{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"See http://connectivity.brain-map.org/projection/experiment/168095756"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import json\n",
"from allensdk.api.api import Api\n",
"from allensdk.api.queries.rma_api import RmaApi\n",
"from allensdk.api.queries.mouse_connectivity_api import MouseConnectivityApi\n",
"import pandas as pd\n",
"import itertools as it\n",
"\n",
"rma = RmaApi()\n",
"mca = MouseConnectivityApi()\n",
"\n",
"def read_data(parsed_json):\n",
" return parsed_json['msg']\n",
"\n",
"def pretty(result):\n",
" print(json.dumps(result, indent=2))\n",
" \n",
"def tabular_dataframe(parsed_tabular_json):\n",
" df = pd.DataFrame.from_records(parsed_tabular_json,\n",
" columns=parsed_tabular_json[0].keys())\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"section_data_set_id = 168095756"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Manual Injection Summary\n",
"Experiment: 168095756\n",
"Primary Structure: Agranular insular area, posterior part\n",
"Coords. (AP, ML, DV, L):\n",
"\tBregma(-0.340000, 3.750000, 3.250000, 0.000000)\n",
"\tBregma(-0.340000, 4.000000, 3.000000, 0.000000)\n",
"Transgenic Line: Syt6-Cre_KI148\n",
"Sparse, scattered expression in brain areas including the medulla, pons, and midbrain. Enriched in specific areas within thalamus, layer 6a cortex, and olfactory areas.\n"
]
}
],
"source": [
"# rma version from detail page\n",
"results = mca.get_manual_injection_summary(section_data_set_id)\n",
"\n",
"print('Manual Injection Summary')\n",
"print('Experiment: %d' % (results[0]['id']))\n",
"injections = results[0]['specimen']['injections']\n",
"print('Primary Structure: %s' % (injections[0]['structure']['name']))\n",
"\n",
"print('Coords. (AP, ML, DV, L):')\n",
"for injection in injections:\n",
" print ('\\t%s(%f, %f, %f, %f)' % (injection['registration_point'],\n",
" injection['coordinates_ap'],\n",
" injection['coordinates_ml'],\n",
" injection['coordinates_dv'],\n",
" injection['angle']))\n",
"print('Transgenic Line: %s' % (results[0]['specimen']['donor']['transgenic_mouse']['transgenic_lines'][0]['name']))\n",
"print(results[0]['specimen']['donor']['transgenic_mouse']['transgenic_lines'][0]['description'])\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
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2199 rows × 19 columns
\n",
"
"
],
"text/plain": [
" projection_energy sum_pixels sum_projection_pixels \\\n",
"0 2.306380e-04 9.702630e+08 472.7330 \n",
"1 1.717320e-02 2.039400e+08 26210.1000 \n",
"2 4.622120e-03 1.954190e+10 482089.0000 \n",
"3 0.000000e+00 1.293840e+08 0.0000 \n",
"4 0.000000e+00 1.617120e+07 0.0000 \n",
"5 1.674610e-03 9.754200e+06 68.9027 \n",
"6 0.000000e+00 1.080530e+08 0.0000 \n",
"7 1.474660e-02 9.252310e+09 893985.0000 \n",
"8 1.710270e-01 3.410420e+08 95246.1000 \n",
"9 1.180080e-03 3.304350e+07 408.9390 \n",
