bachelorThesis/figure_8/figure_8.ipynb

1991 lines
1.1 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import sys\n",
"import glob\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import math\n",
"import numpy as np\n",
"import itertools"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/Users/maggicl/Git/bachelorThesis/figure_8/\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def read_json(cluster, filetype, read_ab, read_cd, read_ef):\n",
" jsondata = None\n",
" with open(DIR + cluster + \"_figure8\" + filetype + \".json\", \"r\") as f:\n",
" jsondata = json.loads(f.read())\n",
" \n",
" terms = [\"4\",\"5\",\"6\",\"7\"]\n",
" intervals = range(0, 41)\n",
" \n",
" cd_measures = [0, 0.2, 0.4, 0.6, 0.8, 1]\n",
" measures = set()\n",
" if read_ab:\n",
" measures.add('rcpu')\n",
" measures.add('rram')\n",
" if read_ef:\n",
" measures.add('ucpu')\n",
" measures.add('uram')\n",
" \n",
" dfd = {'term': [], 'measure': [], 'interval': [], 'count': []}\n",
" \n",
" for t in terms:\n",
" for m in measures:\n",
" if jsondata[t][m] is None:\n",
" continue\n",
" for i in intervals:\n",
" dfd[\"term\"].append(int(t))\n",
" dfd[\"measure\"].append(m)\n",
" dfd[\"interval\"].append(i/40)\n",
" dfd[\"count\"].append(jsondata[t][m][i])\n",
" if read_cd:\n",
" for m in [\"rscpu\", \"rsram\"]:\n",
" if jsondata[m][t] is None:\n",
" continue\n",
" for i, mi in enumerate(cd_measures):\n",
" dfd[\"term\"].append(int(t))\n",
" dfd[\"measure\"].append(m)\n",
" dfd[\"interval\"].append(mi)\n",
" if len(jsondata[m][t]) == 41 and i != 0:\n",
" dfd[\"count\"].append(sum([jsondata[m][t][k] for k in range(i, i+8)]))\n",
" else:\n",
" dfd[\"count\"].append(jsondata[m][t][i])\n",
"\n",
" return pd.DataFrame(dfd, columns=dfd.keys())\n",
"\n",
"dfs = {}\n",
"\n",
"dfs[\"a\"] = pd.concat([read_json(\"a\", \"abef\", True, False, True), read_json(\"a\", \"\", False, True, False)])\n",
"dft = dfs[\"a\"]\n",
"for c in \"bcd\":\n",
" dfs[c] = read_json(c, \"abef\", True, False, True)\n",
" dft = pd.concat([dft, dfs[c]])\n",
"for c in \"efgh\":\n",
" dfs[c] = read_json(c, \"ab\", True, False, False) \n",
" dft = pd.concat([dft, dfs[c]])\n",
"for c in \"bef\":\n",
" dfs[c] = pd.concat([dfs[c], read_json(c, \"cd\", False, True, False)])\n",
" dft = pd.concat([dft, dfs[c]])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"USICOST = 124000000\n",
"\n",
"def chibordo_label(low, high):\n",
" if low == 0:\n",
" return \"<\" + str(high)\n",
" elif high == USICOST:\n",
" return \">=\" + str(low)\n",
" else:\n",
" return \"[\" + str(low) + \",\" + str(high) + \")\"\n",
"\n",
"def chibordo(array, x):\n",
" for interval in array:\n",
" if x >= interval[0] and x < interval[1]: \n",
" return chibordo_label(interval[0], interval[1])\n",
"\n",
"def categorical_plot(df, key, title, a, xlabel, cluster, measure):\n",
" df = df[df[\"interval\"] >= 0]\n",
" #df[\"oldinterval\"] = df[\"interval\"]\n",
" df[\"interval\"] = df[\"interval\"].apply(lambda x: chibordo(a, x))\n",
" \n",
" if measure == \"uram\":\n",
" df = df[df[\"interval\"] != \">=1\"]\n",
" print(df)\n",
" \n",
" df = df.groupby([\"term\",\"interval\"]).sum().reset_index()\n",
" totals = df.groupby(\"interval\").sum().reset_index()[[\"interval\", \"count\"]]\n",
" totals = totals.set_index(\"interval\")\n",
" df = df.join(totals, on=\"interval\", rsuffix=\"_total\")\n",
" df[\"count\"] /= df[\"count_total\"].apply(lambda x: 1 if x == 0 else x)\n",
" del df[\"count_total\"]\n",
" if cluster != \"2011\":\n",
" print(df)\n",
" \n",
" xs = [chibordo_label(ea[0], ea[1]) for ea in a]\n",
"\n",
" plt.figure(figsize=(5,4))\n",
" ax = plt.gca()\n",
" lines = []\n",
" for t in [4,5,6,7]:\n",
" ys = []\n",
" for x in xs:\n",
" y = df[(df.term == t) & (df[key] == x)][\"count\"]\n",
" ys.append(y.values[0] * 100)\n",
" lines.append(ax.plot(xs,ys, marker='.')[0])\n",
"\n",
" plt.xticks(xs)\n",
" plt.ylabel(\"Event rate [%]\")\n",
" plt.xlabel(xlabel + \" \" + (\"[NCU]\" if \"CPU\" in xlabel else \"[NMU]\"))\n",
" plt.ylim([-3,103])\n",
" lgd = plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\"],\n",
" bbox_to_anchor=(1,1), loc=\"upper left\")\n",
" plt.title(title)\n",
" plt.savefig('../report/figures/figure_8/%s-%s.pgf' % \n",
" (measure.replace(\"_\", \"\"), cluster), bbox_extra_artists=(lgd,), bbox_inches='tight')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def prepare_plot(cluster, measure,a,df=None):\n",
" titles = {\n",
" \"rscpu\": \"CPU reservation w.r.t. event rate\",\n",
" \"rsram\": \"Memory reservation w.r.t. event rate\",\n",
" \"rcpu\": \"CPU request w.r.t. event rate\",\n",
" \"rram\": \"Memory request w.r.t. event rate\",\n",
" \"ucpu\": \"CPU utilization w.r.t. event rate\",\n",
" \"uram\": \"Memory utilization w.r.t. event rate\",\n",
" }\n",
" \n",
" if cluster == \"2011\":\n",
" df = df\n",
" title = \"2011 data\"\n",
" elif cluster == \"all\":\n",
" df = dft\n",
" title = \"2019 data\"\n",
" else:\n",
" df = dfs[cluster]\n",
" title = \"Cluster \" + cluster.upper()\n",
" df = df[df.measure == measure]\n",
" del df[\"measure\"]\n",
" df = df.sort_values([\"term\", \"interval\"])\n",
" \n",
" \n",
"\n",
" categorical_plot(df, \"interval\", title, a, titles[measure].split(\" w.r.t\")[0], cluster, measure)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.034869\n",
"2 4 [0.025,0.05) 0.095347\n",
"3 4 [0.05,0.075) 0.097564\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.028772\n",
"6 5 [0.025,0.05) 0.051307\n",
"7 5 [0.05,0.075) 0.033664\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.030855\n",
"10 6 [0.025,0.05) 0.175568\n",
"11 6 [0.05,0.075) 0.016885\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.905504\n",
"14 7 [0.025,0.05) 0.677778\n",
"15 7 [0.05,0.075) 0.851887\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.119310\n",
"2 4 [0.025,0.05) 0.096360\n",
"3 4 [0.05,0.075) 0.052641\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.021589\n",
"6 5 [0.025,0.05) 0.052500\n",
"7 5 [0.05,0.075) 0.005905\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.015289\n",
"10 6 [0.025,0.05) 0.154308\n",
"11 6 [0.05,0.075) 0.657504\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.843813\n",
"14 7 [0.025,0.05) 0.696833\n",
"15 7 [0.05,0.075) 0.283950\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.204936\n",
"1 4 >=1 0.204259\n",
"2 4 [0.2,0.4) 0.280239\n",
"3 4 [0.4,0.6) 0.243188\n",
"4 4 [0.6,0.8) 0.213767\n",
"5 4 [0.8,1) 0.205417\n",
"6 5 <0.2 0.058212\n",
"7 5 >=1 0.045987\n",
"8 5 [0.2,0.4) 0.064447\n",
"9 5 [0.4,0.6) 0.062171\n",
"10 5 [0.6,0.8) 0.055319\n",
"11 5 [0.8,1) 0.051552\n",
"12 6 <0.2 0.228497\n",
"13 6 >=1 0.347004\n",
"14 6 [0.2,0.4) 0.144899\n",
"15 6 [0.4,0.6) 0.215167\n",
"16 6 [0.6,0.8) 0.269766\n",
"17 6 [0.8,1) 0.314757\n",
"18 7 <0.2 0.508356\n",
"19 7 >=1 0.402750\n",
"20 7 [0.2,0.4) 0.510416\n",
"21 7 [0.4,0.6) 0.479475\n",
"22 7 [0.6,0.8) 0.461149\n",
"23 7 [0.8,1) 0.428274\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.204936\n",
