diff options
Diffstat (limited to 'Experiment/MarkovModel/markov.ipynb')
| -rw-r--r-- | Experiment/MarkovModel/markov.ipynb | 70681 |
1 files changed, 27433 insertions, 43248 deletions
diff --git a/Experiment/MarkovModel/markov.ipynb b/Experiment/MarkovModel/markov.ipynb index 409ed16..b0957c5 100644 --- a/Experiment/MarkovModel/markov.ipynb +++ b/Experiment/MarkovModel/markov.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 185, + "execution_count": 117, "metadata": { "collapsed": true }, @@ -14,13 +14,15 @@ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "date = '2019-12-20_21'\n", + "date = 'noProxy/All'\n", "root_dir = '/Users/Leo/Documents/github/GradProj/'\n", - "N = 30" + "N = 15\n", + "Proportion = 0.8" ] }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 118, "metadata": {}, "outputs": [ { @@ -32,6 +34,7 @@ } ], "source": [ + "#stream_tag_path = root_dir + 'DataSet/result/' + date + '/stream_tag.txt'\n", "stream_tag_path = root_dir + 'DataSet/result/' + date + '/stream_tag.txt'\n", "stream_tag_pd = pd.read_table(stream_tag_path, sep='\\s+', header=None)\n", "stream_tag_pd.iloc[:,3]=443\n", @@ -41,15 +44,18 @@ }, { "cell_type": "code", - "execution_count": 187, + "execution_count": 119, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "end2\n" - ] + "data": { + "text/plain": [ + "34686" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -58,6 +64,7 @@ "stream_type_l = list()\n", "stream_label = list()\n", "#stream_bytes_l = list()\n", + "#stream_feature_path = root_dir + 'DataSet/result/' + date + '/stream_stat.txt'\n", "stream_feature_path = root_dir + 'DataSet/result/' + date + '/stream_stat.txt'\n", "stream_feature_f = open(stream_feature_path, 'r')\n", "i = 0\n", @@ -95,9 +102,10 @@ " stream_burst.append(burst_length)\n", " \n", " #取前10个，20个，30个\n", - " stream_length = stream_length[0:N]\n", - " stream_type = stream_type[0:N]\n", - " stream_burst = stream_burst[0:N]\n", + " if N != -1:\n", + " stream_length = stream_length[0:N]\n", + " stream_type = stream_type[0:N]\n", + " stream_burst = stream_burst[0:N]\n", " \n", " stream_length_l.append(stream_length)\n", " stream_type_l.append(stream_type)\n", @@ -105,26 +113,27 @@ "stream_length_array = np.array(stream_length_l)\n", "stream_type_array = np.array(stream_type_l)\n", "stream_burst_array = np.array(stream_bursd_l)\n", - "#stream_bytes_array = np.array(stream_bytes_l)\n", - "print('end2')" + "len(stream_length_array)\n", + "#stream_bytes_array = np.array(stream_bytes_l)" ] }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[517, 3624, 1647, 223, 31], [517, 3888, 910, 763, 133],\n", - " [517, 3888, 1427, 388, 133], ...,\n", - " [517, 3124, 82, 38, 6100, 32496, 5840, 7312, 1460, 33735, 1448, 7361, 25797, 7694, 2920, 86252, 1460, 12030, 4380, 50499, 4380, 2205, 2920, 53671, 2920, 5220, 10220, 18364, 4380, 3252],\n", - " [517, 3211, 7260, 38, 2832, 881, 9661, 441, 4044, 882, 3790, 440, 3783, 440, 3782, 440, 3789, 441, 9709, 880, 7622, 881, 5848, 441, 1757, 441, 5617, 440, 4084, 441],\n", - " [517, 3211, 1696, 340, 10007, 1087, 14520, 931, 5560, 930, 6222, 465, 5252, 465, 8553, 931, 6207, 466, 9992, 931, 13855, 931, 6222, 930, 10007, 932, 3806, 465, 16249, 1397]], dtype=object)" + "array([[180, 4541, 126, 51, 333, 185265],\n", + " [212, 4541, 126, 51, 334, 264020], [181, 4541, 126, 51, 380, 98029],\n", + " ...,\n", + " [180, 3582, 126, 51, 506, 195, 46, 42, 46, 42, 46, 42, 46, 42, 46],\n", + " [517, 133, 941, 444, 1048, 411, 934, 362, 1048, 411, 1093, 343, 1093, 343, 1093],\n", + " [517, 3591, 126, 120, 2831, 299, 206, 219, 364, 219, 232, 219, 5577, 261, 4171]], dtype=object)" ] }, - "execution_count": 188, + "execution_count": 120, "metadata": {}, "output_type": "execute_result" } @@ -135,22 +144,22 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[512, 