"10 0.000000e+00 6.631020e+07 0.0000 \n",
"11 1.376270e-04 4.258370e+08 765.5390 \n",
"12 0.000000e+00 1.123110e+09 0.0000 \n",
"13 0.000000e+00 7.747470e+07 0.0000 \n",
"14 1.500910e-03 3.474640e+09 12704.7000 \n",
"15 1.315880e-03 2.448930e+08 5933.7600 \n",
"16 6.636330e-07 1.585780e+09 7.3174 \n",
"17 2.703910e-03 5.656090e+08 5272.1700 \n",
"18 3.300640e-03 2.239590e+08 3209.2800 \n",
"19 1.446990e-02 2.316780e+07 2419.8600 \n",
"20 0.000000e+00 1.092520e+08 0.0000 \n",
"21 2.302750e-01 3.747360e+08 313955.0000 \n",
"22 1.553710e-01 1.284190e+08 206661.0000 \n",
"23 4.105660e-03 3.608120e+08 7978.1800 \n",
"24 0.000000e+00 7.922700e+06 0.0000 \n",
"25 0.000000e+00 1.299960e+07 0.0000 \n",
"26 6.190850e-04 7.069100e+08 2903.8900 \n",
"27 0.000000e+00 5.067000e+05 0.0000 \n",
"28 2.385520e-02 3.417520e+09 364667.0000 \n",
"29 1.129990e-03 2.515060e+09 17607.8000 \n",
"... ... ... ... \n",
"2169 2.869420e-01 2.775890e+08 86146.6000 \n",
"2170 0.000000e+00 2.338200e+08 0.0000 \n",
"2171 5.831780e-04 6.943490e+08 5051.7200 \n",
"2172 1.104760e+00 1.439070e+09 2268140.0000 \n",
"2173 0.000000e+00 4.876480e+08 0.0000 \n",
"2174 2.892590e-04 2.412760e+08 476.1760 \n",
"2175 0.000000e+00 3.874500e+07 0.0000 \n",
"2176 0.000000e+00 1.082980e+09 0.0000 \n",
"2177 0.000000e+00 4.401900e+06 0.0000 \n",
"2178 1.583330e-02 1.765520e+08 15585.8000 \n",
"2179 1.154110e+00 4.682520e+08 727549.0000 \n",
"2180 1.325710e-04 3.845160e+07 80.0228 \n",
"2181 0.000000e+00 9.920160e+07 0.0000 \n",
"2182 0.000000e+00 4.647600e+07 0.0000 \n",
"2183 1.916020e-01 1.099130e+11 23671300.0000 \n",
"2184 9.070440e-04 1.281640e+09 6085.1200 \n",
"2185 2.247380e-03 2.800810e+08 10952.8000 \n",
"2186 0.000000e+00 1.836900e+06 0.0000 \n",
"2187 1.765510e-01 7.494710e+08 489374.0000 \n",
"2188 0.000000e+00 3.268260e+07 0.0000 \n",
"2189 2.852410e-01 1.494670e+08 181952.0000 \n",
"2190 3.876340e-02 4.267160e+09 273796.0000 \n",
"2191 1.002250e-01 3.999060e+07 21137.5000 \n",
"2192 0.000000e+00 5.333210e+08 0.0000 \n",
"2193 0.000000e+00 9.112500e+06 0.0000 \n",
"2194 4.436300e-03 6.598530e+07 1100.4800 \n",
"2195 0.000000e+00 3.306320e+08 0.0000 \n",
"2196 0.000000e+00 1.033130e+08 0.0000 \n",
"2197 0.000000e+00 2.044590e+08 0.0000 \n",
"2198 1.658070e-01 1.327680e+07 10887.5000 \n",
"\n",
" projection_intensity is_injection max_voxel_density hemisphere_id \\\n",
"0 473.3740 False 0.044554 3 \n",
"1 133.6240 False 0.212651 2 \n",
"2 187.3620 False 0.436230 1 \n",
"3 0.0000 False 0.000000 1 \n",
"4 0.0000 False 0.000000 3 \n",
"5 237.0660 False 0.024353 3 \n",
"6 0.0000 False 0.000000 1 \n",
"7 152.6200 False 0.410572 3 \n",
"8 612.3870 False 0.354223 3 \n",
"9 95.3537 False 0.021354 1 \n",
"10 0.0000 False 0.000000 2 \n",
"11 76.5563 False 0.031846 2 \n",
"12 0.0000 False 0.000000 3 \n",
"13 0.0000 False 0.000000 1 \n",
"14 410.4870 False 0.118254 3 \n",
"15 54.3077 False 0.045441 2 \n",