"1 4 >=1 0.165210\n",
"2 4 [0.2,0.4) 0.239466\n",
"3 4 [0.4,0.6) 0.228508\n",
"4 4 [0.6,0.8) 0.188827\n",
"5 4 [0.8,1) 0.160894\n",
"6 5 <0.2 0.058212\n",
"7 5 >=1 0.037751\n",
"8 5 [0.2,0.4) 0.073245\n",
"9 5 [0.4,0.6) 0.064343\n",
"10 5 [0.6,0.8) 0.052677\n",
"11 5 [0.8,1) 0.041929\n",
"12 6 <0.2 0.228497\n",
"13 6 >=1 0.482098\n",
"14 6 [0.2,0.4) 0.143800\n",
"15 6 [0.4,0.6) 0.215247\n",
"16 6 [0.6,0.8) 0.333230\n",
"17 6 [0.8,1) 0.467823\n",
"18 7 <0.2 0.508356\n",
"19 7 >=1 0.314941\n",
"20 7 [0.2,0.4) 0.543490\n",
"21 7 [0.4,0.6) 0.491902\n",
"22 7 [0.6,0.8) 0.425266\n",
"23 7 [0.8,1) 0.329354\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.095017\n",
"1 4 >=1 0.042735\n",
"2 4 [0.2,0.4) 0.017634\n",
"3 4 [0.4,0.6) 0.001944\n",
"4 4 [0.6,0.8) 0.008328\n",
"5 4 [0.8,1) 0.015936\n",
"6 5 <0.2 0.050756\n",
"7 5 >=1 0.094017\n",
"8 5 [0.2,0.4) 0.008651\n",
"9 5 [0.4,0.6) 0.003042\n",
"10 5 [0.6,0.8) 0.014734\n",
"11 5 [0.8,1) 0.039841\n",
"12 6 <0.2 0.170910\n",
"13 6 >=1 0.307692\n",
"14 6 [0.2,0.4) 0.023777\n",
"15 6 [0.4,0.6) 0.005831\n",
"16 6 [0.6,0.8) 0.008969\n",
"17 6 [0.8,1) 0.035857\n",
"18 7 <0.2 0.683317\n",
"19 7 >=1 0.555556\n",
"20 7 [0.2,0.4) 0.949938\n",
"21 7 [0.4,0.6) 0.989183\n",
"22 7 [0.6,0.8) 0.967969\n",
"23 7 [0.8,1) 0.908367\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"123 4 <0.2 139027\n",
"124 4 <0.2 57090007\n",
"125 4 <0.2 305753\n",
"126 4 <0.2 110827\n",
"127 4 <0.2 5291\n",
".. ... ... ...\n",
"651 7 [0.8,1) 0\n",
"652 7 [0.8,1) 0\n",
"653 7 [0.8,1) 0\n",
"654 7 [0.8,1) 0\n",
"655 7 None 0\n",
"\n",
"[164 rows x 3 columns]\n",
" term interval count\n",
"0 4 <0.2 0.094982\n",
"1 4 [0.2,0.4) 0.047504\n",
"2 4 [0.4,0.6) 0.027027\n",
"3 4 [0.6,0.8) 0.000000\n",
"4 4 [0.8,1) 0.000000\n",
"5 5 <0.2 0.050737\n",
"6 5 [0.2,0.4) 0.042745\n",
"7 5 [0.4,0.6) 0.117838\n",
"8 5 [0.6,0.8) 0.000000\n",
"9 5 [0.8,1) 1.000000\n",
"10 6 <0.2 0.170839\n",
"11 6 [0.2,0.4) 0.240274\n",
"12 6 [0.4,0.6) 0.734054\n",
"13 6 [0.6,0.8) 0.991453\n",
"14 6 [0.8,1) 0.000000\n",
"15 7 <0.2 0.683442\n",
"16 7 [0.2,0.4) 0.669477\n",
"17 7 [0.4,0.6) 0.121081\n",
"18 7 [0.6,0.8) 0.008547\n",
"19 7 [0.8,1) 0.000000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
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"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.010560\n",
"2 4 [0.025,0.05) 0.063749\n",
"3 4 [0.05,0.075) 0.025979\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.015929\n",
"6 5 [0.025,0.05) 0.005648\n",
"7 5 [0.05,0.075) 0.027476\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.056526\n",
"10 6 [0.025,0.05) 0.071749\n",
"11 6 [0.05,0.075) 0.035046\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.916984\n",
"14 7 [0.025,0.05) 0.858854\n",
"15 7 [0.05,0.075) 0.911499\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.011622\n",
"2 4 [0.025,0.05) 0.063079\n",
"3 4 [0.05,0.075) 0.002371\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.019831\n",
"6 5 [0.025,0.05) 0.006679\n",
"7 5 [0.05,0.075) 0.003832\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.254700\n",
"10 6 [0.025,0.05) 0.062970\n",
"11 6 [0.05,0.075) 0.344004\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.713847\n",
"14 7 [0.025,0.05) 0.867271\n",
"15 7 [0.05,0.075) 0.649793\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.484178\n",
"1 4 >=1 0.033715\n",
"2 4 [0.2,0.4) 0.018396\n",
"3 4 [0.4,0.6) 0.020030\n",
"4 4 [0.6,0.8) 0.024413\n",
"5 4 [0.8,1) 0.028645\n",
"6 5 <0.2 0.002669\n",
"7 5 >=1 0.006702\n",
"8 5 [0.2,0.4) 0.003091\n",
"9 5 [0.4,0.6) 0.003969\n",
"10 5 [0.6,0.8) 0.004933\n",
"11 5 [0.8,1) 0.005798\n",
"12 6 <0.2 0.510103\n",
"13 6 >=1 0.859634\n",
"14 6 [0.2,0.4) 0.923506\n",
"15 6 [0.4,0.6) 0.914358\n",
"16 6 [0.6,0.8) 0.898182\n",
"17 6 [0.8,1) 0.879677\n",
"18 7 <0.2 0.003050\n",
"19 7 >=1 0.099949\n",
"20 7 [0.2,0.4) 0.055007\n",
"21 7 [0.4,0.6) 0.061643\n",
"22 7 [0.6,0.8) 0.072472\n",
"23 7 [0.8,1) 0.085880\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.484178\n",
"1 4 >=1 0.031792\n",
"2 4 [0.2,0.4) 0.018807\n",
"3 4 [0.4,0.6) 0.020889\n",
"4 4 [0.6,0.8) 0.024126\n",
"5 4 [0.8,1) 0.027791\n",
"6 5 <0.2 0.002669\n",
"7 5 >=1 0.005866\n",
"8 5 [0.2,0.4) 0.002855\n",
"9 5 [0.4,0.6) 0.003576\n",
"10 5 [0.6,0.8) 0.004402\n",
"11 5 [0.8,1) 0.005247\n",
"12 6 <0.2 0.510103\n",
"13 6 >=1 0.864200\n",
"14 6 [0.2,0.4) 0.924062\n",
"15 6 [0.4,0.6) 0.911879\n",
"16 6 [0.6,0.8) 0.896663\n",
"17 6 [0.8,1) 0.880848\n",
"18 7 <0.2 0.003050\n",
"19 7 >=1 0.098142\n",
"20 7 [0.2,0.4) 0.054276\n",
"21 7 [0.4,0.6) 0.063656\n",
"22 7 [0.6,0.8) 0.074809\n",
"23 7 [0.8,1) 0.086115\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.061518\n",
"1 4 >=1 0.021767\n",
"2 4 [0.2,0.4) 0.003318\n",
"3 4 [0.4,0.6) 0.000737\n",
"4 4 [0.6,0.8) 0.002505\n",
"5 4 [0.8,1) 0.016427\n",
"6 5 <0.2 0.006661\n",
"7 5 >=1 0.267606\n",
"8 5 [0.2,0.4) 0.004625\n",
"9 5 [0.4,0.6) 0.002637\n",
"10 5 [0.6,0.8) 0.005636\n",
"11 5 [0.8,1) 0.032854\n",
"12 6 <0.2 0.070059\n",
"13 6 >=1 0.407170\n",
"14 6 [0.2,0.4) 0.122830\n",
"15 6 [0.4,0.6) 0.341025\n",
"16 6 [0.6,0.8) 0.351284\n",
"17 6 [0.8,1) 0.451745\n",
"18 7 <0.2 0.861761\n",
"19 7 >=1 0.303457\n",
"20 7 [0.2,0.4) 0.869227\n",
"21 7 [0.4,0.6) 0.655600\n",
"22 7 [0.6,0.8) 0.640576\n",
"23 7 [0.8,1) 0.498973\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"123 4 <0.2 0\n",
"124 4 <0.2 64135281\n",
"125 4 <0.2 112972\n",
"126 4 <0.2 19965\n",
"127 4 <0.2 1000\n",
".. ... ... ...\n",
"651 7 [0.8,1) 0\n",
"652 7 [0.8,1) 1\n",
"653 7 [0.8,1) 0\n",
"654 7 [0.8,1) 0\n",
"655 7 None 0\n",
"\n",
"[164 rows x 3 columns]\n",
" term interval count\n",
"0 4 <0.2 0.061511\n",
"1 4 [0.2,0.4) 0.002478\n",
"2 4 [0.4,0.6) 0.012262\n",
"3 4 [0.6,0.8) 0.000000\n",
"4 4 [0.8,1) 0.000000\n",
"5 5 <0.2 0.006661\n",
"6 5 [0.2,0.4) 0.003745\n",
"7 5 [0.4,0.6) 0.006812\n",
"8 5 [0.6,0.8) 0.052632\n",
"9 5 [0.8,1) 0.250000\n",
"10 6 <0.2 0.070073\n",
"11 6 [0.2,0.4) 0.146582\n",
"12 6 [0.4,0.6) 0.294278\n",
"13 6 [0.6,0.8) 0.000000\n",
"14 6 [0.8,1) 0.000000\n",
"15 7 <0.2 0.861756\n",
"16 7 [0.2,0.4) 0.847195\n",
"17 7 [0.4,0.6) 0.686649\n",
"18 7 [0.6,0.8) 0.947368\n",
"19 7 [0.8,1) 0.750000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.029742\n",
"2 4 [0.025,0.05) 0.047295\n",
"3 4 [0.05,0.075) 0.009998\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.037111\n",
"6 5 [0.025,0.05) 0.029460\n",
"7 5 [0.05,0.075) 0.035456\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.025731\n",
"10 6 [0.025,0.05) 0.070144\n",
"11 6 [0.05,0.075) 0.002510\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.907416\n",
"14 7 [0.025,0.05) 0.853101\n",
"15 7 [0.05,0.075) 0.952035\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.001346\n",
"2 4 [0.025,0.05) 0.047113\n",
"3 4 [0.05,0.075) 0.002540\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.001198\n",
"6 5 [0.025,0.05) 0.031890\n",
"7 5 [0.05,0.075) 0.003751\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.006335\n",