76, 2933, 333, 4, 202, 1, 40, 641, 996, 218, 26],\n", - " [512, 122, 1, 3154, 529, 57, 1, 512, 53, 41, 38, 30, 200, 26, 353, 330, 34, 26, 34, 34, 19],\n", - " [512, 122, 1, 3154, 529, 57, 1, 512, 53, 41, 38, 30, 145, 567, 26, 282, 26, 34, 26, 34, 34, 19],\n", + "array([[175, 93, 4091, 333, 4, 70, 1, 40, 1, 40, 328, 5863, 16408, 16408, 16408],\n", + " [207, 93, 4091, 333, 4, 70, 1, 40, 1, 40, 329, 2944, 16408, 16408, 16408],\n", + " [176, 93, 4091, 333, 4, 70, 1, 40, 1, 40, 375, 2942, 16408, 16408, 16408],\n", " ...,\n", - " [512, 74, 2415, 300, 4, 186, 1, 40, 64, 43, 29, 33, 1036, 900, 899, 890, 890, 878, 891, 5459, 33, 4743, 33, 7242, 33, 4019, 33, 3641, 33, 7134],\n", - " [512, 70, 2473, 333, 4, 186, 1, 40, 64, 48, 45, 37, 5859, 4040, 33, 33, 397, 33, 398, 33, 4047, 5604, 398, 33, 4039, 398, 33, 398, 33, 3785],\n", - " [512, 70, 2473, 333, 4, 186, 1, 40, 64, 48, 45, 37, 1157, 346, 33, 33, 37, 217, 33, 6196, 3801, 500, 33, 501, 33, 6231, 3813, 6214, 423, 33]], dtype=object)" + " [175, 89, 3136, 333, 4, 70, 1, 40, 1, 40, 501, 190, 41, 37, 41],\n", + " [512, 85, 1, 32, 1, 32, 735, 153, 439, 733, 305, 406, 743, 181, 357],\n", + " [512, 98, 3136, 333, 4, 70, 1, 40, 1, 40, 64, 48, 45, 37, 247]], dtype=object)" ] }, - "execution_count": 189, + "execution_count": 121, "metadata": {}, "output_type": "execute_result" } @@ -161,22 +170,21 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[1, 2, 8, 9, 11, 4, 21, 26, 23, 23, 23, 22],\n", - " [1, 2, 21, 23, 23, 23, 21, 1, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23],\n", - " [1, 2, 21, 23, 23, 23, 21, 1, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23],\n", - " ...,\n", - " [1, 2, 8, 9, 11, 4, 21, 26, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23],\n", - " [1, 2, 8, 9, 11, 4, 21, 26, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23],\n", - " [1, 2, 8, 9, 11, 4, 21, 26, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23]], dtype=object)" + "array([[1, 2, 8, 9, 11, 13, 21, 26, 21, 26, 23, 23, 23, 23, 23],\n", + " [1, 2, 8, 9, 11, 13, 21, 4, 21, 4, 23, 23, 23, 23, 23],\n", + " [1, 2, 8, 9, 11, 13, 21, 26, 21, 26, 23, 23, 23, 23, 23], ...,\n", + " [1, 2, 8, 9, 11, 13, 21, 26, 21, 26, 23, 23, 23, 23, 23],\n", + " [1, 2, 21, 26, 21, 14, 23, 23, 23, 23, 23, 23, 23, 23, 23],\n", + " [1, 2, 8, 9, 11, 13, 21, 0, 21, 26, 23, 23, 23, 23, 23]], dtype=object)" ] }, - "execution_count": 190, + "execution_count": 122, "metadata": {}, "output_type": "execute_result" } @@ -187,38987 +195,28868 @@ }, { "cell_type": "code", - "execution_count": 191, + "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'douyin': [[128, 4875],\n", - " [128, 4875],\n", - " [128, 4875],\n", - " [128, 4875],\n", - " [517, 9271, 6045, 472, 31],\n", - " [517, 3448, 414, 4500, 288, 5105, 319, 4525],\n", - " [517, 3979, 862, 4306, 281, 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49060,\n", - " 5437,\n", - " 498,\n", - " 8387,\n", - " 1077,\n", - " 2242,\n", - " 2143],\n", - " [517, 3873, 705, 31, 357, 23054, 63],\n", - " [307, 3771, 410, 256301],\n", - " [307, 6428, 406, 828],\n", - " [307, 6428, 393, 829],\n", - " [307, 6428, 393, 829],\n", - " [307, 3771, 403, 616674, 409, 616708, 410, 616680],\n", - " [307, 6428, 247, 2002],\n", - " [307, 6428, 394, 796],\n", - " [307, 6428, 390, 795],\n", - " [307, 3771, 403, 616736],\n", - " [307, 6428, 247, 1637],\n", - " ...]