"16 143.8180 False 0.004545 3 \n",
"17 290.0810 False 0.068384 1 \n",
"18 230.3340 False 0.044294 2 \n",
"19 138.5350 False 0.129681 3 \n",
"20 0.0000 False 0.000000 1 \n",
"21 274.8550 False 0.375780 2 \n",
"22 96.5478 False 0.451492 1 \n",
"23 185.6780 False 0.105637 1 \n",
"24 0.0000 False 0.000000 2 \n",
"25 0.0000 False 0.000000 3 \n",
"26 150.7070 False 0.088194 2 \n",
"27 0.0000 False 0.000000 1 \n",
"28 223.5610 False 0.481188 3 \n",
"29 161.4060 False 0.112369 2 \n",
"... ... ... ... ... \n",
"2169 924.6080 False 0.384302 2 \n",
"2170 0.0000 False 0.000000 3 \n",
"2171 80.1568 False 0.126657 2 \n",
"2172 700.9370 False 0.467217 3 \n",
"2173 0.0000 False 0.000000 1 \n",
"2174 146.5670 False 0.022123 2 \n",
"2175 0.0000 False 0.000000 2 \n",
"2176 0.0000 False 0.000000 2 \n",
"2177 0.0000 False 0.000000 2 \n",
"2178 179.3560 False 0.267278 2 \n",
"2179 742.7860 False 0.605537 3 \n",
"2180 63.7014 False 0.012991 3 \n",
"2181 0.0000 False 0.000000 2 \n",
"2182 0.0000 False 0.000000 2 \n",
"2183 889.6650 False 0.945823 3 \n",
"2184 191.0410 False 0.165236 1 \n",
"2185 57.4692 False 0.050729 1 \n",
"2186 0.0000 False 0.000000 2 \n",
"2187 270.3860 False 0.375780 3 \n",
"2188 0.0000 False 0.000000 3 \n",
"2189 234.3150 False 0.436456 2 \n",
"2190 604.1350 False 0.400506 2 \n",
"2191 189.6170 False 0.186188 3 \n",
"2192 0.0000 False 0.000000 1 \n",
"2193 0.0000 False 0.000000 2 \n",
"2194 266.0010 False 0.052134 1 \n",
"2195 0.0000 False 0.000000 1 \n",
"2196 0.0000 False 0.000000 2 \n",
"2197 0.0000 False 0.000000 2 \n",
"2198 202.1940 False 0.186188 1 \n",
"\n",
" sum_projection_pixel_intensity structure_id volume \\\n",
"0 2.237790e+05 533 1.188570 \n",
"1 3.502310e+06 527 0.249827 \n",
"2 9.032500e+07 477 23.938800 \n",
"3 0.000000e+00 810 0.158495 \n",
"4 0.000000e+00 1077 0.019810 \n",
"5 1.633450e+04 197 0.011949 \n",
"6 0.000000e+00 620 0.132365 \n",
"7 1.364400e+08 803 11.334100 \n",
"8 5.832750e+07 312782636 0.417777 \n",
"9 3.899390e+04 530 0.040478 \n",
"10 0.000000e+00 105 0.081230 \n",
"11 5.860680e+04 443 0.521650 \n",
"12 0.000000e+00 1021 1.375810 \n",
"13 0.000000e+00 1026 0.094907 \n",
"14 5.215120e+06 637 4.256430 \n",
"15 3.222490e+05 697 0.299994 \n",
"16 1.052370e+03 201 1.942580 \n",
"17 1.529350e+06 968 0.692871 \n",
"18 7.392070e+05 651 0.274349 \n",
"19 3.352360e+05 19 0.028381 \n",
"20 0.000000e+00 634 0.133834 \n",
"21 8.629210e+07 153 0.459051 \n",
"22 1.995260e+07 841 0.157314 \n",
"23 1.481370e+06 749 0.441994 \n",
"24 0.000000e+00 318 0.009705 \n",
"25 0.000000e+00 312782570 0.015925 \n",
"26 4.376380e+05 403 0.865965 \n",
"27 0.000000e+00 680 0.000621 \n",
"28 8.152540e+07 754 4.186460 \n",
"29 2.842000e+06 4 3.080950 \n",
"... ... ... ... \n",
"2169 7.965180e+07 694 0.340046 \n",
"2170 0.000000e+00 816 0.286430 \n",
"2171 4.049290e+05 589 0.850578 \n",
"2172 1.589820e+09 119 1.762860 \n",
"2173 0.000000e+00 319 0.597369 \n",
