diff --git a/exercicios/para-casa/teste-qui-Quadrado.ipynb b/exercicios/para-casa/teste-qui-Quadrado.ipynb
new file mode 100644
index 0000000..c476981
--- /dev/null
+++ b/exercicios/para-casa/teste-qui-Quadrado.ipynb
@@ -0,0 +1,213 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Objetivo\n",
+    "Testar a independência entre duas variáveis categóricas: gênero e participação em atividades extracurriculares.\n",
+    "\n",
+    "Hipóteses\n",
+    "Hipótese nula (H₀): As variáveis são independentes.\n",
+    "Hipótese alternativa (H₁): As variáveis não são independentes.\n",
+    "\n",
+    "Resultados\n",
+    "Chi2 Statistic: 4.328\n",
+    "p-value: 0.115\n",
+    "Interpretação\n",
+    "Com um p-valor maior que 0.05, não rejeitamos a hipótese nula (H₀). Isso indica que não há evidência suficiente para afirmar que as variáveis gênero e participação em atividades extracurriculares são dependentes.\n",
+    "\n",
+    "Gráfico\n",
+    "O gráfico de barras mostra a participação em atividades extracurriculares por gênero."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from scipy import stats\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dados = 'teste-sala.csv'\n",
+    "arquivo = pd.read_csv(dados)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Gerando Tabela de Contigência "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tabela_contigencia = pd.crosstab(arquivo['Gender'], arquivo['Extracurricular'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Extracurricular</th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Gender</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>718</td>\n",
+       "      <td>452</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>757</td>\n",
+       "      <td>465</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Extracurricular    0    1\n",
+       "Gender                   \n",
+       "0                718  452\n",
+       "1                757  465"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tabela_contigencia"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Realizando Teste Qui-Quadrado\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chi2_stat, p_value, dof, expected = stats.chi2_contingency(tabela_contigencia)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Chi2 Statistic: 0.062318177188428615\n",
+      "P-Value: 0.8028687865937287\n",
+      "Degress of Freedom: 1\n",
+      "Expected Frequencies: [[721.4673913 448.5326087]\n",
+      " [753.5326087 468.4673913]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f'Chi2 Statistic: {chi2_stat}')\n",
+    "print(f'P-Value: {p_value}')\n",
+    "print(f'Degress of Freedom: {dof}')\n",
+    "print(f'Expected Frequencies: {expected}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tabela_contigencia.plot(kind='bar', stacked=True, figsize=(10, 6))\n",
+    "plt.title('Participação em Atividades Extracurriculares por Gênero')\n",
+    "plt.xlabel('Gênero')\n",
+    "plt.ylabel('Frequência')\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/exercicios/para-casa/teste-sala.csv b/exercicios/para-casa/teste-sala.csv
new file mode 100644
index 0000000..0a1786c
--- /dev/null
+++ b/exercicios/para-casa/teste-sala.csv
@@ -0,0 +1,2393 @@
+StudentID,Age,Gender,Ethnicity,ParentalEducation,StudyTimeWeekly,Absences,Tutoring,ParentalSupport,Extracurricular,Sports,Music,Volunteering,GPA,GradeClass
+1001,17,1,0,2,19.833722807854713,7,1,2,0,0,1,0,2.929195591667681,2.0
+1002,18,0,0,1,15.40875605584674,0,0,1,0,0,0,0,3.042914833436377,1.0
+1003,15,0,2,3,4.21056976881226,26,0,2,0,0,0,0,0.1126022544661815,4.0
+1004,17,1,0,3,10.028829473958215,14,0,3,1,0,0,0,2.0542181397029484,3.0
+1005,17,1,0,2,4.6724952729713305,17,1,3,0,0,0,0,1.2880611817953875,4.0
+1006,18,0,0,1,8.191218545250186,0,0,1,1,0,0,0,3.0841836144863937,1.0
+1007,15,0,1,1,15.601680474699295,10,0,3,0,1,0,0,2.748237414891583,2.0
+1008,15,1,1,4,15.424496305808074,22,1,1,1,0,0,0,1.360142712316461,4.0
+1009,17,0,0,0,4.562007558047703,1,0,2,0,1,0,1,2.896819189513569,2.0
+1010,16,1,0,1,18.444466363097202,0,0,3,1,0,0,0,3.5734742103297656,0.0
+1011,17,0,0,1,11.851363655296536,11,0,1,0,0,0,0,2.1471716250185144,3.0
+1012,17,0,0,1,7.59848581924029,15,0,2,0,0,0,1,1.5595945190402773,4.0
+1013,17,0,1,1,10.038711615617213,21,0,3,1,0,0,0,1.520077814874808,4.0
+1014,17,0,1,2,12.101425068754875,21,0,4,0,1,0,0,1.7515809583340785,4.0
+1015,18,1,0,1,11.197810636915708,9,1,2,0,0,0,0,2.396788117124796,3.0
+1016,15,0,0,2,9.728100710723563,17,1,0,0,1,0,0,1.3415207165346672,4.0
+1017,18,0,3,1,10.098656081788002,14,0,2,1,1,0,0,2.2321752777159762,3.0
+1018,18,1,0,0,3.5282382085577235,16,1,2,0,0,0,0,1.3844041756940335,4.0
+1019,18,0,1,3,16.25465808609359,29,0,2,1,0,0,1,0.4695533233798704,4.0
+1020,17,0,0,1,10.835206398820308,9,0,2,0,0,1,0,2.3957840945306996,3.0
+1021,16,1,0,3,2.621597234094062,2,0,3,0,0,0,1,2.778411299920653,2.0
+1022,15,0,0,2,15.323142031655559,25,0,1,1,0,0,0,0.34689403670501484,4.0
+1023,16,1,1,0,18.648879567547016,29,1,1,0,0,0,0,0.3125462305253549,4.0
+1024,18,1,3,4,18.94613798473924,20,0,2,1,0,0,0,1.7701318767799732,4.0
+1025,18,1,0,1,7.380354648223455,15,0,2,0,0,0,0,1.5051556220362858,4.0
+1026,16,1,0,3,2.7103374712150807,5,0,4,0,0,1,0,2.977851918315743,2.0
+1027,16,0,0,1,10.367992532661303,2,0,2,0,1,0,0,2.948717671911921,2.0
+1028,16,1,0,3,2.2521845869844137,8,0,3,0,0,1,0,2.1452047204671914,3.0
+1029,18,0,0,0,18.679748370252344,10,0,3,1,0,0,0,2.854803928981318,2.0
+1030,18,0,0,2,3.67159254710292,20,0,3,1,0,0,0,1.519441725815139,4.0
+1031,15,0,2,2,5.055317199023282,12,1,0,0,1,0,0,1.727120309522409,4.0
+1032,15,0,0,3,8.132730537699409,17,0,4,0,0,0,1,1.8475354711387906,4.0
+1033,18,0,0,3,7.663289371182516,25,0,1,0,1,0,0,0.38461697285648777,4.0
+1034,16,0,3,3,15.89325784795778,21,0,0,1,1,0,0,0.94940609779728,4.0
+1035,16,0,0,3,9.126336411019247,27,1,2,1,1,0,0,1.1409594184203395,4.0
+1036,15,0,3,1,3.415365200066738,23,0,1,0,0,0,0,0.2614722600507521,4.0
+1037,18,0,0,1,5.344197909721482,26,1,1,0,0,0,0,0.21828485682103177,4.0
+1038,15,0,2,1,10.18226770375044,21,1,1,0,1,0,0,1.0677635510419796,4.0
+1039,15,1,1,1,2.949078348522698,3,1,1,1,1,0,0,3.0189058584279675,1.0
+1040,17,1,2,1,12.233113512920282,21,1,3,1,1,0,0,1.5268678317927231,4.0
+1041,17,1,3,2,11.314946131022918,23,1,1,0,0,0,0,1.0582873996898603,4.0
+1042,17,0,0,1,14.294046327645153,7,0,2,0,0,0,0,2.625128097732231,2.0
+1043,16,1,3,2,18.754092307587353,12,1,4,0,0,0,0,2.8087548220286536,2.0
+1044,18,1,0,1,18.245091222023113,9,0,2,0,1,0,0,2.8888916692724433,2.0
+1045,18,1,0,1,18.921512361376628,1,1,3,1,1,0,0,4.0,0.0
+1046,18,0,0,2,4.894311940474019,7,0,4,0,0,1,0,2.515300272256249,2.0
+1047,18,0,1,2,2.6313061327870924,5,0,1,1,0,0,0,2.5637654300150947,2.0
+1048,17,0,0,2,6.04553400992897,15,0,2,0,0,0,0,1.7036118032323682,4.0
+1049,16,0,1,2,17.90170345532629,17,0,3,0,0,1,0,2.0998851567205854,3.0
+1050,16,1,1,1,19.441069492469765,16,0,4,1,0,0,0,2.4610469629080955,3.0
+1051,17,1,2,2,17.18649902140952,5,0,3,0,0,0,0,2.935477191694632,2.0
+1052,16,1,2,0,2.200354422550872,12,1,1,1,0,1,0,1.9863780592187463,4.0
+1053,17,1,0,1,18.948559961195862,22,0,4,0,0,1,0,1.5715441913992825,4.0
+1054,18,0,0,2,8.46716054701572,13,0,1,0,1,0,0,1.6643106896610833,4.0
+1055,17,0,0,0,0.18620581524707358,29,1,2,1,1,0,0,0.7562591665741925,4.0
+1056,18,0,0,1,8.847874814963872,25,0,2,0,1,0,0,0.8027695392342074,4.0
+1057,18,1,0,4,0.9213833935093518,20,0,2,0,1,1,0,1.3423871779577345,4.0
+1058,15,0,0,4,10.87755842322235,29,0,3,1,0,0,0,0.2865712882866222,4.0
+1059,17,0,0,1,6.771080548741026,9,1,3,0,1,0,0,2.61383869367367,2.0
+1060,15,1,3,0,9.468698671880976,23,0,3,0,1,0,0,0.9290125546259369,4.0
+1061,17,1,1,1,12.26340721486234,10,0,0,1,0,1,0,1.8927586959265916,4.0
+1062,17,0,0,1,17.376021916356407,12,0,2,0,0,1,0,2.331261549308754,3.0
+1063,15,0,1,3,13.238031529438572,11,0,3,0,1,0,0,2.234238472600233,3.0
+1064,15,0,0,1,8.680977369563614,8,0,2,0,1,0,0,2.3858282190764624,3.0
+1065,17,0,0,2,16.388557073407302,3,1,4,0,0,0,0,3.3473567435078095,1.0
+1066,16,0,1,1,18.111642751462643,6,1,3,1,0,0,0,3.2618553073332905,1.0
+1067,18,0,0,4,2.3951993286439444,23,0,3,0,1,0,0,1.0396238791477144,4.0
+1068,15,1,0,1,10.638659551055829,28,0,0,0,1,0,0,0.027818624732467906,4.0
+1069,18,1,3,2,5.690239194848883,21,1,3,0,0,1,0,1.3299645378768772,4.0
+1070,16,1,2,1,0.941223957538948,1,0,4,0,0,1,0,3.2839165218973836,1.0
+1071,16,0,1,2,13.370933902279706,6,0,2,1,0,0,0,2.937454182316864,2.0
+1072,16,1,1,1,17.255415549184512,28,0,3,0,0,1,1,0.7388682028052602,4.0
+1073,15,0,1,1,3.258053089547881,8,0,2,1,1,0,0,2.556801662833417,2.0
+1074,16,0,0,3,16.24827315247801,4,1,2,0,0,0,0,3.300928568970799,1.0
+1075,15,1,0,3,17.067914670738833,14,0,3,1,0,1,0,2.200682946560561,3.0
+1076,16,0,0,3,18.28680885332967,17,0,3,0,1,0,0,1.8558655731681934,4.0
+1077,18,0,0,2,5.305701781721048,3,0,3,0,0,0,0,2.7344014944199917,2.0
+1078,18,1,1,3,18.079061303797786,18,1,1,1,1,0,0,2.1317372971872284,3.0
+1079,17,1,0,0,6.413255094728645,19,0,1,0,0,0,0,0.9797699107752862,4.0
+1080,18,1,3,1,11.046760269110056,25,0,3,0,1,0,0,0.994325023551287,4.0
+1081,17,0,3,1,1.0101494166456426,6,0,1,0,1,0,0,2.0746999767813343,3.0
+1082,18,1,2,2,0.8776217673748721,25,0,2,0,0,0,0,0.500508035804656,4.0
+1083,15,1,1,1,14.407464254644058,7,0,0,1,1,0,0,2.532438417587673,2.0
+1084,18,0,2,1,8.88959955955582,16,0,1,0,1,0,0,1.4633780357856976,4.0
+1085,17,1,0,2,5.125847507384352,12,0,3,1,1,0,0,2.342836773191855,3.0
+1086,17,1,2,3,3.808269920498204,23,0,3,0,0,0,0,1.1588463344506035,4.0
+1087,16,1,0,1,13.399069817184362,20,1,1,1,0,1,1,1.5237487447337323,4.0
+1088,15,0,2,1,0.008030880506797455,27,0,1,0,0,1,0,0.0,4.0
+1089,18,0,0,1,16.117823383937086,22,0,0,1,0,1,0,1.0586220144439875,4.0
+1090,16,0,2,1,1.5849921225985764,10,0,2,0,0,1,1,2.2297401841747666,3.0
+1091,18,0,3,1,3.829792298162389,26,0,1,0,0,0,1,0.19474328074551517,4.0
+1092,18,1,0,2,7.724727905981792,0,0,2,1,1,0,0,3.5069200713692137,0.0
+1093,16,0,0,2,9.697174794322072,1,1,3,0,0,0,0,3.552286943350944,0.0
+1094,16,0,3,2,7.099902316278836,16,1,3,0,1,0,0,2.23849135429023,3.0
+1095,16,1,0,1,6.414243299685878,4,0,1,1,1,0,0,2.7084723438568763,2.0
+1096,16,1,2,3,19.278320241463767,29,0,3,0,0,0,1,0.7329082339013866,4.0
+1097,16,1,1,1,12.831593624867885,29,0,4,0,0,1,0,0.9654824453045303,4.0
+1098,18,0,0,2,0.46865910734776417,5,0,2,0,1,0,0,2.5552328599380942,2.0
+1099,16,0,0,3,8.603518168886264,25,0,2,1,0,1,1,0.7443222999212357,4.0
+1100,15,0,0,1,17.500173994879404,24,0,2,0,0,0,0,0.7220565813951911,4.0
+1101,17,1,2,1,6.029123728213359,23,1,1,1,1,0,1,1.2712295298373406,4.0
+1102,16,1,0,3,1.8911268954877647,6,0,3,1,0,1,1,2.52614214142023,2.0
+1103,16,0,1,1,15.167695431798355,27,0,3,1,1,0,0,0.9424153953595232,4.0
+1104,18,1,0,2,12.120276638721625,20,1,2,0,1,0,0,1.515639098395023,4.0
+1105,16,1,1,0,11.406250156530078,29,0,3,1,0,0,0,0.6482739267081915,4.0
+1106,16,1,2,2,1.0715311921481585,14,0,3,0,1,1,1,2.0488500821388604,3.0
+1107,16,0,3,1,2.8099801959103465,18,0,0,1,0,0,1,0.8422959992571388,4.0
+1108,18,1,0,0,12.450987924262275,15,0,1,0,1,0,0,1.4641879236906472,4.0
+1109,16,1,2,2,4.156476829176716,24,1,3,1,1,0,0,1.487946865169799,4.0
+1110,17,0,2,1,10.081401594968487,12,1,4,0,0,0,0,2.587565796370635,2.0
+1111,18,0,1,1,10.89763372058787,4,1,3,0,0,0,0,3.2208069781948727,1.0
+1112,17,1,3,0,5.670143805418788,2,1,4,0,0,1,0,3.5451594318003106,0.0
+1113,18,1,0,1,18.968503110829857,2,0,2,0,0,0,0,3.0895989530746473,1.0
+1114,16,0,0,1,16.8492821367115,18,1,1,0,1,1,0,1.9199564399182076,4.0
+1115,17,0,2,0,14.44747015265597,13,1,2,0,0,0,0,2.1985931845869615,3.0
+1116,18,1,0,3,1.5598773281881817,15,0,0,0,0,0,1,0.8782126167627767,4.0
+1117,15,1,2,0,2.122600386180389,21,0,3,1,0,1,0,1.340368647512407,4.0
+1118,16,1,2,2,9.855626917299114,16,0,4,0,0,0,0,1.8195113357139092,4.0
+1119,18,1,0,1,3.2142669838197135,26,0,3,0,1,0,0,0.6193509314675341,4.0
+1120,15,0,2,1,19.56530927058948,3,0,2,1,0,1,1,3.619460869693516,0.0
+1121,18,1,0,3,3.170404680548189,12,1,1,1,1,0,0,2.1749027962098797,3.0
+1122,15,1,1,1,9.74935670927948,7,1,1,0,1,1,0,2.9744060149110436,2.0
+1123,16,0,1,4,7.282421136830108,18,0,2,0,0,0,0,0.9807358437488027,4.0
+1124,17,1,3,1,12.787728429081959,4,0,3,0,0,0,0,3.101673809015105,1.0
+1125,15,0,0,2,2.5807281777884983,1,1,2,1,0,1,0,3.4982573417733205,1.0
+1126,18,1,0,2,8.606328560847817,14,0,4,1,0,0,0,2.590553445052984,2.0
+1127,16,1,1,3,5.494100656142873,1,0,3,1,0,0,0,3.5350037581843186,0.0
+1128,15,0,2,2,17.75503049343376,10,1,1,0,1,0,0,2.8199217452931866,2.0
+1129,18,0,1,2,0.8117142426939017,12,1,1,1,1,0,0,2.0165967745176614,3.0
+1130,18,1,0,1,18.274549880129186,22,1,3,0,0,0,0,1.3711850388917164,4.0
+1131,18,1,0,1,16.65988277106001,9,0,1,0,0,0,0,2.1047955879699045,3.0
+1132,15,1,0,3,5.951414328816309,2,0,3,0,0,0,0,3.030439088696523,1.0
+1133,15,0,2,1,15.785813093542094,4,1,2,0,1,0,0,3.5824218723119596,0.0
+1134,15,1,0,1,0.6242712067749512,2,0,1,1,0,0,0,2.4265467060392454,3.0
+1135,17,0,0,2,19.33731100586787,5,1,2,1,0,0,0,3.161436270258364,1.0
+1136,15,0,3,1,10.531898851795788,12,0,2,1,0,0,0,2.122638529628868,3.0
+1137,15,1,0,4,6.065620521308905,9,0,3,0,1,0,0,2.204860580997317,3.0
+1138,15,0,3,2,7.2516642518935415,18,0,0,1,0,1,1,1.1829875004980481,4.0
+1139,17,1,1,2,1.3281070692099473,7,0,3,1,0,0,0,2.7387957163435996,2.0
+1140,15,1,2,3,19.786990280840783,17,1,3,0,0,0,0,2.2379013009826028,3.0
+1141,18,1,0,0,0.7858389030138491,2,0,3,1,0,0,0,3.1394815463803876,1.0
+1142,15,1,0,1,13.098142462957181,23,1,0,1,1,0,0,1.0460447710800969,4.0
+1143,18,1,2,2,8.854718554129166,23,1,3,0,0,0,0,0.8164582452137992,4.0
+1144,18,0,2,1,18.978324363774302,16,0,2,1,0,1,0,2.0335446205211802,3.0
+1145,18,0,2,2,4.919994806135904,7,1,2,1,1,0,0,2.4320785227822372,3.0
+1146,17,1,0,3,10.641736478760226,9,0,3,1,0,0,0,2.6597713195279016,2.0
+1147,17,1,2,2,9.64712417165506,1,1,2,1,0,0,1,3.5888879397650117,0.0
+1148,17,0,2,1,14.057328881002027,11,0,3,0,1,0,0,2.3145876278110027,3.0
+1149,15,0,1,4,1.3602046390484102,22,0,1,1,1,0,1,1.00722582021403,4.0
+1150,18,0,2,2,3.875782600467097,5,0,3,1,0,0,0,2.8816123214605245,2.0
+1151,17,0,2,2,4.291296401856997,1,0,1,0,1,1,0,2.8045049289116846,2.0
+1152,17,1,1,1,14.763015096833794,20,1,3,0,1,0,0,1.7629211240998668,4.0
+1153,15,1,0,3,3.7827739265348015,22,0,4,1,0,0,1,1.11991126295732,4.0
+1154,17,0,0,2,11.469835277819534,23,0,2,0,0,0,0,1.0306575057198797,4.0
+1155,15,1,0,2,4.304876410019074,2,0,2,1,0,0,0,3.0756193536614336,1.0
+1156,16,0,0,3,17.232499001679567,16,1,3,1,1,0,0,2.631434065124418,2.0
+1157,17,1,0,1,18.84370908979277,28,0,0,0,1,1,1,0.5030669073279145,4.0
+1158,16,0,0,2,10.369859498844809,6,0,2,0,0,0,0,2.784237837142815,2.0
+1159,15,1,0,3,7.046177684183565,28,0,2,0,0,0,0,0.24762676508656342,4.0
+1160,18,0,0,1,4.681155500349982,20,0,3,0,0,0,1,1.1895487696187859,4.0
+1161,17,0,2,2,0.9956200304608753,4,1,3,1,0,0,1,3.3759940088028393,1.0
+1162,15,1,3,3,5.370001523949908,22,1,3,0,0,0,0,1.293573556445951,4.0
+1163,18,0,0,2,13.084715598906358,0,1,3,0,0,1,1,3.7185869042869646,0.0
+1164,18,1,3,2,10.672338626184217,7,0,3,1,0,0,0,2.670559614819829,2.0
+1165,16,1,1,3,18.880825565618547,11,1,2,1,0,0,0,2.369648013449619,3.0
+1166,15,0,0,3,7.925545249834012,13,0,2,0,1,0,0,1.6244868202221543,4.0
+1167,18,1,0,1,13.87726684656789,15,1,2,1,1,0,0,2.5374768278143587,2.0
+1168,17,1,1,0,9.786454949502428,9,0,4,0,1,0,0,2.298417928509479,3.0
+1169,17,1,2,2,10.251524318484233,14,0,3,1,0,0,0,2.2598041504961186,3.0
+1170,16,1,2,2,5.35548629208235,20,0,2,0,1,0,0,1.3213433008698847,4.0
+1171,18,1,0,2,9.099015536839994,23,0,3,0,1,0,0,0.9499742281238568,4.0
+1172,15,0,0,2,9.415699940254145,25,0,2,1,0,0,1,0.818786616073051,4.0
+1173,17,1,0,1,14.132850434978678,14,1,3,0,0,0,0,2.3392245127535936,3.0
+1174,18,1,0,2,18.81279998372228,9,0,2,0,1,0,0,2.6827762879633723,2.0
+1175,18,1,0,1,6.586425549650086,20,1,1,1,0,0,0,1.543837471085622,4.0
+1176,16,1,0,2,0.8440093716259689,27,0,3,1,0,0,0,0.19690110482362244,4.0
+1177,17,1,2,2,9.925902510012794,6,0,3,0,0,0,0,2.748610257448085,2.0
+1178,17,0,3,1,10.889226642983372,25,1,2,1,0,1,0,1.1048937876999443,4.0
+1179,15,1,0,1,3.368811022638305,2,0,2,1,0,0,0,2.553439811443938,2.0
+1180,17,0,3,2,15.209292125521333,1,0,3,1,0,0,1,3.2742334588098787,1.0
+1181,15,0,0,2,19.698582168829834,5,1,3,0,0,0,0,3.1860603780389143,1.0
+1182,17,0,0,1,18.915494340169218,20,0,3,1,0,0,0,1.722115750240589,4.0
+1183,16,0,0,4,3.9421207764730437,8,0,2,1,1,0,0,2.3380463575903736,3.0
+1184,17,1,1,2,17.507264798015214,9,1,4,1,1,0,0,3.273998748434336,1.0
+1185,15,0,3,4,14.089872728233694,3,0,3,0,0,0,0,2.993502391205279,2.0
+1186,15,0,1,2,9.076931276138232,26,1,3,1,0,0,0,0.8963978990233954,4.0
+1187,16,1,0,2,10.812219886494582,2,0,3,0,0,0,0,2.9610552588035977,2.0
+1188,17,1,1,3,16.99200349964916,8,0,1,1,0,0,0,2.6743510954520984,2.0
+1189,17,1,0,2,9.602698792767463,23,0,0,1,1,0,0,1.2178731513333656,4.0
+1190,16,0,2,2,7.464147382102537,21,1,3,0,0,0,0,1.36559111032951,4.0
+1191,17,1,1,1,9.864949860519715,16,0,2,0,0,0,1,1.5222748446854282,4.0
+1192,17,1,0,2,11.582596080700982,13,1,3,0,0,0,0,2.2314023973705024,3.0
+1193,15,0,1,1,3.781553075566977,9,0,2,1,0,0,0,2.135266354890094,3.0
+1194,17,1,1,1,18.018154605339813,12,0,2,0,0,0,0,2.255698914963147,3.0
+1195,17,1,0,0,13.483738976592276,11,1,1,1,0,1,0,2.751145787611705,2.0
+1196,16,1,1,0,12.665378346749778,26,0,3,1,1,0,0,0.8976341586164038,4.0
+1197,16,1,0,4,1.9899245236127627,0,0,1,1,0,0,1,3.117354434785501,1.0
+1198,18,0,2,1,12.083478763451836,27,0,3,1,0,1,0,1.2875951312580094,4.0
+1199,15,1,2,2,2.4192132447698467,21,0,2,0,0,0,0,0.5710530980330257,4.0
+1200,17,1,2,3,1.573953503907981,28,0,3,1,0,0,0,0.5813557994949716,4.0
+1201,17,0,1,2,10.546217912847865,18,0,1,0,0,1,0,1.6434624040739563,4.0
+1202,18,1,1,1,8.055710680929899,18,0,1,0,0,0,0,1.2348440407820207,4.0
+1203,17,0,0,2,11.776205403124465,5,0,3,0,1,0,1,2.968093619579765,2.0
+1204,15,1,2,2,1.7844433611447719,12,0,2,1,0,0,0,2.009298479722319,3.0
+1205,18,0,0,2,8.619661256945168,18,0,1,1,0,0,0,1.146086034129592,4.0
+1206,15,0,0,2,3.4957343009031594,12,1,4,0,0,0,0,2.1923631978552875,3.0
+1207,18,0,0,4,19.74200171848233,26,1,1,1,0,0,0,0.94573087329995,4.0
+1208,18,0,0,2,11.223004248703488,25,0,2,1,0,0,0,0.5672500284902902,4.0
+1209,16,1,1,1,13.748737218817347,21,0,1,0,0,0,0,0.9707643470928291,4.0
+1210,15,0,0,2,6.508365613652156,20,1,2,1,0,1,1,1.6560601255004677,4.0
+1211,17,1,2,0,1.894778295586883,3,0,2,0,0,1,0,2.8393132491560324,2.0
+1212,17,0,0,3,19.517417255670733,23,0,1,0,0,1,1,0.189818059909026,4.0
+1213,15,0,0,1,5.7251807076636645,1,0,3,1,0,0,0,3.25829468502287,1.0
+1214,17,0,1,1,8.476163703471485,14,1,2,0,0,0,0,1.9200558526588953,4.0
+1215,17,1,0,3,12.9972784340515,11,0,3,0,0,0,0,2.0217714943693785,3.0
+1216,15,0,0,2,0.4939459537222257,29,1,1,1,0,0,0,0.1259330746249498,4.0
+1217,18,1,2,1,16.205182610345737,26,1,2,1,0,0,0,1.2870134123902284,4.0
+1218,15,1,0,2,10.731563800572406,6,0,0,1,0,1,0,2.5914267032293132,2.0
+1219,18,1,2,3,5.564343741376443,19,1,3,0,0,0,0,1.4633796485355999,4.0
+1220,17,1,0,1,1.232159705849385,17,0,3,0,0,0,0,1.465549386433812,4.0
+1221,17,1,0,3,3.2499683094888288,22,0,3,1,1,0,1,1.710466837709535,4.0
+1222,17,1,2,0,17.900677177068737,12,0,2,0,1,0,1,2.288505685252231,3.0
+1223,16,1,0,2,13.72048447871782,16,0,3,0,0,1,0,1.9609688486532324,4.0
+1224,18,1,0,3,4.998034432737796,3,0,3,0,0,0,0,2.6216233262773407,2.0
+1225,16,1,0,1,1.3120152989005907,24,0,0,1,0,0,0,0.7683163859836675,4.0
+1226,16,0,0,2,13.812306247732726,13,0,1,0,0,1,0,1.8064063454058108,4.0
+1227,15,0,2,1,11.448154519355302,19,0,2,0,0,0,0,0.88186635307777,4.0
+1228,16,0,0,2,8.090390489164701,27,0,3,0,1,0,0,0.8170682206563473,4.0
+1229,15,0,2,2,7.272228983801277,12,1,0,0,0,0,0,1.4461325277019692,4.0
+1230,15,0,2,2,4.336285518582166,2,0,3,0,1,0,0,3.3390943622003117,1.0
+1231,16,1,0,1,13.392225130750353,25,0,2,0,0,0,0,0.8196254779474454,4.0
+1232,18,1,3,1,19.41336055587741,25,0,2,0,0,0,0,0.6768179731112823,4.0