"10 6 [0.025,0.05) 0.059349\n",
"11 6 [0.05,0.075) 0.213957\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.991121\n",
"14 7 [0.025,0.05) 0.861648\n",
"15 7 [0.05,0.075) 0.779752\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.044215\n",
"1 4 >=1 0.243542\n",
"2 4 [0.2,0.4) 0.007127\n",
"3 4 [0.4,0.6) 0.001332\n",
"4 4 [0.6,0.8) 0.004004\n",
"5 4 [0.8,1) 0.007267\n",
"6 5 <0.2 0.030016\n",
"7 5 >=1 0.228782\n",
"8 5 [0.2,0.4) 0.008684\n",
"9 5 [0.4,0.6) 0.001476\n",
"10 5 [0.6,0.8) 0.010919\n",
"11 5 [0.8,1) 0.021802\n",
"12 6 <0.2 0.064417\n",
"13 6 >=1 0.073801\n",
"14 6 [0.2,0.4) 0.049155\n",
"15 6 [0.4,0.6) 0.004202\n",
"16 6 [0.6,0.8) 0.006005\n",
"17 6 [0.8,1) 0.014535\n",
"18 7 <0.2 0.861351\n",
"19 7 >=1 0.453875\n",
"20 7 [0.2,0.4) 0.935034\n",
"21 7 [0.4,0.6) 0.992990\n",
"22 7 [0.6,0.8) 0.979072\n",
"23 7 [0.8,1) 0.956395\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"123 4 <0.2 231\n",
"124 4 <0.2 97833849\n",
"125 4 <0.2 299274\n",
"126 4 <0.2 77857\n",
"127 4 <0.2 15191\n",
".. ... ... ...\n",
"651 7 [0.8,1) 2\n",
"652 7 [0.8,1) 0\n",
"653 7 [0.8,1) 0\n",
"654 7 [0.8,1) 0\n",
"655 7 None 0\n",
"\n",
"[164 rows x 3 columns]\n",
" term interval count\n",
"0 4 <0.2 0.044209\n",
"1 4 [0.2,0.4) 0.002618\n",
"2 4 [0.4,0.6) 0.001380\n",
"3 4 [0.6,0.8) 0.000000\n",
"4 4 [0.8,1) 0.000000\n",
"5 5 <0.2 0.030014\n",
"6 5 [0.2,0.4) 0.002591\n",
"7 5 [0.4,0.6) 0.008795\n",
"8 5 [0.6,0.8) 0.014790\n",
"9 5 [0.8,1) 0.000000\n",
"10 6 <0.2 0.064434\n",
"11 6 [0.2,0.4) 0.004604\n",
"12 6 [0.4,0.6) 0.002625\n",
"13 6 [0.6,0.8) 0.068200\n",
"14 6 [0.8,1) 0.000000\n",
"15 7 <0.2 0.861343\n",
"16 7 [0.2,0.4) 0.990187\n",
"17 7 [0.4,0.6) 0.987199\n",
"18 7 [0.6,0.8) 0.917009\n",
"19 7 [0.8,1) 1.000000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.029307\n",
"2 4 [0.025,0.05) 0.053770\n",
"3 4 [0.05,0.075) 0.029428\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.106184\n",
"6 5 [0.025,0.05) 0.011875\n",
"7 5 [0.05,0.075) 0.033198\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.025815\n",
"10 6 [0.025,0.05) 0.152311\n",
"11 6 [0.05,0.075) 0.011892\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.838694\n",
"14 7 [0.025,0.05) 0.782044\n",
"15 7 [0.05,0.075) 0.925483\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.003620\n",
"2 4 [0.025,0.05) 0.056683\n",
"3 4 [0.05,0.075) 0.001973\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.017849\n",
"6 5 [0.025,0.05) 0.013247\n",
"7 5 [0.05,0.075) 0.008222\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.003230\n",
"10 6 [0.025,0.05) 0.128545\n",
"11 6 [0.05,0.075) 0.541109\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.975300\n",
"14 7 [0.025,0.05) 0.801525\n",
"15 7 [0.05,0.075) 0.448697\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.052978\n",
"1 4 >=1 0.117318\n",
"2 4 [0.2,0.4) 0.031766\n",
"3 4 [0.4,0.6) 0.010123\n",
"4 4 [0.6,0.8) 0.019171\n",
"5 4 [0.8,1) 0.107492\n",
"6 5 <0.2 0.013065\n",
"7 5 >=1 0.634519\n",
"8 5 [0.2,0.4) 0.006756\n",
"9 5 [0.4,0.6) 0.013371\n",
"10 5 [0.6,0.8) 0.124894\n",
"11 5 [0.8,1) 0.530130\n",
"12 6 <0.2 0.147831\n",
"13 6 >=1 0.169656\n",
"14 6 [0.2,0.4) 0.034686\n",
"15 6 [0.4,0.6) 0.013352\n",
"16 6 [0.6,0.8) 0.014096\n",
"17 6 [0.8,1) 0.012215\n",
"18 7 <0.2 0.786126\n",
"19 7 >=1 0.078506\n",
"20 7 [0.2,0.4) 0.926792\n",
"21 7 [0.4,0.6) 0.963154\n",
"22 7 [0.6,0.8) 0.841838\n",
"23 7 [0.8,1) 0.350163\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"123 4 <0.2 13991981\n",
"124 4 <0.2 73572313\n",
"125 4 <0.2 261375\n",
"126 4 <0.2 85330\n",
"127 4 <0.2 16684\n",
".. ... ... ...\n",
"651 7 [0.8,1) 0\n",
"652 7 [0.8,1) 0\n",
"653 7 [0.8,1) 0\n",
"654 7 [0.8,1) 0\n",
"655 7 None 0\n",
"\n",
"[164 rows x 3 columns]\n",
" term interval count\n",
"0 4 <0.2 0.052984\n",
"1 4 [0.2,0.4) 0.011100\n",
"2 4 [0.4,0.6) 0.007429\n",
"3 4 [0.6,0.8) 0.039252\n",
"4 4 [0.8,1) 0.222222\n",
"5 5 <0.2 0.013068\n",
"6 5 [0.2,0.4) 0.006068\n",
"7 5 [0.4,0.6) 0.004240\n",
"8 5 [0.6,0.8) 0.001869\n",
"9 5 [0.8,1) 0.111111\n",
"10 6 <0.2 0.147829\n",
"11 6 [0.2,0.4) 0.008326\n",
"12 6 [0.4,0.6) 0.029831\n",
"13 6 [0.6,0.8) 0.000000\n",
"14 6 [0.8,1) 0.000000\n",
"15 7 <0.2 0.786120\n",
"16 7 [0.2,0.4) 0.974507\n",
"17 7 [0.4,0.6) 0.958500\n",
"18 7 [0.6,0.8) 0.958879\n",
"19 7 [0.8,1) 0.666667\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.028977\n",
"2 4 [0.025,0.05) 0.014899\n",
"3 4 [0.05,0.075) 0.010970\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.035397\n",
"6 5 [0.025,0.05) 0.011481\n",
"7 5 [0.05,0.075) 0.008717\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.170067\n",
"10 6 [0.025,0.05) 0.007413\n",
"11 6 [0.05,0.075) 0.184418\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.765559\n",
"14 7 [0.025,0.05) 0.966207\n",
"15 7 [0.05,0.075) 0.795895\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.003031\n",
"2 4 [0.025,0.05) 0.015234\n",
"3 4 [0.05,0.075) 0.005270\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.002668\n",
"6 5 [0.025,0.05) 0.011374\n",
"7 5 [0.05,0.075) 0.038322\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.196690\n",
"10 6 [0.025,0.05) 0.019510\n",
"11 6 [0.05,0.075) 0.039520\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.797611\n",
"14 7 [0.025,0.05) 0.953881\n",
"15 7 [0.05,0.075) 0.916888\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.010811\n",
"1 4 >=1 0.218224\n",
"2 4 [0.2,0.4) 0.246379\n",
"3 4 [0.4,0.6) 0.234563\n",
"4 4 [0.6,0.8) 0.229167\n",
"5 4 [0.8,1) 0.222852\n",
"6 5 <0.2 0.000000\n",
"7 5 >=1 0.029258\n",
"8 5 [0.2,0.4) 0.015034\n",
"9 5 [0.4,0.6) 0.015458\n",
"10 5 [0.6,0.8) 0.017386\n",
"11 5 [0.8,1) 0.027765\n",
"12 6 <0.2 0.765766\n",
"13 6 >=1 0.055720\n",
"14 6 [0.2,0.4) 0.021260\n",
"15 6 [0.4,0.6) 0.027401\n",
"16 6 [0.6,0.8) 0.035859\n",
"17 6 [0.8,1) 0.045272\n",
"18 7 <0.2 0.223423\n",
"19 7 >=1 0.696798\n",
"20 7 [0.2,0.4) 0.717326\n",
"21 7 [0.4,0.6) 0.722577\n",
"22 7 [0.6,0.8) 0.717588\n",
"23 7 [0.8,1) 0.704111\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.010811\n",
"1 4 >=1 0.176043\n",
"2 4 [0.2,0.4) 0.220347\n",
"3 4 [0.4,0.6) 0.207082\n",
"4 4 [0.6,0.8) 0.198083\n",
"5 4 [0.8,1) 0.186599\n",
"6 5 <0.2 0.000000\n",
"7 5 >=1 0.033139\n",
"8 5 [0.2,0.4) 0.022097\n",
"9 5 [0.4,0.6) 0.025125\n",
"10 5 [0.6,0.8) 0.026569\n",
"11 5 [0.8,1) 0.031773\n",
"12 6 <0.2 0.765766\n",
"13 6 >=1 0.225855\n",
"14 6 [0.2,0.4) 0.083061\n",
"15 6 [0.4,0.6) 0.118644\n",
"16 6 [0.6,0.8) 0.155590\n",
"17 6 [0.8,1) 0.190720\n",
"18 7 <0.2 0.223423\n",
"19 7 >=1 0.564963\n",
"20 7 [0.2,0.4) 0.674495\n",
"21 7 [0.4,0.6) 0.649149\n",
"22 7 [0.6,0.8) 0.619759\n",
"23 7 [0.8,1) 0.590908\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.096662\n",
"2 4 [0.025,0.05) 0.067471\n",
"3 4 [0.05,0.075) 0.023231\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.020373\n",
"6 5 [0.025,0.05) 0.010190\n",
"7 5 [0.05,0.075) 0.012379\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.054822\n",
"10 6 [0.025,0.05) 0.066611\n",
"11 6 [0.05,0.075) 0.043860\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.828143\n",
"14 7 [0.025,0.05) 0.855727\n",
"15 7 [0.05,0.075) 0.920530\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.058221\n",
"2 4 [0.025,0.05) 0.066502\n",
"3 4 [0.05,0.075) 0.016463\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.003014\n",
"6 5 [0.025,0.05) 0.010755\n",
"7 5 [0.05,0.075) 0.007057\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.069035\n",
"10 6 [0.025,0.05) 0.057736\n",
"11 6 [0.05,0.075) 0.279824\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.869730\n",
"14 7 [0.025,0.05) 0.865007\n",
"15 7 [0.05,0.075) 0.696656\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.398895\n",
"1 4 >=1 0.154125\n",
"2 4 [0.2,0.4) 0.149082\n",
"3 4 [0.4,0.6) 0.148567\n",
"4 4 [0.6,0.8) 0.151059\n",
"5 4 [0.8,1) 0.151352\n",
"6 5 <0.2 0.014917\n",
"7 5 >=1 0.055493\n",
"8 5 [0.2,0.4) 0.054390\n",
"9 5 [0.4,0.6) 0.054167\n",
"10 5 [0.6,0.8) 0.054299\n",
"11 5 [0.8,1) 0.054222\n",
"12 6 <0.2 0.477348\n",
"13 6 >=1 0.160638\n",
"14 6 [0.2,0.4) 0.147097\n",
"15 6 [0.4,0.6) 0.154194\n",
"16 6 [0.6,0.8) 0.157030\n",
"17 6 [0.8,1) 0.159054\n",
"18 7 <0.2 0.108840\n",
"19 7 >=1 0.629744\n",
"20 7 [0.2,0.4) 0.649432\n",
"21 7 [0.4,0.6) 0.643072\n",
"22 7 [0.6,0.8) 0.637612\n",
"23 7 [0.8,1) 0.635371\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.398895\n",
"1 4 >=1 0.153082\n",
"2 4 [0.2,0.4) 0.153537\n",
"3 4 [0.4,0.6) 0.153362\n",
"4 4 [0.6,0.8) 0.153449\n",
"5 4 [0.8,1) 0.154420\n",
"6 5 <0.2 0.014917\n",
"7 5 >=1 0.053978\n",
"8 5 [0.2,0.4) 0.056889\n",
"9 5 [0.4,0.6) 0.054492\n",
"10 5 [0.6,0.8) 0.053878\n",
"11 5 [0.8,1) 0.054132\n",
"12 6 <0.2 0.477348\n",
"13 6 >=1 0.160185\n",
"14 6 [0.2,0.4) 0.146569\n",
"15 6 [0.4,0.6) 0.156027\n",
"16 6 [0.6,0.8) 0.159494\n",
"17 6 [0.8,1) 0.160445\n",
"18 7 <0.2 0.108840\n",
"19 7 >=1 0.632756\n",
"20 7 [0.2,0.4) 0.643006\n",
"21 7 [0.4,0.6) 0.636120\n",
"22 7 [0.6,0.8) 0.633179\n",
"23 7 [0.8,1) 0.631003\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.027186\n",
"2 4 [0.025,0.05) 0.035338\n",
"3 4 [0.05,0.075) 0.026020\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.004862\n",
"6 5 [0.025,0.05) 0.015667\n",
"7 5 [0.05,0.075) 0.005701\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.229969\n",
"10 6 [0.025,0.05) 0.252464\n",
"11 6 [0.05,0.075) 0.091298\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.737982\n",
"14 7 [0.025,0.05) 0.696531\n",
"15 7 [0.05,0.075) 0.876981\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.015596\n",
"2 4 [0.025,0.05) 0.036546\n",
"3 4 [0.05,0.075) 0.003716\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.153019\n",
"6 5 [0.025,0.05) 0.014370\n",
"7 5 [0.05,0.075) 0.022820\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.397037\n",
"10 6 [0.025,0.05) 0.225826\n",
"11 6 [0.05,0.075) 0.807378\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.434348\n",
"14 7 [0.025,0.05) 0.723258\n",
"15 7 [0.05,0.075) 0.166087\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.013170\n",
"2 4 [0.025,0.05) 0.007207\n",
"3 4 [0.05,0.075) 0.031299\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.020216\n",
"6 5 [0.025,0.05) 0.003397\n",
"7 5 [0.05,0.075) 0.002583\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.066252\n",
"10 6 [0.025,0.05) 0.054421\n",
"11 6 [0.05,0.075) 0.060496\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.900363\n",
"14 7 [0.025,0.05) 0.934976\n",
"15 7 [0.05,0.075) 0.905622\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.050038\n",
"2 4 [0.025,0.05) 0.008177\n",
"3 4 [0.05,0.075) 0.007631\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.002225\n",
"6 5 [0.025,0.05) 0.003356\n",
"7 5 [0.05,0.075) 0.019604\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.049023\n",
"10 6 [0.025,0.05) 0.045368\n",
"11 6 [0.05,0.075) 0.395468\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.898714\n",
"14 7 [0.025,0.05) 0.943099\n",
"15 7 [0.05,0.075) 0.577298\n"
]
},
{
"data": {
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inWa9Q3Tfk+wOS9WSJhe1m8L58ylb9S/xqVWP2VIfnLGxJL8xkeh+Z7D1mWfY8vgTGLfbllhU/XPn5bHx2uvYNu5FYs4+i5S3ZxDSsaPdYdmuqi73K3et73A4ei5YsCC8YpuuXbseXNE1f7t27Q7dvHlzEMCoUaOSunTpcnC3bt0OOuCAAw6aN29eJEDv3r33/+6773b2m7ZixYqQrl27Hry3seqtyGo32WlpOFu2JObM/rbG4QgJod1zz7G1dSLZkyfj2rKFts88rc/CNHElf/3FxptGUp6ZSeID9xM3aJDeDWapqsv9f/75Z5c3RGJiYtno0aPbfPzxx6ur28+XX34Z+dlnn7VYtmzZn+Hh4Wbz5s1BpaWlfj3JWnNRuyhdvYbCb78jbtCgGsdsqQ/icJB49120vmsUBZ9/zvrLL8edm2t3WCpAct97n7UDB2HKykhJTyN+8OBGnVh+3vRz5NhFY5N+3vRzwLrcr+zkk0/OW7lyZfjSpUur/RaWkZERHB8f7woPDzcAbdq0caWkpJT7Mw6tuahd5ExJR4KDiRtYuzFb6kvLSy8luHVrNo26i7VDhtLhtVcJbtfO7rCUn3jKytjy+OPkznibiKOOot3zz+310A716f4f709elbNqj13uF5YXOtbmr40wGCYtn0RKTEpRZHBktf0cdYnrUvTIsY/sdZf7lcs4HA5GjhyZ+fDDD7d5991311a1n/POOy//iSeeaJuSknLIcccdlz9o0KDsM888c0fF+tTU1M5hYWEe8HaG6ahDP2221FxE5BYR+UNElovIdBEJE5FOIrJARFaJyNsiYv/X5mbGnZdH7nvvE3PWWQS1amV3OLuJ6d+f5IkTcW3d6n0W5u+/7Q5J+UH55s2sGzqM3Blv0/LKK+jwxsQGnVhqq7C8MMhYXe4bDIXlhQHpcr8qV1999fbffvst6u+//67yczQ2NtazfPnyP1966aV1CQkJruHDh+83bty4nSc9LS1tdcVx5s6d+09dYq33mouItANuAg4yxhSLyExgINAfGGOMmSEiE4DLgVfqO77mLHfWLExxsd/7EPOnyKN603HqFDZcdTXrhgyl/YvjiDzmGLvDUnVU+NNPZNx6G6asjHbjXiDmtNPsDqlWaqphgPeS2PVfXd/N5XE5ghxBnseOe2x1n7Z9AtKBZWXBwcHccMMNmaNHj06qrkxQUBBnnXVWwVlnnVVw2GGHFaenp7e86aab/DZEsl1tLkFAuIgEARHAZqAvMMtaPxk4z57QmifjcpE9ZSoRvXsTduCBdoezR2HdunmfhWnXjvVXXU3enDl2h6T2kvF42Pbqa6y//AqcLeNJeeedRpNYaqtP2z6F408ev/KyQy7LGH/y+JX1lVgq3HDDDdt/+OGHmOzs7N0qEUuXLg1dtmzZzjaZxYsXh7dv377Mn8ev95qLMSZDRJ4F1gPFwOfAIiDXGFMxNOdGQC+o16OCL7/EtXkzSffeY3cotRKclETHqVPYeMONbLpzFOWZW2h55RWNuvG3uXAXFLDprrvZ8dVXxPTvT5tHRuOIrLf27nrVp22fwvpOKhXCwsLMVVddtfX+++9PrrwuPz/fedNNN3XIz893Op1Ok5KSUjp58uR1/jx+vXe5LyJxwGzgEiAXeAdvjeUhY0wXq0wy8Ikx5pAqtr8KuAqgQ4cOPdet8+v5aLbWDh6Ca+tW9vvs00b19LOnrIzNd91N/ty5xA0eTOK99zSq+JubkhUr2XjTjZRnbCLxzjuJGza0QX4h0C73a2dPXe7bcVnsFGCNMSbLGFMOvAscC7SwLpMBtAcyqtrYGPOaMaaXMaZXQkJC/UTcxBUvW0bxb78RP2xoo/tgdoSE0PbZZ4i/fAQ506aRcfPNeEpK7A5LVSHvww9ZO3AgnqIiOk5+i/jUYQ0ysSj/sCO5rAf6iEiEeP+zTgb+BL4GLrTKDAc+sCG2Zik7LR1HZCSxAwbYHUqdiMNB4h13kHjPPRR8+RXrLxuBKyfH7rCUxZSVkfnIo2y6407CDj6ITrNnE9Gzp91hqQCr9+RijFmA9zLYb8AyK4bXgFHArSKyCmgJvFHfsTVH5Vu2kv/JJ8QOuABnVJTd4eyT+NRhtBs7lpI//mDd4CGUbayy8qvqUfmWLaxLHU7O1KnEDx9OxzffJLh1a7vDUvXAlocojTEPAg9WWrwa6G1DOM1azvRp4HYTPzTwY7bUh5jTTyOoZTwbrruetYMG0uHVVwk76CC7w2qWChf8Qsatt+IpLqbdmOeJ6dfP7pBUPdLuX5oxT0kJuTPeJqpvX0I6dLA7HL+J6NWLlGlTkeBg1g0dxo4ffrQ7pGbFGMP2NyaxfsQInDExdJr5tiaWZkiTSzOW9+GHuHNz633MlvoQ2qULKdNnEJyczIZrriH3vfftDqlZcO8oJGPkzWx95hmiTz6ZlHdmEtqli91hKRtocmmmjDHkpKUResABRPQ+0u5wAiI4sTUdp04h4shebL77brZNeFXHhQmg0n//Ze3FF1Pw1Ve0vuMO2r0wttG34zU0ERERPSqm33777diUlJRDVq5cGXLrrbe2feCBBxIBBgwYkPLmm2/uMkxnXbvN3xeaXJqpop9/pvSfVcQPa9q3gzqjoujw6qvEnH02WWPHkvnwwzouTADkf/IJay66GHdeHh0mTaLl5SOa9P+V3T744IPoO+64I/njjz/+p1u3bn59st5ftFfkZip7chrO+HhizjrT7lACTkJCaPvUkwQnJbH99ddxbc2i3XPP4ggPr3ljtUemvJytzz5H9uTJhHfvTrsXxhKcmGh3WA1G4fyfIgt/+ik68uijCyKPOdovT+p/8sknUddff33Khx9++M/BBx9c6o99BoIml2aobO1adnzzDa2uu67ZDLwlDgetb7uVoKREtjz6GOsvvYz2E14hKC6u5o1VlVxZWWy85RaKFy4ibuhQEu+8A2kAYwDVh0333Jtc+s8/e+xy31NY6ChbsyYCY9g+cSIhnToVOSKr73I/tGvXoraPP7bHDjHLyspk4MCBXT7//PMVPXr0aNBPC+tlsWYoO30KBAcTN2ig3aHUu/ghQ2g37gVK/v6bdQMHUbahxs5tVRWKFi1izQUDKPnjT9o+8zRJ993bbBJLbXkKC4OoaOMzxju/j4KDg80RRxyxY8KECQ1vTIxKtObSzLjz88l97z1i+/cnqJl2nxNz6qkEvTmJjddex9qBg0h+9VXCD6nXts5GyxhDTno6W55+huB2bUmZOJGw/bvZHVa9q6mGAd5LYhuuuaabcbkcEhTkafvEE6v39dKYiDBnzpzVxx9/fLe77ror6cknn8zcl/0FktZcmpncWbMxRUXENeAxW+pDxBFH0HH6NByhoaxLTWXHd9/ZHVKD5yksZNNtt7Pl8SeIOuEEOs2a1SwTS21FHnN0YfKECStbXn55RvKECSv91eYSHR3t+eyzz/6ZNWtWyzFjxjTYGowml2bEuFzkTJlCRK9ehB+s39RDO3em44zphKR0ZMO115E7+127Q2qwSlevYc0ll5D/6ack3HIL7V8chzM62u6wGrzIY44ubH3brZn+SiwVEhMT3Z9++unKZ599ts3UqVNjK6+/5ZZbOiYmJh6WmJh4WPfu3Q8AWLNmTWjFssTExMMmTZoU0AZHvSzWjBR8NY/yTZtoffdddofSYAS3bk3HtHQyRo5k8733Ur4lk1bXXqu30frI/+ILNt91NxISQoc3JhJ59NF2h9RsFRUVLa6Y7tKlS3lGRsYygCFDhuRVLJ89e/baqrZ1uVy/BTxAH1pzaUay09MIbteO6L597Q6lQXFGRZI84RVizz2XbeNeJPOBBzEuV80bNnHG5WLrc8+RceNNhOy3H53ena2JRdWa1lyaieLlf1C8cBGtR41qdGO21AcJDqbNk08Q1CaJ7RNexZWVRbvnn8MRsce7TZss1/btZNx6G0ULFtBi4CUk3nMPDr0bTO0Frbk0EznpaTgiImhxYeMcs6U+iAitb76ZpIceZMd337Hu0stwbd9ud1j1rnjJEtZcMIDiJUto88QTtHnoIU0sXh6Px6PXSy3Wuaj2uR1NLs1A+dat5M39hNgLLtBG2FqIGziQ9i+9SOnKlawdNJiyZjKUtjGG7GnTWDssFQkOJmXGdFqcf57dYTUky7OysmI1wXgTS1ZWViywvLoyelmsGcidMQNcLuKHDrE7lEYjum9fOlQ8CzNoMMkTXiH8sMPsDitgPMXFZD70EHkfzCHqhBNo+/RTOGN3uwmpWXO5XFdkZmZOzMzMPAT9Yu4BlrtcriuqKyCNuZfYXr16mYULF9odRoPmKS1l1YknEd69O8mvvGx3OI1O6Zo1bLjyKlzbt9NuzPNEn3ii3SH5Xdm6dWy8aSSlK1fS6sYbaHXNNYijeX92isgiY0wvu+NozJr3f1AzkP/RR7hzcogf3vTGbKkPoZ06kTJjOqGdO7Px+hvIeecdu0Pyq4J5X7PmwotwZWaS/NqrJFx3XbNPLMo/9L+oCTPGkD05jdBu3Yg46ii7w2m0glq1omPaZCKPOYbM+x8g68WXGv24MMbtZuvYsWy87jpCkpNJmT2bqOOPtzss1YRocmnCihb8QunKlcSnNu0xW+qDIzKS5JfHE3vBBWwbP57N992HKS+3O6w6ceXksOHKq9g+4VViLxxAx+nTCGnfzu6wVBOjDfpNWHZaGs64OGLOOsvuUJoECQ6mzWOPEpyUxLaXX8aVlUX7MWNwREbaHVqtFS9bxsaRI3Fv207SI6OJu+giu0NSTZTWXJqosnXr2PH117QYeAmOsDC7w2kyRISEm24kafTDFP7wI+tSh+Pats3usGpkjCFn5kzWDR6CIHScOlUTiwqoPdZcROTWWuyj0Bjzqp/iUX6SPWUqBAURN3CQ3aE0SXEXX0xQQgIZt97mvVX5tVcJ7dTJ7rCq5CkpIfORR8ib/S6Rxx1H22ee1kHSVMDVVHO5A4gCovfwui2QAaq95y4oIG/2bGL6nUFwYmu7w2myok86iY6T38KzYwfrBg2meMkSu0PaTdnGjawdPJi82e/S6rprSX51giYWVS9qanNJN8aM3lMBEWk8F5ybidzZs/EUFRGfOtzuUJq88MMOI2XGdNZfeRXrLr2Mds8/T3Tfk+wOC4Ad331Hxh13gjG0f+Vlok9qGHGp5mGPNRdjzJ017aA2ZVT9MW43OelTCO/ZU0dXrCchHTuSMn0aoV27svGGG8iZ8bat8RiPh6yXxrPh6msIbtOGTrPe0cSi6t1eNeiLSB8R+VREvhGR8wMVlKq7gnnzKM/IID5VH5qsT0EtW9Jx8ltEHn8cmQ89xNYXXrDlWRh3bi4brr2WbS+9ROw555AyfRohHTrUexxK1dSgn2SM8R2j+VbgfECABcB7AYxN1UFOWjrBbdsSfbKO2VLfHBERJI8fT+bDD7P9lQm4NmfS5pHRSHBwvRy/5M8/2XjjTZRv3UrSQw/S4pJL9PkmZZua2lwmiMhvwNPGmBIgF7gQb6dl+QGOTe2lkj//pOjXX2l9xx1IkD7CZAcJCiJp9GiCkpLY9uJLuLZto93YsTijAts0mTv7XTJHj8YZF0fKlHTCDz88oMdTqiY1tbmcBywGPhKRVOBmIBRoCZwX4NjUXspOS0d0zBbbiQgJ119Pm8cepfCnn1ifmoorKysgx/KUlbH5gQfZfO+9hPfoQad3Z2tiUQ1CjW0uxpgPgdOBWLyXwVYaY8YZYwLzblF14srKIv/jj2lx3nnaVXoD0WLAAJJfeZnSNWtYO3AQpavX+HX/5Zs2sW7IUHJnzqTllVfSYeLrBMXH+/UYStXVHpOLiJwjIl8Dn+IdFOYS4FwRmSEi+9VHgKp2cma8jSkvJ27YULtDUT6i/vc/Oqal4SkpYd2gQRQtXuyX/e748UfWXDCAsjVraP/Si7S+7Va9FKoalJpqLo8C/YCLgaeMMbnGmNuA+4HH6npQEWkhIrNE5G8R+UtEjhaReBH5QkT+sX7qk1615CktJWfGDKJOOKHBPiXenIUfeggpM6bjbNGC9ZdeRsGXX9Z5X8bjYduEV9lwxZUEJSSQ8s5Mok85xY/RKuUfNSWXPOACYACwtWKhMeYfY8zAfTjuC8CnxpgDgMOBv4C7gK+MMV2Br6x5VQv5H8/FvX27jtnSgIUkJ9Nx+jRCD9ifjTeNJHvatL3ehzs/n43X30DW2LHEnHkmKW/P0C8TqsGqKbmcj7fxPggY7I8Dikgs8D/gDQBjTJkxJhc4F5hsFZuM3jBQK8YYstPSCO3ahYijj7Y7HLUHQfHxdHzrLaJOOIEtox9h63PP1/pZmJIVK1hz4UXs+P57Eu+9l7bPPI0jIiLAEStVdzXdLbbNGPOiMWaCMcZftx53ArKAN0VksYhMtLqQSTTGbLbKZAKJfjpek1b066+U/v03camp+kxDI+AID6f9i+NoccklbH/9dTbfdRemrGyP2+TNmcPaSwZiiovpmDaZ+GFD9W+tGryaGvR/q2kHtSlTSRBwBPCKMaYHUEilS2DG+3Wuyq90InKViCwUkYVZAbq9szHJTkvD2aIFsWefbXcoqpYkKIikhx4k4eaR5H0whw3XXIN7x47dypmyMjJHP8KmO0cRfuihdHp3NhFHHGFDxErtvZpuLzlQRH7fw3rBe4vy3tgIbDTGLLDmZ+FNLltEpI0xZrOItMGnjceXMeY14DWAXr16Ne6xZvdR2YYN7PhqHi2vukrHbGlkRIRW11xDUOtENj/wAOuGDiP51Vd39mJdnplJxsibKV66lPgRI2h96y16N5hqVGr6bz2gFvtw780BjTGZIrJBRPY3xqwATgb+tF7DgSetnx/szX6bo5wpU8DpJG6wjtnSWLW44HzvuDAjR7J20EBa33orhT8voODzz8Hlot3YscSccbrdYSq118SOzvVEpDswEQgBVgOX4b1ENxPoAKwDLjbGZO9pP7169TILFy4MbLANlHvHDladcCJRJ51Eu2efsTsctY+K//iD9SMux5OX510gQttnniZWh6i2hYgsMsb0sjuOxsyWerYxZglQ1R/u5HoOpdHKe/ddPIWFxKcOszsU5QfhBx9MiwEDyJ40ybvA4aA8Y5O9QSm1D/aqy33VMBi3m+z0KYT36EH4YYfZHY7yk+hTT0HCwsDpRIKDieh9pN0hKVVnta65iEhHoKsx5ksRCQeCjDEFgQtNVWfHN99QvmEDrW+71e5QlB9F9OhBhzcnUfTLr0T0PpKIHj3sDkmpOqtVchGRK4GrgHhgP6A9MAG9jGWL7LR0gtq00W4/mqCIHj00qagmobaXxa4HjsUaw8UY8w/QOlBBqeqV/P03RQsWED9ksN6aqpRqsGqbXEqNMTsfIxaRIKp5yFEFVnZaOhIeTosLL7Q7FKWUqlZtk8u3InIPEC4ipwLvAB8GLixVFdf27eR/+CGx552Ls0ULu8NRSqlq1Ta53IW3P7BlwNXAXGPMvQGLSlUpZ8YMTHk58cP09mOlVMNW24v2NxpjXgBer1ggIiOtZaoeeMrKyJk+g8j/HU9o5852h6OUUntU25rL8CqWXerHOFQN8ufOxb1tG/GpVf0plFKqYdljzUVEBuEdx6WTiMzxWRUN7LFrFuU/FWO2hOy3H5HHHmN3OEopVaOaLovNBzYDrYDnfJYXAHvqLVn5UfGiRZT++RdJDz+s43gopRqFPSYXY8w6vJ1I6hCHNsqenIYzNpbYc3TMFqVU41CrNhcR6SMiv4rIDhEpExG3iPhrZEq1B2UbN1Lw1Ve0uPhiHOHhdoejlFK1UtsG/ZeAQcA/QDhwBTA+UEGp/+RMmQoixA0ZbHcoSilVa7XuFdkYswpwGmPcxpg3gTMCF5YCcO8oJHfWLGJOP53gpCS7w1FKqVqr7XMuRSISAiwRkafxNvJrd/0Blvfee3h27CB+eKrdoSil1F6pbYIYZpW9ASgEkoEBgQpKgfF4yE5PJ/zwwwk//HC7w1FKqb1SY81FRJzA48aYIUAJ8HDAo1Ls+OZbytevp/XNI+0ORSml9lqNNRdjjBvoaF0WU/UkOz2NoKQkok891e5QlFJqr9W2zWU18KP1lH5hxUJjzPMBiaqZK1mxkqKffibhtluR4GC7w1FKqb1W2+Tyr/Vy4O36RQVQdnoaEhZG3EUX2R2KUkrVSa2SizFG21nqiSs7m/w5HxJ7/vk6ZotSqtHS24kbmNy338aUlRE/bKjdoSilVJ1pcmlATFkZ2dOmEXnccYR26WJ3OEopVWe17Vvs2NosU/sm/9NPcWdt04cmlVKNXm1rLi/WcpmqI2MM2ZPTCOncmchjNW8rpRq3mgYLOxo4BkgQkVt9VsUAzkAG1twUL15MyR9/kPTQg4hDr1YqpRq3mu4WCwGirHK+tyDnAxcGKqjmKHtyGo7YWGLPOcfuUJRSap/VNFjYt8C3IvKWNXCYCoDyjAwKvviCliMuwxERYXc4Sim1z2r7EGWoiLwGpPhuY4zpG4igmpvsqdO8Y7YM1jFblFJNQ22TyzvABGAi4A5cOM2Pp7CQ3HfeIfq0Uwlu29bucJRSyi9qm1xcxphXAhpJM5X7/vt4CgqIT9Xbj5VSTUdtb0v6UESuE5E2IhJf8dqXA4uIU0QWi8hH1nwnEVkgIqtE5O3m0Auz8XjISUsn7LDDCO/e3e5wlFLKb2qbXIYDdwDzgUXWa+E+Hnsk8JfP/FPAGGNMFyAHuHwf99/g7fjuO8rWrSM+NRURsTscpZTym1olF2NMpypenet6UBFpD5yJtw0H8X6y9gVmWUUmA+fVdf+NRU5aOkGtWxNz+ml2h6KUUn5V2+5fIkTkPuuOMUSkq4ictQ/HHQvcCXis+ZZArjHGZc1vBNrtw/4bvNJ//qFw/nzihgzRMVvUTl9v+JpXlrzCkq1L7A5FqX1S28tibwJleJ/WB8gAHq3LAa2ktNUYs6iO218lIgtFZGFWVlZddtEgZKelI6GhtLhYx2xRXq///jo3zbuJl5e+zOWfX64JRjVqtU0u+xljngbKAYwxRUBdGwmOBc4RkbXADLyXw14AWohIxd1r7fEmsN0YY14zxvQyxvRKSEioYwj2cuXkkDdnDrHnnENQXJzd4SibGWOYuGwi4xaP27mszF3G+6vety8opfZRbZNLmYiEAwZARPYDSutyQGPM3caY9saYFGAgMM8YMwT4mv+6lBkOfFCX/TcGuW/PxJSWEp86zO5QlM3K3eU8MP8BXvjtBfq06UOoMxQHDgTh/X/eZ/bK2XaHqFSd1PY5l4eAT4FkEZmKt/ZxqZ9jGQXMEJFHgcXAG37ef4NgysrImTaNyGOOIbRrV7vDUTbKK83j5q9vZuGWhVx7+LVce/i1LM1aysItCzmo5UGk/ZHGQz89xJq8NdzS8xacDu0rVjUetR3m+HMRWQT0wXs5bKQxZtu+HtwY8w3wjTW9Gui9r/ts6PI/+xzX1q20eWS03aEoG63LX8f1X13Pph2beOL4Jzirs/f+mO6tu9O9dXcAeif15plfn2Hyn5NZm7+Wp/73FJHBkTZGrVTt1fZusQ+B04BvjDEf+SOxNEfGGLLT0ghJSSHy+OPtDkfZ5NfMXxkydwj5pfm8cfobOxNLZUGOIO4+6m7uPepefsj4gWGfDGPTjk31HK1SdVPbNpdngeOBP0VklohcKCJhAYyrSSpesoSSZcuISx2mY7Y0U++vep+rvriKlmEtmXrmVHq07lHjNgMPGMjLp7xM5o5MBn08iKVZS+shUqX2TW0fovzWGHMd0Bl4FbgY2BrIwJqi7LQ0HDExtDj3XLtDUfXMYzy88NsL3P/j/fRK7EV6/3SSo5Nrvf0xbY9hSv8