"2174 6.979150e+04 250 0.295564 \n",
"2175 0.000000e+00 312782550 0.047463 \n",
"2176 0.000000e+00 138 1.326650 \n",
"2177 0.000000e+00 372 0.005392 \n",
"2178 2.795400e+06 619 0.216276 \n",
"2179 5.404130e+08 163 0.573609 \n",
"2180 5.097560e+03 238 0.047103 \n",
"2181 0.000000e+00 906 0.121522 \n",
"2182 0.000000e+00 910 0.056933 \n",
"2183 2.105950e+10 315 134.643000 \n",
"2184 1.162510e+06 541 1.570010 \n",
"2185 6.294490e+05 1000 0.343099 \n",
"2186 0.000000e+00 456 0.002250 \n",
"2187 1.323200e+08 153 0.918102 \n",
"2188 0.000000e+00 312782640 0.040036 \n",
"2189 4.263410e+07 558 0.183097 \n",
"2190 1.654100e+08 993 5.227270 \n",
"2191 4.008040e+06 557 0.048988 \n",
"2192 0.000000e+00 1020 0.653318 \n",
"2193 0.000000e+00 653 0.011163 \n",
"2194 2.927300e+05 312782632 0.080832 \n",
"2195 0.000000e+00 945 0.405024 \n",
"2196 0.000000e+00 234 0.126558 \n",
"2197 0.000000e+00 182305697 0.250463 \n",
"2198 2.201390e+06 1 0.016264 \n",
"\n",
" section_data_set_id projection_density sum_pixel_intensity \\\n",
"0 168095756 4.872220e-07 2.051620e+11 \n",
"1 168095756 1.285190e-04 3.540600e+10 \n",
"2 168095756 2.466950e-05 4.590190e+12 \n",
"3 168095756 0.000000e+00 2.939290e+10 \n",
"4 168095756 0.000000e+00 4.534980e+09 \n",
"5 168095756 7.063900e-06 1.124940e+09 \n",
"6 168095756 0.000000e+00 2.723140e+10 \n",
"7 168095756 9.662300e-05 1.752440e+12 \n",
"8 168095756 2.792790e-04 6.564230e+10 \n",
"9 168095756 1.237580e-05 3.254440e+09 \n",
"10 168095756 0.000000e+00 6.866070e+09 \n",
"11 168095756 1.797730e-06 1.335750e+10 \n",
"12 168095756 0.000000e+00 2.331880e+11 \n",
"13 168095756 0.000000e+00 9.654830e+09 \n",
"14 168095756 3.656420e-06 7.254650e+11 \n",
"15 168095756 2.423000e-05 9.208320e+09 \n",
"16 168095756 4.614390e-09 4.118330e+11 \n",
"17 168095756 9.321230e-06 2.237660e+11 \n",
"18 168095756 1.432980e-05 5.177170e+10 \n",
"19 168095756 1.044490e-04 4.287460e+09 \n",
"20 168095756 0.000000e+00 1.682360e+10 \n",
"21 168095756 8.378050e-04 2.696670e+10 \n",
"22 168095756 1.609270e-03 2.570010e+09 \n",
"23 168095756 2.211180e-05 5.173540e+10 \n",
"24 168095756 0.000000e+00 1.819940e+09 \n",
"25 168095756 0.000000e+00 2.191420e+09 \n",
"26 168095756 4.107860e-06 1.452120e+11 \n",
"27 168095756 0.000000e+00 5.614310e+07 \n",
"28 168095756 1.067050e-04 6.736840e+11 \n",
"29 168095756 7.000960e-06 6.355190e+11 \n",
"... ... ... ... \n",
"2169 168095756 3.103390e-04 7.527670e+10 \n",
"2170 168095756 0.000000e+00 6.783150e+10 \n",
"2171 168095756 7.275470e-06 1.396510e+11 \n",
"2172 168095756 1.576110e-03 3.395030e+11 \n",
"2173 168095756 0.000000e+00 1.028350e+11 \n",
"2174 168095756 1.973570e-06 3.295150e+10 \n",
"2175 168095756 0.000000e+00 6.618170e+09 \n",
"2176 168095756 0.000000e+00 2.138610e+11 \n",
"2177 168095756 0.000000e+00 6.469710e+08 \n",
"2178 168095756 8.827860e-05 3.602800e+10 \n",
"2179 168095756 1.553760e-03 8.718470e+10 \n",
"2180 168095756 2.081130e-06 1.434590e+09 \n",
"2181 168095756 0.000000e+00 1.784200e+10 \n",
"2182 168095756 0.000000e+00 8.506240e+09 \n",
"2183 168095756 2.153640e-04 2.597050e+13 \n",
"2184 168095756 4.747910e-06 2.446410e+11 \n",
"2185 168095756 3.910580e-05 1.501010e+10 \n",
"2186 168095756 0.000000e+00 3.480810e+08 \n",
"2187 168095756 6.529580e-04 6.220530e+10 \n",
"2188 168095756 0.000000e+00 8.488150e+09 \n",
"2189 168095756 1.217340e-03 2.438990e+10 \n",
"2190 168095756 6.416350e-05 8.950760e+11 \n",
"2191 168095756 5.285620e-04 6.471600e+09 \n",
"2192 168095756 0.000000e+00 1.094550e+11 \n",
"2193 168095756 0.000000e+00 8.580830e+08 \n",
"2194 168095756 1.667770e-05 1.065170e+10 \n",
"2195 168095756 0.000000e+00 7.957860e+10 \n",
"2196 168095756 0.000000e+00 2.303430e+10 \n",
"2197 168095756 0.000000e+00 4.964210e+10 \n",
"2198 168095756 8.200410e-04 1.907110e+09 \n",
"\n",
" projection_volume max_voxel_y max_voxel_x max_voxel_z id \\\n",
"0 5.790980e-07 260 8280 4130 467146288 \n",
"1 3.210740e-05 2440 6750 10340 467144044 \n",
"2 5.905590e-04 6980 6020 4070 467143013 \n",
"3 0.000000e+00 0 0 0 467143207 \n",
"4 0.000000e+00 0 0 0 467147307 \n",
"5 8.440580e-08 5250 8170 5570 467145633 \n",
"6 0.000000e+00 0 0 0 467143091 \n",
"7 1.095130e-03 7060 5150 4770 467146732 \n",
"8 1.166760e-04 2400 10140 9640 467147588 \n",
"9 5.009510e-07 2060 7350 5680 467143039 \n",
"10 0.000000e+00 0 0 0 467143523 \n",
"11 9.377850e-07 2060 7320 5780 467143946 \n",
"12 0.000000e+00 0 0 0 467147201 \n",
"13 0.000000e+00 0 0 0 467143359 \n",
"14 1.556330e-05 4700 7000 7520 467146476 \n",
"15 7.268850e-06 6920 10900 5850 467144287 \n",
"16 8.963810e-09 1730 6040 9620 467145636 \n",
"17 6.458410e-06 4420 11750 4600 467143316 \n",
"18 3.931370e-06 4860 12390 6490 467144217 \n",
"19 2.964320e-06 2860 4870 5710 467145304 \n",
"20 0.000000e+00 0 0 0 467143102 \n",
"21 3.845950e-04 5200 11750 8050 467143557 \n",
"22 2.531590e-04 7070 10140 5630 467143225 \n",
"23 9.773270e-06 5680 8360 5140 467143170 \n",
"24 0.000000e+00 0 0 0 467143766 \n",
"25 0.000000e+00 0 0 0 467147539 \n",
"26 3.557270e-06 5610 7450 7950 467143900 \n",
"27 0.000000e+00 0 0 0 467143131 \n",
"28 4.467170e-04 7270 5420 8000 467146652 \n",
"29 2.156960e-05 2360 10710 7580 467143462 \n",
"... ... ... ... ... ... \n",
"2169 1.055300e-04 4580 3490 8000 467144280 \n",
"2170 0.000000e+00 0 0 0 467146754 \n",
"2171 6.188350e-06 4240 3960 5700 467144117 \n",
"2172 2.778470e-03 5190 4270 9490 467145467 \n",
"2173 0.000000e+00 0 0 0 467142910 \n",
"2174 5.833160e-07 3140 5670 6470 467143675 \n",
"2175 0.000000e+00 0 0 0 467145228 \n",
"2176 0.000000e+00 0 0 0 467143546 \n",
"2177 0.000000e+00 0 0 0 467143855 \n",
"2178 1.909260e-05 7120 5760 7510 467144167 \n",
"2179 8.912480e-04 5260 5740 9830 467145572 \n",
"2180 9.802790e-08 5350 10220 5760 467145710 \n",
"2181 0.000000e+00 0 0 0 467144704 \n",