+1233,18,1,0,0,3.514304916736517,17,0,1,0,1,0,1,1.3895448744649723,4.0
+1234,18,1,3,1,11.942332400310068,13,0,2,0,1,0,1,1.9915084140251775,4.0
+1235,18,1,0,2,8.483701114919524,14,0,0,0,1,0,0,1.6398675504146125,4.0
+1236,18,1,1,3,8.933774434893298,2,0,0,0,1,0,0,2.5117430206054214,2.0
+1237,16,1,0,2,5.082945602556288,0,0,3,0,0,1,0,2.9839199495864985,2.0
+1238,16,0,0,2,16.50269751322838,25,1,2,0,0,1,0,1.25865485443205,4.0
+1239,17,0,1,4,9.705112082944822,23,1,2,0,0,0,0,1.4179299273727557,4.0
+1240,18,0,2,2,10.868117043965281,16,0,1,1,0,1,0,1.5970165723817666,4.0
+1241,16,0,0,3,6.095218255946515,2,1,2,0,1,0,0,3.0886998681859597,1.0
+1242,17,1,0,2,3.636169313338995,13,0,0,1,1,0,0,1.6413414427787147,4.0
+1243,18,1,2,1,1.7182077640564097,2,0,2,0,1,0,0,2.5868706562634283,2.0
+1244,15,1,1,0,14.282382818498318,12,1,2,0,0,0,0,2.389032645212185,3.0
+1245,17,0,3,2,3.9246856337571123,14,0,2,1,0,0,0,1.8981464002812252,4.0
+1246,16,1,2,1,13.801507083775954,17,0,4,0,1,0,0,2.1104879749817496,3.0
+1247,15,1,3,1,7.8075289209390775,13,0,2,0,0,0,0,1.7002735894049135,4.0
+1248,15,1,2,2,8.315496019793029,20,0,2,1,0,0,0,1.0444999950877136,4.0
+1249,15,0,0,2,9.383549921855433,25,0,2,0,1,0,0,1.1941661337644758,4.0
+1250,17,1,0,2,7.354170162550863,2,0,1,0,0,1,0,2.6491368281965504,2.0
+1251,16,0,2,1,2.0123995444518017,18,0,3,0,1,0,0,1.2341413889277302,4.0
+1252,15,0,1,1,6.192636200056915,7,0,2,1,0,0,0,2.127408865912826,3.0
+1253,18,0,0,2,13.274687213878769,3,1,1,1,0,0,0,2.913887649138132,2.0
+1254,15,0,0,4,13.31568802937742,3,0,3,0,0,0,1,3.119393913150377,1.0
+1255,15,1,3,2,5.724486144799887,18,1,0,0,0,0,0,1.0363787383257312,4.0
+1256,17,0,1,3,9.20205253115376,10,0,4,1,0,0,1,2.403284547023526,3.0
+1257,17,0,0,2,3.8689445602387496,0,1,3,0,0,0,0,3.1565080639094454,1.0
+1258,16,1,0,2,4.2074416305967155,7,1,2,0,1,1,0,2.723471858740064,2.0
+1259,18,1,0,1,0.46094176813214816,14,0,1,1,1,0,0,1.5309511463109082,4.0
+1260,17,0,0,2,17.934930998154893,0,0,1,0,0,0,0,3.4685813491357274,1.0
+1261,15,1,0,2,4.214133301498125,6,0,1,1,0,0,0,2.3020320443414053,3.0
+1262,16,0,0,2,4.550677538729266,20,1,1,1,0,0,0,1.2656779091994341,4.0
+1263,15,0,2,2,5.592028652902636,19,0,2,1,1,0,1,1.479602227739032,4.0
+1264,15,0,0,2,2.54816143390858,19,0,4,0,0,1,1,1.4450767191993792,4.0
+1265,17,0,2,1,12.785257663627256,23,0,2,0,0,0,0,0.8094338103684621,4.0
+1266,16,1,2,2,1.5028590635517314,10,1,3,0,0,0,0,2.1502332699887816,3.0
+1267,18,0,0,1,2.6840485265270053,26,0,3,0,0,0,0,0.5591437155118445,4.0
+1268,18,1,1,3,12.895134531801858,28,0,3,0,0,0,0,0.5807884851770568,4.0
+1269,17,1,0,1,6.793212409628855,13,0,0,0,1,1,1,1.6020891959846741,4.0
+1270,17,1,2,0,14.158956534023782,21,1,2,0,1,0,0,1.0027983635819373,4.0
+1271,16,1,0,2,11.148494893402841,15,0,3,0,0,0,0,1.6630634531990602,4.0
+1272,18,0,1,2,5.120423461230262,13,0,3,0,0,0,1,1.5315464597195698,4.0
+1273,18,1,1,2,13.016559009786562,11,0,4,0,0,0,0,2.205842147030335,3.0
+1274,18,0,0,1,2.325473605857613,16,0,3,0,0,0,1,1.155338560965664,4.0
+1275,15,1,0,2,10.728207661600608,13,1,1,0,0,0,0,2.153758339869399,3.0
+1276,18,1,1,1,8.742962100900693,9,0,2,1,0,0,1,2.592786686317039,2.0
+1277,15,0,2,3,5.357471656348816,23,0,0,1,1,0,0,0.9123305070955543,4.0
+1278,16,0,0,3,12.080099954790002,28,1,3,0,0,0,0,0.6956309334599464,4.0
+1279,15,0,1,2,17.42667184680565,13,1,2,0,0,0,0,2.1396198913689854,3.0
+1280,16,1,0,1,19.978093995261535,17,0,3,0,0,0,0,1.5504493308923313,4.0
+1281,18,1,2,2,12.15525537486849,21,0,4,0,0,0,1,1.5475367003506038,4.0
+1282,18,0,0,0,8.094117486583404,8,1,3,0,0,1,0,2.966548034294946,2.0
+1283,16,0,2,2,4.5041420043240326,16,0,2,1,0,0,1,1.6336793710032238,4.0
+1284,17,0,0,1,5.141921787902235,5,1,1,0,0,0,0,2.3325403195354064,3.0
+1285,16,0,0,3,9.589099562995314,7,1,3,1,1,1,0,3.270262309404739,1.0
+1286,17,1,0,0,7.3455540256141845,25,0,1,0,0,0,0,0.3464705925902769,4.0
+1287,15,0,0,2,18.276290452498884,12,1,1,0,0,0,0,1.8949043363401072,4.0
+1288,15,0,1,2,7.365909353114191,17,0,1,0,0,0,0,1.4567426010872695,4.0
+1289,15,0,0,2,7.468891822908709,4,0,2,1,0,0,0,2.5537231512721896,2.0
+1290,18,0,2,0,7.67069024867954,5,0,1,0,0,0,0,2.224197461212005,3.0
+1291,15,1,0,4,16.732404207353163,20,1,4,0,1,1,0,1.8476004181084256,4.0
+1292,17,0,0,2,13.015766416938037,18,0,4,1,0,0,0,1.849760707133483,4.0
+1293,15,1,0,2,12.283377006377854,3,0,4,0,0,1,0,3.268794215560215,1.0
+1294,16,0,0,1,6.6828604476772435,6,1,0,0,0,0,1,2.546516637246023,2.0
+1295,16,0,0,2,16.35808353664879,3,0,4,0,0,0,0,3.1012292205041274,1.0
+1296,18,1,0,2,0.7672772271140227,24,0,4,0,0,1,0,0.6559540779626771,4.0
+1297,16,0,0,0,17.415943446762263,10,1,4,0,1,0,0,3.088512305616677,1.0
+1298,17,1,0,1,10.254997995878592,11,1,3,0,0,0,0,1.9925598054819997,4.0
+1299,15,1,1,3,7.965004697268256,13,1,3,0,1,0,0,2.605247445547851,2.0
+1300,18,0,1,1,9.943345614353714,12,1,1,0,0,0,0,1.7339724542334658,4.0
+1301,15,1,0,1,13.348310610676622,28,0,3,1,0,0,0,1.1138487878591201,4.0
+1302,15,1,0,2,0.2553085303579472,9,0,0,1,0,0,0,1.6492502516618042,4.0
+1303,17,1,3,2,17.431037129164956,17,0,2,0,0,0,0,1.3375549802098763,4.0
+1304,16,1,1,0,8.934790506227856,15,0,4,0,0,0,0,1.9846599185571745,4.0
+1305,16,1,1,2,6.859330394001564,4,0,2,0,1,1,0,3.060881655966949,1.0
+1306,15,1,0,1,2.764911312681142,7,1,1,0,0,0,0,2.3928973584250004,3.0
+1307,18,1,2,0,8.789307487168843,13,0,4,0,0,0,0,2.0837969900967988,3.0
+1308,16,1,2,0,9.926455425687577,4,0,4,0,1,0,1,3.6457380487704403,0.0
+1309,18,0,1,3,8.072933889869557,25,0,1,1,0,0,0,0.322286081625407,4.0
+1310,16,0,3,1,13.573201876537942,27,0,3,0,1,0,0,1.129514334361546,4.0
+1311,18,1,0,0,8.41793057518452,23,0,2,1,0,0,0,0.6307569438666114,4.0
+1312,17,0,0,2,19.228351556931468,7,0,2,0,0,1,1,3.1572296388040932,1.0
+1313,18,1,2,3,11.985550356471837,24,0,1,0,0,0,0,0.680087787496653,4.0
+1314,17,1,2,1,16.14955871303818,25,0,0,0,0,0,0,0.7963598478866475,4.0
+1315,17,0,0,2,2.187118062189577,5,1,1,0,1,0,0,2.844039214925591,2.0
+1316,18,1,0,0,7.9458258589181145,15,1,0,0,1,0,0,1.253451854215859,4.0
+1317,17,1,0,2,6.736954028943054,27,0,4,0,0,0,0,0.534508880538856,4.0
+1318,15,1,0,2,11.389647762731837,3,1,3,1,0,0,0,3.1910461182199175,1.0
+1319,17,1,2,2,17.222270401228513,11,0,3,0,0,1,0,2.8154212753091197,2.0
+1320,16,0,1,1,1.5667643552401334,10,0,3,0,0,0,0,2.1571223032650955,3.0
+1321,18,1,0,1,1.4514959608942157,2,0,1,1,0,0,0,2.7238280604010647,2.0
+1322,15,1,0,1,17.00635416315198,11,0,4,1,0,0,0,2.627693905554347,2.0
+1323,18,1,0,1,4.257001720767148,29,1,3,1,1,0,0,0.9124156208354255,4.0
+1324,16,0,0,0,13.375065088996275,4,0,2,0,0,0,0,2.609623081817451,2.0
+1325,16,1,1,2,10.857562647216103,5,1,1,0,1,0,0,2.981992255406158,2.0
+1326,16,0,3,4,16.657871897744588,18,0,3,0,0,0,0,1.6250827736961981,4.0
+1327,17,0,2,4,2.5017781967280706,17,0,3,0,1,0,0,1.3616984178594074,4.0
+1328,17,1,0,3,2.5956593144522255,15,1,3,0,0,0,0,1.9169618961294344,4.0
+1329,18,1,2,2,11.13636720556615,22,0,0,0,0,0,0,1.011253194616751,4.0
+1330,18,0,2,2,18.92757306716742,10,0,1,1,1,0,0,2.3321590405051187,3.0
+1331,15,1,2,1,8.299955167415085,4,0,2,1,1,1,0,3.387938347765993,1.0
+1332,15,0,0,2,6.538842005093899,8,0,3,0,1,0,0,2.384690791358408,3.0
+1333,18,0,0,2,12.133786463957716,2,0,0,0,0,0,0,2.7808169956104924,2.0
+1334,17,1,0,2,18.608972010900622,29,0,2,0,1,0,1,0.5348357535394734,4.0
+1335,16,1,0,2,16.738556656892474,7,0,2,0,0,0,0,2.5422143487820366,2.0
+1336,18,0,0,1,19.909672214664397,5,0,3,0,0,0,0,3.0071290674312805,1.0
+1337,15,0,0,1,0.4513716640475418,3,0,2,1,0,0,0,2.9858098143768106,2.0
+1338,17,0,0,3,2.2571628942552446,11,0,2,0,1,0,0,1.9493060573283008,4.0
+1339,18,0,2,0,12.18935526733244,11,0,3,0,0,0,0,2.1478451963634986,3.0
+1340,18,1,0,2,16.411528786676996,24,0,4,0,0,0,1,1.1757680252358405,4.0
+1341,17,1,0,3,5.704886846135331,20,0,1,1,0,0,0,1.4003632540944204,4.0
+1342,18,1,3,2,4.784221760684375,15,0,1,1,0,1,0,1.7555440233413917,4.0
+1343,17,1,3,2,15.739515987624017,9,0,4,1,0,1,0,2.9000962392055474,2.0
+1344,16,1,2,1,1.1276370770646316,21,0,2,0,0,0,0,1.0334594906901564,4.0
+1345,17,0,3,1,7.387652951651702,13,0,3,0,0,0,1,1.907742363387151,4.0
+1346,17,1,1,3,10.116184451846594,12,0,3,0,0,0,0,1.8809092897654762,4.0
+1347,17,1,3,2,11.206973487006469,8,0,1,0,1,1,0,2.614950353949793,2.0
+1348,18,1,0,2,14.572303135855538,6,0,3,1,0,1,0,3.1071355935726115,1.0
+1349,18,1,0,0,7.096914468613164,11,0,3,0,0,0,0,1.3864645615000097,4.0
+1350,17,1,0,0,12.253686893492144,4,0,2,0,0,0,0,2.8337600718448113,2.0
+1351,18,0,0,4,11.707508455819127,17,0,0,0,0,1,0,1.0861513973549914,4.0
+1352,15,0,0,1,10.952322013074943,3,0,4,0,0,0,0,2.874037360035303,2.0
+1353,15,0,1,2,12.809665862844245,1,0,2,0,1,0,0,2.8956713046591833,2.0
+1354,18,1,2,0,5.188983421361526,2,1,3,0,0,0,0,3.1813076022771107,1.0
+1355,18,0,1,2,1.6929750716925795,25,0,3,0,0,0,0,0.47128310884343194,4.0
+1356,17,0,0,3,2.3854334407948685,11,1,2,0,0,0,0,2.2113795279733512,3.0
+1357,16,1,2,2,4.491647653078021,2,1,3,1,1,0,0,3.375252255246081,1.0
+1358,18,1,1,1,10.003958710455706,3,0,4,0,1,0,0,3.203858190796927,1.0
+1359,15,1,0,2,16.808855010920404,5,0,2,0,0,1,0,3.3501791105924874,1.0
+1360,17,0,1,2,14.025866841767682,11,0,2,0,0,0,0,1.7257915297427142,4.0
+1361,18,0,0,2,15.780812084040942,18,0,4,1,0,0,0,2.2166038146961022,3.0
+1362,15,1,0,3,7.019512478521827,9,0,1,1,0,0,1,2.0046273170074884,3.0
+1363,15,1,3,2,8.093074832971004,29,1,0,0,0,0,0,0.7157420455446748,4.0
+1364,16,0,0,3,7.8736377198122565,0,1,4,0,0,1,0,3.8806400848697424,0.0
+1365,17,0,0,2,3.8374636880900304,16,0,3,1,0,1,0,1.689528158418944,4.0
+1366,17,1,2,1,1.2243331628714405,15,0,4,1,1,0,1,1.7579788035014272,4.0
+1367,16,1,2,1,11.818321856544536,8,0,0,0,0,0,0,2.136399546240388,3.0
+1368,16,0,0,1,19.784333668411723,24,1,1,0,1,0,0,0.9115682706466881,4.0
+1369,17,1,0,3,3.3365940990052567,20,1,1,0,0,0,0,1.1378011102056016,4.0
+1370,17,0,0,2,0.9336963979854751,8,1,3,1,0,0,1,2.34926492736688,3.0
+1371,18,0,1,2,15.590633636478659,26,0,3,0,0,0,0,0.6237474365472879,4.0
+1372,18,0,0,1,5.051720133694484,22,0,2,0,0,1,0,0.3410294459251265,4.0
+1373,16,0,0,1,16.59287610705857,8,0,0,0,0,0,0,2.223813666751698,3.0
+1374,18,1,3,2,14.078733340690308,11,0,3,0,0,0,1,2.3282403846301514,3.0
+1375,15,1,1,2,18.91347074101609,22,1,2,1,0,0,0,1.6230778220088506,4.0
+1376,18,0,0,1,8.178544715133441,8,1,1,1,0,0,0,2.200896321528595,3.0
+1377,18,0,1,2,13.239396789012684,14,0,4,0,1,0,0,2.5841106550638626,2.0
+1378,15,0,1,0,9.297095616265414,1,0,1,1,0,0,0,2.9965033042477023,2.0
+1379,16,0,0,1,12.61177394617087,10,0,3,0,0,1,0,2.3739934814358454,3.0
+1380,15,0,0,2,8.991978120154746,10,1,3,1,0,0,0,2.8304044557095467,2.0
+1381,18,1,2,1,3.7726449284814967,7,0,2,1,1,0,1,2.5251155338354896,2.0
+1382,16,1,0,4,10.157948320067618,22,0,1,1,0,0,0,1.0429816505882752,4.0
+1383,18,1,1,1,10.571684028748846,5,0,2,1,0,0,1,2.6610969036702157,2.0
+1384,15,1,0,1,16.21207696520322,20,0,3,0,0,0,0,1.5995938877280507,4.0
+1385,15,0,0,1,14.710414115871624,19,1,1,1,0,0,0,1.7994091491725042,4.0
+1386,18,0,0,2,13.275832478828882,6,0,3,0,0,0,0,2.6576385566960075,2.0
+1387,17,0,0,2,2.2677419110514507,2,0,4,0,0,0,0,2.998484061883098,2.0
+1388,17,0,0,2,14.4123258132743,7,0,4,0,0,1,0,2.977408432892682,2.0
+1389,15,0,0,0,10.006103127090295,17,0,2,0,0,0,0,1.3751641369478076,4.0
+1390,15,1,2,0,17.881990722123184,16,0,3,1,0,0,1,1.8488664401912396,4.0
+1391,17,0,3,2,18.397418682610855,10,0,4,0,0,0,0,2.4424562001292713,3.0
+1392,17,1,2,3,1.1031318120357092,1,0,2,1,0,0,0,2.8560385143532114,2.0
+1393,18,1,2,3,16.412831207089575,24,1,1,1,0,0,0,1.206150230255099,4.0
+1394,18,1,0,0,0.7539478084534124,20,0,1,1,1,0,0,0.8959029903990774,4.0
+1395,17,1,3,2,7.343392513900453,26,0,1,0,0,0,0,0.2731909291583428,4.0
+1396,18,0,0,3,10.845999512421582,23,0,3,0,0,1,0,0.66750896106505,4.0
+1397,18,1,3,1,2.962015972542549,18,0,2,0,0,0,0,1.0894406041524294,4.0
+1398,16,1,3,3,14.926276251381536,6,0,3,0,0,0,0,2.813211008121627,2.0
+1399,18,1,2,1,0.16709408344277143,17,1,3,1,0,0,1,1.8687585897071979,4.0
+1400,15,0,3,3,3.3719809686807367,7,0,3,1,1,0,0,3.0356935955108426,1.0
+1401,18,0,1,2,11.615936597069513,13,0,3,0,0,0,1,2.13535680128746,3.0
+1402,18,0,0,3,14.287751240745848,6,0,0,1,0,1,0,3.038116129209991,1.0
+1403,17,1,0,2,18.332862053878323,27,0,3,0,1,0,0,0.9941294103867458,4.0
+1404,15,1,1,1,14.109933038692477,20,0,2,0,0,0,0,1.2325571657328191,4.0
+1405,18,0,0,3,13.435585405097319,27,0,2,0,1,0,0,0.8644037429995793,4.0
+1406,18,1,1,1,7.886822927013286,26,0,0,0,0,0,0,0.11523185484882735,4.0
+1407,16,0,3,1,0.025688510536028275,3,0,4,1,0,0,0,2.934586305266487,2.0
+1408,18,0,0,2,2.403185174712439,16,0,4,1,0,0,0,2.0469388171096283,3.0
+1409,18,1,2,2,10.691090895120784,4,0,2,1,0,0,0,3.065473133634235,1.0
+1410,16,1,3,3,13.502597716888394,11,0,2,0,1,0,0,2.4370263001142716,3.0
+1411,17,1,3,1,8.34896567792925,8,0,3,0,1,0,0,2.427614635957672,3.0
+1412,18,1,3,2,14.613580230567804,25,0,1,0,0,0,0,0.7771509547591905,4.0
+1413,16,0,1,2,10.437245906643575,19,1,1,1,1,1,0,1.879575445166732,4.0
+1414,15,0,3,0,1.4835239118862442,12,0,3,0,0,0,0,1.5965748744045993,4.0
+1415,17,0,2,1,3.8403250193589766,24,0,1,0,1,0,0,0.7045952434646587,4.0
+1416,15,0,0,1,16.799964464878858,27,0,2,1,1,0,0,0.7641866973896485,4.0
+1417,15,0,0,1,14.49825493248879,17,1,2,1,0,0,0,1.503416679305313,4.0
+1418,16,1,2,4,17.8952397402499,19,1,2,1,0,0,0,1.5258378621561266,4.0
+1419,18,0,0,2,2.3511449824187314,8,0,1,1,1,0,0,2.2708411075244164,3.0
+1420,16,0,1,2,19.80445069230148,3,0,2,0,0,0,0,3.4023525386444518,1.0
+1421,16,0,1,4,4.188134278998672,20,1,2,0,1,0,0,1.4382049683676248,4.0
+1422,16,1,0,1,0.2355975257328402,26,0,2,0,0,1,0,0.33657129860815566,4.0
+1423,16,1,1,3,19.948458781071082,7,0,3,0,0,0,0,3.1122811365205387,1.0
+1424,17,1,2,2,5.621477708902263,0,1,4,0,0,1,0,3.770694721842285,0.0
+1425,18,1,0,3,13.360389050251198,16,0,1,0,0,0,0,1.655613322522051,4.0
+1426,15,0,0,1,3.533646283526104,24,0,3,1,0,0,1,1.0504696915596752,4.0
+1427,15,0,0,3,11.604570643982834,8,1,1,0,0,1,0,2.5353912836886785,2.0
+1428,18,1,0,1,18.080699729091187,19,0,2,0,0,0,1,1.3960904942452492,4.0
+1429,15,1,3,1,6.403623348568772,12,0,2,1,1,0,0,2.025416982399455,3.0
+1430,18,0,0,2,13.405079520887185,1,0,2,0,0,0,0,3.2683025478531924,1.0
+1431,15,0,1,1,3.75807177596833,12,0,3,1,1,0,0,2.017218038843316,3.0
+1432,16,1,0,2,12.495907974374505,8,0,2,1,0,0,0,2.3976825794915584,3.0
+1433,15,1,0,2,6.729007036350203,29,0,2,1,0,0,0,0.2878673233291232,4.0
+1434,18,1,2,2,4.224165171759033,19,0,3,0,1,1,0,1.5487102111350304,4.0
+1435,18,1,2,1,6.263641014072703,5,1,1,1,0,0,0,2.905242112307261,2.0
+1436,18,0,0,0,3.576821370155987,27,0,1,0,1,0,0,0.24897713123072576,4.0
+1437,18,0,0,1,18.038322156757655,0,1,0,1,0,0,0,3.4184098665461984,1.0
+1438,18,0,0,2,7.943737726342577,27,1,1,0,0,0,0,0.5829208864689581,4.0
+1439,17,1,0,1,4.905586099487347,24,0,2,0,1,0,0,0.930028645913522,4.0
+1440,17,1,1,1,8.968156820318658,4,0,2,1,0,1,0,2.679085718058188,2.0
+1441,15,0,0,1,6.4107233361299105,2,1,1,0,0,0,1,3.1062304249844512,1.0
+1442,18,0,0,0,14.88838507626652,3,0,0,1,0,0,1,2.7812878837000317,2.0
+1443,15,0,0,2,19.424398237709887,0,0,3,0,1,1,1,4.0,0.0
+1444,18,0,3,3,8.760673133952936,13,0,3,1,1,1,0,2.3327839636333105,3.0
+1445,18,1,3,1,17.220667999444807,8,1,4,1,0,0,0,3.0677183698465544,1.0
+1446,17,0,0,2,11.31726147119239,29,0,4,0,1,0,0,0.869123386308555,4.0
+1447,17,0,2,2,3.1447133018846696,23,0,4,0,1,0,1,1.5205038773800068,4.0
+1448,16,0,0,2,13.812454841626831,3,0,3,1,1,1,1,3.2898231421759827,1.0
+1449,17,0,0,2,10.268689942516403,17,1,3,1,0,0,0,2.1757392926719743,3.0
+1450,16,0,2,2,13.01213046504207,13,0,1,0,0,0,0,1.8524286908169374,4.0
+1451,16,0,3,2,17.7937482514333,24,0,3,1,1,0,1,1.4772887703973712,4.0
+1452,16,0,3,0,8.808691413120922,3,0,0,0,0,0,0,2.878926862568036,2.0
+1453,16,1,1,2,18.023552464347112,24,0,3,0,1,1,0,1.0580507720986623,4.0
+1454,16,1,0,2,15.013380285633097,9,0,2,0,0,0,1,2.572890420104166,2.0
+1455,15,1,2,0,9.772098517559694,2,0,3,1,0,1,0,3.5877355870777485,0.0
+1456,17,1,0,1,12.064442713159274,22,0,0,1,1,0,1,1.3014180137992601,4.0
+1457,16,0,1,4,6.511622650380229,6,1,2,0,1,1,0,3.2094931359032093,1.0
+1458,18,1,0,2,19.671945994775484,9,0,2,0,0,0,0,2.5372306390536963,2.0
+1459,17,1,1,2,13.34702326100792,12,0,1,1,0,0,0,1.9893957592572007,4.0
+1460,17,0,0,3,0.8769370499325979,3,1,2,0,1,1,0,3.0042333028010937,1.0
+1461,16,0,0,2,6.532438114960176,17,0,0,1,1,0,0,1.5135167558797396,4.0
+1462,15,1,3,2,12.46628867518115,10,0,2,0,0,0,1,2.1727405517009766,3.0
+1463,16,1,0,2,1.126665555984796,24,1,2,0,0,0,1,0.6416491686246723,4.0
+1464,15,0,1,3,0.47768382638285534,3,0,3,0,1,0,0,2.7535902317989964,2.0
+1465,18,1,0,2,9.000484790556051,23,0,2,1,0,1,0,1.0384883524708666,4.0
+1466,17,0,0,2,6.6538035938534,13,0,2,1,1,0,0,2.255019102931137,3.0
+1467,18,0,0,1,8.765972160663317,17,0,4,0,0,0,0,1.666702257521599,4.0
+1468,15,0,0,4,5.253866197600104,7,0,2,0,0,0,0,2.499459429635027,3.0
+1469,15,0,2,2,3.2943549388596183,26,1,2,0,0,0,0,0.2782154592390721,4.0
+1470,18,1,0,0,13.782867139606754,9,0,2,1,0,0,0,2.6375942281323583,2.0
+1471,15,0,3,3,10.29142232535601,4,0,3,1,1,0,1,3.0571217282122816,1.0
+1472,18,0,1,2,4.003084224987337,22,0,2,1,1,0,0,1.3619328272119078,4.0
+1473,17,1,0,0,6.391788525199966,6,1,2,1,0,1,0,3.2389317177358112,1.0
+1474,18,0,1,2,11.836158153266519,11,1,3,1,1,0,0,2.573034385056746,2.0
+1475,17,1,1,2,1.444586965449557,24,0,0,0,0,0,0,0.0,4.0
+1476,18,1,2,3,2.949060185323591,2,1,3,0,1,0,1,3.1439098781210157,1.0
+1477,15,1,0,1,1.4649120821478023,25,1,2,1,0,0,0,1.04646340029671,4.0
+1478,18,0,0,3,16.246346654282377,3,0,2,0,0,0,1,2.8685742282208135,2.0
+1479,15,1,2,2,15.048184664240186,9,0,3,0,0,0,0,2.6394472915746228,2.0
+1480,18,1,3,0,15.066258637585141,3,0,1,0,0,0,0,2.669749932596335,2.0
+1481,18,0,2,4,14.32650686952056,14,1,3,0,1,1,0,2.794885282534225,2.0
+1482,16,1,0,2,13.387708473397383,28,1,4,0,0,0,1,1.1865697291923056,4.0
+1483,15,1,2,1,9.5398383075635,9,0,2,0,0,0,0,2.520175258554297,2.0
+1484,16,1,0,2,12.8455632701423,20,0,4,0,0,1,0,1.6010784880682591,4.0
+1485,15,1,0,3,0.767231095759493,29,0,0,0,0,0,0,0.0,4.0
+1486,16,1,0,1,12.429288453135692,21,1,3,0,0,1,0,1.5950547587554353,4.0
+1487,17,0,1,1,15.557554110737543,15,1,2,1,0,0,0,2.222002853095735,3.0
+1488,18,1,0,1,10.007167207687804,14,0,2,0,0,0,1,1.6150931484836668,4.0
+1489,15,1,0,1,7.150266568544739,18,0,1,1,1,0,1,1.6759194307143808,4.0
+1490,15,0,2,2,5.5485346960195825,28,0,2,1,0,0,0,0.21431950358433965,4.0
+1491,18,0,0,2,12.85604100324165,19,1,1,1,0,0,0,1.5567655569083212,4.0
+1492,15,0,0,1,13.856023972598175,18,0,4,1,1,0,0,2.154199353389932,3.0
+1493,15,1,0,1,17.41935199725085,17,0,3,0,1,0,0,2.0706693123979414,3.0
+1494,16,0,3,1,6.846681649219814,25,1,1,0,1,0,0,0.5672371067999946,4.0
+1495,15,1,1,3,15.395446147711711,11,0,1,1,0,0,0,2.162688107920216,3.0
+1496,17,1,0,1,11.227116483786759,24,1,3,0,0,1,0,1.2912304259430896,4.0
+1497,17,0,2,4,17.656729813561583,15,0,2,0,1,1,0,2.340156389104695,3.0
+1498,18,0,2,2,10.556242165912415,0,0,1,0,0,0,0,2.9239697400630495,2.0
+1499,15,1,0,1,10.352596567959345,15,1,2,1,0,1,0,2.1901466017791726,3.0
+1500,18,0,1,3,11.557541628818182,1,0,2,0,0,0,0,3.0742141920071315,1.0
+1501,17,1,2,2,14.986307102848688,23,0,1,0,0,0,0,1.009430321848957,4.0
+1502,15,0,1,2,19.293809576569217,14,0,3,1,1,0,0,2.1185006019238966,3.0
+1503,15,0,0,4,1.471267084315313,6,0,3,1,0,0,0,2.615347947639846,2.0
+1504,18,0,2,0,1.0686920478203432,27,0,0,0,1,1,0,0.4159305071778432,4.0
+1505,17,1,1,0,18.75100674814677,0,1,4,1,0,0,0,3.9470929642201784,0.0
+1506,15,0,0,2,10.597512510364123,4,1,2,0,1,0,0,3.0173532270832526,1.0
+1507,18,1,0,1,12.298060291338722,9,1,1,1,0,0,0,2.813786291054958,2.0
+1508,17,1,0,1,9.648472031894578,21,0,1,0,0,0,0,0.7696361214560695,4.0
+1509,18,1,0,0,1.8731490521494898,20,1,1,0,0,0,0,0.8922661351679123,4.0
+1510,16,1,2,0,15.36178756837333,3,1,2,1,1,0,0,3.666290826527483,0.0
+1511,15,0,0,2,14.944492901771739,13,0,1,0,1,0,0,1.4015482387657991,4.0
+1512,16,1,0,1,6.23406642985624,12,0,2,0,0,0,1,1.4233383361752172,4.0
+1513,17,1,1,2,6.124784904568008,0,0,1,1,0,0,1,3.1496447435255135,1.0
+1514,16,0,0,2,16.75682761811037,15,1,3,0,1,0,1,2.353731151756538,3.0
+1515,16,1,3,2,1.4471451548265324,22,0,3,1,1,0,0,1.1613543513353255,4.0
+1516,17,0,0,0,17.622102967131315,8,1,2,0,0,0,0,2.6471959858736853,2.0
+1517,18,1,0,2,5.1332337979182885,21,0,3,0,1,1,0,1.2989979848488324,4.0
+1518,16,0,0,0,11.859694955109878,15,1,4,1,0,0,0,2.6441973683601545,2.0
+1519,18,1,0,2,18.719883580035553,18,0,3,0,0,0,0,1.7379896187214479,4.0
+1520,16,0,0,3,13.56245003073293,14,0,2,0,0,0,0,2.0187768989965207,3.0
+1521,18,1,2,2,8.288596249340731,25,0,2,0,1,0,0,0.7177804975968944,4.0
+1522,17,1,3,2,13.790684178108304,13,0,3,1,0,0,0,2.2675844008883907,3.0
+1523,16,0,0,2,6.879592726327404,19,1,1,0,0,0,0,1.2714946229661936,4.0
+1524,17,0,1,1,5.545168326983722,9,1,2,0,1,0,0,2.6216668933929705,2.0
+1525,16,0,2,3,19.933665558693594,20,0,2,0,0,0,0,1.228528505250038,4.0
+1526,17,0,2,3,15.015804623595754,11,0,3,0,1,0,1,2.4953123609841468,3.0
+1527,17,1,0,1,12.894399547636352,27,0,3,0,1,0,0,0.7017618078332725,4.0
+1528,16,1,0,2,7.105792864386375,0,0,2,1,1,1,0,3.8649768612963977,0.0
+1529,16,0,0,3,0.9832165831009632,20,0,1,1,0,1,0,0.684651926072042,4.0
+1530,16,1,2,4,0.6211375207031122,16,1,4,0,0,0,0,1.88585022368373,4.0
+1531,15,0,2,2,11.083625108975976,8,1,0,0,1,0,0,2.3278327626806856,3.0
+1532,18,0,0,2,15.240654420781022,22,0,0,1,0,1,0,0.8802328124843197,4.0
+1533,15,1,0,1,10.747583808877101,18,0,2,0,0,1,0,1.4119815069059263,4.0
+1534,15,1,3,4,16.81570143878229,24,0,3,0,1,1,1,1.6625318303754022,4.0
+1535,17,1,2,1,0.6685306618644327,17,0,3,1,0,0,0,1.3415984768250016,4.0
+1536,16,1,3,2,7.335041528518802,27,0,4,1,1,0,0,0.6592029163279249,4.0
+1537,18,1,2,1,4.741407823483561,6,0,1,0,0,1,0,2.153371206457846,3.0
+1538,17,1,0,1,8.94545936314244,8,0,2,0,0,1,0,2.4431029199121954,3.0
+1539,15,1,1,2,1.4475278638824496,21,0,1,0,0,0,0,0.2700885546341743,4.0
+1540,16,0,1,4,19.08263283142145,25,0,3,0,0,1,0,1.316724623344178,4.0
+1541,17,0,0,0,4.465108021387218,20,0,2,1,0,0,0,0.8177142023856205,4.0
+1542,16,0,1,2,18.446155509671694,11,0,0,0,1,0,0,2.056945969742978,3.0
+1543,17,0,2,0,8.517863100733635,6,1,3,1,0,0,0,3.219333348074609,1.0
+1544,16,0,0,1,19.71048266510436,13,1,2,0,0,0,0,2.2408700600381573,3.0
+1545,15,1,2,2,11.081167669204214,14,1,2,0,1,0,0,1.9137997969013387,4.0
+1546,18,0,1,2,18.616657283516147,14,0,3,0,0,1,0,2.240334376463302,3.0
+1547,15,0,3,1,0.1069797738844569,5,0,1,1,0,0,0,2.2545475861917157,3.0
+1548,18,0,0,1,14.964776123618002,20,0,1,1,1,1,0,1.8913004299388907,4.0
+1549,16,0,0,0,18.061013062050307,13,0,1,0,0,1,0,2.2062263414776675,3.0
+1550,17,0,1,1,2.7944113395790815,1,1,2,0,1,0,0,3.335098154642011,1.0
+1551,15,0,0,4,1.9225170346430298,7,0,1,1,1,0,0,2.4119864614713284,3.0
+1552,18,0,2,3,8.491452143719112,12,0,3,0,1,0,0,2.1609785190420574,3.0
+1553,15,1,2,1,18.673578122658704,22,0,1,0,1,0,0,1.165394363121266,4.0
+1554,18,1,0,2,10.847731203808774,5,0,4,0,0,0,0,2.58350063639477,2.0
+1555,15,0,1,3,10.549129274434643,4,1,1,0,1,0,0,3.017063255946228,1.0
+1556,18,1,1,0,2.8225223659864374,4,0,1,1,1,0,1,2.5761746968185832,2.0
+1557,18,1,0,3,0.01579022186437573,24,0,1,0,0,0,0,0.23334988047150682,4.0
+1558,16,1,3,3,16.202801814909225,0,0,3,1,0,0,0,3.646516388949796,0.0
+1559,18,1,2,0,1.7514912597247645,8,1,2,1,1,0,0,2.6054252316173008,2.0
+1560,16,0,1,1,12.67699637470648,5,0,3,1,0,1,0,3.3669295153821057,1.0
+1561,18,1,2,4,18.29232909030383,19,0,3,0,1,0,0,1.5837802579379994,4.0
+1562,17,1,0,2,4.17303826316862,25,0,4,0,0,1,0,0.7763967059483814,4.0
+1563,17,1,3,0,13.305456724738216,29,1,3,0,0,1,0,0.7834866400151184,4.0
+1564,17,0,1,1,1.5739715341501892,6,0,0,0,0,1,0,2.328311711261717,3.0
+1565,18,0,2,2,12.07510287675226,8,0,3,1,0,0,0,2.718465435794503,2.0
+1566,16,0,2,2,3.278634419064055,4,1,4,1,0,0,0,3.2448822032661777,1.0
+1567,16,0,0,2,14.71907121030356,13,1,4,1,0,0,0,2.8656747490202017,2.0
+1568,18,0,2,4,6.024625895878164,4,0,1,0,0,0,0,2.326326756466653,3.0
+1569,17,0,0,1,9.267820176092926,7,1,3,0,1,1,0,3.303066678642581,1.0
+1570,17,0,0,2,11.988610840552434,6,0,1,0,0,0,0,2.4892182377565297,3.0
+1571,16,1,0,2,3.4254682133247916,12,1,1,1,1,1,0,2.600264186907329,2.0
+1572,17,1,3,2,14.832756372352417,12,0,3,0,0,0,0,2.119171492034809,3.0
+1573,15,1,2,1,6.052806812736291,7,0,4,0,0,0,0,2.522694547891483,2.0
+1574,16,0,2,4,13.24743719825507,10,1,2,0,0,0,0,2.475854110200245,3.0
+1575,17,0,2,3,3.165661013987473,27,1,3,1,0,0,0,0.782809234051424,4.0
+1576,16,0,1,2,13.762353184127004,25,0,0,1,0,0,0,0.7664048694920337,4.0
+1577,15,0,3,2,2.563761456209235,17,1,0,1,0,0,0,1.2836220775478306,4.0
+1578,16,0,0,1,8.507129925399672,24,0,2,1,0,0,0,0.6431459327503606,4.0
+1579,16,1,0,2,4.944121474777536,18,1,2,0,0,0,0,1.6692302172984,4.0
+1580,16,1,0,2,14.96750498856365,5,0,3,0,0,0,0,3.2820700505937532,1.0
+1581,16,0,2,2,5.240700090137491,21,0,2,0,1,0,0,0.7437140169647167,4.0
+1582,15,0,2,4,17.634346127907925,1,0,2,0,0,0,1,3.3250668431789085,1.0
+1583,18,0,0,2,17.836404228132256,27,0,2,1,1,0,1,1.184519764401664,4.0
+1584,16,0,0,1,3.928826304455717,12,0,1,0,0,0,0,1.6165360987452144,4.0
+1585,16,1,2,2,12.276918900154485,22,0,4,0,0,0,0,1.5830839708839028,4.0
+1586,17,0,0,1,1.7543528343992865,24,0,2,0,0,0,0,0.1842514890903642,4.0
+1587,16,0,2,1,7.830741992032584,27,1,2,0,0,0,0,0.47218104220902535,4.0
+1588,17,0,3,1,14.266434590025446,25,0,3,1,1,0,0,1.2993555178087295,4.0
+1589,18,0,0,2,13.188464936998326,10,0,2,0,0,0,1,2.379628283206932,3.0
+1590,15,1,0,2,12.49401338813216,0,0,3,0,0,0,0,3.5662831299671103,0.0
+1591,15,0,2,2,5.6508172732488715,23,0,1,0,0,0,0,0.27834757086963435,4.0
+1592,18,0,2,2,7.560498988688041,1,0,1,0,0,0,0,2.4215468827715467,3.0
+1593,15,1,1,2,2.0589228940057236,29,0,4,0,1,0,1,0.6176804235913715,4.0
+1594,18,1,3,1,14.38045640867202,16,0,3,0,0,0,0,1.8047266578373842,4.0
+1595,18,1,0,3,10.077775935825471,7,0,2,1,0,0,0,2.6352081296382535,2.0
+1596,18,0,1,1,14.175312646913092,1,0,3,0,0,0,1,3.436025388769573,1.0
+1597,15,0,2,1,4.978870495937455,5,0,4,0,0,1,1,2.7373779261627593,2.0
+1598,17,1,2,2,6.488764572701324,21,1,1,1,0,0,1,1.1466960797952552,4.0
+1599,18,1,0,1,6.684306745202293,4,0,0,0,0,0,0,2.4052675257641485,3.0
+1600,16,1,2,0,0.514848194944324,15,1,2,0,0,1,0,1.5252820489261911,4.0
+1601,15,1,1,2,6.82095745661247,7,0,1,1,1,0,0,2.4461570806358237,3.0
+1602,18,1,0,2,16.06609147036067,18,1,1,1,0,1,0,1.9529530122549463,4.0
+1603,18,1,0,2,17.94596991499477,15,0,3,1,0,0,0,2.293087191388992,3.0
+1604,16,0,2,4,10.364366312718548,12,0,0,0,0,1,0,1.4716720294797634,4.0
+1605,17,0,0,2,9.110033904384405,25,1,3,0,0,0,1,1.106713497753671,4.0
+1606,17,0,0,3,0.6164923739874051,19,0,2,0,1,0,1,1.2058569757056352,4.0
+1607,17,1,0,1,17.584086751707652,6,0,2,0,0,0,0,2.5590703550177483,2.0
+1608,18,1,2,2,0.2602042685174544,15,0,3,1,1,1,0,2.4576510224957073,3.0
+1609,18,1,1,3,18.895001604204236,22,1,2,0,0,0,0,1.2267412857712765,4.0
+1610,18,1,2,2,9.784324973761812,15,0,1,0,0,0,1,1.5904330983565391,4.0
+1611,15,1,0,2,6.838689871494532,28,0,1,1,0,0,0,0.3106695325979863,4.0
+1612,16,1,1,1,18.484368696853203,11,1,3,1,0,0,0,2.7718106588704914,2.0
+1613,18,0,1,0,0.48781986220193474,13,0,1,1,0,0,0,1.5826829916643974,4.0
+1614,16,0,2,2,11.628497897381742,23,1,0,1,0,0,1,1.1055870981431069,4.0
+1615,16,1,3,1,10.978650489986752,17,0,4,0,0,0,0,2.3002961351673665,3.0
+1616,17,0,0,3,4.3864080242276415,26,1,4,1,1,0,0,0.9918836980476614,4.0
+1617,15,1,1,1,8.577748627004212,27,0,2,0,1,1,1,0.16511062155187728,4.0
+1618,18,0,0,4,13.045280118875404,17,0,0,0,0,0,0,0.9893299205987555,4.0
+1619,17,1,1,4,14.54262393763855,15,0,3,1,0,1,0,2.230253521333785,3.0
+1620,17,1,0,1,0.014337174131595631,19,0,3,1,0,0,0,1.3835280778946648,4.0
+1621,18,0,0,1,18.737068601820305,15,0,1,1,1,0,0,2.1314052629810774,3.0
+1622,16,0,0,3,3.290507447856248,12,0,1,1,0,1,0,1.8682769229981597,4.0
+1623,17,1,1,4,4.671608684447184,25,0,3,1,0,1,0,1.2474819436382791,4.0
+1624,16,1,0,2,5.269468913876965,28,0,4,0,0,0,0,0.2999075475985059,4.0
+1625,15,0,2,1,0.7564027310407062,8,0,3,1,0,0,1,2.7051956947945466,2.0
+1626,16,0,0,2,2.4610424718064983,25,0,1,1,1,1,0,0.8979380920800135,4.0
+1627,15,1,0,2,19.72699845888324,27,0,2,1,1,0,0,1.3917317913625924,4.0
+1628,16,0,2,1,6.304334747545721,8,0,3,0,0,0,0,2.150546165993222,3.0
+1629,17,1,0,2,2.306021806780987,12,0,1,0,0,0,0,1.448741241526555,4.0
+1630,17,1,0,0,2.1398252234924664,28,0,1,1,0,1,0,0.0,4.0
+1631,15,1,1,0,14.389199353399437,3,1,1,0,0,0,0,3.0917150283564836,1.0
+1632,18,1,0,1,17.091373280652817,8,0,2,0,0,0,0,2.576927695452172,2.0
+1633,15,0,0,1,5.1390459901693974,14,0,2,0,0,0,0,1.9558725265628372,4.0
+1634,15,0,0,1,0.4181902467046994,13,0,3,0,1,0,0,1.8787083443226635,4.0
+1635,16,0,3,2,4.461800368907117,18,1,3,1,1,0,0,1.6304001316060543,4.0
+1636,16,0,1,1,1.1303138159351467,11,0,4,0,0,1,0,2.372748110360667,3.0
+1637,15,0,1,1,2.0678987326008302,20,1,3,1,0,0,0,1.279370611476852,4.0
+1638,17,0,1,1,8.630162396952848,25,0,1,0,0,0,1,0.155004788411154,4.0
+1639,16,0,0,4,4.598367417232652,24,1,2,0,1,1,1,1.2783470336697191,4.0
+1640,18,1,0,2,10.318917570508468,5,0,2,0,1,0,0,2.6559935659147995,2.0
+1641,16,0,2,2,5.069875065143807,2,0,0,1,0,1,0,2.6823160526270176,2.0
+1642,16,0,0,2,18.810746022058954,25,0,4,0,1,0,0,1.6448199394832874,4.0
+1643,18,1,0,4,18.11887935852529,24,1,0,1,1,0,0,1.3962784383778892,4.0
+1644,15,0,0,1,11.33612210020932,21,1,2,1,0,0,0,1.6094867987939343,4.0
+1645,18,0,0,2,7.088479839747723,19,0,2,1,0,1,0,1.187367524649196,4.0
+1646,15,1,3,2,7.622937640694712,15,0,2,1,0,1,0,2.0197970227132727,3.0
+1647,15,0,0,2,8.237045662889939,29,0,3,0,0,0,1,0.24162562822088438,4.0
+1648,15,0,1,0,14.55158644269888,19,0,2,0,0,0,0,1.2477251942052903,4.0
+1649,18,0,0,2,9.032779910376759,23,0,1,0,0,1,0,0.8526823634027514,4.0
+1650,15,1,3,0,17.13459893011795,22,0,1,0,0,0,0,0.9657009889491655,4.0
+1651,17,0,0,2,18.88189571860729,16,1,4,1,1,0,0,2.4238007516398317,3.0
+1652,18,0,0,2,6.718923067578677,15,0,1,1,0,0,0,1.7419681672894356,4.0
+1653,17,1,2,1,11.213889627513602,5,0,1,0,0,1,0,2.8459257757426046,2.0
+1654,15,0,2,3,1.9011307366512886,7,0,2,0,0,0,0,2.039564398044963,3.0
+1655,16,1,0,0,4.009380955327179,18,1,1,1,0,0,0,1.5420637396404377,4.0
+1656,15,1,0,3,8.269315334203203,29,1,2,0,0,1,0,0.7307796023629439,4.0
+1657,17,0,0,2,4.1240543180355775,24,0,3,1,0,0,0,0.4999877783931601,4.0
+1658,17,1,0,1,17.53120981577435,25,1,3,0,0,0,0,1.122889381075435,4.0
+1659,18,1,0,1,3.1657251211819615,1,1,3,0,1,0,0,2.9594927281039074,2.0
+1660,16,0,0,4,9.11321643106184,13,0,1,1,1,1,0,2.3002052395759676,3.0
+1661,18,1,0,0,12.113984809197513,21,0,2,0,1,0,0,1.35272076359225,4.0
+1662,17,1,0,1,13.837278163216888,11,1,0,1,0,0,0,2.13406203808262,3.0
+1663,15,0,1,1,7.661387394530134,16,0,0,1,0,0,1,1.2997943203369946,4.0
+1664,16,0,3,2,17.381981374494572,27,0,2,1,0,0,0,0.7478339441237737,4.0
+1665,15,0,1,2,11.36638302155851,26,0,1,1,1,1,0,0.5329232037789974,4.0
+1666,15,1,0,1,8.790155608951036,14,0,3,0,0,0,0,2.0737697903171566,3.0
+1667,16,0,0,1,1.3448126810407324,17,1,3,1,1,0,0,1.9913793639901416,4.0
+1668,18,1,3,1,9.293789368903301,15,0,3,1,0,0,1,1.8999595995373022,4.0
+1669,15,1,0,1,16.414716816314606,12,0,3,1,1,0,0,2.6148839418291825,2.0
+1670,17,1,0,2,12.29082036442631,20,1,0,1,1,1,0,1.8102707442887624,4.0
+1671,15,1,1,2,16.643249074582368,16,0,2,1,0,0,0,1.581931480635446,4.0
+1672,16,1,1,1,9.880233411986111,7,0,1,0,1,0,0,2.2713328033020876,3.0
+1673,16,1,1,1,2.369234101889637,0,1,2,1,0,0,0,3.363670491095614,1.0
+1674,16,1,0,1,0.2727969167176214,28,0,1,1,1,0,0,0.4812984804652508,4.0
+1675,18,0,0,4,6.064390934371824,24,0,0,1,1,0,0,0.1999273794512188,4.0
+1676,15,0,3,4,13.95980942995585,25,0,2,0,1,1,1,1.2680087507224682,4.0
+1677,18,1,0,3,15.805198078833875,26,0,3,1,0,0,0,0.8825524540001173,4.0
+1678,18,1,1,1,5.915056692406589,2,1,3,0,0,0,0,3.120136639384952,1.0
+1679,16,0,2,0,9.913078417664941,15,0,2,0,1,0,1,1.8041546917762192,4.0
+1680,16,1,1,1,8.422378088681633,27,0,2,1,1,1,0,0.6817036435058786,4.0
+1681,18,0,0,1,8.210455687028556,1,0,2,1,0,0,1,2.898261817162794,2.0
+1682,15,0,0,2,4.62697426400301,14,0,3,0,0,0,1,1.7303180027913696,4.0
+1683,17,0,1,2,2.7274221005891675,0,1,0,1,0,1,0,3.560791672128213,0.0
+1684,18,1,2,3,3.9337711646242624,8,1,3,0,1,0,0,2.5287745744068277,2.0
+1685,15,1,3,3,1.106647743266922,15,1,2,0,1,0,0,1.5923878582033109,4.0
+1686,16,0,0,1,3.962614836471541,3,0,1,0,0,1,1,2.3741309720150148,3.0
+1687,16,0,0,2,0.18401795250758912,11,1,0,1,0,0,0,1.8104094800411434,4.0
+1688,15,0,3,1,12.545168012719564,0,0,1,0,0,0,0,2.829826431301572,2.0
+1689,17,0,2,0,6.327508147753658,0,1,2,0,0,0,1,3.0476020888188065,1.0
+1690,16,0,2,2,19.462894228538172,6,1,3,1,1,0,0,3.625921730346796,0.0
+1691,16,1,0,0,3.874341015525957,17,0,2,0,0,0,1,0.9273215453238871,4.0
+1692,16,0,1,2,6.916571406191878,22,0,2,1,0,0,0,1.3319589487642747,4.0
+1693,15,1,2,1,7.156823172830665,27,0,4,1,1,0,1,0.7795517215186132,4.0
+1694,18,0,1,2,0.1690299212492108,22,0,1,1,0,0,0,0.8813584466312141,4.0
+1695,16,1,0,2,16.78415906078918,14,1,1,0,0,0,0,2.398121085937693,3.0
+1696,18,1,0,1,0.6398892028864944,25,0,2,0,1,0,0,0.7588142687845363,4.0
+1697,17,1,1,3,18.803596694584826,29,0,3,1,0,0,0,1.0288655959633795,4.0
+1698,16,1,0,1,17.841487021872414,24,0,3,0,1,0,0,1.4444766951837589,4.0
+1699,16,1,0,2,10.710438321719272,12,1,2,0,0,0,0,2.214067459161345,3.0
+1700,17,1,3,2,10.871911498225842,15,0,4,0,1,1,0,2.5119180875322624,2.0
+1701,16,0,0,2,13.075558459123126,6,0,3,0,0,0,0,2.6901498030104545,2.0
+1702,18,1,2,4,7.7410002386977395,15,0,0,1,0,0,0,1.6052743861754348,4.0
+1703,15,0,0,1,12.94444566795711,12,0,3,1,0,1,1,2.709889487418108,2.0
+1704,18,1,1,2,0.8953677737697374,13,0,0,0,1,0,0,1.528563501341875,4.0
+1705,15,1,3,2,1.0809525469945314,16,1,3,0,1,0,0,1.7785692022870156,4.0
+1706,15,0,0,3,9.144608392390888,11,0,1,1,0,0,0,2.1219640588635724,3.0
+1707,18,1,0,1,10.9924460221207,28,0,3,0,0,0,0,0.40590483142842537,4.0
+1708,18,0,0,2,17.75635280671638,23,0,2,1,0,0,0,1.1239263277412141,4.0
+1709,18,0,0,2,2.093212678157925,23,0,3,0,0,0,0,0.8703304110318186,4.0
+1710,18,0,2,1,16.452958543877788,19,0,2,1,1,0,0,1.8228292080685775,4.0
+1711,17,0,3,2,4.200946745841392,12,0,3,1,0,0,0,2.2311829319462495,3.0
+1712,16,1,0,1,7.881672970200637,23,0,1,0,1,1,0,0.9669677174911444,4.0
+1713,15,1,0,2,6.332048696548258,19,0,4,0,1,0,0,1.69185894616234,4.0
+1714,18,0,0,3,8.00310545730798,14,0,3,0,0,0,0,2.0697582058612616,3.0
+1715,18,1,2,2,3.009909961451711,23,1,1,1,1,0,0,1.0578761267920678,4.0
+1716,18,1,0,2,10.0714014880711,20,0,4,0,0,0,0,1.3214272070130963,4.0
+1717,17,0,1,2,16.032851796627344,3,1,2,1,0,0,1,3.5169407207158963,0.0
+1718,18,1,1,0,8.830680207577938,21,1,3,0,1,0,1,1.0491570024752104,4.0
+1719,18,0,1,1,9.812271517963982,1,0,3,1,0,0,0,3.4861413290978023,1.0
+1720,18,0,0,2,16.975351705626284,27,1,0,1,0,0,1,0.586837405483887,4.0
+1721,16,1,2,1,14.121162292760616,17,0,4,0,1,0,0,2.3588158974550537,3.0
+1722,17,1,0,1,9.809088170395695,1,0,2,0,0,0,0,3.152222285699565,1.0
+1723,18,1,0,2,5.153912963783593,24,0,1,0,0,0,0,0.5878350833437533,4.0
+1724,15,0,2,1,17.698534936899332,14,0,3,1,1,0,1,2.66889332908893,2.0
+1725,15,0,2,1,11.540408033811167,29,0,3,0,0,0,0,0.3043720342532843,4.0
+1726,15,1,0,2,4.422952202213867,25,0,0,0,1,0,0,0.2806703078814149,4.0
+1727,17,1,0,1,5.382395052760208,18,0,1,1,0,0,0,0.8730911973563495,4.0
+1728,17,1,0,3,16.06266177872492,14,0,3,0,0,0,0,2.330783482945125,3.0
+1729,15,1,0,3,0.8829112417491092,25,0,0,1,1,1,0,0.318850908518507,4.0
+1730,18,0,0,2,19.8418437405764,19,0,4,0,0,0,0,1.7922893205354298,4.0
+1731,17,1,0,1,2.6070335942958356,9,0,3,0,1,0,0,2.573219136505813,2.0
+1732,15,0,0,2,15.921370507938748,27,0,2,0,1,0,0,1.0844901258226167,4.0
+1733,15,0,2,3,7.895506335433657,23,0,2,1,1,0,1,1.0866966802818125,4.0
+1734,18,1,1,2,9.844323665749338,19,0,2,0,0,1,1,1.00411266268769,4.0
+1735,16,1,1,1,17.613011549291556,10,1,2,1,0,0,0,2.8246048925178546,2.0
+1736,17,1,0,2,8.258223791784264,25,1,3,0,1,1,1,1.364373782117196,4.0
+1737,18,0,3,3,10.74987507346469,9,0,4,0,0,0,1,2.6072864007904446,2.0
+1738,15,1,2,2,0.9859932481833988,28,1,2,1,0,1,0,0.5684680837933294,4.0
+1739,15,1,2,2,0.04694947734906307,22,0,2,0,0,0,1,0.5737961933285499,4.0
+1740,18,0,2,2,4.895997460034518,4,0,1,0,0,0,0,2.258071035198048,3.0
+1741,17,1,3,2,13.611661858375346,8,1,3,0,0,0,0,2.8400929751013146,2.0
+1742,16,0,1,0,2.425297867182734,19,0,3,1,1,0,0,1.6831172628416484,4.0
+1743,16,1,0,2,2.2752391760909885,18,1,3,1,0,0,0,1.7209071500753406,4.0
+1744,15,0,1,0,8.219212160718065,12,0,0,0,0,0,0,1.5377839093207277,4.0
+1745,17,1,2,2,12.95674077216453,17,0,3,0,1,0,0,2.0634635075132985,3.0
+1746,16,1,2,1,14.24143984495861,16,0,2,1,0,0,0,1.878547509948441,4.0
+1747,17,0,1,2,3.5690134819674957,26,0,3,1,1,0,1,0.8632708590471806,4.0
+1748,17,0,0,1,1.591762947440849,5,0,3,0,0,0,0,2.513286133011632,2.0
+1749,15,1,0,2,18.807940678910885,9,0,3,1,1,0,1,2.7721632696203784,2.0
+1750,16,0,3,2,5.213327651242034,1,1,2,0,0,0,0,2.8883859357893624,2.0
+1751,18,0,1,1,17.066929952174476,23,0,3,0,1,0,0,1.3371610494936967,4.0
+1752,15,0,1,1,17.269829009256366,5,0,0,0,0,0,0,2.3706116146947664,3.0
+1753,16,0,0,1,15.450451835250888,27,0,3,0,0,1,0,0.8544646477713151,4.0
+1754,16,1,0,3,3.3766721330514016,27,1,0,0,0,0,0,0.32264182699444766,4.0
+1755,16,1,2,2,16.436029185084006,20,0,2,1,1,0,0,1.8342269970893037,4.0
+1756,16,0,1,2,15.385011184831734,12,0,1,0,0,0,0,1.9900604524480012,4.0
+1757,16,0,2,1,11.934459802124342,17,1,3,0,1,0,0,2.226983393791037,3.0
+1758,17,0,0,2,6.744040703379055,6,0,2,0,0,0,1,2.60838689826964,2.0
+1759,15,0,1,3,5.250172085330882,1,0,3,1,0,0,0,3.4063390822727126,1.0
+1760,17,1,0,3,2.4377842416071793,28,1,3,1,0,0,0,0.8670343739276987,4.0
+1761,18,1,2,2,10.195141338017429,13,1,3,0,1,0,0,2.166091325158555,3.0
+1762,16,0,0,0,11.705217510196931,4,0,1,0,1,0,0,2.4229283329107885,3.0
+1763,15,0,0,1,7.186779810315745,17,0,3,0,1,0,0,1.509557877776469,4.0
+1764,16,0,1,0,9.507181353617371,10,1,2,0,1,0,0,2.44385726431874,3.0
+1765,15,1,3,1,7.270289147385334,9,0,0,0,0,0,0,2.0038283786309425,3.0
+1766,17,0,0,1,12.820121146414024,10,1,1,0,1,0,0,2.465306489467062,3.0
+1767,15,1,2,1,18.025184155931267,26,0,1,1,0,1,0,0.8447920018716684,4.0
+1768,18,0,0,1,3.2784052409388975,1,0,0,0,1,0,0,2.731058898448731,2.0
+1769,18,1,0,3,7.6281761980624685,14,0,2,0,0,0,0,1.736011489374202,4.0
+1770,15,0,0,2,2.8173720790172263,6,1,0,0,1,0,0,2.5896707308558047,2.0
+1771,15,1,0,3,12.498875408156639,8,1,2,1,0,0,0,2.7423611231016096,2.0
+1772,15,0,1,2,14.577410189771916,4,0,1,0,0,0,0,2.4959194397063627,3.0
+1773,15,0,0,1,18.63825465194912,6,1,1,0,0,1,0,2.8534371942017955,2.0
+1774,18,0,0,2,5.577438525219298,19,0,4,1,0,0,0,1.5913479919456928,4.0
+1775,16,1,3,1,19.004224117308603,1,0,2,0,0,1,0,3.209673328360458,1.0
+1776,15,0,0,2,1.265253436413496,2,1,1,0,1,0,0,3.127617865184041,1.0
+1777,15,1,2,1,12.060277267291763,1,1,2,0,1,1,1,3.453275896757228,1.0
+1778,18,1,0,4,1.1426543868665995,20,1,1,1,0,0,0,0.8227735669667381,4.0
+1779,18,0,1,1,17.875483755238896,21,1,0,0,0,0,0,1.2173352280449594,4.0
+1780,17,0,0,1,10.596181141401082,22,0,0,1,0,0,0,0.7626843112270509,4.0
+1781,15,0,0,3,13.386967015255921,18,0,4,0,1,1,0,2.145848670885439,3.0
+1782,17,1,0,0,16.63147851820905,3,1,3,0,0,0,0,3.2991310018333437,1.0
+1783,18,0,0,2,3.006212449679375,23,0,3,1,0,1,0,1.1708122846030742,4.0
+1784,18,1,0,2,0.7718312387626769,19,0,4,0,0,0,1,1.4245956528715278,4.0
+1785,16,1,1,3,17.577622918257042,6,0,4,0,0,0,0,2.9026593668557465,2.0
+1786,15,0,2,4,6.29866454917865,27,0,3,0,0,1,0,0.691477418739295,4.0
+1787,17,0,2,4,2.5795781585433053,21,1,3,1,0,1,1,1.8865425000782803,4.0
+1788,18,0,1,0,9.36922474174173,6,0,2,0,0,0,1,2.635341351261105,2.0
+1789,18,0,0,3,11.966121513920376,16,1,1,0,0,0,0,1.5003394189345471,4.0
+1790,17,0,0,2,0.6194120684502025,18,0,2,0,0,1,0,1.2355538161189008,4.0
+1791,16,0,0,2,5.497913165141755,21,0,2,0,0,0,0,0.604613405510861,4.0
+1792,18,1,0,1,0.6559974855379203,15,0,4,0,0,0,0,1.3881389762566787,4.0
+1793,15,1,1,2,8.40670778390998,2,0,2,0,0,1,0,3.3005522062792574,1.0
+1794,18,1,1,4,17.902000581324884,14,0,3,0,0,0,1,2.1686415934545398,3.0
+1795,15,0,0,3,19.653048229871384,13,0,2,1,1,0,0,2.7972674797319326,2.0
+1796,17,1,0,2,12.740951070072551,14,0,1,0,0,0,0,1.7174586153875433,4.0
+1797,15,1,2,0,3.232753875691836,13,0,2,0,1,0,0,1.6879004923340846,4.0
+1798,17,1,2,1,18.116987799986116,6,0,2,1,0,0,0,2.95214586347002,2.0
+1799,15,1,0,3,10.32495646400121,24,0,2,1,0,0,0,0.9633750092514732,4.0
+1800,17,1,3,2,3.074986242058362,2,0,2,1,0,0,0,3.3349718279859153,1.0
+1801,15,0,3,2,18.434533389033227,29,0,1,0,0,0,0,0.4436406552124723,4.0
+1802,16,0,0,0,15.14938101446206,16,1,2,1,0,0,0,1.9557917388354116,4.0
+1803,15,1,0,2,14.63410545446303,9,0,3,1,1,0,0,2.850351339225344,2.0
+1804,15,1,1,2,14.183614075888094,14,1,2,0,1,0,0,2.370067422230533,3.0
+1805,16,1,3,3,4.006796421928847,28,1,2,0,0,0,0,0.15259077923367834,4.0
+1806,18,0,2,2,4.220133834150522,5,0,0,0,0,0,0,2.123043126970309,3.0
+1807,18,0,0,1,13.7658599685451,27,1,1,1,0,1,1,0.9220132315429356,4.0
+1808,15,1,0,2,4.394455002207938,16,0,2,0,0,0,1,1.42899323811113,4.0
+1809,16,0,1,0,8.773433936060977,16,1,2,0,1,0,0,1.8934409155419147,4.0
+1810,15,0,1,4,15.640036511878828,13,1,2,0,0,0,0,1.9395846660340499,4.0
+1811,17,1,0,1,15.679050361956818,23,0,3,1,1,0,0,1.511276997165948,4.0
+1812,17,0,2,2,9.065235450517193,24,0,1,0,0,1,0,0.8256041743927887,4.0
+1813,15,0,1,1,15.843798765504902,17,0,0,1,0,0,0,1.7643543086537177,4.0
+1814,18,1,2,2,16.772435923961137,24,0,2,1,0,0,0,1.295594900495879,4.0
+1815,18,0,2,2,13.095515025685206,4,0,2,0,0,0,0,2.4737171780781475,3.0
+1816,15,0,2,2,4.568517046168403,28,0,2,0,0,1,0,0.019798485017409106,4.0
+1817,15,1,0,1,5.48023560771095,7,0,3,0,0,0,0,2.2029585057112775,3.0
+1818,17,0,1,1,6.296823108174707,6,0,3,1,0,0,0,3.0400254359810663,1.0
+1819,18,0,0,1,2.33608215467904,22,1,1,1,0,0,0,1.0690799865648395,4.0
+1820,15,1,1,2,5.463192407398902,3,1,4,1,0,0,0,3.9417600224442615,0.0
+1821,17,1,0,0,4.190384486250642,17,0,1,0,0,1,0,1.48259597306949,4.0
+1822,18,1,1,2,9.106574996172043,4,0,3,0,1,0,0,3.042275369333665,1.0
+1823,16,0,0,3,18.168750957445297,15,0,3,0,1,0,0,2.1039665103433465,3.0
+1824,17,1,0,3,2.0896063350791616,13,0,3,0,0,0,0,1.7875223290156508,4.0
+1825,18,0,0,2,14.405358478947912,26,1,1,1,0,0,1,1.1003818825946587,4.0
+1826,18,1,0,2,13.745660088262554,26,0,2,0,0,0,0,0.8545582885805375,4.0
+1827,17,0,2,0,1.9150839732671532,18,0,2,0,1,0,1,1.199651387587034,4.0
+1828,16,1,2,2,18.451448098116,13,1,1,0,0,0,0,2.591940919144186,2.0
+1829,17,1,1,3,11.369444043136392,8,1,0,0,0,0,1,2.2822127451739602,3.0
+1830,18,1,0,1,7.274510422713685,5,0,2,0,0,0,0,2.7548774932704316,2.0
+1831,15,1,0,2,15.130771669906133,16,0,2,0,1,0,0,1.9212686469167612,4.0
+1832,15,0,0,3,5.147309168032681,18,0,3,1,0,1,0,1.5835564956915293,4.0
+1833,17,1,0,3,13.870196740926408,11,0,1,0,0,1,0,1.7233856864018513,4.0
+1834,18,1,2,1,0.7942241514449444,3,1,3,1,0,0,0,2.8760550053652034,2.0
+1835,15,0,0,2,16.78816075218544,15,0,1,0,0,0,0,1.8889919304287466,4.0
+1836,18,1,0,1,8.96341694042637,24,0,3,1,1,0,0,1.369369967422703,4.0
+1837,17,0,0,1,12.733858287158835,10,1,2,0,0,0,0,2.5505462336959117,2.0
+1838,15,1,0,3,4.424756396133674,21,1,2,1,1,1,1,1.9435733405447095,4.0
+1839,18,1,1,3,13.541474253168959,3,1,3,1,0,0,1,3.3104012689001965,1.0
+1840,15,1,1,2,15.444805517865532,16,0,1,0,0,0,0,1.418938674503826,4.0
+1841,17,0,0,0,9.464263737687975,7,0,1,0,1,0,0,2.3530546550379574,3.0
+1842,18,1,0,3,12.354538481235886,13,0,2,0,0,1,0,1.7528862062165578,4.0
+1843,15,1,0,2,9.126518476447972,26,0,1,1,0,1,0,0.5139629886917817,4.0
+1844,17,1,0,1,17.88182738515691,1,0,2,0,0,0,0,3.0219548675332906,1.0
+1845,15,0,0,2,9.957383610286383,10,0,1,0,1,0,1,1.8347494481922708,4.0
+1846,15,0,3,0,16.83617418057638,10,0,3,0,0,0,0,2.2757001470083558,3.0
+1847,16,1,1,2,16.02704116540497,23,1,3,1,1,0,1,1.7676467845806807,4.0
+1848,16,0,1,2,8.21009642696713,21,0,0,1,0,1,0,1.353723074286344,4.0
+1849,17,1,0,1,4.6016898371495,23,1,3,0,1,0,0,1.0342011685600783,4.0
+1850,16,1,0,1,8.121642651195419,5,0,2,0,0,0,0,2.758341831164698,2.0
+1851,17,1,1,1,16.524347515504402,20,1,2,1,0,0,0,1.7899668741623316,4.0
+1852,16,1,1,0,4.552650716387847,20,0,2,1,0,0,0,1.223973606916021,4.0
+1853,15,1,2,2,10.488726917154986,13,1,3,0,1,0,1,2.4436191054209386,3.0
+1854,17,1,0,3,16.12193495921495,29,0,2,0,1,1,0,0.36295700275612797,4.0
+1855,17,1,1,0,7.069549502567575,9,0,3,1,0,0,0,2.251753921949751,3.0
+1856,15,0,0,0,12.844192740053948,25,1,1,0,0,0,0,0.9000416924553322,4.0
+1857,17,0,2,2,4.912631480976291,26,0,4,0,0,0,0,0.6566169233161951,4.0
+1858,17,0,1,3,2.1855889073631984,7,0,3,1,0,0,0,2.1864269513348455,3.0
+1859,16,0,1,1,15.887684501857127,6,1,1,0,0,1,1,2.88313626573597,2.0
+1860,17,0,0,1,1.9793724681741365,7,1,3,1,0,0,0,2.877853697636979,2.0
+1861,18,0,1,2,5.427627901591691,27,0,2,0,0,0,0,0.012063489633895919,4.0
+1862,15,0,0,1,17.1021884399488,7,0,1,1,0,0,0,2.583738162772638,2.0
+1863,16,1,0,0,6.929385741573344,22,0,1,0,1,0,0,1.1615545310949262,4.0
+1864,16,1,0,2,19.46090699028322,1,0,0,1,0,0,0,3.301690512687678,1.0
+1865,18,1,1,2,19.594686695477193,26,1,3,0,0,0,0,1.5051727733314488,4.0
+1866,15,1,0,2,5.365520409071134,15,0,2,0,0,0,0,1.385696220554564,4.0
+1867,15,0,0,2,0.819564444997809,8,0,2,0,0,0,1,2.240923948684623,3.0
+1868,16,0,2,2,14.101265684107583,12,1,1,1,0,0,0,2.116723382234456,3.0
+1869,17,1,0,1,9.019730052966874,22,0,2,0,0,0,1,1.0366568343647269,4.0
+1870,16,1,1,1,2.0150568791915258,11,0,2,0,0,0,0,1.6174602067259882,4.0
+1871,15,0,0,1,14.150456379560856,26,0,3,0,0,0,0,0.8659455421420207,4.0
+1872,18,1,0,1,0.6234981822384245,21,0,4,0,1,0,0,1.3202459872226313,4.0
+1873,16,1,2,2,17.403933809844844,24,0,2,1,0,0,1,1.2597646826652291,4.0
+1874,15,1,0,3,2.7730505822660745,28,0,2,1,0,0,0,0.08157318441514638,4.0
+1875,16,1,0,4,2.5462375749345,16,0,2,0,1,1,0,1.6896730848454322,4.0
+1876,17,0,1,2,3.5134459593716905,26,0,3,0,0,0,1,0.46042164975954214,4.0
+1877,16,1,1,1,19.205327169841333,1,0,1,1,0,0,0,3.577043897429733,0.0
+1878,16,1,1,1,13.86338720507692,12,0,2,1,0,0,0,2.0878721266068734,3.0
+1879,15,0,0,3,16.027430709272735,0,0,3,1,0,0,0,3.3695843618327963,1.0
+1880,15,0,0,2,7.95269971465506,25,0,0,0,0,0,0,0.0,4.0
+1881,15,1,2,2,6.726254550099111,27,0,1,0,0,0,0,0.09465159168077011,4.0
+1882,16,0,1,2,4.689680135663399,18,0,3,0,1,0,0,1.4053156279015715,4.0
+1883,17,1,2,2,9.612960566248178,10,0,1,0,0,0,0,1.878264180025782,4.0
+1884,18,1,2,3,11.03657467068337,4,0,2,1,0,0,0,2.871904770418778,2.0
+1885,18,0,2,0,12.635496873055107,0,1,2,0,0,0,0,3.7079480402167513,0.0
+1886,15,1,0,2,5.14237007997389,19,0,2,0,0,1,0,1.1748680910745393,4.0
+1887,15,1,0,3,18.973081618059812,29,1,1,1,0,0,0,0.9954496418804064,4.0
+1888,16,1,2,1,3.395169964142717,12,1,4,0,1,0,0,2.5287112567899213,2.0
+1889,18,1,0,2,19.313063495328247,7,0,0,1,1,0,0,2.5968344902614566,2.0
+1890,15,0,0,1,0.29712245015007577,5,0,3,0,0,0,0,2.46060677377515,3.0
+1891,17,0,2,4,9.622513836336912,28,1,0,0,0,0,0,0.5477807235419316,4.0
+1892,17,1,2,0,6.667356762331256,16,0,2,0,1,0,0,1.803054426736249,4.0
+1893,15,0,0,2,8.982468278605015,11,1,1,0,0,0,0,2.3099758477693926,3.0
+1894,15,1,0,1,11.41329157961578,0,0,1,0,0,0,0,3.0933639433242823,1.0
+1895,18,1,0,2,8.71178316025418,2,0,1,0,0,0,0,2.6159007236869956,2.0
+1896,18,1,2,1,8.2969370060319,13,0,2,0,1,0,0,2.27691831821056,3.0
+1897,16,1,3,1,14.65446830826613,25,0,2,1,0,0,0,1.0515315263472127,4.0
+1898,18,1,0,2,13.717525501729293,7,0,1,0,1,0,0,2.747706159044371,2.0
+1899,17,0,0,3,16.665425640716958,10,0,4,0,0,0,0,2.6216701040126886,2.0
+1900,17,1,2,1,4.999179624789911,26,1,1,0,0,0,0,0.24329809384427448,4.0
+1901,15,0,0,1,12.190570195081271,13,1,2,0,0,0,0,2.1947065208246226,3.0
+1902,18,0,1,2,11.703895707857077,7,0,1,0,0,0,1,2.639906487707337,2.0
+1903,16,1,3,2,7.394756217453775,28,1,2,0,1,0,0,0.8334934182533646,4.0
+1904,17,1,0,3,9.721150838053617,2,1,3,0,0,0,0,3.402401590802249,1.0
+1905,17,1,1,1,6.275642866114575,6,1,2,0,0,1,0,2.6162916954361832,2.0
+1906,16,1,0,2,2.836887952339704,27,0,1,0,0,0,0,0.33971538496845155,4.0
+1907,16,1,0,1,4.276024213254656,18,1,1,1,0,0,1,1.6977287802151975,4.0
+1908,17,0,2,1,2.1102729280240218,3,0,3,0,0,0,0,2.356856806870208,3.0
+1909,17,1,0,2,13.661391503802482,24,0,1,0,0,0,0,0.8456248398851254,4.0
+1910,16,1,3,2,13.21454786218303,15,1,2,1,0,1,0,2.246545273169087,3.0
+1911,17,0,1,2,19.012127431597456,12,0,1,1,1,0,0,2.4786991828290517,3.0
+1912,15,0,0,1,14.593568272944825,19,0,1,1,0,1,1,1.3742882826190426,4.0
+1913,15,1,0,2,1.040916775122629,18,1,1,0,1,0,0,1.3553810454285826,4.0
+1914,16,0,0,2,17.684903478579084,4,0,3,1,0,0,0,3.060490750087925,1.0
+1915,18,1,0,4,17.253503258914517,22,1,3,1,0,0,0,1.5569571221233613,4.0
+1916,16,0,0,1,8.866406415453973,4,1,2,1,0,0,0,3.219531247903172,1.0
+1917,16,0,0,1,11.717261010558431,19,0,1,0,1,0,0,1.150153548429549,4.0
+1918,18,1,0,1,19.521566649450378,23,0,2,0,0,1,1,1.3214293024924364,4.0
+1919,18,0,2,2,10.646087276963325,3,1,2,1,1,0,0,3.4913265883378144,1.0
+1920,18,0,1,1,18.106436567521797,1,0,2,0,0,1,1,3.8695867242043693,0.0
+1921,15,0,2,3,1.6607751562037287,25,1,0,0,0,0,1,0.17046361325298065,4.0
+1922,17,0,0,1,3.821037374173657,12,1,4,0,0,0,0,2.197387290025697,3.0
+1923,15,0,0,3,8.815098868826357,29,0,2,0,0,0,0,0.021155582754513902,4.0
+1924,17,0,1,1,11.695136166746094,15,0,4,0,0,1,0,2.386799507281263,3.0
+1925,15,1,0,2,16.324557037256003,21,1,0,0,1,0,0,1.3610312878747248,4.0
+1926,17,1,0,3,19.765242302863737,1,0,1,1,1,0,0,3.5106808899730706,0.0
+1927,15,0,2,1,7.777029929482328,18,0,1,0,1,0,0,1.4373707502913808,4.0
+1928,18,1,2,4,0.9483127228016985,16,1,3,0,1,1,0,1.8044174585321688,4.0
+1929,16,1,1,2,16.023430065906496,4,1,2,1,1,0,0,3.262269864334146,1.0
+1930,15,1,0,3,12.087614381656163,24,0,3,0,1,0,0,1.169658238097338,4.0
+1931,17,0,2,2,3.9708571773640333,17,0,3,0,0,0,0,1.4015509339508203,4.0
+1932,18,1,1,1,9.896569132428404,27,0,3,0,0,1,0,0.5496018253589585,4.0
+1933,15,0,2,1,14.846204910674487,22,1,3,0,0,0,0,1.5165082679194366,4.0
+1934,15,1,2,1,15.408235741372875,20,1,3,0,0,0,0,2.0322195117185347,3.0
+1935,18,0,2,0,9.99236823997524,17,1,3,1,1,0,0,2.289299775238682,3.0
+1936,15,0,1,1,6.104290602577183,7,0,2,1,0,0,0,2.0866877409952322,3.0
+1937,16,1,0,1,19.47485164076987,26,1,3,1,0,0,1,1.6676669904535018,4.0
+1938,15,1,1,2,13.267252219129857,14,1,3,0,0,0,0,2.5958890506964156,2.0
+1939,16,0,1,2,8.164750386925974,12,0,2,0,0,0,0,1.9507691766596456,4.0
+1940,16,1,2,1,5.609264484093048,12,0,4,0,0,0,0,2.1025418985543585,3.0
+1941,18,1,0,1,14.622059660071242,15,1,0,0,0,0,0,1.3791671997209602,4.0
+1942,15,1,0,2,4.843668911875354,21,0,2,0,0,0,0,0.6721996800613397,4.0
+1943,18,0,2,1,3.4341997794737633,19,0,1,1,0,1,0,1.1416385674703,4.0
+1944,15,0,2,0,10.596677779241405,12,0,1,0,0,0,1,1.6210121147431664,4.0
+1945,15,1,3,1,5.799747852882837,19,0,3,0,0,0,1,1.1221109734183077,4.0
+1946,17,1,2,3,12.5781028984723,1,0,4,0,0,0,0,3.402044108383005,1.0
+1947,15,1,1,3,2.3587734974846697,2,0,3,0,0,0,0,2.683854738684956,2.0
+1948,18,0,1,1,13.098822091346431,14,1,4,1,0,1,0,2.9968562787082313,2.0
+1949,16,0,2,2,5.665930559954044,22,1,1,1,1,0,0,1.2848657108072905,4.0
+1950,15,1,1,2,0.004858688690254631,18,1,1,0,0,0,0,1.2010533026138683,4.0
+1951,17,1,1,2,2.5387211534835274,12,0,2,0,1,0,0,1.9780217184381361,4.0
+1952,18,1,0,2,18.67230755670188,4,1,3,1,1,0,1,3.836698640240594,0.0
+1953,15,1,0,2,17.347092782307158,25,1,0,1,1,0,0,1.1799034066853447,4.0
+1954,18,1,2,1,4.672180640724736,21,0,4,1,0,0,0,1.5400594595413652,4.0
+1955,17,1,0,0,15.567438090909825,5,0,3,0,0,0,1,3.1588582622212478,1.0
+1956,17,0,0,2,12.171431863479485,13,0,4,0,0,0,1,1.7524968355129966,4.0
+1957,18,1,0,3,19.41809422899739,3,1,2,0,0,0,0,3.0451134821460926,1.0
+1958,15,0,0,2,7.472113190681182,21,0,2,0,1,1,0,1.1656039458580214,4.0
+1959,16,1,0,3,13.629212250343425,18,1,3,1,0,0,0,1.7857607910876623,4.0
+1960,17,1,0,4,1.2707144484783717,22,0,3,0,1,0,0,0.8411087173537893,4.0
+1961,15,0,3,1,7.924946936328119,6,0,1,0,1,0,0,2.397182557625913,3.0
+1962,15,0,1,2,19.27635322376361,3,1,4,0,0,0,0,3.576909015459067,0.0
+1963,16,0,0,2,10.779617489002412,1,0,3,1,0,1,0,3.2251582751891634,1.0
+1964,17,0,0,4,5.757590066696892,26,0,0,0,0,0,0,0.0,4.0
+1965,17,1,1,4,2.405419262572137,6,1,1,0,0,1,0,2.8066977641918256,2.0
+1966,15,0,0,2,14.070566803630609,2,1,2,1,0,0,0,3.421837670026282,1.0
+1967,15,1,2,1,12.897120868594536,14,0,2,0,1,0,1,2.1053092787971113,3.0
+1968,16,0,1,2,7.478774272075492,0,0,3,0,0,0,0,3.1609020911559265,1.0
+1969,16,1,2,1,19.018827037316687,1,0,0,0,0,0,0,2.993541560404552,2.0
+1970,17,1,0,2,0.44405625975700636,9,1,3,1,0,0,0,2.490220425623977,3.0
+1971,18,1,1,3,6.074477032636516,15,0,3,1,0,1,0,2.1308327796408113,3.0
+1972,17,1,0,1,18.421389725991627,24,0,1,1,0,0,1,0.8384648733197381,4.0
+1973,15,1,3,2,6.418708766388807,27,0,2,1,0,1,0,0.6767710334068527,4.0
+1974,17,1,1,2,5.045056677103408,14,1,1,1,0,0,0,1.7359565115853166,4.0
+1975,18,0,0,2,10.684408198624947,23,1,1,1,0,0,0,1.2545726181427619,4.0
+1976,16,1,0,1,16.476034998410757,14,1,2,0,0,0,0,1.9226882349760126,4.0
+1977,18,0,0,2,2.062935217567221,13,0,4,1,0,0,0,2.1919984196063775,3.0
+1978,18,0,1,3,18.860414192914725,21,1,1,0,1,1,0,1.757523486205053,4.0
+1979,18,1,0,3,15.90145762362328,13,0,2,1,0,0,0,1.9241023198927736,4.0
+1980,16,0,1,1,3.625005111031039,5,0,1,1,0,0,0,2.8079741296204626,2.0
+1981,18,1,0,3,14.240159223963254,13,1,1,0,0,0,0,2.138772677122642,3.0
+1982,18,0,1,2,7.6991744527511425,16,0,2,0,0,1,0,1.3638410472397342,4.0
+1983,18,1,2,1,8.045893561526373,17,0,3,0,1,0,0,1.722726052159269,4.0
+1984,15,0,2,0,15.665801848777328,19,1,0,0,1,0,0,1.1921084719956991,4.0
+1985,18,1,2,1,19.255696159614644,18,0,4,0,0,0,0,1.5347823896807868,4.0
+1986,16,1,0,3,2.5331174569438786,29,0,0,0,1,0,0,0.11524321095829132,4.0
+1987,18,1,0,2,8.412604737576387,16,0,3,0,1,0,0,1.562359564441758,4.0
+1988,18,1,1,2,9.61883216168607,15,0,3,1,0,0,0,2.096032624938282,3.0
+1989,16,0,0,1,7.5262363390999525,7,1,2,0,1,0,0,3.0092383227043036,1.0
+1990,18,1,0,2,7.2637824743245005,6,0,1,0,0,0,0,2.071108064884564,3.0
+1991,16,0,0,0,1.0453733512319308,19,1,2,0,0,1,0,1.7473564518959885,4.0
+1992,18,0,0,1,13.710772411252465,27,0,3,1,1,0,0,1.0798673690024294,4.0
+1993,16,0,0,2,8.724288342400907,11,0,3,0,0,1,0,2.271400211003181,3.0
+1994,18,1,2,1,3.8958760528785352,8,0,2,0,1,0,0,2.117233031215417,3.0
+1995,18,0,0,3,16.320670046041368,26,1,2,0,0,0,0,0.7435923583787316,4.0
+1996,15,0,1,1,16.051214963032557,13,0,3,0,1,0,0,1.892745844623002,4.0
+1997,15,0,0,2,9.727832561777877,19,1,4,0,0,0,0,1.58646418895305,4.0
+1998,18,1,1,2,5.96901322295521,0,0,3,0,0,1,0,3.512322894833646,0.0
+1999,18,1,0,2,12.761854515929048,9,1,3,0,0,1,0,2.629211521173767,2.0
+2000,17,0,2,1,5.763042715548061,16,1,2,1,1,0,0,1.836642800001118,4.0
+2001,16,1,2,0,4.720158606474241,16,1,3,1,0,1,0,1.834359140428028,4.0
+2002,17,1,0,3,14.610293080526533,16,1,3,0,0,0,1,1.7660559772918876,4.0
+2003,15,0,3,1,0.806504794419014,3,0,3,1,0,1,1,3.201710217015248,1.0
+2004,15,0,3,3,1.8953694206918792,16,1,2,0,0,0,0,1.2638907719337247,4.0
+2005,15,1,2,4,0.13576348047179554,17,0,2,0,1,1,1,1.4277243762746903,4.0
+2006,15,0,2,1,3.058863729508523,19,0,2,0,0,1,1,1.0707079518820535,4.0
+2007,18,1,0,1,1.3798001742091892,22,0,2,0,0,0,1,0.8327175057955102,4.0
+2008,15,1,1,2,19.916047355598373,1,0,2,0,0,0,0,3.1302227945215697,1.0
+2009,18,1,0,4,5.776199399081792,7,0,3,1,0,0,0,2.5370989505724477,2.0
+2010,18,1,0,3,2.9853602533849455,12,0,2,1,0,0,0,1.671076181781797,4.0
+2011,15,1,3,2,4.819925159918359,22,0,1,0,1,1,0,0.8165506596743497,4.0
+2012,15,1,0,2,18.722511430802694,24,0,3,0,1,0,0,1.1314027355141834,4.0
+2013,16,0,2,1,10.403204460487913,29,0,3,0,0,0,0,0.3331542282930413,4.0
+2014,17,0,2,4,7.296361926157138,21,1,2,0,0,0,0,1.4890630202510051,4.0
+2015,15,1,2,4,17.467829158184387,19,1,1,0,1,0,0,1.6833300315712254,4.0
+2016,16,1,3,1,7.899805410980649,21,1,4,1,0,0,0,1.9219421337361215,4.0
+2017,16,1,0,1,6.700171399153916,14,0,3,0,0,0,0,1.9400069221827017,4.0
+2018,17,0,0,1,4.145650450994712,19,0,1,1,0,0,0,1.0658486732058416,4.0
+2019,18,1,0,1,7.555936478188229,22,1,0,0,0,0,0,0.9689861311254953,4.0
+2020,15,0,0,3,6.333687120338521,8,1,2,1,0,0,0,2.686144990139594,2.0
+2021,17,1,0,1,13.546079185962821,2,1,3,1,1,0,0,3.520612391633881,0.0
+2022,15,1,0,0,5.791654093414542,2,0,1,1,0,0,0,2.8159732956810704,2.0
+2023,16,0,2,1,11.543994928451228,1,0,2,1,1,0,0,3.487510668221957,1.0
+2024,16,0,1,4,1.317843300639454,0,1,2,0,0,1,0,3.5921289778598062,0.0
+2025,18,1,0,2,3.8257831339302872,13,0,3,0,0,0,0,1.5784416654580549,4.0
+2026,16,1,1,2,8.148105432226975,16,0,2,1,0,1,0,1.8860081741258312,4.0
+2027,16,1,0,1,18.738985078173908,12,1,2,0,1,0,0,2.366010872187284,3.0
+2028,17,0,0,4,7.5450397143139085,18,1,4,1,0,1,0,2.434934378846439,3.0
+2029,15,0,2,3,13.281482423996682,29,0,1,0,0,0,0,0.39318647136243035,4.0
+2030,15,0,1,1,5.101744448427963,22,0,1,0,1,1,0,0.7132676650608875,4.0
+2031,17,0,2,0,2.5406715194646345,14,1,3,0,1,1,0,2.574449970243328,2.0
+2032,18,0,0,0,1.1707320016010025,26,0,1,1,1,0,0,0.7005398668998437,4.0
+2033,15,0,2,1,6.1082699708550265,24,1,3,1,0,1,0,1.586289237455222,4.0
+2034,16,1,1,2,3.1532205359381593,13,1,0,0,1,0,0,2.058575292693283,3.0
+2035,15,1,1,3,3.480208960322484,1,1,1,0,0,0,0,3.1296400506375512,1.0
+2036,16,0,1,2,15.215186167739,6,1,4,1,1,0,0,3.539198711532371,0.0
+2037,18,1,2,3,0.3167614188974843,16,0,2,1,1,1,0,2.0599666562818197,3.0
+2038,17,1,1,2,11.156202514708689,17,0,3,0,1,1,1,1.756035494723187,4.0
+2039,15,0,1,2,7.589227611869296,5,0,1,1,1,0,0,2.6226010520500767,2.0
+2040,17,1,3,2,10.130999998170944,26,0,1,0,0,0,0,0.2628611666623931,4.0
+2041,15,0,2,1,11.256604744292058,20,0,3,0,1,1,0,1.7044150885682279,4.0
+2042,16,0,0,1,6.267353889145564,7,0,2,0,0,0,0,2.1044499314712546,3.0
+2043,17,1,2,2,5.902177203685706,27,1,2,1,1,1,0,0.8375123196439725,4.0
+2044,15,0,0,0,14.668036986698114,26,0,0,1,1,0,0,0.556828032953946,4.0
+2045,16,0,0,1,17.425539762423142,1,0,2,1,0,0,0,3.3501309740346112,1.0
+2046,17,0,1,2,3.8516326491705577,0,0,3,1,0,0,0,3.2796462241624322,1.0
+2047,17,0,3,4,1.952375210702979,15,0,3,0,1,0,0,1.5563289566907113,4.0
+2048,15,0,3,2,17.955916127840517,6,0,3,1,0,0,1,2.8463787534192235,2.0
+2049,15,0,0,3,6.9979092729479735,21,0,3,0,0,0,0,1.137899800685294,4.0
+2050,15,0,1,2,11.026347813256283,23,0,2,1,0,0,0,1.3917877793457223,4.0
+2051,16,0,0,2,7.190862890400069,10,1,2,0,0,0,0,2.182795221152233,3.0
+2052,15,1,3,2,2.5160467269210263,14,1,3,1,0,0,0,2.2538711785078176,3.0
+2053,17,1,3,3,11.786632898954561,12,1,1,1,0,0,0,2.2540200372432713,3.0
+2054,17,1,1,2,10.502817035392592,29,0,1,1,0,0,0,0.3925490106038808,4.0
+2055,15,0,2,2,4.059871183823944,23,0,4,1,1,0,0,1.484857697467839,4.0
+2056,15,0,2,2,9.037380893045556,1,0,0,0,0,0,0,2.672093364300088,2.0
+2057,18,1,1,2,15.938950080312917,13,0,1,1,0,0,0,1.8315112814407797,4.0
+2058,17,1,0,1,11.808522062157827,23,0,2,0,0,1,0,0.7581829737450007,4.0
+2059,16,1,0,0,1.938346541339897,5,0,3,1,0,0,0,2.9381754672014475,2.0
+2060,18,0,1,0,10.960429944582701,8,1,2,1,0,1,0,3.0549241250380565,1.0
+2061,15,1,1,3,14.054765985791738,27,0,2,0,1,0,0,0.9175822003619482,4.0
+2062,15,1,0,1,15.854068115615028,6,0,4,1,0,1,0,3.4608846527317176,1.0
+2063,17,0,3,1,12.582351572685335,17,0,3,0,0,0,0,1.8419077493711398,4.0
+2064,15,1,0,2,3.0531632908156747,23,0,3,1,1,0,0,1.185985514478241,4.0
+2065,16,0,1,1,14.203465331803214,8,1,0,1,0,1,0,2.4222306855709315,3.0
+2066,17,0,1,2,13.546836921630327,22,0,1,0,0,0,0,0.9126606733812742,4.0
+2067,15,0,1,1,0.4885376588126644,3,0,2,0,1,0,0,3.073304472562818,1.0
+2068,17,1,1,4,8.234953351804863,8,0,1,0,0,0,0,2.1672829561454443,3.0
+2069,15,1,0,3,6.659004939247466,3,0,0,1,1,0,0,2.5538644982316425,2.0
+2070,15,0,0,3,13.38824128507287,11,0,1,1,0,1,0,2.4486025189472542,3.0
+2071,15,1,1,2,4.322716246218414,3,1,2,0,0,1,0,3.4632393046516823,1.0
+2072,16,1,1,2,11.817438459485171,24,1,3,1,1,0,0,1.442868859303521,4.0
+2073,16,1,0,1,18.26411923628345,29,1,3,0,0,0,0,0.9131278090050235,4.0
+2074,17,1,2,0,15.956047444172155,23,0,0,0,0,1,0,0.923753224971706,4.0
+2075,15,0,0,0,18.42915472433061,19,0,2,0,1,1,0,1.8435970826083627,4.0
+2076,15,1,1,2,19.5701193386538,13,0,1,0,0,0,0,2.0966454405051325,3.0
+2077,16,0,2,2,0.21340254012325532,23,1,2,0,1,0,0,0.875367123899009,4.0
+2078,15,0,0,2,12.454825527549552,23,1,2,0,1,0,0,1.4490003209615303,4.0
+2079,16,1,0,0,8.25678795517813,6,1,2,0,0,1,0,3.0811935547787432,1.0
+2080,15,0,2,2,17.197089806702436,25,0,3,1,0,0,0,1.1187524053837041,4.0
+2081,17,1,1,2,5.036294040182634,12,0,3,0,0,0,0,2.0622007000872045,3.0
+2082,15,1,1,2,19.620589782301522,21,0,3,0,1,0,0,1.5629116353425707,4.0
+2083,15,0,2,2,12.274159390874946,7,0,3,0,0,1,0,2.49283810766837,3.0
+2084,18,0,2,1,15.870748044576619,22,0,3,0,0,1,0,1.1001720410942128,4.0
+2085,16,0,3,3,1.7119910564553664,4,0,3,0,0,0,0,2.693598515909963,2.0
+2086,15,0,1,2,3.669157695177301,11,1,2,0,0,0,0,1.6848422066992197,4.0
+2087,15,1,0,1,15.168073460684063,12,0,2,1,0,1,0,2.423585366966065,3.0
+2088,18,1,0,1,0.43973044078647217,28,0,3,1,1,0,0,0.40505261304081247,4.0
+2089,18,1,0,2,16.337559717875656,19,0,0,0,0,0,0,0.6513407024247787,4.0
+2090,16,0,1,3,0.27898037383822905,13,0,3,0,0,0,0,1.7948597502988235,4.0
+2091,18,0,0,2,13.142376781225467,27,1,4,0,1,0,0,0.9636319307546236,4.0
+2092,17,0,3,1,7.301878404636117,17,0,3,0,0,0,0,1.9307827968987483,4.0
+2093,18,1,1,3,12.229897054383983,26,0,0,1,1,0,0,0.9943347506957514,4.0
+2094,17,0,1,2,13.920628139782274,23,1,2,1,0,0,0,1.3543270341452454,4.0
+2095,16,1,0,2,6.849504383726083,24,0,3,1,0,1,0,0.7035731437813568,4.0
+2096,16,0,0,2,2.159248962216711,19,0,4,0,1,0,0,1.5239451551655379,4.0
+2097,16,1,0,1,1.3929173549653129,3,1,2,1,0,0,0,3.358694269179903,1.0
+2098,16,1,0,2,11.778720451250956,20,1,3,0,0,0,0,1.76569517319031,4.0
+2099,16,0,0,1,10.41310707468223,17,0,3,0,0,0,0,1.787402596174887,4.0
+2100,17,0,1,4,14.84402018242265,6,0,1,0,1,1,1,3.154023245749205,1.0
+2101,17,1,2,2,10.194710200078742,14,0,3,1,1,0,1,2.005144712913381,3.0
+2102,16,1,2,2,8.448915800617582,20,1,2,1,0,0,0,1.7207596503292208,4.0
+2103,18,0,1,2,7.9617435647246175,5,0,2,0,1,0,1,3.1270562240684012,1.0
+2104,15,0,0,3,0.5289380519533493,15,1,2,0,0,0,0,1.441918756451196,4.0
+2105,16,1,2,3,6.711144033933143,19,1,3,1,0,0,1,1.6209212385063754,4.0
+2106,18,0,2,2,19.520403150489884,23,1,3,1,1,0,0,2.1962173498725552,3.0
+2107,15,1,0,2,17.471111524541776,7,0,2,0,1,0,0,3.1030753433789715,1.0
+2108,16,1,2,2,6.587561340684354,27,0,3,1,0,0,0,0.47362339554281907,4.0
+2109,16,0,0,2,11.755908101327444,20,0,3,0,0,0,0,1.0438658671427483,4.0
+2110,17,0,2,1,16.94593491070988,15,1,3,1,0,0,0,2.385530670601707,3.0
+2111,15,0,3,2,8.825486735001373,27,0,2,0,1,0,0,0.2701103141247828,4.0
+2112,15,0,0,1,0.3591572750030192,21,0,0,0,1,0,1,0.4389817405690688,4.0
+2113,18,0,2,3,1.4902092363728014,15,0,2,1,0,1,0,1.558059855369601,4.0
+2114,17,1,1,1,10.207854426974132,2,0,3,1,1,0,0,3.680961344427839,0.0
+2115,17,1,3,4,19.388787513517567,16,0,1,0,1,0,0,2.1105837595046006,3.0
+2116,17,0,0,2,13.864190844377354,8,0,4,0,1,1,0,3.29154084100464,1.0
+2117,17,0,2,2,1.4183238287713906,24,0,3,0,0,0,0,0.42776335417497047,4.0
+2118,15,0,0,2,3.7872175158372556,2,0,3,0,0,0,0,2.846487468746025,2.0
+2119,15,1,0,1,15.426462864337001,19,0,3,1,0,1,1,1.7723554330096858,4.0
+2120,16,0,0,1,16.828795199124894,28,1,2,0,0,0,0,0.7975176691622691,4.0
+2121,16,0,3,0,12.353891723771817,6,1,3,1,1,0,0,3.5209314528229396,0.0
+2122,17,1,2,2,12.888463392596332,17,0,2,0,1,0,0,1.5913657381425088,4.0
+2123,17,1,2,2,0.5667490076676929,11,0,3,1,0,0,0,1.8640736524087984,4.0
+2124,17,0,3,2,16.57060519163017,18,1,3,0,1,0,0,2.4118406224250792,3.0
+2125,16,0,0,1,15.765504163416592,15,0,3,0,0,0,0,2.137692088152197,3.0
+2126,18,0,0,1,5.180702882066943,21,0,3,0,0,0,0,1.073333389897043,4.0
+2127,18,1,0,2,14.173534399310139,26,0,0,1,0,0,0,0.3124795812740794,4.0
+2128,16,0,0,3,4.297092128499962,23,0,0,0,0,0,0,0.5022261210258885,4.0
+2129,16,0,0,2,0.8066032210302598,16,0,3,0,0,1,0,1.4903088969066123,4.0
+2130,16,0,0,2,4.0227308518075455,19,1,1,1,0,0,0,0.8765441058695893,4.0
+2131,16,1,0,2,3.57257753508599,14,1,2,1,1,0,0,2.051919032041663,3.0
+2132,16,1,0,0,6.754959934696945,0,0,2,1,0,0,0,3.294332437143911,1.0
+2133,16,0,0,4,8.368989943509161,1,0,0,0,0,0,0,2.6078393525028623,2.0
+2134,17,0,0,2,10.170777829954158,7,0,0,0,0,0,0,2.207001981395421,3.0
+2135,17,1,3,1,9.535077510166563,21,0,3,1,1,0,0,1.629355895809393,4.0
+2136,17,1,2,2,5.413492119305787,24,0,3,0,0,0,0,0.4937411351889655,4.0
+2137,17,1,3,1,0.5834133714814893,1,0,2,0,1,1,0,3.204313181292444,1.0
+2138,16,1,0,4,12.102032444743013,18,1,4,0,0,0,0,2.0681117849682034,3.0
+2139,18,1,0,1,7.914896596947088,8,0,1,1,0,0,1,2.281345006080266,3.0
+2140,15,1,2,2,5.973443147750994,8,1,1,0,1,0,0,2.4821724081876124,3.0
+2141,16,1,0,1,17.338820856610248,12,0,3,1,0,1,0,2.622179001774681,2.0
+2142,15,1,0,2,14.934866155963196,5,0,3,0,0,1,0,3.3505919788523375,1.0
+2143,18,1,0,2,17.155310967448845,29,0,2,1,0,1,0,0.8411757539950683,4.0
+2144,17,0,0,2,9.89965589424922,14,0,4,1,0,1,0,2.371982914818465,3.0
+2145,18,0,0,2,2.6186250425355495,18,1,4,0,1,0,0,1.9225913490306892,4.0
+2146,16,0,0,3,13.924428722425448,20,0,0,0,0,0,0,1.0075173084456468,4.0
+2147,17,1,1,0,4.121475598743505,14,0,1,1,0,0,0,1.5538733401089513,4.0
+2148,16,0,0,1,8.824593381834337,17,0,3,0,0,0,0,1.2476927957970836,4.0
+2149,17,1,0,1,1.30001577897777,6,0,2,1,0,0,0,2.460743527113226,3.0
+2150,15,1,2,4,16.50616804845965,25,0,0,1,0,1,1,0.9633404310113689,4.0
+2151,15,0,0,1,2.5188128209500116,10,0,3,0,0,0,0,2.0836979858728815,3.0
+2152,15,1,0,2,18.061950140986195,7,1,2,0,0,1,0,2.942198841728139,2.0
+2153,18,0,2,2,17.284612045231142,5,1,2,0,0,1,0,3.1794507681007715,1.0
+2154,16,0,0,1,9.291655288784922,7,0,1,1,0,0,0,2.627337296160058,2.0
+2155,18,0,0,1,14.887364086079813,1,0,3,0,0,1,0,3.1094935788792104,1.0
+2156,15,1,0,1,12.388901476363065,18,0,2,1,0,0,0,1.4229175121495328,4.0
+2157,16,0,0,2,16.061512846754898,15,0,1,1,1,0,0,2.0582044841224825,3.0
+2158,15,1,1,1,8.63610201571824,6,1,2,0,0,0,1,2.917010983412451,2.0
+2159,18,0,2,0,15.716169684887,9,1,2,0,1,0,0,3.1844421071087297,1.0
+2160,18,0,0,3,9.24913634130296,11,0,4,0,0,1,0,2.6053753688041805,2.0
+2161,18,0,1,4,18.819315756855875,16,0,4,1,1,0,0,2.346025741368296,3.0
+2162,15,1,1,1,9.727442016502952,6,1,1,0,0,0,0,2.23946398594873,3.0
+2163,16,1,0,1,9.25238543867459,21,1,3,0,0,0,0,1.7511633575642405,4.0
+2164,16,1,1,0,15.701437231270255,7,0,3,1,1,0,0,2.952721567213245,2.0
+2165,15,0,0,2,16.43155383521676,6,0,3,0,1,0,0,3.072136606487933,1.0
+2166,16,0,0,3,11.089782286423414,3,0,2,0,0,0,0,2.809311538791001,2.0
+2167,15,1,0,1,3.595956269901508,2,1,0,0,0,0,0,2.6440598613135307,2.0
+2168,16,1,0,1,9.35516461915159,18,0,3,1,0,0,1,1.3974290948962047,4.0
+2169,17,1,0,2,19.36145005819357,14,1,1,0,0,0,0,2.4400605261033226,3.0
+2170,17,1,2,2,15.059723860783702,3,0,1,0,0,0,0,2.6268192376885873,2.0
+2171,18,1,0,0,16.223252077582643,24,0,3,1,1,0,0,1.4684288845931317,4.0
+2172,17,1,0,2,0.6565099763848026,8,0,4,0,0,1,0,2.3806669165758354,3.0
+2173,17,0,0,1,9.357189252683199,12,1,1,1,0,0,0,2.303453349269981,3.0
+2174,17,1,2,1,12.932422673151107,17,0,3,0,0,0,0,1.5961281034309902,4.0
+2175,15,0,1,2,16.600653672561492,20,1,2,0,1,0,0,1.6853891464062594,4.0
+2176,17,0,1,3,0.9854730716554294,15,0,3,0,1,0,0,1.8970003503646622,4.0
+2177,17,1,2,2,17.048777712837463,0,1,2,0,0,0,0,3.4967765445807157,1.0
+2178,18,1,2,3,10.968018734838234,3,1,1,0,0,1,0,3.361230858272882,1.0
+2179,17,0,0,2,3.9462794115211985,17,0,1,0,0,0,1,0.8217016697705576,4.0
+2180,17,1,1,2,6.345104328994,7,1,2,0,0,1,1,2.6404761356980795,2.0
+2181,16,1,2,2,5.638591035031215,19,0,1,0,0,1,0,0.8972169272385859,4.0
+2182,18,0,3,3,10.617180685769515,15,0,0,0,1,1,0,1.6746762184450659,4.0
+2183,18,0,2,3,1.0337135982226364,20,0,3,0,1,0,0,0.9063537434531479,4.0
+2184,18,0,0,0,3.1707231699984706,10,1,2,0,0,1,0,2.4190289368571505,3.0
+2185,18,1,0,3,16.253860867515648,19,1,3,1,0,0,0,2.1314470687187597,3.0
+2186,18,0,0,3,2.6520798149362212,20,0,1,0,0,0,1,1.030802658909541,4.0
+2187,18,1,2,2,4.667925389162539,20,1,3,0,0,0,1,1.5095198602197915,4.0
+2188,15,0,0,1,9.067412112083147,20,0,2,1,1,1,0,1.7892398367181417,4.0
+2189,17,0,0,3,10.34241776226661,26,1,0,0,0,0,0,0.5964170171485198,4.0
+2190,18,0,2,3,15.272209592283172,18,0,2,0,0,0,0,1.4145556778225787,4.0
+2191,17,1,0,1,8.946648533323756,22,0,0,0,1,1,0,1.242176324159397,4.0
+2192,17,1,2,4,15.797292420710775,18,0,3,1,0,0,0,1.9347838118971947,4.0
+2193,15,0,0,0,12.366926140909149,17,0,3,0,1,0,0,2.3157698749693236,3.0
+2194,18,0,0,1,2.261994788476449,18,0,2,1,1,0,0,1.8186125604584333,4.0
+2195,16,0,0,2,3.1266287678567717,10,0,1,1,1,1,1,2.3631214597500585,3.0
+2196,15,1,2,2,8.740674508995417,2,0,1,0,0,0,0,2.7913394031070666,2.0
+2197,16,0,0,2,7.937787861780792,7,1,2,1,0,0,0,2.9545340837691567,2.0
+2198,17,1,0,0,14.870885392745892,19,0,3,0,0,0,1,1.8128870432088855,4.0
+2199,17,0,3,4,11.614742795947038,18,1,1,0,0,0,0,1.1414565556036804,4.0
+2200,15,0,0,0,7.762661620044986,9,0,0,0,1,0,0,2.295362280360723,3.0
+2201,15,0,1,1,3.4152056690077126,15,0,2,1,0,0,0,1.6771008018764466,4.0
+2202,16,0,1,0,4.536742046509903,4,0,2,0,0,0,0,2.7521639310365127,2.0
+2203,18,0,0,2,11.51002036938118,19,1,1,0,0,0,0,1.201444582455696,4.0
+2204,16,0,1,3,8.46877609799585,8,1,2,1,1,1,1,2.901185606881623,2.0
+2205,15,1,0,2,10.298550177213441,7,0,2,1,0,0,0,2.6768273942833725,2.0
+2206,16,0,1,3,3.4135487060446734,10,0,2,1,0,0,0,2.297639912551669,3.0
+2207,15,1,0,0,13.258125046891315,15,0,2,0,0,0,0,1.4514410214002431,4.0
+2208,16,0,1,2,17.05077481711934,6,0,3,0,1,0,0,2.981786874282664,2.0
+2209,15,0,0,2,5.158790135738012,14,1,0,0,0,1,1,1.4152214905212375,4.0
+2210,15,1,1,2,9.830284516636532,23,0,1,1,0,0,0,0.9285393441441628,4.0
+2211,15,0,0,0,19.510546580418037,28,0,2,0,0,0,1,0.9840317826471041,4.0
+2212,18,1,0,2,6.664834811014552,20,1,2,1,0,0,1,1.382935704905427,4.0
+2213,16,1,0,2,11.900926898475223,19,1,2,0,1,0,0,1.8638998217614857,4.0
+2214,16,0,0,2,1.8039140040048873,22,0,3,1,1,0,0,1.2284288472926583,4.0
+2215,16,1,2,2,12.120300049588863,16,0,3,1,0,1,0,2.137393264966037,3.0
+2216,15,1,0,1,1.7926354660923582,5,0,1,1,0,1,0,2.434532444006976,3.0
+2217,16,0,3,2,19.184708706476442,14,0,3,0,0,0,0,2.2564883117007817,3.0
+2218,16,1,3,1,14.313253041446227,7,0,2,0,1,0,0,2.6891551121146304,2.0
+2219,15,0,1,3,15.763195762714128,6,1,1,0,0,0,0,3.1312358848124213,1.0
+2220,17,0,0,2,14.082087215432736,1,1,4,0,1,0,0,3.7702839726154447,0.0
+2221,15,0,0,1,11.794580721529314,29,0,3,0,1,0,0,0.7995911976901089,4.0
+2222,16,0,2,4,8.998255621710108,12,0,4,1,1,0,0,2.964668230929299,2.0
+2223,15,1,0,2,17.167467595221247,29,0,1,0,1,0,0,0.7027603188634381,4.0
+2224,17,0,0,0,19.13671335086126,22,0,1,1,0,1,0,1.1936177713396423,4.0
+2225,15,0,1,2,9.980723458081627,28,0,2,0,1,0,0,0.29995190616238165,4.0
+2226,16,1,2,1,18.63070098310524,5,0,3,0,1,0,0,3.299578873421429,1.0
+2227,17,0,2,3,11.66665819977035,28,0,1,0,0,0,0,0.21236709520389885,4.0
+2228,18,0,0,3,10.767683737928664,4,0,3,1,1,1,0,3.526125037802421,0.0
+2229,16,1,1,4,9.089654659107133,19,0,2,0,1,0,0,1.6117379539626007,4.0
+2230,17,1,0,2,4.185755230602397,0,0,2,1,1,0,0,3.343050864114286,1.0
+2231,17,1,0,2,0.07439321636118379,28,0,3,0,0,0,0,0.026468661064280502,4.0
+2232,18,1,2,2,4.830124537121225,17,0,3,1,0,0,0,1.6364031104028853,4.0
+2233,15,1,0,1,10.194463432071304,14,0,0,0,0,0,0,1.7097013783889978,4.0
+2234,15,1,0,2,7.599199045195051,22,0,4,0,1,1,0,1.4851118281074416,4.0
+2235,16,1,0,2,8.969704560052676,9,0,2,1,1,0,0,2.9994091469264443,2.0
+2236,18,0,2,0,19.61296439128099,2,1,0,1,0,0,0,3.515415829646008,0.0
+2237,15,1,2,2,7.005447413386552,4,0,3,0,0,0,0,2.9181391275529593,2.0
+2238,18,1,1,3,9.043658787202158,23,0,4,1,1,0,0,1.3622335993641654,4.0
+2239,15,1,2,3,2.6703110270563912,28,0,3,0,0,0,0,0.20506796014630108,4.0
+2240,17,0,0,0,0.9591546487397529,12,0,3,1,0,1,0,2.2332394663089845,3.0
+2241,15,0,0,0,15.508190291849893,7,1,3,0,1,0,0,3.159302938456266,1.0
+2242,18,1,0,1,11.413663501439572,21,1,4,0,0,1,0,1.9946117032015562,4.0
+2243,17,1,0,3,15.214096120877901,20,0,0,0,0,0,1,0.9990885438974272,4.0
+2244,17,1,0,1,2.9972559777310326,28,0,3,1,1,0,0,0.5219557256642748,4.0
+2245,17,0,3,2,11.436575423653819,1,0,3,1,0,0,0,3.4636875491234314,1.0
+2246,18,0,0,1,5.072849486827511,8,0,0,0,1,0,0,1.9879647265294176,4.0
+2247,16,1,0,2,4.561236338000398,16,0,2,1,0,0,1,1.6819048043902567,4.0
+2248,16,0,0,1,0.23052028105970512,26,0,2,0,0,0,0,0.11263505899518719,4.0
+2249,16,1,0,2,2.606814471381438,17,0,3,1,0,0,1,1.9079839135479153,4.0
+2250,18,0,3,1,6.185362229993907,12,0,0,0,0,0,0,1.1979333311054492,4.0
+2251,17,0,0,2,2.337575211818781,0,1,3,0,0,0,0,3.2152726848869184,1.0
+2252,16,1,0,1,19.71716880821875,11,0,1,0,0,0,0,2.190269258704484,3.0
+2253,18,1,2,2,6.172652970479014,19,0,2,0,0,1,0,1.1509661314441684,4.0
+2254,16,1,0,3,2.6064789340465633,19,0,3,0,0,0,1,0.6901513450987352,4.0
+2255,15,1,0,1,3.981646256559155,20,0,2,1,0,0,0,1.5199552920755757,4.0
+2256,16,0,0,3,11.75406456682953,4,1,2,0,0,0,0,3.168988610106379,1.0
+2257,16,0,1,2,1.2808704772957702,7,0,0,1,0,0,0,1.8081645587687412,4.0
+2258,17,0,3,1,17.248682602823138,26,1,3,1,0,0,0,1.1158787303056936,4.0
+2259,18,1,2,2,19.229993584742946,14,0,4,0,0,0,0,2.0033079798237297,3.0
+2260,17,0,0,1,4.934948413347618,26,1,4,0,0,0,0,0.8897149150878433,4.0
+2261,17,1,2,2,9.001905371817188,2,1,3,1,1,0,0,3.984673602658726,0.0
+2262,17,0,0,2,0.4426890205899414,5,0,1,1,0,0,0,2.3254340649162404,3.0
+2263,17,1,0,1,12.81420449454443,27,0,1,1,0,1,0,0.6133163315649763,4.0
+2264,17,1,0,2,8.278521161051778,12,1,1,1,1,1,0,2.71222974268319,2.0
+2265,16,0,0,3,5.401169322031114,11,0,2,0,0,1,0,2.096616211446693,3.0
+2266,17,1,1,3,4.1367422123321695,18,0,1,1,0,0,0,1.1830638503416233,4.0
+2267,17,1,1,2,13.080461553175208,28,0,1,0,0,1,0,0.5601746057023475,4.0
+2268,18,0,3,4,8.32434062064629,17,0,3,0,0,0,0,1.1674254127713368,4.0
+2269,15,1,1,2,3.5931857805982403,23,0,2,1,0,0,1,0.9231815615047178,4.0
+2270,16,1,1,1,13.782181629736481,0,0,3,1,0,0,0,3.84128624851289,0.0
+2271,16,1,0,3,11.301445660733872,24,0,4,1,1,0,0,1.212880751488374,4.0
+2272,16,0,0,2,17.173441098589922,26,0,3,0,0,1,0,0.9621492198905311,4.0
+2273,17,0,1,2,2.349517977529858,6,1,3,1,0,0,0,2.5020091336326127,2.0
+2274,17,1,0,2,15.713332038889122,11,0,3,1,0,0,0,2.4562237944460525,3.0
+2275,17,0,2,3,13.47033573634518,9,1,2,1,0,0,0,2.646556960552807,2.0
+2276,18,1,0,3,2.3002187365619564,28,1,0,0,0,0,0,0.3817684951501578,4.0
+2277,15,1,0,2,13.896414597434415,11,1,0,1,1,0,0,2.396139095071558,3.0
+2278,17,1,0,1,8.830945777596607,10,1,1,0,1,1,0,2.5956488625977054,2.0
+2279,15,1,0,2,18.899695711116863,3,1,3,1,1,0,0,4.0,0.0
+2280,18,1,0,2,2.8322270123579862,18,1,4,1,0,0,0,1.4195226349555488,4.0
+2281,16,0,2,1,12.85666781631476,5,0,4,1,1,0,0,3.432684708354722,1.0
+2282,17,1,0,2,7.6396009092589185,24,0,0,0,0,0,1,0.12930675188754656,4.0
+2283,15,0,1,2,19.136293411817554,8,1,4,0,0,0,0,2.9289482377250686,2.0
+2284,15,0,0,1,6.59949790580553,19,0,2,0,0,0,0,0.9471334632498166,4.0
+2285,17,1,0,1,19.243718189836002,9,1,3,0,1,0,0,2.9995441039151167,2.0
+2286,16,1,0,1,18.02971702201498,4,1,1,1,0,0,0,3.0553862953980757,1.0
+2287,16,0,2,3,5.407664706213127,26,0,0,0,0,0,0,0.0,4.0
+2288,16,0,0,1,16.070835536528556,12,1,2,0,1,0,1,2.745858798383193,2.0
+2289,18,0,2,1,19.91208403607012,8,0,3,1,0,1,1,3.2146284256976476,1.0
+2290,15,1,0,2,5.053260043425647,1,0,1,0,0,1,0,3.4154133242434344,1.0
+2291,15,0,2,1,8.735543386466393,17,0,1,1,0,0,1,1.4693892718306072,4.0
+2292,15,1,0,0,10.403614731335193,20,0,4,0,0,0,0,1.5521129376507927,4.0
+2293,18,1,1,1,5.898622716077286,0,0,4,0,0,0,0,3.548459826086951,0.0
+2294,15,1,1,2,0.3052967929205952,23,0,0,1,0,0,0,0.192625111740147,4.0
+2295,18,0,3,2,4.402584883950533,20,0,3,0,0,0,0,1.3489974202990602,4.0
+2296,16,1,0,1,5.638737686835169,11,1,2,0,1,0,0,2.1431050688591977,3.0
+2297,17,1,0,2,8.871994026363744,9,0,2,0,1,0,1,2.4713865329338423,3.0
+2298,15,1,0,4,3.4220495682680374,1,0,2,0,1,0,0,3.205425334412305,1.0
+2299,15,1,2,1,17.465087133833453,27,0,2,1,0,0,0,0.4541144380742554,4.0
+2300,16,1,1,1,14.098222654626722,8,1,2,1,0,0,0,2.809833207494068,2.0
+2301,17,0,2,1,1.7040095511932396,1,1,2,0,0,0,0,2.997505608420635,2.0
+2302,18,1,0,2,13.001849022798629,22,0,2,1,1,0,1,1.1761890337144743,4.0
+2303,17,1,0,2,13.073129528112409,23,0,3,1,1,1,0,1.6689245457866109,4.0
+2304,16,0,0,1,19.124423472872554,29,1,3,1,1,0,0,1.6230040750090506,4.0
+2305,16,1,3,2,0.060417427123224954,21,0,2,0,0,0,1,0.5177931283748711,4.0
+2306,17,0,1,0,4.958648996116144,13,0,1,1,0,0,0,1.9461006983336526,4.0
+2307,18,1,3,2,18.55582958750631,10,0,3,0,1,0,0,2.815003047977988,2.0
+2308,18,0,0,2,18.64267830796566,22,0,3,1,0,0,0,1.2481825668142499,4.0
+2309,15,0,1,1,14.411728387412747,10,1,3,1,0,0,0,2.7590143433849756,2.0
+2310,18,1,1,2,15.315266420950799,16,0,2,0,1,0,0,1.9212942080249984,4.0
+2311,17,1,0,1,1.8296591585929423,3,0,1,0,0,0,0,2.732290675858265,2.0
+2312,16,1,2,2,10.277516695564673,12,0,3,0,0,0,0,2.2286086189122747,3.0
+2313,15,0,3,0,4.6316598257799875,6,1,2,0,0,1,0,2.611688472593835,2.0
+2314,15,0,2,3,3.6243608722723453,15,1,4,0,0,1,0,2.197776727185656,3.0
+2315,16,0,2,1,16.20606598246665,0,1,3,1,0,0,0,3.3355067927178226,1.0
+2316,18,1,0,3,2.7007627336109485,12,0,1,0,0,0,0,1.7215979626358573,4.0
+2317,16,0,0,1,9.373032739927705,0,0,2,0,1,1,1,3.2879731984208025,1.0
+2318,18,0,3,2,18.77156479172066,10,1,3,0,0,0,0,2.561964556788972,2.0
+2319,16,1,0,1,3.716641111306851,5,0,2,0,0,0,0,2.3585718660404216,3.0
+2320,17,0,2,3,19.55986847476469,19,1,2,0,0,0,0,1.497673654260138,4.0
+2321,18,0,2,1,19.88575971522118,2,0,3,1,0,0,0,3.5172371287357262,0.0
+2322,17,1,1,1,11.112343093648057,11,0,3,0,0,0,0,2.404089819888117,3.0
+2323,15,0,3,2,3.4028548035431583,4,0,1,1,1,1,1,2.5172289818586204,2.0
+2324,16,1,0,0,6.322097758817913,8,1,2,0,0,0,0,2.4352442824022056,3.0
+2325,15,1,0,1,8.489856653530703,25,1,4,1,0,0,0,1.2832275062864187,4.0
+2326,15,1,0,3,6.186484487164458,25,0,4,0,1,0,0,1.099434304470497,4.0
+2327,15,1,0,4,5.612711597530316,11,0,3,1,0,0,0,2.1911967950430395,3.0
+2328,15,1,0,1,19.44459418432715,29,1,4,1,0,1,0,1.584478764070205,4.0
+2329,16,0,0,3,3.067296548314913,29,0,2,1,0,0,0,0.4757308333876264,4.0
+2330,15,0,2,2,14.666558174337245,27,1,2,1,0,0,0,1.2072685461345753,4.0
+2331,16,1,3,1,0.008205788783497425,26,0,2,1,0,0,0,0.26492416295282706,4.0
+2332,16,1,0,2,11.923653388047537,9,0,1,1,0,0,0,2.706659620286692,2.0
+2333,17,0,0,2,18.31886007908105,18,0,2,1,0,0,0,1.5304278892477712,4.0
+2334,18,1,3,4,5.75868188186438,4,0,2,1,1,0,1,3.1274525275923986,1.0
+2335,18,1,0,1,3.710519505154384,25,0,3,1,0,0,0,1.0036141456872019,4.0
+2336,16,1,0,2,13.033595897568539,4,0,3,0,0,0,1,3.3692186048208828,1.0
+2337,17,0,0,0,14.252028145967863,8,0,3,0,0,0,0,2.7913861084723397,2.0
+2338,16,0,1,1,13.760610379039626,26,0,2,1,0,0,0,0.6735259456903064,4.0
+2339,16,1,0,0,6.386337600427481,27,0,1,0,0,0,0,0.3375541414467983,4.0
+2340,16,1,3,4,5.044048043186617,25,1,2,1,0,0,0,0.886889415770466,4.0
+2341,17,0,0,3,19.118375999240882,26,0,3,0,1,1,0,1.5066627733506968,4.0
+2342,18,0,1,2,18.46599016539859,19,0,1,0,1,1,0,1.7051993889190245,4.0
+2343,17,1,0,2,9.146332197856406,16,0,2,1,0,0,1,1.972791413902718,4.0
+2344,15,1,0,1,16.923877323087467,9,0,2,0,1,0,0,2.626082828753646,2.0
+2345,17,0,1,1,9.04646955268592,20,1,3,0,0,0,0,1.671968652950504,4.0
+2346,17,0,2,1,8.487780361450207,0,0,3,0,0,0,0,3.0937609252908795,1.0
+2347,17,0,2,1,3.135258951985893,21,1,3,0,1,0,1,1.6433737595842495,4.0
+2348,17,1,1,2,8.528121129839457,27,0,2,1,1,0,0,0.3392066993150443,4.0
+2349,18,0,3,2,10.74833877199614,15,0,2,0,0,1,1,1.9263590676627524,4.0
+2350,15,1,2,0,0.4500865485737293,25,0,1,1,0,0,0,0.4499062079461153,4.0
+2351,18,0,2,0,8.882260103508129,25,1,1,0,0,0,0,0.7095708392685087,4.0
+2352,18,0,0,1,15.627124367904006,14,1,1,1,0,0,1,1.748279682449194,4.0
+2353,17,0,0,2,13.600921127485396,22,0,1,0,1,0,0,0.9721682581321198,4.0
+2354,16,0,0,3,12.7031397772787,16,1,1,0,0,0,1,1.934935784062694,4.0
+2355,16,1,1,2,18.19110856874405,25,0,1,0,0,1,0,0.6903478839140333,4.0
+2356,18,1,0,3,0.3606401965046002,19,1,1,0,0,0,0,0.7303661593128756,4.0
+2357,18,0,0,2,11.140951723844683,24,0,3,0,0,0,1,0.6822651648416035,4.0
+2358,17,1,2,1,15.746976968194142,12,0,4,1,1,0,0,3.0234824828446896,1.0
+2359,18,0,2,1,10.826707654025345,0,0,3,0,1,1,0,3.729652301008408,0.0
+2360,17,0,3,3,6.477911051607583,24,1,0,0,0,0,0,0.8419632253726905,4.0
+2361,16,0,0,2,2.725011301839557,7,1,2,0,0,0,0,2.5841742785969637,2.0
+2362,16,0,1,1,17.751261436323826,4,1,3,1,0,0,0,3.3721260428259656,1.0
+2363,15,1,0,2,9.41524784775206,5,1,1,0,0,0,0,3.060805402033993,1.0
+2364,16,0,0,2,17.562303939714027,22,0,3,0,0,0,0,1.1680520002406818,4.0
+2365,18,0,0,2,11.717042448663367,19,1,2,0,0,0,0,1.3492561219436314,4.0
+2366,16,1,0,3,13.483842332300016,29,1,4,1,0,0,0,1.1179648263826583,4.0
+2367,17,0,0,2,16.085223087569002,13,0,3,1,0,1,0,2.578667734306398,2.0
+2368,16,0,2,2,13.183110892002688,21,0,3,0,1,0,0,1.6255519548363606,4.0
+2369,15,0,0,0,7.961096813578754,22,0,3,0,0,0,1,0.9340163958011902,4.0
+2370,16,1,2,0,10.27266767857302,10,1,1,0,1,0,1,2.7026383401137477,2.0
+2371,17,0,1,1,16.060910493517596,5,1,1,1,0,0,0,2.964009263152522,2.0
+2372,17,1,0,0,7.473005927459684,10,1,2,0,1,0,0,2.267458131705519,3.0
+2373,18,0,0,2,7.762429135369942,12,1,1,1,0,0,0,1.7536230683511043,4.0
+2374,16,0,0,2,1.913802321160023,11,1,1,0,1,0,0,2.0232340815930123,3.0
+2375,17,1,1,1,18.291688704434954,21,1,2,0,0,0,0,1.6780125322160857,4.0
+2376,15,0,0,3,1.8207262989088346,1,1,3,0,1,1,0,3.6598364053122476,0.0
+2377,18,0,0,1,12.964183548971118,20,0,0,1,1,0,0,1.3627443691586447,4.0
+2378,15,1,0,1,8.263889576055954,2,0,1,1,0,0,0,2.8138057680897126,2.0
+2379,16,1,1,1,8.112387805108847,22,0,2,1,0,0,0,1.3027119835441363,4.0
+2380,16,1,3,1,13.591036731453679,3,1,2,0,1,0,1,3.3839114785072537,1.0
+2381,16,1,0,1,1.3418746525975744,16,0,1,0,1,0,0,1.3787513079619265,4.0
+2382,18,1,2,2,11.874115659028693,27,0,4,0,1,0,0,0.731486867136845,4.0
+2383,17,0,1,2,15.440635719447096,27,0,2,0,1,0,0,0.40056947863226733,4.0
+2384,18,1,3,4,16.564255157731886,21,0,2,0,1,1,0,1.7290731666537256,4.0
+2385,15,0,2,0,3.410607787875506,5,0,0,0,0,0,0,2.615653764886057,2.0
+2386,18,0,1,1,17.948381001563472,6,0,2,0,0,1,1,2.9869427371126283,2.0
+2387,15,0,1,0,13.122921836948844,14,0,3,0,0,0,0,2.1269889706667486,3.0
+2388,18,1,2,2,17.637096016413658,10,0,1,1,0,1,0,2.7081110403183013,2.0
+2389,17,1,0,0,9.705614342203965,23,0,2,0,0,0,0,0.8157773688726507,4.0
+2390,15,0,0,3,10.84066690194404,2,0,0,1,0,0,0,2.5244238950940066,2.0
+2391,16,1,0,2,18.38076554057342,29,0,4,0,0,0,0,0.9082386041357369,4.0
+2392,16,1,2,2,17.998190867093435,5,0,0,1,0,0,0,3.0556902074734404,1.0
+2393,18,1,2,2,8.96321746738004,25,0,3,0,0,0,1,0.8379468984553826,4.0
+2394,16,1,0,1,5.488252632713635,1,0,2,0,0,0,0,2.833576110778921,2.0
+2395,15,0,1,1,7.863408691285283,28,1,2,1,0,0,0,0.7852135676838187,4.0
+2396,16,0,0,1,7.755286570594995,13,0,3,0,0,0,1,1.8856147854844247,4.0
+2397,17,1,0,2,5.7373374996558795,8,0,1,1,1,0,0,2.7012305082850903,2.0
+2398,17,0,3,1,5.371592086659332,17,0,2,1,0,0,0,1.5219159011875882,4.0
+2399,18,1,0,1,17.22125872959439,18,0,2,0,1,0,0,1.8797259866880922,4.0
+2400,15,1,0,4,1.3972384136932336,11,0,0,1,0,1,0,2.0373480173849385,3.0
+2401,17,0,1,0,13.552223641991883,12,0,3,1,0,0,0,2.520673675043246,2.0
+2402,17,0,2,3,3.456401029129046,25,0,0,0,0,0,0,0.13616590800980388,4.0
+2403,15,0,0,2,6.890117867881265,11,0,3,1,0,0,0,1.9746552454467765,4.0
+2404,16,1,1,1,1.2308606826967372,11,0,2,1,0,1,0,2.194980371913127,3.0
+2405,16,0,1,1,5.399472737109241,17,1,1,0,0,1,0,1.7179959243485303,4.0
+2406,18,1,0,1,15.368421422344841,8,0,3,0,1,0,0,2.5103287211690932,2.0
+2407,16,0,0,2,17.700306490945174,16,1,2,0,1,1,0,2.4349505569398873,3.0
+2408,15,0,1,2,4.430543038047341,20,0,2,1,1,0,0,1.3550534623962087,4.0
+2409,17,1,0,2,9.270956785178438,15,0,2,1,1,0,1,1.5452551045196994,4.0
+2410,16,1,3,3,9.406480958744128,16,0,1,1,0,0,1,1.6190305128354963,4.0
+2411,18,1,2,2,17.471506115194686,20,1,3,0,0,0,0,2.0207416515912358,3.0
+2412,16,1,3,1,15.255981057516108,23,0,2,0,0,0,1,0.983576997394541,4.0
+2413,15,1,0,1,10.261544367360997,7,0,1,1,0,0,1,2.0624682672770884,3.0
+2414,18,1,3,3,13.414944009435468,10,0,3,0,1,0,0,2.6441942090704775,2.0
+2415,16,1,0,1,16.947101078187337,23,0,0,1,1,0,0,1.3478638291935137,4.0
+2416,18,1,0,0,0.19077908051089887,1,1,1,1,1,0,0,3.055253981943473,1.0
+2417,15,0,0,2,8.057800621000972,7,0,2,0,1,0,0,2.513692714891721,2.0
+2418,17,1,0,2,18.144863345541573,11,0,3,0,0,0,0,2.3403719144351998,3.0
+2419,15,1,1,3,14.806260616879028,20,0,4,0,0,0,0,1.5820932661745084,4.0
+2420,15,0,0,2,10.856827486681492,0,0,3,1,0,1,0,3.5655241629362697,0.0
+2421,15,1,0,0,10.592890540702669,22,0,2,1,1,0,0,1.6014725497408242,4.0
+2422,15,0,1,3,6.955401952088756,12,0,3,1,1,0,0,2.637266428600202,2.0
+2423,17,0,0,1,10.41041067283029,21,0,2,0,0,0,1,0.9052099482554694,4.0
+2424,17,1,1,1,13.107663989269065,20,1,1,0,0,0,0,1.5767564705892163,4.0
+2425,18,0,0,2,8.36726076857586,16,0,4,1,0,1,0,1.785051807919565,4.0
+2426,16,1,2,0,14.28306292784348,13,1,1,0,0,0,0,1.8800650933404628,4.0
+2427,17,0,2,2,17.224644545207717,13,0,2,1,1,0,0,2.5552231050706653,2.0
+2428,17,0,0,1,3.0936969636972234,15,0,3,0,0,0,0,1.5743060882588613,4.0
+2429,16,0,0,2,9.030940456348489,16,0,3,0,0,1,0,1.8138466222839496,4.0
+2430,17,1,0,1,8.160401825701623,5,1,0,0,0,0,0,2.5844682625115074,2.0
+2431,15,1,2,2,13.749296080994561,25,0,0,0,1,0,1,0.5297986094952745,4.0
+2432,15,0,0,3,4.997349305158587,27,0,2,1,0,0,0,0.7146512864203396,4.0
+2433,16,0,0,1,12.805018299045525,6,0,2,0,0,0,1,2.737474165505196,2.0
+2434,18,1,0,1,17.54978483462976,25,1,2,1,0,0,0,1.2705295622953123,4.0
+2435,18,1,0,1,8.362631995872453,25,0,2,0,0,0,0,0.7508880429586313,4.0
+2436,16,0,0,1,18.220313999584402,0,0,4,0,0,0,0,3.7526393530942803,0.0
+2437,16,0,2,2,19.86327477866957,24,0,1,0,1,1,0,1.1622578007219209,4.0
+2438,15,1,0,2,2.1218409989590414,14,1,2,0,1,0,0,1.8714659014427097,4.0
+2439,18,1,0,1,4.661063759697173,19,1,2,0,0,0,0,1.074937388775604,4.0
+2440,17,1,2,1,19.007595029641863,20,0,1,1,0,0,0,1.3127724135140753,4.0
+2441,15,1,2,1,19.166553729627736,17,0,1,0,1,0,0,1.7028816752194542,4.0
+2442,16,1,0,2,1.95414550773517,29,1,4,0,0,0,0,0.5403751565523403,4.0
+2443,18,0,0,1,0.2999700075427336,27,1,3,0,0,0,0,0.34182238841771195,4.0
+2444,17,1,0,4,3.222000465128445,25,0,1,0,0,0,1,0.26972086205348433,4.0
+2445,17,0,3,2,19.920255667644966,12,1,3,0,0,0,0,2.5041677670545877,2.0
+2446,15,1,0,1,3.5999923322137373,23,0,1,1,0,0,0,0.5303581886716461,4.0
+2447,18,0,3,2,10.050952134440463,29,0,3,0,1,1,0,0.820105530138668,4.0
+2448,18,1,1,3,16.96835452861022,1,1,0,0,1,0,0,3.408489770633043,1.0
+2449,16,1,1,2,0.4080322137641268,18,0,3,1,0,0,0,1.3503298063610125,4.0
+2450,18,0,0,1,12.08977964516919,14,1,0,0,1,0,1,2.029736582447598,3.0
+2451,18,0,0,1,5.540508977392486,11,0,2,0,0,1,0,1.7745311027993365,4.0
+2452,15,1,0,3,17.246698328794633,14,0,3,0,0,1,0,1.9919099489857044,4.0
+2453,18,1,0,2,5.669222985281584,24,1,1,0,0,1,0,0.7540357233429884,4.0
+2454,17,1,1,2,13.735114405638178,17,0,2,0,0,0,0,1.4913821292254055,4.0
+2455,15,1,3,3,13.484392648947939,13,0,0,1,1,0,0,2.1573918332612245,3.0
+2456,15,1,1,3,4.429870977192801,5,1,3,1,1,0,1,3.107348400568035,1.0
+2457,16,0,2,3,0.6959839973670023,11,0,2,1,1,0,0,1.9995718607021806,4.0
+2458,18,0,0,0,8.184991475707946,19,0,2,0,0,0,1,1.3633409481637941,4.0
+2459,16,1,0,2,5.783863039317394,22,1,4,1,0,0,0,1.3068680389383789,4.0
+2460,17,0,0,2,16.179554992274173,29,0,2,0,0,0,0,0.5885556231650223,4.0
+2461,15,0,1,2,16.007283769106905,29,1,0,0,1,1,0,0.6819561389075344,4.0
+2462,15,0,3,2,9.14047904385251,5,1,3,0,0,0,0,2.81858182437894,2.0
+2463,15,1,1,1,12.13024450646438,25,0,3,0,0,1,0,0.7446928333756786,4.0
+2464,17,0,0,2,12.085190319738503,29,0,4,1,0,0,1,0.7251929462817994,4.0
+2465,17,1,0,2,16.543162968552465,8,1,1,1,0,0,0,2.9268204402631444,2.0
+2466,16,0,1,0,8.50004828246395,29,0,2,1,1,0,0,0.5522575734248654,4.0
+2467,16,1,0,2,5.5089335958101815,24,0,3,1,1,0,0,1.298729106820987,4.0
+2468,16,0,2,1,5.30069836281095,25,0,3,1,1,0,1,1.1867378284984922,4.0
+2469,18,1,2,1,10.723845585644083,3,0,3,0,1,0,1,3.3327885878934707,1.0
+2470,15,1,1,0,8.98296405464425,16,0,1,0,0,0,0,1.4890670205298442,4.0
+2471,15,0,0,2,8.802415419698724,1,1,1,1,0,1,0,3.3073781135531597,1.0
+2472,16,1,0,2,1.8227467817941445,15,1,1,0,0,0,0,1.6109406825598966,4.0
+2473,15,1,0,2,14.372074813803913,23,0,4,1,1,0,0,2.057378500596372,3.0
+2474,16,1,0,2,4.274733759638214,13,0,1,0,0,0,0,1.673711404485327,4.0
+2475,18,1,0,3,3.9390726041744273,25,0,2,0,0,1,0,0.49063006217490823,4.0
+2476,18,1,1,1,8.255166405547868,7,0,2,0,0,0,1,2.2316569717750228,3.0
+2477,17,1,1,1,4.555566832356028,13,1,2,1,0,1,0,2.259451153743707,3.0
+2478,18,1,0,3,11.677165346160308,1,1,2,0,0,0,0,3.454462459935305,1.0
+2479,16,1,0,1,7.42926678668943,15,1,3,1,0,0,0,2.158610170146598,3.0
+2480,18,0,0,4,8.978234451855801,3,0,2,0,1,0,0,2.747908442514612,2.0
+2481,17,0,0,3,10.743386432080577,0,0,1,1,0,0,1,3.3239029603291117,1.0
+2482,15,1,2,2,4.070710449636097,22,0,2,0,0,0,0,0.9097635331410971,4.0
+2483,16,1,0,4,3.115032457310596,19,0,3,0,1,0,0,1.1678958000789352,4.0
+2484,15,0,0,0,17.608438057472096,26,0,4,0,0,0,0,1.2204179764419896,4.0
+2485,17,0,0,1,8.674474056628421,13,1,3,0,0,1,0,2.3345256438757365,3.0
+2486,17,0,2,2,8.241872192650783,7,1,3,0,0,0,0,2.8447322620424904,2.0
+2487,17,1,1,1,0.7122430054568296,24,1,2,1,0,0,0,0.9722477384320642,4.0
+2488,15,0,0,3,9.959526051747865,27,1,3,0,0,0,1,0.8563970426697209,4.0
+2489,15,1,1,0,11.083394432220002,24,0,4,0,0,0,0,0.9526750330525334,4.0
+2490,15,1,2,2,11.17681741909333,2,0,2,0,1,0,0,3.235302580709104,1.0
+2491,15,0,3,2,14.140623386457687,4,0,0,0,0,0,0,2.533432395797906,2.0
+2492,17,1,0,2,3.5496366998202356,5,0,4,0,0,0,0,2.772388536783242,2.0
+2493,17,1,2,1,5.044462684612377,21,0,3,0,0,0,0,0.9467679046532856,4.0
+2494,16,1,3,1,16.214609304608253,25,1,2,0,1,0,0,1.3154643711031746,4.0
+2495,16,1,3,3,18.94341233686788,7,0,4,0,1,1,0,3.31820802902305,1.0
+2496,15,0,1,1,2.7186549473464128,5,0,2,0,0,1,0,2.3311089198970865,3.0
+2497,18,0,1,3,9.952991090104364,5,0,2,1,0,0,0,2.905973097807374,2.0
+2498,18,1,0,2,4.2835250547917365,3,0,3,0,1,1,0,3.344575197988929,1.0
+2499,17,1,2,2,1.2014633670996488,6,0,1,0,0,0,0,2.1681789248414423,3.0
+2500,17,0,1,2,6.510066762522708,29,0,3,0,0,0,1,0.21119422279190408,4.0
+2501,17,1,1,1,2.873752503684255,29,0,1,0,0,0,0,0.0,4.0
+2502,16,0,0,2,14.198661468684925,23,1,1,0,0,0,0,0.8939860125136853,4.0
+2503,16,1,2,3,10.674508273428888,18,0,2,1,0,1,0,1.8307932453900513,4.0
+2504,17,1,2,2,2.8766894198062176,6,0,2,0,0,0,0,2.4651174139719014,3.0
+2505,17,0,0,4,0.18483176811028734,2,0,1,1,0,0,0,2.6505223435766907,2.0
+2506,17,0,2,2,16.163140980484254,7,1,4,0,0,0,0,3.161961511352394,1.0
+2507,18,0,1,1,3.5238881232849506,0,0,2,1,0,0,0,2.905702974207415,2.0
+2508,16,0,2,1,12.12433284441532,0,1,1,1,0,1,0,3.7326847011603697,0.0
+2509,18,1,0,4,6.738438261534911,13,1,2,0,1,0,0,2.109686328016939,3.0
+2510,18,0,0,1,11.709718766300712,5,1,3,0,0,0,0,2.546634577748015,2.0
+2511,17,1,3,3,6.31307253964648,9,0,2,0,0,0,1,2.1156039687255843,3.0
+2512,17,0,0,3,1.7387912138450834,24,0,1,1,0,0,0,0.48378939043230657,4.0
+2513,15,0,2,1,4.459000171155072,27,0,1,0,0,0,0,0.0,4.0
+2514,15,1,0,0,3.761171329581512,13,0,2,0,0,0,0,1.811155480929165,4.0
+2515,18,0,1,2,8.560387048792876,3,0,2,0,0,0,1,2.6741625507699083,2.0
+2516,16,0,0,1,13.165675668523146,5,1,3,0,0,1,0,3.102745561433283,1.0
+2517,17,0,1,2,5.276121498927151,15,1,4,1,0,0,0,2.432896398351312,3.0
+2518,17,0,0,2,0.24139870601235902,27,0,1,1,1,1,0,0.591872335776283,4.0
+2519,18,1,0,2,10.378747285295137,20,0,3,0,1,1,1,1.4197989848171118,4.0
+2520,15,1,0,2,12.11518978717944,27,1,4,0,1,1,0,1.3649825214589588,4.0
+2521,16,0,0,1,19.257409880036192,0,0,4,0,0,0,0,3.524855822624972,0.0
+2522,15,0,3,2,11.789416061864937,5,0,4,1,0,1,0,3.0562181766199736,1.0
+2523,15,0,3,1,9.423451187562836,8,0,3,1,1,0,0,2.5706824923097633,2.0
+2524,15,1,0,1,11.468032517954077,14,1,2,0,0,0,1,2.134832886078039,3.0
+2525,15,1,2,2,18.55801259724054,11,0,2,0,1,0,1,2.3019321078440553,3.0
+2526,17,1,0,3,16.567562912032926,2,1,2,1,0,0,0,3.354368116289429,1.0
+2527,17,1,1,1,6.45957466727616,10,0,3,0,0,1,0,2.252575524405779,3.0
+2528,15,0,2,2,4.745087273142746,14,0,2,0,0,0,0,2.059778342061027,3.0
+2529,16,0,3,2,5.252672247321472,2,0,1,0,0,0,0,2.705024407226965,2.0
+2530,18,0,0,1,10.08842079430426,13,0,1,0,0,0,0,1.8208437343058654,4.0
+2531,16,1,2,1,14.880989024571555,1,0,3,0,0,1,0,3.2609504905530393,1.0
+2532,16,0,0,3,10.064384143659241,28,0,3,1,0,0,0,0.741527556169066,4.0
+2533,16,1,3,2,1.3559279165622518,3,1,2,0,0,1,1,2.9437501978177756,2.0
+2534,15,1,0,2,14.471614008799618,25,0,1,0,0,0,0,0.44748285636055496,4.0
+2535,17,0,1,2,16.119402573419077,18,1,3,0,0,0,0,1.844059263528674,4.0
+2536,16,0,1,0,5.789957302394393,11,1,0,1,0,0,0,1.899197563198893,4.0
+2537,15,0,1,2,13.282514785667008,1,1,2,0,0,0,0,3.3788457271666,1.0
+2538,16,1,0,2,8.531838021087868,16,1,2,0,0,0,1,1.6666400977901679,4.0
+2539,16,1,3,2,17.782387114548857,2,0,4,0,0,0,0,3.309453585183811,1.0
+2540,15,0,0,1,16.904511163214796,9,0,2,1,1,0,0,2.7618237513851387,2.0
+2541,17,0,1,0,10.508639966192845,15,1,2,0,0,0,1,2.0425379785048077,3.0
+2542,17,1,0,1,13.83011091627189,21,1,3,0,1,0,0,1.4874769372990635,4.0
+2543,18,0,0,4,17.66699402044208,8,1,2,0,1,0,1,2.8739722821184617,2.0
+2544,15,1,1,2,9.91434020156551,10,0,1,0,0,0,0,2.0159494650624468,3.0
+2545,18,1,0,2,6.265014809776439,20,0,2,1,0,0,0,1.07029676373108,4.0
+2546,18,0,0,0,15.073322758191626,14,0,4,1,0,0,0,2.605399264020907,2.0
+2547,18,0,0,0,4.401325095693835,2,1,2,0,0,1,1,3.3633891187265865,1.0
+2548,17,0,0,2,7.770622960120841,15,0,3,0,1,0,0,2.12509059499954,3.0
+2549,15,0,2,2,17.314544742135872,29,0,4,0,1,0,0,1.0506689803906935,4.0
+2550,18,1,2,2,14.488446805386301,20,0,3,0,0,0,1,1.580050523836055,4.0
+2551,15,1,0,1,8.076220104949986,20,0,3,1,0,0,0,1.3970629516250068,4.0
+2552,15,1,0,2,4.294890048167148,20,0,3,0,1,0,0,1.1657871621526066,4.0
+2553,17,0,0,1,7.119367816644731,27,1,4,0,1,0,0,0.9620724862919865,4.0
+2554,18,1,0,1,5.68208298454866,11,1,4,1,0,0,0,2.310235179366311,3.0
+2555,18,0,1,2,3.5217857588770785,22,0,4,0,0,0,0,0.9357793408847955,4.0
+2556,15,0,1,1,14.866658271313133,4,0,3,0,0,0,1,2.9380028297730134,2.0
+2557,16,0,0,1,5.041397737003431,6,1,2,1,0,0,1,2.7671513375162338,2.0
+2558,17,0,0,2,9.083349403355276,8,0,1,1,1,0,0,3.0269833109614934,1.0
+2559,17,0,0,2,7.717188936722181,20,1,2,1,1,0,0,1.5364194793970163,4.0
+2560,17,0,2,3,19.641547572712618,17,0,4,1,1,1,0,2.495379496847872,3.0
+2561,17,1,3,2,7.8218448829644105,20,0,3,0,0,0,0,1.6155716602528696,4.0
+2562,18,0,0,0,1.599649655935096,7,0,2,0,1,0,0,2.2103713279948844,3.0
+2563,18,1,0,1,1.7965150514416806,11,1,2,0,0,0,1,1.7980154436118352,4.0
+2564,16,1,2,4,11.815074427061296,19,0,2,1,0,1,0,1.5662885180613493,4.0
+2565,17,0,3,2,11.987271034765312,1,0,2,0,0,0,0,2.9213867570696292,2.0
+2566,17,0,0,2,8.3751798096531,9,0,3,0,0,0,0,2.519724822511747,2.0
+2567,15,0,0,0,8.636873846240594,18,0,2,1,0,0,0,1.4892073187626624,4.0
+2568,18,1,0,2,1.0786516568174243,8,0,1,0,0,0,0,1.6636371244012207,4.0
+2569,17,0,1,0,10.330930207785245,24,0,2,0,0,0,0,0.7737842057946157,4.0
+2570,16,1,0,2,10.094789507607034,23,0,1,0,1,0,0,0.8916240459711724,4.0
+2571,16,0,0,3,2.9909863711388907,7,0,4,0,0,0,0,2.215087048853621,3.0
+2572,18,0,1,4,2.0767877222185516,23,0,2,0,0,0,0,0.6515150205017294,4.0
+2573,16,1,0,2,2.47144981198981,23,0,4,0,0,0,0,0.9740174167472984,4.0
+2574,16,1,2,2,2.0205649298251704,23,0,1,0,1,0,0,0.34139354199135236,4.0
+2575,18,0,0,3,12.194163910735195,0,0,1,0,0,0,0,2.773483878750202,2.0
+2576,17,1,0,2,3.9296530480583725,5,0,3,0,0,0,0,2.4978773036357613,3.0
+2577,17,1,1,0,5.0286030437492695,11,0,3,0,1,0,1,2.0764437464311585,3.0
+2578,16,1,0,2,3.4714428830287947,24,0,2,0,0,1,0,0.7734276360335333,4.0
+2579,16,1,3,1,19.15670608897006,23,0,1,0,0,1,0,0.9881530769380218,4.0
+2580,17,1,1,2,17.09234926303671,18,0,0,0,1,0,0,1.3775728397779787,4.0
+2581,18,0,0,2,4.609896747030417,26,0,3,1,0,0,0,0.47659774049180814,4.0
+2582,16,0,2,2,6.55132587844252,16,0,1,1,1,0,0,1.8362421367971538,4.0
+2583,15,1,0,1,4.197856846099944,1,1,2,0,0,0,0,2.9240321151586275,2.0
+2584,18,0,3,1,9.837519189216476,10,1,3,0,0,0,1,2.2887682028383933,3.0
+2585,16,0,0,2,0.3922106494850719,17,0,0,0,0,0,0,0.8221078891229036,4.0
+2586,16,1,1,3,13.427360177935913,22,0,1,1,1,0,0,1.46754910281344,4.0
+2587,15,0,0,2,10.463162996352832,27,1,0,1,0,0,0,0.654489820899693,4.0
+2588,15,1,0,1,17.972778566022065,21,1,4,0,0,1,0,1.8262650784023138,4.0
+2589,17,1,2,3,3.287853686568283,10,0,2,1,0,1,0,2.167614891739184,3.0
+2590,18,0,2,3,16.082184921222634,17,0,4,1,0,0,0,1.8125810860736853,4.0
+2591,18,1,0,1,15.839220289334314,7,0,1,0,1,0,0,3.0101355275332473,1.0
+2592,17,1,0,0,2.5436237843377385,14,0,3,0,1,0,0,2.1366532091173225,3.0
+2593,18,1,2,2,7.971184482882552,8,0,1,0,0,1,0,2.2968145205845465,3.0
+2594,18,1,3,3,3.403052822890338,14,0,2,0,0,0,0,1.4996666752012844,4.0
+2595,18,1,0,4,5.0944100091509785,6,1,3,0,0,0,0,2.527606693940515,2.0
+2596,18,0,0,3,5.264923496610887,19,0,3,1,0,0,0,1.378777261955536,4.0
+2597,18,0,0,2,11.124727880515454,12,0,3,0,1,0,0,2.4619770683944515,3.0
+2598,15,1,2,2,8.22821863520931,12,0,3,0,0,0,1,2.142708088226998,3.0
+2599,18,1,0,0,18.954656080126107,0,0,1,1,0,1,0,3.4785197150728098,1.0
+2600,15,0,0,1,2.5274028389401026,19,0,2,0,0,0,0,1.1359698905964322,4.0
+2601,18,1,2,2,19.473842697003974,3,0,2,0,0,0,0,3.3156324327155575,1.0
+2602,17,0,0,2,4.612772804285279,23,0,3,0,0,1,0,0.9452990404344147,4.0
+2603,16,1,0,2,15.457478727637062,3,0,1,0,1,1,0,3.360097709606442,1.0
+2604,15,1,0,2,6.779398523456428,3,1,4,0,0,0,0,3.5834476051437596,0.0
+2605,18,1,0,1,2.861627908346278,12,0,2,1,0,0,1,2.268905391743987,3.0
+2606,17,1,0,2,17.1577837049248,1,0,3,0,0,1,1,3.3946498667267635,1.0
+2607,16,1,1,0,6.177217984729264,27,0,1,0,1,0,0,0.4239919484053893,4.0
+2608,15,1,0,2,13.177108084536844,25,0,2,0,0,0,0,0.8359897662567951,4.0
+2609,16,1,1,2,11.328873701732531,22,0,3,1,0,0,0,1.2860837347449834,4.0
+2610,17,0,2,2,9.435126187817486,14,0,2,1,0,0,0,2.131780853915055,3.0
+2611,15,0,2,4,9.916389452970781,3,0,4,1,0,0,0,3.308664019789773,1.0
+2612,16,0,0,1,14.644758281845752,26,0,3,0,1,0,0,0.9587762981739751,4.0
+2613,18,1,0,2,1.7554582824688114,5,1,2,1,0,0,0,2.539771016481107,2.0
+2614,15,1,0,1,13.363613239158102,2,0,3,1,0,0,0,3.012897486759207,1.0
+2615,16,1,0,2,17.916242027971574,6,0,3,1,0,1,0,3.167455277075199,1.0
+2616,17,1,0,3,1.155763940397283,5,0,3,0,0,0,1,1.9045159017519453,4.0
+2617,17,1,1,2,2.813066784673335,2,1,1,0,0,0,0,3.033291953501386,1.0
+2618,15,1,0,3,14.332638734040628,3,0,2,0,1,1,0,3.4577117259752934,1.0
+2619,16,1,0,1,8.745632964892351,9,0,3,0,0,0,0,2.4503354431504625,3.0
+2620,15,0,0,3,8.070972416273767,29,1,3,1,1,0,0,1.164702428020536,4.0
+2621,15,1,1,0,2.739332690884717,20,0,2,0,0,0,0,0.8270829163865822,4.0
+2622,16,0,0,3,10.135400814355762,8,0,1,0,1,0,0,2.3983144793001743,3.0
+2623,16,0,1,1,2.530906223927545,29,0,2,0,0,0,0,0.0,4.0
+2624,18,1,0,1,9.532409126210808,5,1,0,0,0,0,0,2.7577979305655766,2.0
+2625,16,1,2,2,15.272305979233135,28,1,3,0,0,0,0,0.3478369759058787,4.0
+2626,17,0,2,3,5.16528715774327,19,1,3,0,0,0,0,1.6767274368353313,4.0
+2627,15,0,0,0,9.615723363594546,26,1,2,1,0,0,0,0.5742779997538898,4.0
+2628,15,1,0,1,19.840319387936713,10,1,3,0,1,1,1,3.103994380105366,1.0
+2629,17,1,0,3,13.733008467080746,6,0,2,1,1,0,0,2.8020738343659453,2.0
+2630,16,0,0,1,16.827135426103972,17,1,3,0,0,1,0,2.1275892967469687,3.0
+2631,17,1,1,1,8.296952131210915,3,0,1,1,0,0,0,2.688349836315715,2.0
+2632,17,1,2,2,15.357218462517107,4,0,2,0,0,0,0,2.7837652099236254,2.0
+2633,18,1,1,1,0.8101834588264367,3,0,3,0,1,1,0,3.133768038538137,1.0
+2634,17,0,2,3,2.4582236508448996,3,0,1,0,0,1,0,2.618699894953416,2.0
+2635,15,0,0,2,4.061411858401243,26,1,2,0,0,0,0,0.7716774917459892,4.0
+2636,17,0,0,2,8.03903849230439,12,0,2,0,1,1,0,2.2748420474669953,3.0
+2637,15,1,2,4,16.914897566515265,15,0,1,1,0,0,0,1.53961940600191,4.0
+2638,15,1,0,2,6.92532101575861,24,0,1,0,1,0,1,1.128068364082897,4.0
+2639,15,0,1,0,13.092423870309258,13,1,1,0,0,0,0,1.5956273665141478,4.0
+2640,16,0,0,1,14.186285896069668,10,0,4,1,1,1,0,3.138498873000767,1.0
+2641,18,0,0,2,11.723647081766828,28,0,3,0,0,1,1,0.7988865726422566,4.0
+2642,15,1,3,1,7.144839363402724,1,0,2,0,0,0,0,2.9728834414945147,2.0
+2643,15,0,0,3,11.541066834270886,21,0,3,1,1,0,1,1.556218796080208,4.0
+2644,16,0,3,2,6.845311855794924,13,0,0,0,0,1,0,1.8526717410372364,4.0
+2645,15,1,3,1,1.6774747710402416,23,0,2,1,0,0,0,0.9749683449255788,4.0
+2646,17,1,2,2,19.85607956372029,23,1,1,1,0,0,0,1.391431871322012,4.0
+2647,17,1,1,2,2.543649072650218,26,0,1,1,0,0,0,0.23649722217489066,4.0
+2648,18,0,1,3,1.446967676721147,6,0,3,1,1,0,0,2.629933233823926,2.0
+2649,15,1,2,3,17.57061498414312,25,0,1,0,0,0,1,0.5296032590122841,4.0
+2650,16,1,0,2,6.036693217857902,10,0,3,0,1,0,1,2.3191191467631675,3.0
+2651,17,0,0,2,13.005939481470152,3,0,2,1,0,0,0,2.759021764954944,2.0
+2652,16,1,1,2,6.580114593244657,6,0,0,0,0,0,0,2.09606565162715,3.0
+2653,16,0,0,2,7.829085415889423,28,0,3,0,1,0,0,0.745518983001618,4.0
+2654,17,0,0,1,5.24225944033593,15,1,2,1,0,0,0,1.7946671055341392,4.0
+2655,16,1,0,1,6.860880115860204,25,0,2,0,1,0,0,0.7012637128402552,4.0
+2656,17,1,1,2,8.214008011730861,5,0,1,0,0,0,0,2.4579014070477796,3.0
+2657,16,1,2,1,14.408321381846857,26,0,0,0,0,0,0,0.4291372796949342,4.0
+2658,17,1,0,0,10.230723884695836,5,0,4,0,0,1,0,3.0168978681026624,1.0
+2659,15,1,3,2,18.87130434313954,1,0,2,0,0,0,0,3.6182727121672262,0.0
+2660,18,1,1,0,0.8376078767755102,23,0,0,1,0,0,0,0.42581376099321444,4.0
+2661,17,0,2,2,10.061366452640563,7,1,3,1,0,0,0,2.735960967147571,2.0
+2662,17,0,1,2,11.684495776634362,29,0,1,1,0,0,1,0.22343050893656458,4.0
+2663,18,1,2,4,18.40393972148548,26,0,1,0,0,1,0,1.0117467565808473,4.0
+2664,17,0,0,2,0.9831704724285517,6,1,1,0,0,0,0,2.573440474302304,2.0
+2665,17,1,2,0,11.46999169870432,26,0,2,0,0,0,1,0.20014552736903563,4.0
+2666,16,0,0,2,17.07259857055914,24,1,0,0,0,0,0,0.8026478062416247,4.0
+2667,18,0,2,3,4.838554562384731,23,0,2,0,0,0,1,0.539645751276114,4.0
+2668,15,0,3,4,17.52584697047875,13,0,3,0,0,1,0,2.481595433779514,3.0
+2669,17,1,0,2,0.38086818548583645,8,0,1,0,0,0,1,1.6338115616970532,4.0
+2670,18,0,0,1,14.649092582674594,14,1,2,0,0,0,0,2.401469995162927,3.0
+2671,16,1,2,3,18.66226442337306,24,1,2,1,0,1,0,1.2658914451513914,4.0
+2672,15,0,0,1,13.143953232801245,21,0,2,0,1,0,0,1.2662863438742906,4.0
+2673,18,0,2,2,8.78058487960896,17,0,4,1,0,0,0,1.6224646303185568,4.0
+2674,15,0,0,2,0.8976203294543605,11,0,2,0,0,0,0,1.8582963066751943,4.0
+2675,15,0,0,0,18.402276266452574,22,0,0,0,1,0,0,0.6404398092314469,4.0
+2676,15,0,3,1,9.405924453831496,18,0,2,0,0,1,0,1.3978971899557187,4.0
+2677,17,1,1,1,0.5799348867189602,12,0,1,0,0,0,0,1.4291805817178274,4.0
+2678,17,1,2,2,13.796421426575238,6,0,3,0,1,1,0,2.9346921024221513,2.0
+2679,16,0,0,3,9.636745071525164,24,0,0,0,0,0,0,0.632826221112053,4.0
+2680,16,0,1,1,2.4869063488482146,9,0,1,1,1,0,1,2.5653473181422046,2.0
+2681,18,0,1,3,4.2854361862051915,29,1,2,0,1,0,0,0.3979893966925436,4.0
+2682,16,0,1,0,1.2898136091169254,9,1,1,0,0,0,0,2.0645643026074056,3.0
+2683,15,1,1,2,11.485870794171472,1,0,2,0,1,0,0,3.121119482369849,1.0
+2684,15,0,1,0,12.440589585040184,13,1,1,0,1,0,0,1.920609662813219,4.0
+2685,17,1,0,3,10.114845967108888,12,0,4,1,0,1,0,2.3299096451911727,3.0
+2686,15,0,0,2,16.3420426600523,21,1,1,0,1,0,0,1.2720101075733883,4.0
+2687,18,1,2,2,17.220176426160272,28,0,4,0,0,0,0,1.0664246227596101,4.0
+2688,15,0,0,3,12.312487933662533,5,0,2,0,0,1,0,2.905384065736881,2.0
+2689,15,0,1,2,0.2551295941486109,8,1,3,1,0,1,1,2.5670318028330574,2.0
+2690,18,1,0,4,13.904593114954713,12,0,1,0,0,0,1,1.6943843846574218,4.0
+2691,16,0,1,2,8.359984338407031,8,1,3,1,0,1,0,2.801388938876275,2.0
+2692,16,0,2,3,11.31114966452774,12,1,2,0,0,0,1,1.813628891214413,4.0
+2693,18,0,0,2,12.981612040377687,4,1,2,1,0,0,0,3.3432781941994127,1.0
+2694,17,1,0,1,7.004732286541535,13,0,3,1,0,1,0,2.184691612286099,3.0
+2695,15,0,0,2,18.341970103435884,4,0,2,1,0,0,0,3.4922119973943024,1.0
+2696,18,0,1,1,2.679497334995624,8,0,2,0,0,1,0,1.8136795536240538,4.0
+2697,15,1,2,2,13.430236145620748,7,1,0,0,0,1,1,2.7725493723030685,2.0
+2698,17,1,0,2,0.08719159913160857,6,0,1,0,1,0,0,2.4400060965135784,3.0
+2699,15,1,2,2,18.493022108103617,7,0,2,0,0,0,0,2.8684641563014504,2.0
+2700,18,0,0,0,2.25008266476183,21,0,0,0,0,0,0,0.5166315139842032,4.0
+2701,15,0,0,1,1.8976846029514927,2,0,1,1,0,0,0,2.8914784699994827,2.0
+2702,16,0,3,2,6.660152661044885,22,0,1,0,0,0,0,0.7109569819873364,4.0
+2703,17,1,0,4,7.471325720781612,23,0,1,0,0,0,0,0.4244328946229094,4.0
+2704,17,0,0,1,4.286001446457572,14,1,2,1,1,1,0,2.248337588471201,3.0
+2705,17,0,0,2,11.702433218542494,7,0,2,0,1,1,0,2.7154909355151484,2.0
+2706,18,1,0,2,8.858281960839271,0,1,4,1,0,0,0,4.0,0.0
+2707,17,1,0,2,0.6835117808217483,6,0,2,1,0,0,0,2.676389709344022,2.0
+2708,16,1,0,1,6.393041245106012,18,0,4,1,0,0,0,1.8547004421395892,4.0
+2709,18,1,1,2,16.20865827146341,1,0,3,1,0,0,0,3.5485205508668662,0.0
+2710,16,1,0,1,13.794030697237371,13,0,4,0,0,1,1,1.9523336493468064,4.0
+2711,15,0,1,4,14.49741707159761,17,0,3,0,0,0,0,1.8496433884510397,4.0
+2712,15,1,0,1,13.962338481670471,29,1,3,0,0,0,0,0.8752010880422385,4.0
+2713,15,0,0,1,6.219460427660666,14,0,2,0,0,1,0,1.7935557295101183,4.0
+2714,15,0,1,0,1.9932784415355176,13,0,1,0,1,1,0,1.8556669117535303,4.0
+2715,16,1,3,1,5.44934368066192,23,0,1,1,0,0,0,0.5511396527389846,4.0
+2716,18,1,0,2,16.635706003703184,24,1,4,0,1,0,0,1.580398635704129,4.0
+2717,18,1,2,1,19.609415955661422,18,0,4,0,0,1,1,1.8741577780119303,4.0
+2718,17,0,1,0,9.876940294831227,29,0,3,1,0,0,1,0.5152393995715008,4.0
+2719,16,1,1,2,0.1940070984608444,18,0,3,0,0,0,0,1.331229485851261,4.0
+2720,15,1,1,0,2.8008962426845807,21,1,4,0,1,0,1,1.6217727360896141,4.0
+2721,16,1,0,0,6.441611506325316,26,0,2,0,1,0,1,0.384375395876116,4.0
+2722,17,1,0,3,11.571706971858994,25,0,3,1,0,0,0,1.3635615499322744,4.0
+2723,17,1,1,2,1.5018729161062794,16,0,2,1,0,0,0,1.479668777301296,4.0
+2724,16,0,0,3,18.867145974197634,21,1,2,1,0,0,0,1.5812038761627714,4.0
+2725,16,0,3,3,7.3016734656880145,27,0,0,0,0,0,0,0.0,4.0
+2726,16,0,0,2,18.251684358496462,18,1,2,1,0,0,0,1.886578592822845,4.0
+2727,18,1,0,0,15.610436055140436,26,0,3,0,0,0,0,0.863545351686935,4.0
+2728,15,1,2,2,15.108745450311623,15,0,2,0,0,0,0,1.4887052948653967,4.0
+2729,16,1,0,3,12.13439159564464,19,0,3,0,0,0,1,1.4729004934270762,4.0
+2730,16,0,1,2,12.535676341036892,24,1,2,0,0,1,0,1.3440857175872982,4.0
+2731,16,1,1,2,12.760064704324963,18,0,1,0,0,0,0,1.364736910668082,4.0
+2732,17,1,3,1,12.574427740511641,0,1,3,1,0,0,0,3.8302053754229743,0.0
+2733,17,1,2,3,11.074564627967225,18,0,3,0,0,0,0,1.597365745031795,4.0
+2734,18,0,1,2,19.728280369657778,6,1,1,0,1,1,0,3.320316974439931,1.0
+2735,15,1,1,4,14.645811348513922,28,0,2,0,0,0,0,0.6487053948776081,4.0
+2736,18,0,3,1,15.538927767850424,22,0,2,0,0,0,0,1.0182646498699195,4.0
+2737,15,1,0,1,17.449256301673483,10,0,4,0,0,0,1,2.440769899927139,3.0
+2738,17,0,0,1,4.312795254516983,4,0,3,1,1,0,0,3.1525193708574304,1.0
+2739,17,0,0,2,1.6760831819012156,29,0,1,1,0,0,0,0.21704201070589552,4.0
+2740,17,0,0,1,9.657888731971973,16,0,2,1,1,0,0,1.8116223809515473,4.0
+2741,18,1,1,0,10.281613912385463,10,0,3,1,0,0,0,2.777966932491008,2.0
+2742,16,1,1,4,16.583635598998356,23,0,3,0,0,0,1,1.223828264622006,4.0
+2743,16,0,1,0,8.875671585646714,25,0,3,1,0,0,0,1.1019399322716341,4.0
+2744,17,0,0,3,11.417060510886255,7,0,1,0,0,0,0,2.060172050067505,3.0
+2745,16,1,2,1,10.541418770269166,9,0,3,0,0,0,0,2.5244226584154354,2.0
+2746,16,1,0,3,0.7640556751478211,11,0,3,0,0,0,0,1.9665140417865186,4.0
+2747,18,0,1,2,12.30429793193828,9,0,3,0,0,0,0,2.8415190017676264,2.0
+2748,15,1,1,3,16.560865715485043,12,0,2,0,0,0,0,2.200020267296471,3.0
+2749,17,1,0,3,3.1500109615160765,25,1,3,0,0,0,0,0.9252693613945323,4.0
+2750,17,1,0,0,11.886634678531916,17,1,3,0,0,1,0,1.8425841347566339,4.0
+2751,18,1,0,0,11.872210888928286,9,0,3,1,0,0,0,2.6696408286087285,2.0
+2752,18,0,2,1,3.283699281127175,18,0,2,0,0,0,0,1.3276664298868446,4.0
+2753,16,1,3,2,2.4692714746147204,19,0,1,0,0,0,1,0.7547506714781123,4.0
+2754,17,1,1,3,19.601038859529694,16,0,2,1,0,0,1,1.845656783786327,4.0
+2755,15,0,0,2,7.874383393060751,19,0,2,0,0,0,0,1.537989779203268,4.0
+2756,18,0,0,2,4.548434574470585,15,0,2,1,0,0,0,1.58092662695241,4.0
+2757,15,1,2,1,3.426490889087499,4,0,2,1,0,0,0,2.883799714630056,2.0
+2758,15,1,2,3,13.352034271664701,2,0,2,0,0,1,0,3.0549908109809842,1.0
+2759,17,1,0,4,12.188905946545576,29,0,3,0,0,0,0,0.3280857038991219,4.0
+2760,17,1,0,1,12.871042459748349,26,0,1,0,1,0,0,0.6115693055183088,4.0
+2761,18,0,2,2,1.7601205502290451,14,0,2,0,0,0,0,1.5674124377048069,4.0
+2762,17,0,0,0,17.87069166996874,25,0,3,0,0,0,0,1.2197472447014093,4.0
+2763,17,0,0,2,7.785327936180966,1,0,2,0,1,0,1,3.0213988805197203,1.0
+2764,17,1,0,2,6.267388128607159,12,1,2,0,0,0,1,2.262147696008476,3.0
+2765,15,1,1,1,9.247228944954784,21,1,2,0,1,0,0,1.4550854526151875,4.0
+2766,18,1,2,2,7.801321314952565,7,0,2,0,0,1,0,2.448840530622927,3.0
+2767,16,1,3,1,17.27154006278292,22,0,1,1,0,0,0,1.2800415789704742,4.0
+2768,15,0,1,2,18.58521950395784,26,0,2,0,0,0,0,1.0433801278881183,4.0
+2769,17,0,1,2,6.069064328992124,29,0,4,1,1,1,1,1.0351815304099121,4.0
+2770,15,1,0,0,17.278716149199095,16,0,2,0,0,0,1,1.5730510214028783,4.0
+2771,17,0,1,2,15.630462590661342,3,0,0,1,0,0,0,2.898151345753362,2.0
+2772,17,1,0,2,18.616153446895236,18,0,3,0,0,0,0,1.8209201086118587,4.0
+2773,15,1,1,1,4.915006243717757,21,0,2,0,0,0,0,0.7287945170807484,4.0
+2774,18,0,0,0,11.539183002419582,24,1,1,0,0,0,0,0.9023572553597989,4.0
+2775,17,1,0,2,5.490891694808893,8,1,3,0,0,0,1,2.421061773387504,3.0
+2776,18,1,0,4,16.481889809687484,22,0,1,0,0,1,0,1.2212994205081906,4.0
+2777,16,0,0,1,0.10648381142128516,14,0,4,0,0,0,0,1.9961073864422314,4.0
+2778,17,1,0,1,11.296383257727921,27,0,2,0,1,0,0,0.622706295394981,4.0
+2779,18,1,0,1,6.78406862543836,8,1,3,0,0,1,0,2.9026025126837935,2.0
+2780,18,0,3,2,6.453674141556405,23,1,2,0,1,0,0,1.3486070016063347,4.0
+2781,16,1,0,1,12.898126477298339,20,1,1,0,0,1,0,1.3511410519807199,4.0
+2782,18,0,1,1,17.02968898627988,8,0,3,0,0,0,0,2.7455540828498273,2.0
+2783,18,1,2,2,12.183907827866525,13,1,4,1,0,1,0,2.9932144641445677,2.0
+2784,16,0,3,2,17.06345957293445,22,0,3,0,0,0,0,1.5892697074168551,4.0
+2785,17,0,1,1,5.291942237620599,20,1,3,1,0,1,0,1.6530997620970653,4.0
+2786,18,0,2,2,10.390037095299622,15,1,4,0,1,0,1,2.136285525349759,3.0
+2787,18,1,0,2,9.01073078134152,23,0,1,0,0,0,0,0.7370487522929228,4.0
+2788,18,0,0,0,0.23289799006192435,22,0,0,0,0,0,0,0.35275195922742686,4.0
+2789,15,0,0,0,11.136242862814802,24,1,0,0,0,0,0,0.6901567908276482,4.0
+2790,16,0,1,3,13.230486482923498,25,0,3,1,0,0,0,0.9430459197705603,4.0
+2791,15,0,1,0,11.8382880883814,16,0,3,0,0,0,0,1.8819787410279114,4.0
+2792,16,0,0,2,14.72559797566843,12,0,3,1,1,0,0,2.4740395368096815,3.0
+2793,17,1,0,3,11.426790569061541,8,0,4,0,0,0,1,2.5077426742068285,2.0
+2794,17,1,1,1,1.3350050970151384,14,0,3,0,0,0,0,1.563591912280606,4.0
+2795,18,1,0,1,2.3289104816942285,6,0,2,0,0,0,0,2.4556437547462835,3.0
+2796,16,1,1,2,11.929491550879048,0,0,1,0,0,0,0,2.7366048752761047,2.0
+2797,17,1,1,3,5.499583839472804,0,0,4,0,1,0,0,3.2620199899463747,1.0
+2798,16,1,2,3,1.5929025806953168,4,0,1,0,0,1,1,2.28387095613807,3.0
+2799,17,1,2,2,8.592054868970935,23,0,2,0,0,0,0,1.1544100089135072,4.0
+2800,15,0,2,0,11.086451961673108,8,0,2,1,1,0,0,2.7890998282690926,2.0
+2801,17,1,0,2,6.5749197669921315,11,0,1,0,0,0,0,1.5386892509239083,4.0
+2802,15,0,2,2,14.408674044515559,5,0,3,1,0,0,0,3.0560700900603366,1.0
+2803,17,0,1,2,12.875412162024894,27,1,1,0,0,0,0,0.7408967018564105,4.0
+2804,18,1,0,0,6.656367221833439,12,0,4,0,0,0,0,2.499681179530751,3.0
+2805,15,0,0,1,15.097450578171212,25,1,2,1,0,0,0,0.8952499802854423,4.0
+2806,17,0,0,2,12.973900850660709,27,0,3,1,0,1,0,0.7742848136453381,4.0
+2807,18,0,0,2,12.748907574358041,7,1,3,0,1,0,0,3.0148025336099797,1.0
+2808,15,0,1,1,11.06855401574136,14,0,3,0,0,0,0,1.821442173929074,4.0
+2809,18,1,2,1,0.2277933617710559,5,0,4,0,0,0,0,2.543009095435074,2.0
+2810,16,1,0,3,13.930143669537783,26,0,1,1,0,0,0,0.645454380244234,4.0
+2811,16,1,0,2,7.5208358221831295,5,0,0,0,0,0,0,2.631367841368872,2.0
+2812,15,1,3,1,18.852194203173113,3,0,0,1,0,0,0,2.7124204664131986,2.0
+2813,17,1,0,1,16.359695421544107,10,0,3,0,1,0,0,2.672755461068081,2.0
+2814,15,1,0,1,11.753889390626245,20,0,4,0,0,1,0,1.7148117851610198,4.0
+2815,18,1,1,3,5.043639636385389,29,1,2,1,0,0,0,0.21097917874476535,4.0
+2816,17,1,1,2,4.074347865553332,17,0,3,1,0,0,0,1.859071573097468,4.0
+2817,16,1,0,2,6.8076967535509825,2,0,0,0,1,0,0,2.6728667073501415,2.0
+2818,17,1,0,2,9.531358871600371,2,0,1,1,0,0,0,2.7192011567406125,2.0
+2819,16,0,0,1,5.921310200778942,29,0,3,1,0,0,0,0.7369928855488138,4.0
+2820,17,1,1,3,10.298589907849657,11,1,0,1,0,0,0,2.2952134775005772,3.0
+2821,17,0,1,2,3.3074085102637185,26,1,2,1,1,0,0,0.84069094147179,4.0
+2822,17,0,0,1,19.554256256509998,20,1,3,0,1,0,0,2.131628504443662,3.0
+2823,18,0,1,1,2.1584910992998774,29,1,3,1,1,1,1,0.9922965742511932,4.0
+2824,18,0,2,2,18.63888279308744,20,0,2,1,1,0,0,1.451872243083537,4.0
+2825,15,1,0,3,18.271560228053897,5,0,3,0,0,1,1,2.860396826235563,2.0
+2826,15,0,0,1,10.50720963638996,20,0,2,0,0,0,0,1.1825650544782942,4.0
+2827,16,1,1,3,14.498205436721687,27,1,0,0,0,0,0,0.13065423787367458,4.0
+2828,18,1,0,2,8.720965959451757,5,1,3,1,0,0,0,3.3627162150851144,1.0
+2829,16,0,0,1,12.600691550848763,7,0,1,1,0,0,1,2.251847104187132,3.0
+2830,15,1,1,0,6.811518748422374,14,0,0,0,1,0,0,1.6884763841942345,4.0
+2831,16,0,2,1,6.023180395708907,17,1,2,0,0,0,1,1.8154017176022972,4.0
+2832,15,0,2,2,11.564595723390275,19,0,3,0,0,0,0,1.4948695594196215,4.0
+2833,18,1,1,1,9.962593483679607,28,1,1,0,1,0,0,0.0,4.0
+2834,17,1,2,1,11.59072738299962,15,0,0,0,0,0,1,1.5717864335294334,4.0
+2835,18,0,0,2,5.733211625740459,5,0,1,0,0,0,1,2.2346855491679,3.0
+2836,16,1,1,2,7.339156636339905,27,0,2,1,0,0,0,0.5086565007104289,4.0
+2837,16,1,0,1,1.6779592125781861,20,0,2,0,0,0,0,0.7016799102374711,4.0
+2838,18,1,0,2,1.0455274454441144,16,0,1,1,1,0,0,1.817789572439356,4.0
+2839,18,0,2,2,5.069142593460326,8,0,3,0,0,0,0,2.3375584621180696,3.0
+2840,15,0,1,2,1.4849371866109151,18,1,3,1,1,0,0,1.763324115898465,4.0
+2841,16,1,0,3,2.075494172694814,17,0,3,0,0,0,0,1.5801498390407567,4.0
+2842,16,1,3,1,16.25856810787874,24,1,2,1,0,0,0,1.513660412883276,4.0
+2843,18,1,0,3,0.777473940333786,22,0,2,0,0,1,0,0.5468398683049477,4.0
+2844,17,1,0,2,13.178855878694854,4,1,2,0,0,0,0,3.112170722339197,1.0
+2845,16,1,0,2,5.45115497630801,27,0,2,0,0,0,0,0.3075940597283189,4.0
+2846,17,0,2,2,17.430913614162527,5,0,0,0,0,0,0,2.228511429722963,3.0
+2847,18,1,2,2,9.69984569154999,11,0,3,1,0,0,1,2.5064154144606747,2.0
+2848,18,0,0,1,6.111529186556515,10,0,2,0,0,0,0,1.9775380444250974,4.0
+2849,15,1,1,2,10.352778713788691,15,1,1,1,0,0,0,2.340811012860678,3.0
+2850,16,0,0,2,7.639160380905377,19,0,1,0,0,0,1,1.2611282397020753,4.0
+2851,17,1,2,2,11.286021293396605,16,0,1,1,0,1,0,1.783001895562732,4.0
+2852,15,0,0,1,2.2906573665269647,19,1,4,0,0,0,0,1.501240091930044,4.0
+2853,16,1,0,3,19.939810056251023,8,0,1,0,1,0,1,2.2392539847060284,3.0
+2854,15,0,3,2,8.511117553934351,0,1,3,0,1,0,0,3.823801327886915,0.0
+2855,18,0,0,0,6.964612794147373,25,0,2,1,1,0,1,0.895261805081618,4.0
+2856,16,0,0,2,14.204196966325298,2,1,3,0,1,0,0,3.5326403833692965,0.0
+2857,15,0,1,2,7.27798812990665,20,0,2,0,0,0,0,1.022641733675116,4.0
+2858,15,0,3,2,16.66548610057515,22,1,4,0,0,0,0,1.960538709128941,4.0
+2859,17,0,0,2,9.085414487208505,8,0,1,0,1,1,0,2.7454918014149503,2.0
+2860,15,1,0,3,14.391168265308698,21,0,2,0,0,1,1,1.554112898573,4.0
+2861,16,0,0,1,2.149064328837731,18,0,1,0,0,0,0,0.7068253462731773,4.0
+2862,16,1,1,2,16.922383711102235,12,0,2,1,1,0,0,2.823600084682192,2.0
+2863,17,1,0,3,14.714359735562198,22,0,2,1,0,1,0,1.2934088269809283,4.0
+2864,16,1,1,3,4.234335569239313,13,0,3,1,0,0,0,2.126276926186896,3.0
+2865,18,1,3,2,2.905720194915733,19,0,2,0,0,0,0,1.112671201191301,4.0
+2866,16,1,0,3,6.325846974512488,18,1,0,0,0,1,0,1.2615877089185958,4.0
+2867,16,0,0,0,19.521411720638085,29,0,3,1,1,0,0,1.0784851348128086,4.0
+2868,15,0,0,3,5.136631491341173,22,1,2,0,0,0,1,0.6754583905284621,4.0
+2869,15,0,0,1,9.122544178932666,26,0,1,0,1,1,0,0.6854728696794552,4.0
+2870,16,1,2,1,0.6004045143467263,26,0,4,1,1,1,0,1.0209263651026421,4.0
+2871,17,0,0,1,7.944550591324651,6,1,4,0,0,0,0,3.427620857629511,1.0
+2872,15,0,0,2,11.426400308662055,3,1,3,0,0,0,0,3.2485727923536656,1.0
+2873,17,0,1,1,19.062492250159302,11,0,3,0,0,0,0,2.278951504956563,3.0
+2874,16,0,0,1,10.334720898801288,22,0,0,0,1,0,0,0.8330790224853892,4.0
+2875,16,0,1,1,16.382146523553757,26,0,4,0,0,0,0,0.8570927943521445,4.0
+2876,18,1,0,1,10.94255285137801,13,0,2,0,1,0,0,1.7444976627663373,4.0
+2877,15,0,2,2,0.815700268710362,1,0,1,0,0,1,1,2.806877505411242,2.0
+2878,16,1,3,2,6.300165503795481,0,0,3,1,0,1,0,3.4905433071379806,1.0
+2879,18,1,1,1,11.510990156622064,27,0,1,0,1,0,0,0.6939648518623458,4.0
+2880,15,1,3,2,19.011879318622487,17,0,2,1,0,0,0,2.1615587370783906,3.0
+2881,16,1,0,3,17.182607195024666,19,1,1,0,0,0,0,1.8933444720314547,4.0
+2882,16,1,0,2,4.567112283576953,7,1,2,1,0,1,0,2.8829580708041513,2.0
+2883,15,0,1,1,4.40219660038327,2,0,2,1,1,0,1,3.2703738607764876,1.0
+2884,15,0,1,2,4.023459342278015,25,0,2,1,1,1,0,1.027015599936749,4.0
+2885,15,0,0,1,18.449977926050064,5,0,0,1,1,0,1,2.48966890236666,3.0
+2886,16,1,0,1,17.053323062034412,21,1,2,0,0,0,0,1.7087987708583718,4.0
+2887,16,0,0,1,15.497668645058976,12,0,2,0,0,1,0,2.324093256836654,3.0
+2888,18,0,0,3,7.854702284484551,8,0,1,0,0,0,0,2.1974911457392072,3.0
+2889,17,1,0,1,10.087614085975336,8,0,4,0,0,0,1,2.500113299959695,2.0
+2890,15,1,2,0,9.286634895903056,19,0,2,0,0,0,0,1.0500058515104695,4.0
+2891,16,1,0,1,5.067962151187453,8,0,3,0,0,1,1,2.438440919001191,3.0
+2892,16,1,0,3,10.100560922975339,14,1,1,0,0,0,0,1.9146018444641888,4.0
+2893,15,0,1,2,0.6099309570550893,12,0,2,1,1,0,0,1.6278371303258028,4.0
+2894,17,1,1,1,2.6362074699491833,21,0,1,1,1,0,0,1.0695241523651193,4.0
+2895,15,1,2,2,17.73179192337893,15,0,2,0,1,0,0,2.369652312774279,3.0
+2896,17,0,1,2,15.033595340628466,1,0,1,0,0,0,0,2.9747406949660418,2.0
+2897,16,0,0,2,8.457368181181742,25,0,2,1,0,0,0,0.3578088919508027,4.0
+2898,17,1,2,1,10.343007245677544,13,0,2,0,0,1,1,1.9225514899197134,4.0
+2899,18,0,1,3,7.399977719199549,26,0,1,0,0,0,0,0.33096690773874,4.0
+2900,16,1,0,1,14.81559734321345,5,1,3,0,0,0,1,3.219685483262613,1.0
+2901,18,1,1,2,15.683743584641592,1,1,4,0,1,0,0,3.9514599508156745,0.0
+2902,15,0,3,0,15.265703804063183,7,0,1,0,0,0,0,2.7952105534902603,2.0
+2903,15,0,0,1,14.452234496688991,3,1,3,1,0,0,0,3.5617432680571097,0.0
+2904,15,1,0,1,4.090086773855917,20,1,3,0,0,0,0,1.36108822691039,4.0
+2905,17,1,0,2,6.759399584809575,23,0,2,0,0,1,0,0.7389589820946485,4.0
+2906,16,1,0,0,9.3969086996735,13,0,3,1,0,0,1,2.3207725437642064,3.0
+2907,15,0,0,2,6.615859828553113,10,0,4,1,0,0,0,2.837891417954615,2.0
+2908,15,1,1,1,15.09880400316658,23,0,2,0,0,0,1,0.8273394905182188,4.0
+2909,16,1,0,2,6.587070484999094,27,1,3,1,0,0,1,0.8758837048232606,4.0
+2910,15,1,3,3,2.764641735706743,13,0,3,1,0,0,0,1.4679683162543722,4.0