pRAZHMuLTEcxdPTeA0Sq172r99dm6W2wAcA1wJN6n6FUtlW/aRMHnX9DiogtxROp18+ak2FXM7d/ezsRlE7mw24W8fMrLxITE7PV+OrfozLT+0zg04VBGfT+K8UvG4zGemjdUyga1bXOZibcfsL7AS3ife7kxkIE1NTnTpoExxOuYLc3KtuJtjPh0BF+u+5Lbe93OA30eINhR9x4ZWoS14PVTX+e8LucxYekE7vzuTkpcJX6MWCn/qO2tyG8Ag4wxOpZLHXiKisiZ+Q7Rp55KcLsm3auN8rEiewU3zruR3NJcXjjpBU7qcJJf9hvsDGb0MaPpHNuZMYvGkFGQwbi+40iIaJwPFaumaY81FxG5E8AY8xlwQaV1jwcwriYl74MP8OTnEz9cx2xpLr7b+B2pn6TiNm4mnzHZb4mlgohw2SGXMfaksfyb9y+DPh7E39l/+/UYSu2Lmi6LDfSZvrvSujP8HEuTZDwestPSCTvkEMJ71HxnkGr8pv41lRvn3UjHmI5M6z+NA1seGLBj9e3Ql7R+aQCkfpLKvPXzAnYspfZGTclFqpmual5VofCHHyhbs4b44TpmS1Pn8rh47OfHePKXJzmh/Qm8dcZbJEYmBvy4B8QfwPQzp9OlRRdu/vpmJi2fhDEm4MdVak9qSi6mmumq5lUVstPSCUpIIOb00+0ORQXQjrId3DDvBmasmMGlB1/KmBPHEBEcUW/HT4hIYNLpkzg95XTGLBrD/T/eT7m7vN6Or1RlNTXoHy4i+XhrKeHWNNa8PkRZg9JVqyj84QcSbh6JhDT5UZubrU07NnH9V9ezNm8tDx79IBd2u7DmjQIgLCiMp//3NJ1iO/HK0lfYULCBsSeNJS5Me95W9W+PNRdjjNMYE2OMiTbGBFnTFfM6wlUNstOnWGO2XGx3KCpAfs/6nUEfD2JL4RZeOfUV2xJLBRHhuu7X8fT/nmb5tuUM/ngwq3NX2xqTap60D5IAceXkkPfBB8ScfRZB8fF2h6MC4NO1nzLisxFEBEUw5cwp9GnTx+6QdurXqR+TzphEsauYoXOHMj9jvt0hqWZGk0uA5L4zC1NSQvwwvf24qTHG8Nrvr3HHt3dwUMuDmHbmNDrHdrY7rN0cnnA408+cTpuoNlz31XVM/3u63SGpZkSTSwCY8nJypk4l4ug+hO3fze5wlB+Vucu478f7eHHxi5zV+SwmnjaxQbdptIlqQ1q/NI5vdzyPL3icx35+DJfHZXdYqhnQ5BIA+Z9/jmvLFuJTtdbSlOSU5HDl51cy5985XN/9eh4/7nFCnA3/Ro3I4EjGnjSWSw++lBkrZnD9V9dTUFZgd1iqidPkEgDZaWkEd+xA1Akn2B2K8pM1eWsYMncIy7ct5+n/Pc01h1/TqJ5bcjqc3NbrNh4+5mF+2fwLQ+cOZUP+BrvDUk2YJhc/K16yhJKlvxM/LFXHbGkiftn8C0PmDqGwvJA3Tn+Dfp362R1SnV3Q9QJeO+01tpdsZ/DcwSzassjukFQTpZ9+fpadlo4jOpoW559ndyjKD9775z2u/uJqWoe3Zmr/qTuHIG7Mjkw6kmn9p9EitAVXfH4F76963+6QVBOkycWPyjMzyf/sM1pcqGO2NHYe4+H5Rc/zwPwH6N2mN+n902kf3d7usPymQ0wHpvSfQq/EXtz/4/2MWTRGx4ZRfqXJxY9ypnrHbIkbMsTuUNQ+KHYVc9s3t/Hm8je5ZP9LGH/yeKJDou0Oy+9iQ2N5+ZSXubjbxUxaPolbvr6FovIiu8NSTYQmFz/xFBeTM3Mm0SefTEh7HbOlsdpatJVLP72Ur9Z/xagjR3HvUfcS5KjtsEeNT7AjmPv63Mddve/im43fMPzT4WQWZtodlmoCNLn4Sd4Hc/Dk5emYLY3YiuwVDP54MGvy1vBi3xcZetDQRnVHWF2JCEMOHMJLfV9iQ8EGBn08iOXbltsdlmrkNLn4gXfMljTCDjqI8J497Q5H1cE3G75h2CfDAEjvl84Jyc3vNvLj2x/PlH5TCHWGcumnl/Lp2k/tDkk1Yppc/KDwx/mUrV6tY7Y0QsYY0v9M56Z5N9EpthPTz5zO/vH72x2WbbrEdWHamdM4qOVB3PHtHUxYOkHHhlF1osnFD7LT03AmtCK6X+N9/qE5cnlcPLbgMZ7+9WlO7nAyb57+po5DD8SHxTPxtImcs985jF8ynru+v4tSd6ndYalGpum2VNaT0tWrKfzue1rddCMOHbOl0SgoK+D2b29n/qb5jDhkBCOPGIlD9LtWhRBnCI8e+yidYjvxwm8vsHHHRl446QVahbeyOzTVSOi7aR9lp6cjISHEXXKJ3aGoWtpYsJFhc4fxy+ZfGH3MaG7peYsmliqICFccegVjThzDyuyVDP54MCuyV9gdlmok9B21D9y5ueS9/wExZ51FUMuWdoejamHJ1iUMmTuErOIsXj31Vc7ver7dITV4p3Q8hcn9JuP2uEn9JJVvN3xrd0iqEdDksg9yZ83CFBcTnzrM7lBULXyy5hMu/+xyIoMjmdJ/Cr3b9LY7pEajYtyalNgUbpx3I5P/mKwN/WqPNLnUkSkvJ3vKVCKOOoqwAw6wOxy1B8YYXln6Cnd+dyeHJhzKtP7T6BTbye6wGp3EyETeOuMtTul4Cs8ufJaHf3qYcne53WGpBkqTSx0VfPklrsxMfWiygSt1l3L3D3fz8pKXOWe/c3jt1NdoEdbC7rAarfCgcJ494VmuPPRKZv8zm6u/vJq80jy7w1INUL0nFxFJFpGvReRPEflDREZay+NF5AsR+cf62XCH9wOyJ6cR3EHHbGnIskuyufLzK/l49cfc1OMmHj320UYxuFdD5xAHNx1xE48f9/jONqy1eWvtDks1MHbUXFzAbcaYg4A+wPUichBwF/CVMaYr8JU13yAV//47xUuWED90KOJ02h2OqsLqvNUM+XgIf27/k2dOeIYrD7tSH3D1s7P3O5s3Tn+DgrICBs8dzM+bf7Y7JNWA1HtyMcZsNsb8Zk0XAH8B7YBzgclWscnAefUdW21lp6XjiIoi9oIL7A5FVeGnTT8x9OOhFLuKmXT6JM5IOcPukJqsHq17MO3MaSRGJHLNF9cwc8VMu0NSDYStbS4ikgL0ABYAicaYzdaqTCDRrrj2pHzLFvI//ZQWAwbgjNIxWxqaWStnce2X15IYmci0M6dxWMJhdofU5LWLakd6v3SObns0j/z8CE/98hRuj9vusJTNbEsuIhIFzAZuNsbk+64z3nscq7zPUUSuEpGFIrIwKyurHiLdVc606eDxEDdsaL0fW1XP7XHz3MLnePinhzm67dGk90unbVRbu8NqNqJCorw9SR84lCl/TeGGeTewo2yH3WEpG9mSXEQkGG9imWqMeddavEVE2ljr2wBbq9rWGPOaMaaXMaZXQkL99gPlKS4m9+23iep7EiHtm86ohI1dUXkRt3xzC2/98RaDDhjEi31fJCokyu6wmp0gRxCjeo/i/j738/Omnxn2yTA2Fmy0OyxlEzvuFhPgDeAvY8zzPqvmAMOt6eHAB/UdW03yPvwQd24u8al6+3FDsaVwC5d+einfbvyWu3rfxT1H3dOkB/dqDC7e/2JeOfUVthRtYcjcISzeutjukJQN7Ki5HAsMA/qKyBLr1R94EjhVRP4BTrHmGwxjDNlpaYQeeCARRx5pdzgK+HP7nwz+eDDr8tfxYt8XGXKgDi/dUPRp04ep/acSHRLN5Z9dzof/fmh3SKqe1ftXPGPMD0B194SeXJ+x7I3C+fMpW/UvbZ54Qm9pbQDmrZ/HXd/fRWxoLGn90pr1GCwNVafYTkztP5Vbv7mVe364hzV5a7ihxw3aSWgzoX/lWspJS8fZsiUxZ/a3O5RmzRjD5D8mc/PXN9OlRZdmP7hXQxcbGsuEUyYwoOsAXl/2Ord/ezvFrmK7w1L1QC9O10LpmjXs+PZbWt1wg47ZYqNyTzmPL3icWStncVrH03jsuMcICwqzOyxVg2BnMA8e/SCdYzvz7MJnydiRwbiTxpEY2SCfNlB+ojWXWshJn4IEBxM3UMdssUt+WT7Xfnkts1bO4spDr+SZE57RxNKIiAipB6fyYt8XWZu3lsEfD+bP7X/aHZYKIE0uNXDn5ZH73nveMVta6Sh8dthQsIGhc4eyaMsiHj32UW464ia9bt9InZB8Amn90nA6nAz/ZDhfrvvS7pBUgOg7tAa5s2brmC02Wrx1MUM+HkJ2STavnfoa53Y51+6Q1D7aP35/pp05jW7x3bjlm1uYuGyijg3TBGly2QPjcpE9dQoRRx5J2IEH2h1Os/PR6o+4/LPLiQmNYWr/qRyZpLeANxWtwlsx6fRJ9OvUjxd+e4H7fryPMneZ3WEpP9IG/T0o+PIrXJs2k3TPPXaH0qwYY3h56ctMWDqBI5OOZMyJY4gNjbU7LOVnoc5Qnjr+KTrHdmb8kvFsKNjA2JPGEh8Wb3doyg+05rIH2WlpBLdvT9RJJ9kdSrNR6i5l1PejmLB0Aud1OY9XT3lVE0sTJiJcc/g1PHPCMzsfil2Vs8rusJQfaHKpRvGy5RT/9hvxw3TMlvqyvXg7l392OZ+s+YSRR4xk9DGjCXYG2x2WqgdnpJzBm6e/Sam7lKGfDOX7jd/bHZLaR5pcqpGdnoYjMpLYAQPsDqVZ+Df3X4bMHcKK7BU8f+LzXHHoFdoTQjNzaMKhTD9zOsnRydww7wam/jVVG/obMU0uVSjfspX8Tz4ldsAFOKO0d91Am58xn6Fzh1LqLuXNM97k1I6n2h2SsklSZBKTz5jMie1P5MlfnuTRnx+l3FNud1iqDjS5VCFnxnRwuYgfqmO2BNrMFTO57qvraBvVlulnTueQVofYHZKyWURwBGNOGsOIQ0Ywc+VMrv3yWvJK8+wOS+0lTS6VeEpKyJ3xNlEnnURIhw52h9NkuT1unvrlKR75+RGObXcsaf3SSIpMsjss1UA4xMEtPW/hkWMfYdGWRQydO5R1+evsDkvtBU0uleR/9BHunBwdsyWAisqLGPn1SKb8NYWhBw5l3EnjiAzWIaPV7s7rch4TT5tIbmkugz8ezK+Zv9odkqolTS4+jDFkT04jdP/9iTiqt93hNEmZhZmkfpLKDxk/cO9R9zKq9yicDr0bT1WvZ2JPpvWfRqvwVlz1+VW8+8+7NW+kbKfJxUfRzz9T+s8/xKem6p1KAfDH9j8Y/PFgNu7YyEsnv8TAAwbaHZJqJJJjkpnSfwq92/TmwfkP8uyvz+L2uO0OS+2BJhcf2WnpOOPjiTnrTLtDaXK+WvcVl35yKcGOYNL7pXNcu+PsDkk1MtEh0Yw/eTyDDhjE5D+9Y/oUlhfaHZaqhiYXS9natez45hviBg7EERpqdzhNhjGGScsnccs3t9AtvhtTz5xK17iudoelGqkgRxD3HHUP9xx1D99nfE/qJ6ls3rHZ7rBUFTS5WLKnTIWgIOIG6aUafyl3l/PQTw8xZtEYTk85nTdOe4NW4Tpsgdp3gw4YxMsnv8ymHZsY9PEglmYttTskVYkmF8Cdn0/uu+8S278/QQkJdofTJOSV5nHNl9fw7j/vcvVhV/PU/57Swb2UXx3T7him9p9KeFA4Iz4dwdzVc+0OSfnQ5ALkzn4XU1REnI7Z4hfr89czdO5QFm9dzOPHPc4NPW7Qwb1UQHRu0ZlpZ07jkFaHMOr7UYxfMl67jGkgmv073rhc5KSnE96rJ+EHH2x3OI3eoi2LGDx3MLmlubx+2uucvd/Zdoekmri4sDheP+11zt3vXCYsncAd391BiavE7rCavWafXArmzaN80yZ9aNIP5vw7hys+v4K40Dim9Z9Gz8SedoekmokQZwiPHPsIt/S8hc/Xfs6Iz0aQVZRld1jNWrNPLtlpaQS3a0f0ySfbHUqj5TEexv02jnt/uJeerXsypf8UkmOS7Q5LNTMiwohDRjDmpDGsyl3FoI8H8e7yXxj/9SoWrcuxO7xmp1mPRFn8xx8UL1xE61GjdMyWOliydQk/bfqJRVsWsSBzAQO6DuDePvcS7NAxWJR9+ib3ZdwJE7ntu5E88OvVuPIP4aUfj2XKsEvo2THO7vCajWadXHLS0nFERNDiQh2zpbbcHjfbirfxfcb3PL7g8Z3doQ/afxB3H3W39mygAqqw1EVmfglb8kvYml+6c9r7Kt25vMztwRnVn/D26QTFLoGY5bz/V3t6djzL7l+h2Wi2ycWVlUXe3LnEXXIJzuhou8NpEMo95Wwr2saWoi1kFmWypXALmYWZbCna4n0VbmFb8TbcZtduNxw4aB3ZWhOLqrMyl4etBbsmiUwrUfhO7yh17bZtVGgQrWNCSYwO48iU+J3TP25bxoJcEAGDm6CINfX/izVjzTa55EyfYY3ZMsTuUOpFubucrcVbq0wYOxNHyTY8xrPLduFB4SRFJpEYkUifNn1IjEwkMSKRIlcRL/72Im7jJtgRTK/EXjb9Zqoh83gM2wpLvbWMvBK2FFjJw3c6v4TswrLdtg1xOryJIiaMA5KiOaFbAokxYSRayypeUaFVf4wdsfUMlnw2i3JPOSHOYM494PhA/7rKR7NMLp7SUnJmzCDqxBMJSUmxO5x9VuouZWvhVm9to1LCqKiBbC/Zvtt2UcFRJEYkkhiZSJcWXXYmkYoEkhiZSHRwdLU1ku4J3Vm4ZSG9EnvRvXX3AP+WqiExxpBf4trtklTFKzO/lK35JWwtKMXt2fW5ExFoFRVKUkwY7VqE0aNDC5KspNE6JsyaDiMuInifasPdW3fnjdMn6v+oTZplcsn/6GPc2dnEN4KHJotdxWwt2vpfwiiyah4+89kl2bttFx0STWJEIkmRSRwYfyCJkYkkReyaPKJC9m0I5+6tu+sbtgkqKXd7E0ReCVsKvEmiYto3gZSUe3bbNjY8eGfNomvrVrvVMpJiwmgVFUKQs35uVNX/Ufs0u+RijCE7LY3Qrl2J6NPH1liKyov+