"2182 0.000000e+00 0 0 0 467144717 \n",
"2183 2.899730e-02 4600 5720 9490 467145854 \n",
"2184 7.454270e-06 3070 9070 740 467143045 \n",
"2185 1.341720e-05 6830 12760 4060 467143339 \n",
"2186 0.000000e+00 0 0 0 467143967 \n",
"2187 5.994830e-04 5200 11750 8050 467145548 \n",
"2188 0.000000e+00 0 0 0 467147591 \n",
"2189 2.228910e-04 1840 5350 9440 467144076 \n",
"2190 3.354000e-04 1900 2360 6660 467144918 \n",
"2191 2.589350e-05 6210 7850 4450 467146315 \n",
"2192 0.000000e+00 0 0 0 467143354 \n",
"2193 0.000000e+00 0 0 0 467144219 \n",
"2194 1.348090e-06 2510 9470 1160 467143454 \n",
"2195 0.000000e+00 0 0 0 467143299 \n",
"2196 0.000000e+00 0 0 0 467143653 \n",
"2197 0.000000e+00 0 0 0 467145216 \n",
"2198 1.333720e-05 6210 7850 4450 467142721 \n",
"\n",
" normalized_projection_volume \n",
"0 0.000750 \n",
"1 0.041564 \n",
"2 0.764488 \n",
"3 0.000000 \n",
"4 0.000000 \n",
"5 0.000109 \n",
"6 0.000000 \n",
"7 1.417670 \n",
"8 0.151040 \n",
"9 0.000648 \n",
"10 0.000000 \n",
"11 0.001214 \n",
"12 0.000000 \n",
"13 0.000000 \n",
"14 0.020147 \n",
"15 0.009410 \n",
"16 0.000012 \n",
"17 0.008361 \n",
"18 0.005089 \n",
"19 0.003837 \n",
"20 0.000000 \n",
"21 0.497865 \n",
"22 0.327719 \n",
"23 0.012652 \n",
"24 0.000000 \n",
"25 0.000000 \n",
"26 0.004605 \n",
"27 0.000000 \n",
"28 0.578282 \n",
"29 0.027922 \n",
"... ... \n",
"2169 0.136610 \n",
"2170 0.000000 \n",
"2171 0.008011 \n",
"2172 3.596780 \n",
"2173 0.000000 \n",
"2174 0.000755 \n",
"2175 0.000000 \n",
"2176 0.000000 \n",
"2177 0.000000 \n",
"2178 0.024716 \n",
"2179 1.153730 \n",
"2180 0.000127 \n",
"2181 0.000000 \n",
"2182 0.000000 \n",
"2183 37.537500 \n",
"2184 0.009650 \n",
"2185 0.017369 \n",
"2186 0.000000 \n",
"2187 0.776040 \n",
"2188 0.000000 \n",
"2189 0.288536 \n",
"2190 0.434180 \n",
"2191 0.033520 \n",
"2192 0.000000 \n",
"2193 0.000000 \n",
"2194 0.001745 \n",
"2195 0.000000 \n",
"2196 0.000000 \n",
"2197 0.000000 \n",
"2198 0.017265 \n",
"\n",
"[2199 rows x 19 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"projection_results = mca.get_structure_unionizes([section_data_set_id], is_injection=False)\n",
"projection_df = tabular_dataframe(projection_results)\n",
"projection_df"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" st_level | \n",
" graph_id | \n",
" name | \n",
" weight | \n",
" acronym | \n",
" parent_structure_id | \n",
" graph_order | \n",
" sphinx_id | \n",
" hemisphere_id | \n",
" safe_name | \n",
" ... | \n",
" failed | \n",
" depth | \n",
" neuro_name_structure_id_path | \n",
" neuro_name_structure_id | \n",
" structure_name_facet | \n",
" failed_facet | \n",
" id | \n",
" ontology_id | \n",
" atlas_id | \n",
" structure_set_ancestor | \n",
"
\n",
" \n",
" \n",
" \n",
" 377 | \n",
" NaN | \n",
" 1 | \n",
" Piriform area | \n",
" 8690 | \n",
" PIR | \n",
" 698 | \n",
" 377 | \n",
" 378 | \n",
" 3 | \n",
" Piriform area | \n",