}" - ] - }, - "execution_count": 191, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "stream_type_dict = dict()\n", - "stream_length_dict = dict()\n", - "stream_burst_dict = dict()\n", - "for i in range(len(stream_type_l)):\n", - " stream_type = stream_type_l[i]\n", - " stream_length = stream_length_l[i]\n", - " stream_burst = stream_bursd_l[i]\n", - " if stream_label[i] not in stream_type_dict:\n", - " stream_type_dict[stream_label[i]] = list()\n", - " stream_type_dict[stream_label[i]].append(stream_type)\n", - " stream_length_dict[stream_label[i]] = list()\n", - " stream_length_dict[stream_label[i]].append(stream_length)\n", - " stream_burst_dict[stream_label[i]] = list()\n", - " stream_burst_dict[stream_label[i]].append(stream_burst)\n", - " else :\n", - " stream_type_dict[stream_label[i]].append(stream_type)\n", - " stream_length_dict[stream_label[i]].append(stream_length)\n", - " stream_burst_dict[stream_label[i]].append(stream_burst)\n", - "pd.Series(stream_label).value_counts()\n", - "stream_burst_dict" - ] - }, - { - "cell_type": "code", - "execution_count": 192, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'douyin': [[517, 3124, 558, 1061, 1098, 2215],\n", - " [517, 3448, 413, 4211, 319],\n", - " [517, 3385, 1338, 14169, 1638, 1919, 520, 432, 388, 575],\n", - " [188, 3030, 786, 1733],\n", - " [188, 3030, 788, 1734],\n", - " [517, 3448, 414, 5971, 287, 4299, 288, 4091, 288, 4629, 288, 4734, 31],\n", - 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stream_type_dict[stream_label[i]].append(stream_type)\n", + " stream_length_dict[stream_label[i]].append(stream_length)\n", + " stream_burst_dict[stream_label[i]].append(stream_burst)\n", + "pd.Series(stream_label).value_counts()\n", + "stream_burst_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ "import random\n", "def divide_train(stream_dict):\n", " stream_train_dict = dict()\n", @@ -39187,13 +29076,13 @@ "stream_type_test_dict = divide_test(stream_type_dict)\n", "stream_length_test_dict = divide_test(stream_length_dict)\n", "stream_burst_test_dict = divide_test(stream_burst_dict)\n", - "len(stream_type_train_dict['weibo'])\n", - "stream_burst_train_dict" + "#len(stream_type_dict)\n", + "#stream_burst_train_dict" ] }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -39220,7 +29109,7 @@ }, { "cell_type": "code", - "execution_count": 194, + "execution_count": 126, "metadata": {}, "outputs": [ { @@ -39242,13 +29131,13 @@ " break\n", " t_value.iloc[i_value,line[i+1]] += 1\n", " type_transition_matrix[key] = t_value.apply(lambda x:x/x.sum(),axis = 'columns').fillna(0)\n", - "type_transition_matrix['weibo']\n", + "#type_transition_matrix['weibo']\n", "print('end2')" ] }, { "cell_type": "code", - "execution_count": 195, + "execution_count": 127, "metadata": {}, "outputs": [ { @@ -39271,13 +29160,13 @@ " else :\n", " length_count[key][i] += 1\n", " length_count[key] = pd.Series(length_count[key]).sort_values(ascending=False)\n", - "len(length_count['weibo'])\n", + "#len(length_count['weibo'])\n", "print('end2')" ] }, { "cell_type": "code", - "execution_count": 196, + "execution_count": 128, "metadata": {}, "outputs": [ { @@ -39295,18 +29184,18 @@ " length_sum = 0\n", " pos = 0\n", " for i in range(len(value)):\n", - " if length_sum >= value.sum()*0.8:# or value.iloc[i] <= 1:\n", + " if length_sum >= value.sum()*Proportion:# or value.iloc[i] <= 1:\n", " break\n", " length_sum += value.iloc[i]\n", " length_list[key][value.index[i]] = pos\n", " pos += 1\n", - "len(length_list['weibo'])\n", + "#len(length_list['weibo'])\n", "print('end2')" ] }, { "cell_type": "code", - "execution_count": 197, + "execution_count": 129, "metadata": {}, "outputs": [ { @@ -39330,7 +29219,7 @@ }, { "cell_type": "code", - "execution_count": 198, + "execution_count": 130, "metadata": {}, "outputs": [ { @@ -39354,7 +29243,7 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 131, "metadata": {}, "outputs": [ { @@ -39384,7 +29273,7 @@ }, { "cell_type": "code", - "execution_count": 200, + "execution_count": 132, "metadata": {}, "outputs": [ { @@ -39412,20 +29301,11 @@ }, { "cell_type": "code", - "execution_count": 201, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "52" - ] - }, - "execution_count": 201, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 133, + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ "burst_list = dict()\n", "for key,value in burst_count.items():\n", @@ -39433,4237 +29313,21 @@ " burst_sum = 0\n", " pos = 0\n", " for i in range(len(value)):\n", - " if burst_sum >= value.sum()*0.6:# or value.iloc[i] <= 1:\n", + " if burst_sum >= value.sum()*Proportion:# or value.iloc[i] <= 1:\n", " break\n", " burst_sum += value.iloc[i]\n", " burst_list[key][value.index[i]] = pos\n", " pos += 1\n", - "len(burst_list['weibo'])" + "#len(burst_list['weibo'])" ] }, { "cell_type": "code", - "execution_count": 202, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[190, 66097],\n", - " [183, 3564, 886, 5407, 878, 903, 886, 5299],\n", - " [183, 3564, 1588, 1548, 1588, 1548, 1588, 1552],\n", - " [517, 3624, 1507, 223, 1507, 223, 31],\n", - " [183, 3564, 948, 564],\n", - " [151, 3564, 886, 934],\n", - " [517, 3030],\n", - " [183, 3564, 948, 3124],\n", - " [183, 3564, 1740, 474, 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0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "51 0.003802 0.019011 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "\n", - "[52 rows x 52 columns]" - ] - }, - "execution_count": 204, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 136, + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ "#burst transition matrix\n", "burst_transition_matrix = dict()\n", @@ -45181,22 +29379,16 @@ " break\n", " transition.iloc[burst_list[key][x], burst_list[key][line[i+1]]] += 1\n", " burst_transition_matrix[key] = transition.apply(lambda x:x/x.sum(),axis = 'columns').fillna(0)\n", - "burst_transition_matrix['weibo']" + "#burst_transition_matrix['weibo']" ] }, { "cell_type": "code", - "execution_count": 205, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.66968603203726429, 0.72735699019817579, 0.64216524965536059, 0.60480787940876213, 0.0]\n" - ] - } - ], + "execution_count": 137, + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ "#type markov train\n", "def train_markov(line, start_state, end_state, transition_matrix):\n", @@ -45224,19 +29416,19 @@ " data = [train_markov(line, type_start_state[k], type_end_state[k], type_transition_matrix[k]) for k in type_start_state.keys()]\n", " train_data.append(data)\n", " type_markov_train[key] = train_data\n", - "print(type_markov_train['weibo'][0])" + "#print(type_markov_train['weibo'][0])" ] }, { "cell_type": "code", - "execution_count": 206, + "execution_count": 138, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[0.65870931080077844, 0.71800201786136475, 0.62966868927015829, 0.59026303379748613, 0.0]\n" + "[0.27335765523346506, 0.0, 0.60976587427481632, 0.0, 0.56999872237874782, 0.28122696451645235, 0.0, 0.10527008591045733, 0.0, 0.0]\n" ] } ], @@ -45254,20 +29446,11 @@ }, { "cell_type": "code", - "execution_count": 207, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.0, 0.17106276153743247, 0.041009964603852089, 0.0, 0.0]" - ] - }, - "execution_count": 207, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 139, + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ "#length markov train\n", "def train_cmarkov(line, start_state, end_state, transition_matrix,key, trans_list):\n", @@ -45302,25 +29485,16 @@ " data = [train_cmarkov(line, length_start_state[k], length_end_state[k], length_transition_matrix[k], k, length_list[k]) for k in length_start_state.keys()]\n", " train_data.append(data)\n", " length_markov_train[key] = train_data\n", - "length_markov_train['weibo'][0]" + "#length_markov_train['weibo'][0]" ] }, { "cell_type": "code", - "execution_count": 210, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.0, 0.27023615405704027, 0.0, 0.0, 0.18671676784061836]" - ] - }, - "execution_count": 210, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 140, + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ "length_markov_test = dict()\n", "for key,value in stream_length_test_dict.items():\n", @@ -45332,22 +29506,16 @@ " data = [train_cmarkov(line, length_start_state[k], length_end_state[k], length_transition_matrix[k], k, length_list[k]) for k in length_start_state.keys()]\n", " test_data.append(data)\n", " length_markov_test[key] = test_data\n", - "length_markov_test['weibo'][0]" + "#length_markov_test['weibo'][0]" ] }, { "cell_type": "code", - "execution_count": 211, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.0, 0.23149164270900893, 0.040354188036192708, 0.0, 0.056403457596829326]\n" - ] - } - ], + "execution_count": 141, + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ "burst_markov_train = dict()\n", "for key,value in stream_burst_train_dict.items():\n", @@ -45359,19 +29527,18 @@ " data = [train_cmarkov(line, burst_start_state[k], burst_end_state[k], burst_transition_matrix[k], k, burst_list[k]) for k in burst_start_state.keys()]\n", " train_data.append(data)\n", " burst_markov_train[key] = train_data\n", - "print(burst_markov_train['weibo'][0])" + "#print(burst_markov_train['weibo'][0])" ] }, { "cell_type": "code", - "execution_count": 212, + "execution_count": 142, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[0.0, 0.60695553459216889, 0.0, 0.0, 0.025895500011248445]\n", "end2\n" ] } @@ -45387,25 +29554,30 @@ " data = [train_cmarkov(line, burst_start_state[k], burst_end_state[k], burst_transition_matrix[k], k, burst_list[k]) for k in burst_start_state.keys()]\n", " test_data.append(data)\n", " burst_markov_test[key] = test_data\n", - "print(burst_markov_test['weibo'][0])\n", + "#print(burst_markov_test['weibo'][0])\n", "print('end2')" ] }, { "cell_type": "code", - "execution_count": 213, + "execution_count": 143, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "/Users/Leo/Documents/github/GradProj/Experiment/MarkovModel/CsvFile/noProxy/All/train_15_0.8.csv\n", "end2\n" ] } ], "source": [ - "train_path = root_dir + 'Experiment/MarkovModel/CsvFile/' + date + '/train_' + str(N) + '.csv'\n", + "if N != -1:\n", + " train_path = root_dir + 'Experiment/MarkovModel/CsvFile/' + date + '/train_' + str(N) + \"_\" + str(Proportion) + '.csv'\n", + "else:\n", + " train_path = root_dir + 'Experiment/MarkovModel/CsvFile/' + date + '/train_all_' + str(Proportion) + '.csv'\n", + "print(train_path)\n", "train_data_dict = dict()\n", "for key,value in type_markov_train.items():\n", " data = pd.concat([pd.DataFrame(value),pd.DataFrame(length_markov_train[key]), pd.DataFrame(burst_markov_train[key])], axis=1)\n", @@ -45418,7 +29590,7 @@ }, { "cell_type": "code", - "execution_count": 214, + "execution_count": 144, "metadata": {}, "outputs": [ { @@ -45430,7 +29602,11 @@ } ], "source": [ - "test_path = root_dir + 'Experiment/MarkovModel/CsvFile/' + date + '/test_' + str(N) + '.csv'\n", + "if N != -1:\n", + " test_path = root_dir + 'Experiment/MarkovModel/CsvFile/' + date + '/test_' + str(N) + \"_\" + str(Proportion) + '.csv'\n", + "else:\n", + " test_path = root_dir + 'Experiment/MarkovModel/CsvFile/' + date + '/test_all_' + str(Proportion) + '.csv'\n", + " \n", "test_data_dict = dict()\n", "for key,value in type_markov_test.items():\n", " data = pd.concat([pd.DataFrame(value),pd.DataFrame(length_markov_test[key]), pd.DataFrame(burst_markov_test[key])], axis=1)\n", @@ -45443,16 +29619,16 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.73704496788008567" + "0.62448132780082988" ] }, - "execution_count": 149, + "execution_count": 145, "metadata": {}, "output_type": "execute_result" } @@ -45489,6 +29665,15 @@ }, "outputs": [], "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { |