mirror of
https://github.com/NanjingForestryUniversity/tobacoo-industry.git
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225 lines
264 KiB
Plaintext
Executable File
225 lines
264 KiB
Plaintext
Executable File
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"outputs": [],
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"source": [
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"import pickle\n",
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"\n",
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"import numpy as np\n",
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"\n",
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"from models import SpecDetector, evaluation_and_report\n",
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"from utils import visualization_evaluation"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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}
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"outputs": [],
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"source": [
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"blk_sz, sensitivity = 8, 8\n",
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"selected_bands = [127, 201, 202, 294]\n",
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"tree_num = 185"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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}
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"outputs": [],
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"source": [
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"dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_7.p'\n",
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"model_file = f'./models/rf_{blk_sz}x{blk_sz}_c{len(selected_bands)}_{tree_num}_7.model'"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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}
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"outputs": [],
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"source": [
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"with open(dataset_file, 'rb') as f:\n",
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" x_list, y_list = pickle.load(f)\n",
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"x, y = np.asarray(x_list), np.asarray(y_list, dtype=int)"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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}
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"outputs": [
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{
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"data": {
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"text/plain": "<Figure size 432x288 with 2 Axes>",
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 2 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 2 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 2 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 2 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 2 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 2 Axes>",
|
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"image/png": 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\n"
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\FEIJINTI\\PycharmProjects\\tobacco-sorting-industry\\models.py:125: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
|
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" blocks = np.array(blocks)\n"
|
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]
|
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},
|
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{
|
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"ename": "ValueError",
|
|
"evalue": "could not broadcast input array from shape (8,8,8,4) into shape (8,)",
|
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"output_type": "error",
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"traceback": [
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"\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
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"\u001B[1;31mValueError\u001B[0m Traceback (most recent call last)",
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"Input \u001B[1;32mIn [5]\u001B[0m, in \u001B[0;36m<cell line: 5>\u001B[1;34m()\u001B[0m\n\u001B[0;32m 2\u001B[0m \u001B[38;5;66;03m# 画图验证效果\u001B[39;00m\n\u001B[0;32m 3\u001B[0m visualization_evaluation(detector\u001B[38;5;241m=\u001B[39mmodel, data_path\u001B[38;5;241m=\u001B[39m\u001B[38;5;124mr\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mF:\u001B[39m\u001B[38;5;124m\\\u001B[39m\u001B[38;5;124mzhouchao\u001B[39m\u001B[38;5;124m\\\u001B[39m\u001B[38;5;124m618\u001B[39m\u001B[38;5;124m\\\u001B[39m\u001B[38;5;124mtobacco\u001B[39m\u001B[38;5;124m'\u001B[39m, selected_bands\u001B[38;5;241m=\u001B[39mselected_bands)\n\u001B[1;32m----> 5\u001B[0m \u001B[43mevaluation_and_report\u001B[49m\u001B[43m(\u001B[49m\u001B[43mmodel\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mx\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43my\u001B[49m\u001B[43m)\u001B[49m\n",
|
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"File \u001B[1;32m~\\PycharmProjects\\tobacco-sorting-industry\\models.py:52\u001B[0m, in \u001B[0;36mevaluation_and_report\u001B[1;34m(model, test_x, test_y)\u001B[0m\n\u001B[0;32m 50\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mevaluation_and_report\u001B[39m(model, test_x, test_y):\n\u001B[0;32m 51\u001B[0m t1 \u001B[38;5;241m=\u001B[39m time\u001B[38;5;241m.\u001B[39mtime()\n\u001B[1;32m---> 52\u001B[0m y_pred \u001B[38;5;241m=\u001B[39m \u001B[43mmodel\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mpredict\u001B[49m\u001B[43m(\u001B[49m\u001B[43mtest_x\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 53\u001B[0m y_pred_binary \u001B[38;5;241m=\u001B[39m np\u001B[38;5;241m.\u001B[39mones_like(y_pred)\n\u001B[0;32m 54\u001B[0m y_pred_binary[(y_pred \u001B[38;5;241m==\u001B[39m \u001B[38;5;241m0\u001B[39m) \u001B[38;5;241m|\u001B[39m (y_pred \u001B[38;5;241m==\u001B[39m \u001B[38;5;241m1\u001B[39m)] \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m0\u001B[39m\n",
|
|
"File \u001B[1;32m~\\PycharmProjects\\tobacco-sorting-industry\\models.py:125\u001B[0m, in \u001B[0;36mSpecDetector.predict\u001B[1;34m(self, data)\u001B[0m\n\u001B[0;32m 123\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mpredict\u001B[39m(\u001B[38;5;28mself\u001B[39m, data):\n\u001B[0;32m 124\u001B[0m blocks \u001B[38;5;241m=\u001B[39m split_x(data, blk_sz\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mblk_sz)\n\u001B[1;32m--> 125\u001B[0m blocks \u001B[38;5;241m=\u001B[39m \u001B[43mnp\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43marray\u001B[49m\u001B[43m(\u001B[49m\u001B[43mblocks\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 126\u001B[0m features \u001B[38;5;241m=\u001B[39m feature(np\u001B[38;5;241m.\u001B[39marray(blocks))\n\u001B[0;32m 127\u001B[0m y_pred \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mclf\u001B[38;5;241m.\u001B[39mpredict(features)\n",
|
|
"\u001B[1;31mValueError\u001B[0m: could not broadcast input array from shape (8,8,8,4) into shape (8,)"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"model = SpecDetector(model_path=model_file, blk_sz=blk_sz, channel_num=len(selected_bands))\n",
|
|
"# 画图验证效果\n",
|
|
"visualization_evaluation(detector=model, data_path=r'F:\\zhouchao\\618\\tobacco', selected_bands=selected_bands)\n",
|
|
"\n",
|
|
"evaluation_and_report(model, x, y)"
|
|
],
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|
"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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}
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"outputs": [],
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"source": [],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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}
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"outputs": [],
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"source": [],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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}
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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},
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython2",
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"version": "2.7.6"
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}
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},
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} |