" ... | \n",
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" 6 | \n",
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1 rows × 22 columns
\n",
"
"
],
"text/plain": [
" st_level graph_id name weight acronym parent_structure_id \\\n",
"377 NaN 1 Piriform area 8690 PIR 698 \n",
"\n",
" graph_order sphinx_id hemisphere_id safe_name \\\n",
"377 377 378 3 Piriform area \n",
"\n",
" ... failed depth \\\n",
"377 ... False 6 \n",
"\n",
" neuro_name_structure_id_path neuro_name_structure_id \\\n",
"377 None None \n",
"\n",
" structure_name_facet failed_facet id ontology_id atlas_id \\\n",
"377 3867654445 734881840 961 1 261 \n",
"\n",
" structure_set_ancestor \n",
"377 [997, 8, 567, 688, 695, 698, 961] \n",
"\n",
"[1 rows x 22 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from allensdk.api.queries.ontologies_api import OntologiesApi\n",
"oa = OntologiesApi()\n",
"\n",
"atlases = tabular_dataframe(oa.get_atlases_table(brief=True))\n",
"mouse_p56_coronal_id = atlases[atlases.name == 'Mouse, P56, Coronal']['structure_graph'].iloc[0]['id'] # 1\n",
"\n",
"# calculate a list of only the ancestors that are in the limited structure set\n",
"structure_set_df = tabular_dataframe(oa.get_structures(mouse_p56_coronal_id))\n",
"\n",
"oa.unpack_structure_set_ancestors(structure_set_df)\n",
"\n",
"structure_set_df[structure_set_df.acronym == 'PIR']"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/timf/anaconda/lib/python2.7/site-packages/pandas/core/frame.py:1825: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" \"DataFrame index.\", UserWarning)\n"
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" hemisphere_id structure_id projection_volume id acronym \\\n",
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},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cutoff = 0.0050\n",
"data_field = 'projection_volume'\n",
"\n",
"# projection joined to structures\n",
"table = pd.concat((\n",
" pd.merge(projection_df[projection_df.hemisphere_id == h]\n",
" [projection_df.projection_volume > cutoff].loc[:,['hemisphere_id',\n",
" 'structure_id',\n",
" data_field]],\n",
" structure_set_df[['id','acronym','graph_order']],\n",
" how='inner',\n",
" left_on='structure_id', right_on='id')\n",
" for h in [1, 2])).sort('graph_order').\\\n",
" reset_index('structure_id', 'hemisphere_id')\n",
" \n",
"table[['acronym', 'hemisphere_id', 'projection_volume']]\n",
"\n",
"table"
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},
{
"cell_type": "code",
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{
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"display_table = table.loc[:,['acronym', 'hemisphere_id', 'projection_volume', 'graph_order']].pivot(index='graph_order',\n",
" columns='hemisphere_id').iloc[:,1:]\n",
"\n",
"display_table.columns = ['structure','L', 'R']\n",
"display_table"
]
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