Sxa+NQ6fWkdVw7u2CG2xM0kc0uqQnUlkZ40jIpGI4AgbfiNVJ8aAqwTKi2HdfMhYCJ3+Byn/A6f/3qIut4esHaVssS5RVbRxZOaV+kyXkF+ye7tGWLCDpJgwWseEcVj7FiRZSeO/mkYoraPDCA/Ruy6VV7NLLkULfqF0xQraPPpIQBugd5Tt2CVh7GwgL/qv1lFQVrDbdvFh8SRGJNImsg3dW3f/71KVlUxaR7QmPCg8YHGrSjxuKC/yfvDv9tNnuqxw92V7Kl9etOtyKnVZ8sMY709nCASHQ3AkhERAcASERFrLvNMmOIJSQinwhJDvCSGvPIjtZcFsL3OSVepkc7GDTYUONhc7KDIhFJswigilmBAcDieto72Xozq1iqRP55Y+NY3QnQklJixIb9hQe6VBJRcROQN4AXACE40xT/r7GNlpaTjj4og5q263JBpjKCgvqLJdwzeZ7Cjfsdu2rcJbkRiRSIfoDhyZdOTOhJEUkbQzcYQ6G093/4vW5fDz6u306dyy/p8fMAbc5VC+lx/qe0wCVXz4u3dvaK6RI9j7wR8c/l8SqJiOStx1WUXCCA6H9T9jVn6GYDAI0vkEyhIPp2hHAaVFBZSX7MBVUoinsBApz8XhKibIXUyIp4RwSmlJKQmyh361Qqo4jUHhiCMcyiIhLwKKIyA70ic2n6QWHFFFgqsq6VnLgsK8DSyqWWowyUVEnMB44FRgI/CriMwxxvzpr2OUrV/Pjq+/puU1V+MI272HXmMM+WX5Oy9TVb5cVTFf7CreNXaEhPAEEiMT6RTbiT5t++xMGDtrHOGtCXbu/cOFxhjcHoPLYyh3e3C5DeUe70+X21Dm9uCy5svdnl3KuTweyq1y/017KHdb09Wsr+pYvtu43IbswlLCtiyij/zFY+ZAClodQWRoECIgxkMwZYSZUkKtVxj/TYeaEu9Pa1mIKSXM+uldXrJz+c6yPusrljvZ/Zp/jf8DEkKphFIqYZRJGGUSSpkjlDIJpVSiKZNW3vngMMpCvMvLJIxSRxhlDqu8taxiu3KH737CcYv3beX7ubpz0g3iAUq9/zc71wu0yo3hHjOPYFyUE8RlK/vy859ddvsdokKDvG0ZLcN2qWUkRoeSFCkkhbtoGeoh1FNiJdMiKCv6L2FWLCsvRnZZbyXesiIo2ga5vtsUQaX/+xqJwyexViSfiCqSVVUJrGKZbwKrtCyoimxZ2YZfYO33kHI8JOvQ5fWpwSQXoDewyhizGkBEZgDnAn5JLh6PhwW3X0E8hg/yf6Tsew9ZJdvJKt3GttLtZJflkF2eTZkp32U7QYh1xBDrjCFWYmjnPIyYoGiiTRRRRBJNBBHuMKRM8JS4cW/14PG48bhzyTDZbPQsx+P24DEejMeN8fz30+NxY3YuN3g8bjAea5kHjBs8HgSDAw8ODA4xSMW09dp13vNf2crrxBCMh1Br3olnl/VO8XntnAcHHpwCTvHgtMqGuHaQErzR+pYNufmxBDvMzgSw138fhFIJo1QqPugrfoZR4Ihlm+8yKqbDKJGQneVKCaXEShglPuVLKsoTgsfqndm349xdvuv7rDCVF1sv47Nml/0YgHKgvNK2VdcmKhZX7O/Xwg78UXYPfRx/8bPnQKRDL+4+KMlq2/jvElV1t94GnMfjcznPJ2HtTFaVlxXvut53WfGm3ZPe3tYSHUHeJFNdLau8GNZ8C8YDQaEw/ENNMPWoISWXdsAGn/mNwFH+2vlnr95Lx9+9uz/y7WWMdvzJmnbQ2uUm0e2iu8tNottNostNksu1c7ql223PSaq4maaK9lEPDhAHRgRwYMTh/eor1jQOcDi93xyt5YgDqfjp8Jl3OBBHkLXuv7KI02fa9yUgTkq2rUHyjPcBNQOh8clE7nd0pctAVV0aqrgcFLnLOoczhHARmnNr0qJ1OQyZ6GKpqxvBQQ6m9j+oYXVX4nBAaJT3FQhul7f2VFY5gfnUqHaur2qZT2IrzIK8DO8XNPBeQl37vSaXetSQkkutiMhVwFUAHTp0qPV2eYvnY/B+Zge5YcCqEA4+/EqCnEE4HA6cTicOhxOH04nT6cDhcOJ2BrHNmg9yBnmXO50EOZ04Hc6d2+z84HVU9WFc+YN5Tx/eUv22PsmiIfQ2GrbhFzxvnY1xl0NQMJHnj9E37j7q2TGOqVf0sa8dy27OIHDGQlisf/a34ReYfI63RuQM8V4aU/WmISWXDMC3K9321rJdGGNeA14D6NWrV61HBYrrczLl86cT5AaXE1odfx7dz7p2X2NuvpJ747j0Q72e7Wc9O8Y1v6QSKMm9Yfgc/R+1SUNKLr8CXUWkE96kMhAY7K+dnz7iAT4DchbMI+6ovpw+4gF/7br5Su6tb1jVsOn/qG2kIQ0JKiL9gbF4WxomGWMe21P5Xr16mYULF9ZHaEqpZkREFhljtMO8fdCQai4YY+YCc+2OQyml1L5pCG3DSimlmpgGdVlsb4lIFrBuLzdrBWwLQDjNlZ5P/9Nz6l91OZ8djTEJgQimuWjUyaUuRGShXkv1Hz2f/qfn1L/0fNpDL4sppZTyO00uSiml/K45JpfX7A6gidHz6X96Tv1Lz6cNml2bi1JKqcBrjjUXpZRSAabJRSmllN81meQiIp1EZIGIrBKRt0WkypGERORuq8wKETndWpYsIl+LyJ8i8oeIjPQp/5CIZIjIEuvVv75+J6XU3hGvcdZ7/HcROaKacj1FZJlVbpxYYzhbnx0V7/W1IrLEWp4iIsU+6ybU46/VOBljGu0L78Ctkdb0TGCgNT0BuLaK8gcBS4FQoBPwL95+zNoAR1hlooGVwEHW/EPA7Xb/rrU4FylAMbDEmj8DWAGsAu6qZptQ4G2rzAIgxVp+KrAIWGb97OuzzTfWfpdYr9ZV7FeAcdZ+f684t1WU62kdY5VVvqIN8CG8nZdWHKO/tfxQ4K1Gek537st6Tahm+07Wdqus/YRUU+5uq8wK4HRr2f4++18C5AM3N6RzWotzHreP2/cHPrH+B/sAC6op94u1Xqzy/aoo8xzwgM/fb7nd56cxvWwPoE5Bw4HWH34N0MP6B9kGBFnrjwY+q2K7u4G7feY/A46uotwHwKnW9EM0nuSy3Jp24k2cnfEm4KVYybLSNtdVfMjh7YX6bWu6B9DWmj4EyPDZ5hugVw2x7NMbfE/nHPgS6NAIz2mtPpzYhy9Jlco4gUy8T5o3mHNai9//X2Aq0Bfry8Zebv8qMMhnfgXQplKZNsDfPvODgFcrlRG8gxd23Zu/n77+ezWay2IiEikil4nID8DreIc/PswYsxhoCeQaY1xW8Y14R7asrKrRLncpJyIpeD9cF/gsvsGqYk8SkcYw2MbOIaONMWVAxZDRlZ0LTLamZwEni4gYYxYbYzZZy/8AwkUkdC+Ofy6QZrx+BlqISBvfAtZ8jDHmZ+N996YB59Vi3x/i/dCub/t0TmtzAKtcX2s7rP2cV80xZhhjSo0xa/DWYCr3K38y8K8xpjbdI9l1TqvSDZgO3AD8KSL3iEjbipUiMsbn0pTv6y6rSI3vcWt+Yw1ljge2GGP+8VnWSUQWi8i3IqIjj9Wg0SQXYDNwOXCFMeY4Y8wbxpgCfx5ARKKA2XgvJeRbi18B9gO6WzE8589jBkht3mC7lLMScx7eRO1rAPCbMabUZ9mb1hv6/mo+OP3xBq8uoS/E+8avb/44pzV9OPntSxLeZDG90rKGdk53Y4xxG2M+MsZcAPwPb01xvYj0ttbfYozpXsXrST+HMohdz99mvLW7HsCtwDQRifHzMZuUxpRcLsR7zfhdEXlARDr6rNuO99txxRACVY5iyR5GuxSRYLyJZaox5t2KAsaYLdY/vAdvjanZjDwkIgcDTwFX+yweYow5FO+H0fHAsAAcek8JfSvQtoptGrp6+3CybmY5B3jHZ3GjOaciEisiVwNzgK7ACLxtd7WpudRmRNsMa3mVZazPkQvwtnkBYNUSt1vTi/Bevuu2779t09Vokosx5nNjzCV4P9DygA9E5EsRSbEuq3yNNwEBDMfbblLZHGCgiIRaI152BX6xvn2/AfxljHned4NKl3POB5b79RcLjFoNGe1bznpDxeJN1IhIe+A9INUY82/FBsaYDOtnATCNqpPtPr3Ba0joYXgbxuvbPp3TWn447fOXJEs/vLXNLRULGug53Y2ITAF+w9uWlGqMOcEYk2aMKYFa1VzmAKnWXWN9gDxjzGbfY1jz+SLSx3rvp7Lr58UpeNtkdtasRSRBRJzWdGe8nx2rA3ISmgq7G3325YX3DZJsTXfG20C8Cu83tlBr+TnAaJ9t7sX7xl7Bfw3IxwEG77ejJex6N0063juafsf7j9umvn6/vTwXKfzX+ByE9x+/E/81Ph9cxTbXs2vj80xruoW1zQWVygcBrazpYLxtA9dY8+cDT1jTZ7Jrg/4v1cRcuUG/4py38SlzC972hYr5AVRzp1UDP6cJWI3u1v9qBhBvzacBva3pd9i1Qf+6Ko5xMLs26K/Gp0Efb3vQZZW2aRDntBbn/BysG3PquL0A4633+DJ8bj7BuuvPmu6F94viv8BL+Nw8ALxV8X9d6Rz9gfez4TfgbLvPVUN/2R6Avvz0h6x0NwveO7ZWWm+ee32WjwbOsabDrA+zVdYHfWdr+X1AIbve1toaiMR7a/Lv1hvtBZ8PzNux7sTb1zc4e0joVrl6eWP7+ZxW++FkLWtvTdf5S5K1PBJvDSi20u/SIM6pvprPS/sWayKsu9w+MsYcYtPxpwC3GGOyAniMUOBb4DjzX6N3wNTHObXaXd4wxlwUqGPUcPx6Paeq+dDk0kSISDIwH+/1/e42hxMQItIVaGeM+aaejqfnVKk60uSilFLK7xrN3WJKKaUaD00uSiml/E6TiwJARIzVKF8xHyQiWSLykZ1xNWQicqKIHFPNuoretEdb85eKiEdEDvMps9y6aQCrB97vK+1jiYgs99n+pUrrvxGRXtb01yKyo2JeKbtpclEVCoFDRCTcmj+Vqh/gCxifhwcDuo0fnQhUmVwsY4wxD/jMb8R7C3F1oq2bCBCRA/cmEGPMSXi7cVGqQdDkonzNxfsAJFTqW0m8HYdOEpFfrP6xzrWWXyoi74vIF9a37xtE5FarzM8iEm+V627N/y4i71X0bWV9+x4rIguBe0VkjdUVDyIS4zvvE8tbIjJBRBYAT4vIfiLyqYgsEpHvReQAq1wnEflJvON2PCoiO6zlJ/rWyETkJRG51JruKd6+vxaJyGcVPTSIyE3iHe/ndxGZYdU4rgFusWoYtemb6yPgYBHZv5r1M4FLqjr/SjU2mlyUrxl4u8cJAw5j156h7wXmGWN6AycBz4hIpLXuELx9MR0JPAYUGW8fWj/h7VoDvE+hjzLGHIb3Yb4HffYdYozpZYx5GG+X/hUJbiDwrjGmvIpY2wPHGGNuBV4DbjTG9MT7MOfLVpkXgFeMty+0zVXsYxdWEnsRuNDa1yTr9wG4C+hhxX+NMWYt3ifoxxhv9yPfV7XPSjzA08A91ayfjfc8ApyNt7dipRolTS5qJ2PM73ifSh+Etxbj6zTgLvGOzPcN3ifRO1jrvjbGFFgPUObx34fiMiBFRGKBFsaYb63lk/H2eFvhbZ/picBl1vRlwJvVhPuOMcYt3p6sjwHesWJ7Fe94HQDH8t+3//Rqf/H/7I83UX5h7es+/uv/7HdgqogMBfblYcNpQB/x9m1X2XYgR0QGAn8BRT7rqntmQJ8lUA2SnderVcM0B3gWb3uCb/f7AgwwxqzwLSwiRwG+3fF7fOY91O5/rLBiwhjzo3iHlD0Rb9cy1XUUWrGNA2839d2rKVfVh6+LXb9YhVk/BfjDGHN0FduciTchno338t2h1Rxvj4wxLhF5DhhVTZG38Xadc2ml5duBymMJxeMdJE+pBkdrLqqyScDDxphllZZ/Btxo9SKLiPSo7Q6NMXl4v5FXtEsMw9vlSHXS8H7Dr67W4rvvfGCNiFxkxSUicri1+kf+GwRriM9m64CDxNs7dgu8A2uBt5+uBBE52tpXsIgcLCIOvB2kfo03KcQCUUAB3mGx99ZbeHveTahi3Xt4L519Vmn5r8CxIpJkxdYLb8eVG1CqAdLkonZhjNlojBlXxapH8PaE/LuI/GHN743heNtpfsc7psjoPZSdivdbem0btIcAl4vIUrydQ1aMEDkSuF5EluEzmJYxZgPexvPl1s/F1vIyvMM2PGXtawneS25OYIq1n8XAOGNMLt7Lf+fvRYN+xfHLgHF4OwOtvK7AGPOUVcZ3+Rbr95lrXbIbi3c4X09tj6tUfdLuX1SDIyIXAucaY/w6EJmI7DDGRPlzn3s41kPADmPMs/VxPOuY3wC3G2P0lmRlO21zUQ2KiLyId7Cr/nbHso92AFeJSEylZ10CQkS+xttdf1V31ilV77TmopRSyu+0zUUppZTfaXJRSinld5pclFJK+Z0mF6WUUn6nyUUppZTf/R/a8RT+n93B8AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.041204\n",
"2 4 [0.025,0.05) 0.044606\n",
"3 4 [0.05,0.075) 0.020170\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.028885\n",
"6 5 [0.025,0.05) 0.014656\n",
"7 5 [0.05,0.075) 0.019447\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.094778\n",
"10 6 [0.025,0.05) 0.090544\n",
"11 6 [0.05,0.075) 0.064682\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.835133\n",
"14 7 [0.025,0.05) 0.850194\n",
