2.157045</td>\n",
" <td>Xkr4</td>\n",
" <td>protein_coding</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSMUSG00000102851</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>Gm18956</td>\n",
" <td>processed_pseudogene</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSMUSG00000103377</th>\n",
" <td>-1.076046</td>\n",
" <td>-1.076460</td>\n",
" <td>-1.076635</td>\n",
" <td>-1.076461</td>\n",
" <td>-1.076665</td>\n",
" <td>-1.076280</td>\n",
" <td>-1.076631</td>\n",
" <td>-0.984476</td>\n",
" <td>-1.076561</td>\n",
" <td>-1.076401</td>\n",
" <td>...</td>\n",
" <td>-1.057273</td>\n",
" <td>-1.071141</td>\n",
" <td>-0.739704</td>\n",
" <td>-1.067878</td>\n",
" <td>-1.050917</td>\n",
" <td>-1.059605</td>\n",
" <td>-1.075997</td>\n",
" <td>-1.061579</td>\n",
" <td>Gm37180</td>\n",
" <td>TEC</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" E11.5 Ant. AER E11.5 Whole Mes E11.5 Post. AER \\\n",
"ids \n",
"ENSMUSG00000102693 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000064842 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000051951 -2.161278 -2.161907 -2.162185 \n",
"ENSMUSG00000102851 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000103377 -1.076046 -1.076460 -1.076635 \n",
"\n",
" E11.5 Ant. E11.5 Post. E11.5 Dorso-distal \\\n",
"ids \n",
"ENSMUSG00000102693 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000064842 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000051951 -2.161908 -2.162234 -2.161629 \n",
"ENSMUSG00000102851 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000103377 -1.076461 -1.076665 -1.076280 \n",
"\n",
" E11.5 Ventro-dist E11.5 Dorso-prox E11.5 Ventro-prox \\\n",
"ids \n",
"ENSMUSG00000102693 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000064842 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000051951 -2.162178 -2.162026 -2.162066 \n",
"ENSMUSG00000102851 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000103377 -1.076631 -0.984476 -1.076561 \n",
"\n",
" E11.5 Whole Ect ... E10.5 Whole Mes \\\n",
"ids ... \n",
"ENSMUSG00000102693 0.000000 ... 0.000000 \n",
"ENSMUSG00000064842 0.000000 ... 0.000000 \n",
"ENSMUSG00000051951 -2.147786 ... -2.156006 \n",
"ENSMUSG00000102851 0.000000 ... 0.000000 \n",
"ENSMUSG00000103377 -1.076401 ... -1.057273 \n",
"\n",
" E10.5 Post. AER E10.5 Ant. E10.5 Dorso-distal \\\n",
"ids \n",
"ENSMUSG00000102693 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000064842 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000051951 -2.145323 -2.160504 -2.158564 \n",
"ENSMUSG00000102851 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000103377 -1.071141 -0.739704 -1.067878 \n",
"\n",
" E10.5 Ventro-dist E10.5 Dorso-prox E10.5 Ventro-prox \\\n",
"ids \n",
"ENSMUSG00000102693 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000064842 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000051951 -2.154474 -2.156569 -2.161205 \n",
"ENSMUSG00000102851 0.000000 0.000000 0.000000 \n",
"ENSMUSG00000103377 -1.050917 -1.059605 -1.075997 \n",
"\n",
" E10.5 Whole Ect Gene Name Gene type \n",
"ids \n",
"ENSMUSG00000102693 0.000000 4933401J01Rik TEC \n",
"ENSMUSG00000064842 0.000000 Gm26206 snRNA \n",
"ENSMUSG00000051951 -2.157045 Xkr4 protein_coding \n",
"ENSMUSG00000102851 0.000000 Gm18956 processed_pseudogene \n",
"ENSMUSG00000103377 -1.061579 Gm37180 TEC \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ectoseq.head()"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['E11.5 Ant. AER', 'E11.5 Whole Mes', 'E11.5 Post. AER', 'E11.5 Ant.',\n",
" 'E11.5 Post.', 'E11.5 Dorso-distal', 'E11.5 Ventro-dist',\n",
" 'E11.5 Dorso-prox', 'E11.5 Ventro-prox', 'E11.5 Whole Ect',\n",
" 'E10.5 Ant. AER', 'E10.5 Whole Mes', 'E10.5 Post. AER', 'E10.5 Ant.',\n",
" 'E10.5 Dorso-distal', 'E10.5 Ventro-dist', 'E10.5 Dorso-prox',\n",
" 'E10.5 Ventro-prox', 'E10.5 Whole Ect', 'Gene Name', 'Gene type'],\n",
" dtype='object')"
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ectoseq.columns"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Lmx1b\n",
"C130021I20Rik\n",
"Gm14537\n",
"Gm29486\n",
"Osr1\n",
"Pelp1\n",
"Gm44041\n",
"Dcx\n",
"Pcdh10\n",
"Gm17229\n",
"Slc39a8\n",
"9430024E24Rik\n",
"Wnt7a\n",
"Tbx3\n",
"Col6a3\n",
"Isl1\n",
"Stra6\n",
"Gm43719\n",
"Gm43188\n",
"Gm18991\n"
]
}
],
"source": [
"for id in abs(ectoseq['E10.5 Dorso-distal'] - ectoseq['E10.5 Ventro-dist']).nlargest(20).index:\n",
" print(gene(id))"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Irx3\n",
"Pkdcc\n",
"Alx4\n",
"Msx2\n",
"Dkk1\n",
"Osr2\n",
"Krt14\n",
"Pax1\n",
"Lum\n",
"Nrp2\n",
"Meis2\n",
"Irx5\n",
"Hoxb9\n",
"Bhlha9\n",
"Meis1\n",
"Cdkn1a\n",
"Hoxb3\n",
"Lmx1b\n",
"C130021I20Rik\n",
"Osr1\n"
]
}
],
"source": [
"for id in abs(ectoseq['E11.5 Dorso-distal'] - ectoseq['E11.5 Ventro-dist']).nlargest(20).index:\n",
" print(gene(id))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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