"15 7 [0.05,0.075) 0.895701\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.025 0.000000\n",
"1 4 >=0.075 0.015998\n",
"2 4 [0.025,0.05) 0.044791\n",
"3 4 [0.05,0.075) 0.007652\n",
"4 5 <0.025 0.000000\n",
"5 5 >=0.075 0.015186\n",
"6 5 [0.025,0.05) 0.015187\n",
"7 5 [0.05,0.075) 0.012962\n",
"8 6 <0.025 0.000000\n",
"9 6 >=0.075 0.071583\n",
"10 6 [0.025,0.05) 0.079528\n",
"11 6 [0.05,0.075) 0.387294\n",
"12 7 <0.025 0.000000\n",
"13 7 >=0.075 0.897233\n",
"14 7 [0.025,0.05) 0.860495\n",
"15 7 [0.05,0.075) 0.592092\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.205449\n",
"1 4 >=1 0.178661\n",
"2 4 [0.2,0.4) 0.209706\n",
"3 4 [0.4,0.6) 0.193886\n",
"4 4 [0.6,0.8) 0.181216\n",
"5 4 [0.8,1) 0.177358\n",
"6 5 <0.2 0.058041\n",
"7 5 >=1 0.040337\n",
"8 5 [0.2,0.4) 0.041928\n",
"9 5 [0.4,0.6) 0.042874\n",
"10 5 [0.6,0.8) 0.041236\n",
"11 5 [0.8,1) 0.042094\n",
"12 6 <0.2 0.229553\n",
"13 6 >=1 0.326669\n",
"14 6 [0.2,0.4) 0.218105\n",
"15 6 [0.4,0.6) 0.253870\n",
"16 6 [0.6,0.8) 0.281629\n",
"17 6 [0.8,1) 0.306586\n",
"18 7 <0.2 0.506957\n",
"19 7 >=1 0.454333\n",
"20 7 [0.2,0.4) 0.530260\n",
"21 7 [0.4,0.6) 0.509371\n",
"22 7 [0.6,0.8) 0.495919\n",
"23 7 [0.8,1) 0.473963\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.205449\n",
"1 4 >=1 0.154111\n",
"2 4 [0.2,0.4) 0.189300\n",
"3 4 [0.4,0.6) 0.186162\n",
"4 4 [0.6,0.8) 0.167983\n",
"5 4 [0.8,1) 0.152814\n",
"6 5 <0.2 0.058041\n",
"7 5 >=1 0.036631\n",
"8 5 [0.2,0.4) 0.044335\n",
"9 5 [0.4,0.6) 0.045441\n",
"10 5 [0.6,0.8) 0.042147\n",
"11 5 [0.8,1) 0.038709\n",
"12 6 <0.2 0.229553\n",
"13 6 >=1 0.429169\n",
"14 6 [0.2,0.4) 0.216042\n",
"15 6 [0.4,0.6) 0.256060\n",
"16 6 [0.6,0.8) 0.322455\n",
"17 6 [0.8,1) 0.410903\n",
"18 7 <0.2 0.506957\n",
"19 7 >=1 0.380089\n",
"20 7 [0.2,0.4) 0.550323\n",
"21 7 [0.4,0.6) 0.512336\n",
"22 7 [0.6,0.8) 0.467415\n",
"23 7 [0.8,1) 0.397574\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 0.056609\n",
"1 4 >=1 0.093087\n",
"2 4 [0.2,0.4) 0.014654\n",
"3 4 [0.4,0.6) 0.004608\n",
"4 4 [0.6,0.8) 0.007539\n",
"5 4 [0.8,1) 0.049984\n",
"6 5 <0.2 0.020233\n",
"7 5 >=1 0.486467\n",
"8 5 [0.2,0.4) 0.007748\n",
"9 5 [0.4,0.6) 0.006336\n",
"10 5 [0.6,0.8) 0.038662\n",
"11 5 [0.8,1) 0.225406\n",
"12 6 <0.2 0.097079\n",
"13 6 >=1 0.238661\n",
"14 6 [0.2,0.4) 0.049886\n",
"15 6 [0.4,0.6) 0.070199\n",
"16 6 [0.6,0.8) 0.172138\n",
"17 6 [0.8,1) 0.150907\n",
"18 7 <0.2 0.826078\n",
"19 7 >=1 0.181785\n",
"20 7 [0.2,0.4) 0.927712\n",
"21 7 [0.4,0.6) 0.918856\n",
"22 7 [0.6,0.8) 0.781661\n",
"23 7 [0.8,1) 0.573703\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"123 4 <0.2 139027\n",
"123 4 <0.2 0\n",
"123 4 <0.2 231\n",
"123 4 <0.2 13991981\n",
"123 4 <0.2 0\n",
".. ... ... ...\n",
"655 7 None 0\n",
"655 7 None 0\n",
"655 7 None 0\n",
"655 7 None 0\n",
"655 7 None 0\n",
"\n",
"[820 rows x 3 columns]\n",
" term interval count\n",
"0 4 <0.2 0.056603\n",
"1 4 [0.2,0.4) 0.006078\n",
"2 4 [0.4,0.6) 0.005267\n",
"3 4 [0.6,0.8) 0.014433\n",
"4 4 [0.8,1) 0.076923\n",
"5 5 <0.2 0.020233\n",
"6 5 [0.2,0.4) 0.004193\n",
"7 5 [0.4,0.6) 0.007262\n",
"8 5 [0.6,0.8) 0.007560\n",
"9 5 [0.8,1) 0.153846\n",
"10 6 <0.2 0.097083\n",
"11 6 [0.2,0.4) 0.012774\n",
"12 6 [0.4,0.6) 0.030206\n",
"13 6 [0.6,0.8) 0.227835\n",
"14 6 [0.8,1) 0.000000\n",
"15 7 <0.2 0.826081\n",
"16 7 [0.2,0.4) 0.976956\n",
"17 7 [0.4,0.6) 0.957265\n",
"18 7 [0.6,0.8) 0.750172\n",
"19 7 [0.8,1) 0.769231\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ab_bins = [(0, 0.025),\n",
" (0.025, 0.05),\n",
" (0.05, 0.075),\n",
" (0.075, USICOST)]\n",
"cd_bins = [(0, 0.2),\n",
" (0.2, 0.4),\n",
" (0.4, 0.6),\n",
" (0.6, 0.8),\n",
" (0.8, 1),\n",
" (1, USICOST)]\n",
"docd = \"abef\"\n",
"doef = \"abcd\"\n",
"\n",
"for cluster in \"abcdefgh\":\n",
" prepare_plot(cluster, \"rcpu\", ab_bins)\n",
" prepare_plot(cluster, \"rram\", ab_bins)\n",
" if cluster in docd:\n",
" prepare_plot(cluster, \"rscpu\", cd_bins)\n",
" prepare_plot(cluster, \"rsram\", cd_bins)\n",
" if cluster in doef:\n",
" prepare_plot(cluster, \"ucpu\", cd_bins)\n",
" prepare_plot(cluster, \"uram\", [(0, 0.2),\n",
" (0.2, 0.4),\n",
" (0.4, 0.6),\n",
" (0.6, 0.8),\n",
" (0.8, 1)])\n",
" \n",
"cluster = \"all\"\n",
"prepare_plot(cluster, \"rcpu\", ab_bins)\n",
"prepare_plot(cluster, \"rram\", ab_bins)\n",
"prepare_plot(cluster, \"rscpu\", cd_bins)\n",
"prepare_plot(cluster, \"rsram\", cd_bins)\n",
"prepare_plot(cluster, \"ucpu\", cd_bins)\n",
"prepare_plot(cluster, \"uram\", [(0, 0.2),\n",
" (0.2, 0.4),\n",
" (0.4, 0.6),\n",
" (0.6, 0.8),\n",
" (0.8, 1)])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def malusa(l, r):\n",
" return [a for a in itertools.chain(*[[b for x in range(r)] for b in l])]\n",
"\n",
"def cdbhitcriasfm(measure, bins, data):\n",
" dfa11 = {'term': [x for x in range(4,8)] * len(bins),\n",
" 'measure': [measure] * (len(bins) * 4),\n",
" 'interval': malusa([e[0] for e in bins], 4),\n",
" 'count': data}\n",
" dfa11 = pd.DataFrame(data=dfa11, columns=dfa11.keys())\n",
" prepare_plot(\"2011\", measure, bins, dfa11)\n",
"\n",
"\n",
"cdbhitcriasfm(\"rcpu\", ab_bins, \n",
" [8, 32, 45, 16,\n",
" 10, 7, 55, 26,\n",
" 11, 12, 46, 27,\n",
" 5, 16, 45, 30])\n",
"cdbhitcriasfm(\"rram\", ab_bins, \n",
" [11, 34, 40, 19,\n",
" 10, 7, 68, 20,\n",
" 18, 12, 36, 34,\n",
" 5, 40, 28, 32])\n",
"cdbhitcriasfm(\"rscpu\", cd_bins, \n",
" [12, 10, 48, 30,\n",
" 16, 12, 45, 28,\n",
" 18, 15, 42, 28,\n",
" 17.5, 17, 45, 21,\n",
" 11, 24, 47, 20, \n",
" 8, 25, 48, 19])\n",
"cdbhitcriasfm(\"rsram\", cd_bins, \n",
" [12, 15, 54, 19,\n",
" 7, 31, 47, 18,\n",
" 6, 34, 44, 17,\n",
" 7, 32, 45, 18,\n",
" 9, 26, 47, 20,\n",
" 10, 24, 49, 22])\n",
"cdbhitcriasfm(\"ucpu\", cd_bins, \n",
" [9, 28, 47, 16,\n",
" 8, 27, 48, 18,\n",
" 9, 24, 49, 20,\n",
" 10, 16, 50, 21, \n",
" 9, 15, 43, 26,\n",
" 12, 7, 27, 53])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" term interval count\n",
"0 4 <0.2 9\n",
"4 4 [0.2,0.4) 8\n",
"8 4 [0.4,0.6) 9\n",
"12 4 [0.6,0.8) 8\n",
"16 4 [0.8,1) 9\n",
"1 5 <0.2 35\n",
"5 5 [0.2,0.4) 30\n",
"9 5 [0.4,0.6) 24\n",
"13 5 [0.6,0.8) 17\n",
"17 5 [0.8,1) 11\n",
"2 6 <0.2 42\n",
"6 6 [0.2,0.4) 46\n",
"10 6 [0.4,0.6) 50\n",
"14 6 [0.6,0.8) 54\n",
"18 6 [0.8,1) 54\n",
"3 7 <0.2 14\n",
"7 7 [0.2,0.4) 17\n",
"11 7 [0.4,0.6) 20\n",
"15 7 [0.6,0.8) 23\n",
"19 7 [0.8,1) 27\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cdbhitcriasfm(\"uram\", [(0, 0.2),\n",
" (0.2, 0.4),\n",
" (0.4, 0.6),\n",
" (0.6, 0.8),\n",
" (0.8, 1)], \n",
" [9,35,42,14,\n",
" 8,30,46,17,\n",
" 9,24,50,20, \n",
" 8,17,54,23,\n",
" 9,11,54,27])\n",
"\n",
"#prepare_plot(cluster, \"rram\", ab_bins)\n",
"#prepare_plot(cluster, \"rscpu\", cd_bins)\n",
"#prepare_plot(cluster, \"rsram\", cd_bins)\n",
"#prepare_plot(cluster, \"ucpu\", cd_bins)\n",
"#prepare_plot(cluster, \"uram\", cd_bins)"
]
},
{
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"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
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