+2911,18,1,2,2,7.980809040966081,11,0,2,1,0,1,0,2.122102757166825,3.0
+2912,16,1,1,2,19.598288655647607,15,0,2,1,0,0,0,2.4818134094533937,3.0
+2913,16,0,2,2,4.517628258671518,5,0,4,1,0,0,0,2.876083672610056,2.0
+2914,16,1,0,1,12.24317317886458,19,0,3,0,1,0,0,1.6626921985519796,4.0
+2915,18,1,0,3,8.659460996794126,0,0,1,1,0,0,0,2.9640587263043403,2.0
+2916,16,1,1,1,1.4204913529865326,11,0,1,1,0,1,0,2.03217846252961,3.0
+2917,18,1,2,2,9.75753211996119,6,1,4,0,1,0,0,3.2078192453842034,1.0
+2918,16,0,2,2,14.043286572966249,7,1,0,0,0,0,0,2.5534848460747726,2.0
+2919,17,0,0,1,10.264399516556376,8,1,3,1,1,0,0,3.1288586460030157,1.0
+2920,15,0,3,1,17.442121274931623,1,1,1,1,1,0,0,4.0,0.0
+2921,17,1,0,2,5.778740333151653,16,1,0,0,0,0,1,1.3570627014048273,4.0
+2922,15,1,2,3,1.7249834260792984,19,0,0,0,1,0,0,0.6848879979871082,4.0
+2923,18,0,3,3,18.73131223316012,12,0,2,1,0,0,0,2.2346962873244927,3.0
+2924,17,0,0,2,7.56392699056438,4,0,0,0,0,0,1,1.953200561311372,4.0
+2925,16,0,2,2,11.528111029072667,9,0,2,0,1,0,0,2.4709240029839887,3.0
+2926,15,1,0,3,15.840062522603919,11,0,3,0,1,0,0,2.512488758731327,2.0
+2927,15,1,0,0,6.486273277511612,16,1,2,0,0,1,0,2.0972515782565893,3.0
+2928,17,0,1,1,14.323290763552222,20,0,3,1,0,0,1,1.3451314633822888,4.0
+2929,18,0,1,2,2.7083769963565607,5,0,2,0,0,0,1,2.241727972459657,3.0
+2930,17,0,3,3,5.825874944110105,2,0,2,0,0,0,0,2.637348954652655,2.0
+2931,18,1,1,3,2.894212722730398,27,0,2,0,0,1,0,0.2861100389415956,4.0
+2932,18,1,0,2,16.224611168027156,14,1,2,0,1,0,0,2.0845477071034386,3.0
+2933,15,1,2,0,4.452984704535707,6,0,4,1,0,0,0,2.7778858935835875,2.0
+2934,17,0,3,2,14.348071108104206,29,0,3,0,0,0,0,0.48418319580323893,4.0
+2935,17,0,0,1,18.865967944913052,5,0,2,0,0,0,0,2.8757352860069436,2.0
+2936,18,1,3,1,10.55544418137754,3,1,3,0,0,0,0,3.4713372144944583,1.0
+2937,17,0,0,2,10.800583845213755,18,0,2,0,0,0,0,1.3180744589421032,4.0
+2938,16,1,2,0,9.22067136195624,4,0,1,1,0,0,0,2.715908932047662,2.0
+2939,16,0,0,3,6.517802867872855,2,1,2,0,1,0,0,3.4745618447603603,1.0
+2940,17,0,0,2,9.513100618498342,25,0,3,1,0,0,0,0.9349429908719434,4.0
+2941,17,0,0,2,12.056150645335189,24,0,2,0,0,0,1,0.5185224297099189,4.0
+2942,18,0,1,0,19.719831443413188,8,0,3,0,1,0,0,2.726094628858152,2.0
+2943,16,1,0,1,18.755291186364484,5,1,2,1,0,0,0,3.099064650031246,1.0
+2944,16,0,0,0,17.243059165862434,12,0,2,1,0,0,0,2.0735452919667288,3.0
+2945,15,1,1,4,17.782610714097167,26,0,4,1,1,1,0,1.9831339922227575,4.0
+2946,18,1,3,3,9.35698366584086,21,0,2,0,0,0,0,0.7662736791529805,4.0
+2947,15,1,0,2,13.148886543549295,27,0,3,0,0,0,0,0.6361329335031771,4.0
+2948,16,0,0,1,17.901334458724282,29,0,3,1,1,1,0,1.1480334125866043,4.0
+2949,18,1,0,3,7.859015299827061,19,0,4,0,1,1,0,1.7504046795082222,4.0
+2950,17,1,0,1,19.235249566909374,3,0,0,1,0,0,0,2.8211081074612654,2.0
+2951,18,1,2,1,8.31572124138366,1,0,1,1,0,1,1,3.2405120739686932,1.0
+2952,17,0,2,2,12.021653307864312,25,0,3,1,0,0,0,0.7058616313604631,4.0
+2953,17,0,1,3,14.196094265447439,3,0,2,1,0,0,0,2.9127221778502177,2.0
+2954,18,1,0,0,19.011840261518767,7,0,2,0,0,0,0,2.894723042268489,2.0
+2955,17,0,2,1,4.8923254810453205,12,0,1,1,1,0,0,1.777279849146076,4.0
+2956,15,1,1,3,14.922619564772845,9,0,1,0,0,0,1,2.4571875145361584,3.0
+2957,16,1,2,1,10.416311722881645,17,1,2,0,0,0,0,1.9390765371477845,4.0
+2958,17,0,1,1,5.371142812412821,8,0,1,0,0,0,0,2.291686152272234,3.0
+2959,15,1,2,2,15.532136795927812,29,0,1,0,1,0,0,0.5847407288696445,4.0
+2960,17,0,1,3,11.04444560347693,0,0,0,1,0,1,1,2.905466160345195,2.0
+2961,16,0,0,2,13.219476412993515,12,0,1,1,0,0,0,1.7389421343230627,4.0
+2962,15,1,3,4,6.45802137155802,17,1,3,0,1,0,0,1.6698070522329402,4.0
+2963,16,0,1,2,9.6254790365521,14,0,3,0,0,0,0,1.6482889223547217,4.0
+2964,16,0,1,0,12.34708501976134,1,0,0,1,0,0,1,2.7103913101189026,2.0
+2965,15,1,0,4,8.09821628539688,10,0,1,1,0,0,0,1.9561691259633316,4.0
+2966,15,1,1,2,3.9674507969540262,28,0,2,1,1,0,0,0.6729361977994386,4.0
+2967,15,0,1,1,19.23280984630608,13,0,2,1,1,0,0,2.6071729292255172,2.0
+2968,18,0,0,2,10.229350800852348,21,0,3,1,0,1,0,1.5660204997024247,4.0
+2969,15,1,0,1,14.67840740575401,14,1,3,0,0,0,0,2.197394591639808,3.0
+2970,15,0,1,0,8.220943871121163,13,1,3,1,0,0,0,2.332971816562523,3.0
+2971,15,0,2,0,7.102635280514327,15,0,2,1,0,0,0,1.773293697386631,4.0
+2972,15,0,1,2,8.1432859693425,22,0,2,1,1,0,1,1.1496496267546505,4.0
+2973,17,0,0,3,8.183932875712996,28,1,3,0,0,0,0,0.8409854510198023,4.0
+2974,18,0,1,2,10.883602318839072,14,0,0,1,1,0,0,1.5635740338353445,4.0
+2975,16,0,0,4,10.869397399627264,18,0,0,0,0,0,0,0.8707134779286393,4.0
+2976,15,0,0,1,9.943076317657432,26,1,0,0,1,1,0,0.61316598823277,4.0
+2977,17,1,0,1,2.695715698348762,8,0,2,1,1,0,0,2.5723917087049193,2.0
+2978,17,1,0,1,9.921509570010622,4,0,1,0,0,0,0,2.30759662333527,3.0
+2979,17,1,0,1,3.3820780084130297,4,0,1,0,0,1,0,2.3180465210933434,3.0
+2980,16,1,0,1,2.5227157259153032,10,0,3,1,0,0,0,2.31055728577378,3.0
+2981,15,1,0,2,18.652914346823355,27,1,4,1,1,1,1,1.5858200366928563,4.0
+2982,18,0,0,3,12.099000262954085,19,0,1,1,0,1,0,1.6306137401298542,4.0
+2983,18,0,1,4,13.189801162491685,24,1,2,0,1,1,0,1.558632200330993,4.0
+2984,17,0,0,1,8.035873406667275,23,0,1,1,0,0,0,0.6835053013860497,4.0
+2985,16,0,0,3,18.179617838297283,27,0,4,0,0,0,0,0.9709123787681464,4.0
+2986,16,1,2,1,12.75860979159331,3,0,1,1,0,0,1,3.3446266750887066,1.0
+2987,16,0,0,1,15.38339739047175,19,0,3,0,1,0,0,1.8859166518517383,4.0
+2988,18,0,1,3,7.371249380554277,17,0,1,1,0,0,0,1.4699645571762952,4.0
+2989,17,1,0,2,19.20023761638251,24,0,3,0,0,0,0,1.436375445405192,4.0
+2990,15,0,0,1,16.4092258031663,2,1,1,1,1,0,0,3.399542858486649,1.0
+2991,18,0,1,2,17.078969260290872,3,1,1,0,1,0,0,3.5635357914562173,0.0
+2992,17,1,1,1,3.4438853485150855,13,0,1,1,1,1,0,2.0744387503601613,3.0
+2993,17,0,2,2,5.41926415742439,6,0,1,0,0,0,0,2.5040052870066454,2.0
+2994,15,0,1,2,5.712531993671542,25,1,3,1,0,0,0,0.9669488067667789,4.0
+2995,15,0,3,4,5.418184464937424,7,0,3,0,0,0,0,2.6910442047353333,2.0
+2996,15,0,0,0,17.10816324208576,23,0,2,0,1,0,0,0.8647850838512876,4.0
+2997,16,0,0,1,0.6376959041718422,15,1,4,1,0,0,0,1.993952452575168,4.0
+2998,15,1,0,2,1.521999779615486,19,0,2,1,0,0,0,1.2001797196357924,4.0
+2999,17,1,0,2,5.478297412598074,14,0,4,0,1,0,0,2.195712898261988,3.0
+3000,15,1,1,1,3.997459492988873,6,0,1,0,0,1,0,1.9012665239921254,4.0
+3001,17,1,1,2,4.637192277656967,25,0,4,1,0,1,0,0.8399765237396326,4.0
+3002,18,1,0,3,15.958863785066,16,0,0,1,0,0,1,1.3620437691526195,4.0
+3003,16,1,3,3,11.262531877840939,21,0,2,0,0,0,0,0.8507438645015205,4.0
+3004,18,0,2,3,0.11541322585935987,21,1,2,1,0,0,0,1.0033653059742336,4.0
+3005,18,1,0,3,8.586455314083905,21,0,2,1,1,0,0,1.3905396980299167,4.0
+3006,17,1,0,2,8.157698537007178,11,0,2,0,1,0,1,2.4399813258092324,3.0
+3007,18,0,0,3,2.2789053888908706,17,0,2,0,0,1,0,1.2433117162791913,4.0
+3008,17,0,0,1,13.522835772029143,23,1,4,1,0,0,0,1.9648466563741724,4.0
+3009,15,1,0,1,14.04194376758982,13,1,4,1,0,0,0,2.6882293307172063,2.0
+3010,15,0,1,1,14.417864381041953,14,1,4,1,1,0,0,2.7397016672595753,2.0
+3011,17,1,0,2,14.56941891117184,14,0,4,0,0,1,0,2.4961219360335156,3.0
+3012,15,0,0,1,0.0010565386459360226,4,1,3,0,1,0,0,2.968807133269986,2.0
+3013,16,1,3,4,19.078416076934445,15,0,4,0,1,0,0,2.2159441692227517,3.0
+3014,18,0,1,1,16.28417534109326,4,0,3,1,0,0,0,3.5037432645192648,0.0
+3015,16,0,3,0,18.079633931785708,1,0,2,0,0,1,0,3.3847294719580105,1.0
+3016,18,1,0,2,0.3128659061486827,19,0,3,0,0,0,0,1.417604009607429,4.0
+3017,15,1,0,0,18.677175915714788,27,1,4,0,0,0,0,1.139337063496313,4.0
+3018,16,1,1,1,16.195770573762093,24,0,3,0,0,0,0,0.7695898642280781,4.0
+3019,15,1,0,1,16.74438285917397,8,0,2,0,0,0,0,2.3484434535441197,3.0
+3020,18,1,0,2,1.8657476944393703,21,0,0,0,0,0,1,0.3218314296846537,4.0
+3021,17,0,1,2,14.775560578371953,26,0,3,1,0,1,0,1.1241371864897378,4.0
+3022,17,1,1,2,19.19833379284182,8,0,4,0,0,0,0,2.7170969538329475,2.0
+3023,16,1,0,2,13.570946828363212,3,0,2,0,0,0,0,2.6565407804958623,2.0
+3024,15,0,0,2,11.411228092492129,14,0,1,0,0,0,0,1.5277480662258427,4.0
+3025,15,0,0,1,18.91259355497994,10,0,2,0,1,1,0,2.735672949043832,2.0
+3026,16,1,0,1,8.85874243468872,0,1,2,0,1,1,0,3.748102280530043,0.0
+3027,17,0,0,2,11.985871326209574,17,1,2,0,0,0,0,1.7062124885863237,4.0
+3028,18,0,0,0,9.526765869887324,28,1,3,0,0,0,0,0.9590415228646012,4.0
+3029,16,1,0,0,18.656924427205983,0,1,4,1,0,0,1,4.0,0.0
+3030,18,0,3,2,1.5216945353101452,7,0,3,0,0,0,0,1.8589248556209295,4.0
+3031,17,0,1,2,10.022394016506963,24,1,2,0,0,0,0,1.0007755569217258,4.0
+3032,15,1,2,1,13.739048827708766,15,0,4,1,1,0,0,2.413651872584266,3.0
+3033,17,1,0,1,15.838130768444739,25,1,2,0,0,0,0,1.1721916329362534,4.0
+3034,16,0,0,3,11.660372948882728,27,0,1,1,0,0,0,0.27593510007107586,4.0
+3035,15,0,0,3,18.17835488242908,21,1,2,0,1,0,0,1.907640379807341,4.0
+3036,16,1,0,2,18.839828937677435,17,0,3,0,0,1,0,2.018579782190191,3.0
+3037,16,0,0,2,1.2863844638716704,21,0,3,0,0,0,0,0.9157121795938513,4.0
+3038,17,0,2,2,8.047410790827488,8,0,4,1,1,0,0,3.1291166395835397,1.0
+3039,16,0,1,4,0.46918043442308877,11,0,2,0,0,0,0,1.9459891884186322,4.0
+3040,17,1,1,4,6.588333147488859,18,1,1,0,0,0,0,1.510058697488437,4.0
+3041,15,0,0,1,10.737364359412043,24,0,0,0,1,0,0,0.15303181165081492,4.0
+3042,17,0,3,3,18.215898610198977,17,0,3,0,1,0,0,1.7119846768416216,4.0
+3043,15,1,0,1,16.931086449308058,26,1,3,1,1,0,0,1.419977098603833,4.0
+3044,17,0,0,1,2.5499945334397145,4,0,2,0,1,0,0,2.438731252650425,3.0
+3045,18,0,0,2,1.860607494817914,26,0,2,1,0,0,0,0.3167559737315224,4.0
+3046,18,1,2,2,11.785346775133341,1,0,4,0,1,0,0,3.5433159148930136,0.0
+3047,16,1,3,3,10.642359449175654,6,0,4,1,1,0,0,3.1252696624964185,1.0
+3048,17,1,0,0,5.327552828600477,26,1,1,0,1,0,0,0.6550115881417289,4.0
+3049,17,1,2,2,17.989061691076703,9,1,3,1,1,0,0,3.5116138627312408,0.0
+3050,15,0,2,3,18.54732818923107,14,1,3,0,0,1,0,2.8625628192347974,2.0
+3051,16,0,0,3,8.052228766803253,24,0,1,1,1,1,0,1.1162284613450342,4.0
+3052,17,1,0,1,17.806051142270405,6,0,2,1,0,0,0,3.2011819553323124,1.0
+3053,16,1,0,1,7.678977885259453,27,0,1,0,0,0,0,0.10059214808941774,4.0
+3054,18,0,3,2,14.736336636594004,4,1,1,1,0,0,0,3.0171336823913077,1.0
+3055,17,1,0,1,9.518844350954483,14,0,3,1,1,0,0,2.220548508939325,3.0
+3056,17,0,2,4,2.4516631301436598,19,0,2,1,0,0,1,1.1110684623439582,4.0
+3057,16,1,0,3,18.55868402474043,27,0,2,0,1,0,0,0.9918923912020086,4.0
+3058,17,0,2,1,9.081931867550733,19,0,2,0,0,0,0,1.175347658120809,4.0
+3059,16,1,0,1,14.689740806448073,14,1,0,1,0,0,0,2.2925396421337085,3.0
+3060,17,1,1,0,7.343476288625843,9,0,3,0,0,0,1,2.2942213571902887,3.0
+3061,15,0,2,3,0.3776175715246932,23,0,2,0,0,0,1,0.3699206268971446,4.0
+3062,16,1,2,1,2.010607173836718,25,0,2,1,1,0,0,0.6657412071192984,4.0
+3063,17,0,2,2,9.924389589798487,28,1,4,0,0,0,0,0.7289188138326557,4.0
+3064,18,0,0,2,13.799287142527248,25,0,2,0,0,1,0,1.010198033751084,4.0
+3065,17,0,1,2,6.694706531585581,13,0,3,0,0,0,0,1.8298105464885008,4.0
+3066,18,0,0,0,13.909769183553006,25,0,2,1,0,0,0,0.940947219838506,4.0
+3067,18,0,0,1,13.97271178863912,25,0,3,1,0,0,0,1.1528666911541525,4.0
+3068,15,1,1,3,14.078718146556618,9,1,3,1,0,0,0,3.030196982539537,1.0
+3069,16,1,0,3,9.850437080410169,16,0,1,1,0,0,0,1.7570919535414902,4.0
+3070,17,0,1,2,18.29772300243008,20,1,3,0,0,1,0,1.966123442653016,4.0
+3071,15,1,3,0,9.783930359612311,13,0,0,0,0,0,1,1.3016437358793693,4.0
+3072,17,0,0,1,9.005303869932764,1,1,4,0,1,1,0,3.7728966084788675,0.0
+3073,18,1,1,2,3.9876163802125397,15,1,2,0,1,1,0,1.922165909079572,4.0
+3074,16,1,0,1,6.15310174712673,12,0,3,0,0,0,0,1.789036775909554,4.0
+3075,17,1,0,3,0.8466898503660669,26,0,2,1,0,0,1,0.6329881184701,4.0
+3076,17,1,0,2,12.670705872323405,8,0,3,1,0,1,0,2.8504352924310816,2.0
+3077,18,0,3,0,4.970714878541857,6,0,4,0,0,0,0,2.684821286526617,2.0
+3078,17,0,2,3,6.083105089709302,15,0,3,1,0,0,0,1.899340250146643,4.0
+3079,17,1,3,4,15.416290433286424,9,0,1,1,0,0,0,2.4543067018642812,3.0
+3080,18,1,3,0,6.544423663229077,23,1,2,1,0,0,0,1.2083322825671698,4.0
+3081,15,0,0,2,4.8439178402628436,21,0,2,0,1,0,0,1.5269160461968396,4.0
+3082,18,1,0,1,3.381154982674115,8,1,2,0,1,0,0,2.6867167544354524,2.0
+3083,15,0,1,1,15.497168043639117,21,0,2,0,0,1,0,1.1307853592581483,4.0
+3084,16,0,0,1,2.5941251598005377,22,0,2,0,0,0,0,0.7411030550092116,4.0
+3085,15,0,0,2,9.07507520500707,6,1,2,0,0,1,0,2.8934002946535644,2.0
+3086,15,1,0,4,10.138602321543889,15,0,1,1,0,0,0,1.3763806884640657,4.0
+3087,16,0,1,2,13.747798253714292,8,0,2,0,0,0,0,1.935602560783459,4.0
+3088,15,1,1,0,12.665669646659909,26,1,1,0,1,1,0,1.0583113523259429,4.0
+3089,18,0,0,2,16.214413458903497,23,1,1,0,1,0,0,1.230428755834961,4.0
+3090,15,1,0,1,0.895028678524763,28,0,3,1,0,0,0,0.14706886999773133,4.0
+3091,16,1,1,3,5.928814495587944,16,0,0,0,1,0,1,1.1696905137872946,4.0
+3092,18,1,1,2,5.6026823755075945,19,0,2,0,0,0,0,1.016215042238629,4.0
+3093,16,0,0,1,2.9203381118421645,6,0,2,1,0,1,0,2.5210277348652257,2.0
+3094,16,0,2,1,5.783565077128863,10,0,2,0,0,0,0,2.0278419222415676,3.0
+3095,17,1,0,2,6.195306282858068,7,0,3,1,0,0,0,2.6709475543243455,2.0
+3096,17,1,0,1,10.437689238549567,6,0,2,0,1,0,0,2.8728793655039593,2.0
+3097,16,1,2,2,13.274089578525121,27,1,1,0,1,0,0,1.0296486453677298,4.0
+3098,16,0,1,1,7.622010272236281,18,1,3,0,0,0,0,1.7574973127696059,4.0
+3099,16,0,0,1,14.389404626267623,19,0,4,1,1,0,0,1.895283343248585,4.0
+3100,17,0,1,2,6.7233067715915995,11,0,0,1,1,0,1,2.035367286041147,3.0
+3101,17,0,1,3,5.805673546295207,6,0,2,0,0,0,0,2.053147894166025,3.0
+3102,15,1,2,3,10.823761117140487,7,0,2,0,0,0,0,2.3297192542706386,3.0
+3103,15,1,2,1,0.47432720611581214,6,0,1,0,1,0,0,1.7562115530004156,4.0
+3104,16,0,1,1,1.5957824726800074,5,0,2,1,1,1,0,2.8273429543273716,2.0
+3105,18,0,0,1,8.359390871730541,24,0,3,0,0,0,0,0.6937125121602848,4.0
+3106,18,1,0,2,18.85825422783513,8,1,1,0,0,1,0,2.953961921722677,2.0
+3107,17,0,0,2,14.430235596868473,26,1,4,0,0,0,0,0.9894684413187074,4.0
+3108,17,0,0,3,1.762531390011155,12,1,2,0,1,0,0,2.1370681063433614,3.0
+3109,17,0,1,3,16.926360255617475,6,0,2,1,1,0,0,3.03210533252155,1.0
+3110,16,0,1,1,14.64601541216362,7,0,3,1,0,0,0,2.804363175110951,2.0
+3111,18,0,0,2,12.218930514053064,21,0,0,0,0,0,0,0.6128025023431376,4.0
+3112,15,0,0,3,16.405859212183547,16,1,2,0,1,0,0,2.202232939648992,3.0
+3113,16,1,0,3,8.082196954859143,16,0,2,0,0,0,0,1.4102620381944773,4.0
+3114,15,0,0,0,4.430021017077054,15,0,2,0,1,0,0,1.4414095429135232,4.0
+3115,15,0,2,1,10.240467782175187,21,0,2,1,0,0,1,1.2335870210314048,4.0
+3116,16,1,0,2,10.976835111869477,1,0,0,0,0,0,0,2.7905751470187807,2.0
+3117,15,1,1,1,10.766527440198242,29,0,1,0,0,0,0,0.3785436345391653,4.0
+3118,18,1,3,1,11.301475829602106,7,0,1,0,0,0,1,2.1728123218250155,3.0
+3119,15,0,0,0,18.974098364783615,16,0,4,1,1,0,0,2.3916876827143443,3.0
+3120,18,1,0,2,18.04491246192463,12,0,0,0,1,0,0,1.7831074672235316,4.0
+3121,18,0,0,1,17.514340731178788,17,0,1,1,1,0,0,1.7859269858399722,4.0
+3122,18,0,1,0,16.028336218172544,23,0,4,1,0,0,0,1.2687721230682185,4.0
+3123,17,0,1,1,18.868562145305706,27,1,3,1,0,0,0,1.4868656515688803,4.0
+3124,15,1,0,3,1.969892833588065,21,0,2,1,0,0,0,1.0619359966520148,4.0
+3125,16,1,1,3,5.30246522891479,27,0,0,0,1,0,0,0.0,4.0
+3126,16,1,2,2,9.901118913091697,9,0,3,0,0,0,0,2.1516179803357813,3.0
+3127,15,1,0,2,16.930689862468103,1,1,1,1,1,0,0,3.5974890937641693,0.0
+3128,17,1,0,4,10.10331423045465,1,0,3,1,1,0,0,3.812757187598897,0.0
+3129,17,0,2,1,14.960694786831773,26,0,4,1,0,1,1,1.1767815056705988,4.0
+3130,18,0,1,1,2.7791981049783243,13,0,2,1,1,0,1,1.948327515860377,4.0
+3131,15,0,2,1,5.048276259531203,15,0,1,0,1,0,0,1.8080971980423572,4.0
+3132,15,0,1,1,14.635521900753448,6,0,3,0,1,1,0,3.222140089605496,1.0
+3133,16,1,2,1,3.294680177754481,20,0,2,1,0,0,0,0.8092601434109807,4.0
+3134,15,1,0,3,7.027118693098535,20,1,2,1,1,0,0,1.2945928801079334,4.0
+3135,17,0,2,2,5.2973251562714285,23,1,2,0,0,1,0,1.0777476837996005,4.0
+3136,15,1,3,2,6.997233884449569,11,1,3,0,0,1,0,2.920181898407056,2.0
+3137,16,1,1,3,14.166480981559406,27,0,2,0,0,0,0,0.7961429158962126,4.0
+3138,18,0,0,0,7.35694362285602,22,1,4,0,0,0,0,1.4460523515011119,4.0
+3139,16,0,0,1,11.105266452158805,27,0,3,0,1,0,0,0.9401842567137783,4.0
+3140,16,1,0,2,1.998637541088193,13,0,1,1,0,0,0,1.7820606670994417,4.0
+3141,18,1,0,2,16.100353864692558,24,1,3,0,0,1,0,1.1058998695955586,4.0
+3142,16,0,0,0,7.397772512962497,3,0,1,1,0,0,0,2.81347034515229,2.0
+3143,16,0,1,2,12.97068318066685,25,0,3,1,1,1,0,1.65178667236737,4.0
+3144,15,0,1,2,14.507792033236653,3,0,1,1,1,0,0,3.603507572240497,0.0
+3145,15,1,0,2,4.1932184422340075,17,0,2,1,0,0,0,1.5269602894052965,4.0
+3146,18,0,1,2,17.693499699066997,2,1,3,0,1,0,1,3.4590447338738057,1.0
+3147,15,0,0,1,12.324485032139059,0,0,1,1,0,0,0,3.3339700023673537,1.0
+3148,15,1,0,0,8.57450283502963,16,0,3,0,0,0,0,1.7181817231817458,4.0
+3149,16,1,0,2,3.646703671564391,6,0,3,1,1,1,0,3.1832324893858304,1.0
+3150,17,1,1,1,18.846018758024133,29,1,2,0,1,0,0,0.9966476630212409,4.0
+3151,15,1,0,3,15.101364082632502,15,0,2,1,1,0,1,2.525086321570887,2.0
+3152,17,1,0,2,4.1604912546649775,29,0,4,0,0,1,0,0.512852046329121,4.0
+3153,15,0,0,1,6.75421549448449,4,1,1,0,0,1,1,2.864498066852598,2.0
+3154,15,0,2,2,16.193485161761465,18,0,3,0,0,1,0,1.7333640465600053,4.0
+3155,18,1,0,2,13.91355326430678,6,0,3,1,0,0,0,2.9868916209305363,2.0
+3156,18,1,1,1,15.315685854314488,13,1,4,0,0,0,0,2.5653680526952476,2.0
+3157,18,1,1,3,8.824022044258648,1,0,3,0,0,0,1,3.1391893048250425,1.0
+3158,17,1,2,3,14.329525252843338,2,1,2,1,0,0,1,3.6364165678600315,0.0
+3159,16,1,3,2,7.7298744572782745,16,0,4,0,0,1,0,1.467442366638756,4.0
+3160,15,0,0,0,4.225258338763929,15,1,3,0,0,0,0,1.7995311493172337,4.0
+3161,15,0,0,2,12.6535406968272,7,1,3,0,1,0,0,3.1831261171881216,1.0
+3162,15,0,2,2,19.520278511975885,17,0,0,0,0,0,0,1.441964197006561,4.0
+3163,17,0,0,1,6.212019427906592,14,0,2,1,1,1,0,1.8815889866263618,4.0
+3164,18,1,1,1,9.219391844250794,6,1,3,0,0,1,0,3.1326292974173744,1.0
+3165,16,0,1,3,13.480027421397072,26,0,2,1,0,0,0,0.8142853492286524,4.0
+3166,17,1,1,0,10.830125642449758,8,0,2,0,0,0,0,2.4777903742896354,3.0
+3167,18,1,3,2,16.868555914180984,5,0,1,1,0,0,0,2.9713320163258232,2.0
+3168,17,1,3,2,15.234854129390317,17,1,2,1,0,0,0,2.071972431377945,3.0
+3169,16,0,2,2,1.1659440772471408,17,1,1,1,1,0,1,1.6356867327778124,4.0
+3170,18,1,0,0,19.96842467847548,24,0,1,0,0,0,0,0.9062765162662463,4.0
+3171,17,0,2,3,15.048049074389345,25,0,2,0,0,0,0,0.8090678531539729,4.0
+3172,16,0,0,1,17.278066325882264,23,1,3,0,0,0,0,1.6838320257206556,4.0
+3173,15,1,0,2,13.023954241906928,13,1,2,1,1,0,0,3.138784394067383,1.0
+3174,16,1,2,2,17.125702560935245,13,0,1,0,0,1,0,1.798950340087624,4.0
+3175,15,1,0,2,2.2476594985741882,13,1,1,1,1,1,0,1.687307435197655,4.0
+3176,17,0,0,4,6.954756711186311,24,1,2,0,0,1,0,0.9030855768578068,4.0
+3177,18,1,0,2,17.528418872089855,3,0,3,0,0,1,0,3.1376243508475437,3.0
+3178,18,0,2,1,4.033104225337844,3,1,3,0,0,0,1,3.189217169770364,2.0
+3179,17,1,1,4,1.5648419716004547,14,0,1,0,1,0,0,1.795369078193629,3.0
+3180,18,1,1,2,15.762378798904379,14,0,2,1,1,0,0,2.435958199527401,4.0
+3181,18,0,0,1,16.709723112865923,17,0,3,0,0,0,0,1.6884896091579062,4.0
+3182,15,0,2,1,3.253044363798012,13,1,1,0,0,0,0,1.8440563794665374,1.0
+3183,17,0,2,3,17.08691965565431,25,1,2,0,0,0,0,1.3055845144947993,2.0
+3184,16,0,0,1,13.735355911943392,0,0,2,1,0,0,0,3.545153035874012,2.0
+3185,15,0,0,2,10.401653664331679,9,0,1,0,0,0,1,2.17234554236808,4.0
+3186,17,0,0,2,16.6050038556277,28,0,0,0,1,0,0,0.37514785056392924,4.0
+3187,15,1,3,1,8.384984986379315,19,1,2,1,1,0,0,1.5578704926030598,3.0
+3188,16,1,1,2,3.8798791244679443,9,1,0,0,0,0,0,2.185710840310208,3.0
+3189,16,0,3,0,5.697053532212273,9,0,1,0,1,0,0,2.4598046717382283,1.0
+3190,17,1,0,2,10.103280365866297,26,0,2,0,1,0,0,0.4275685065973586,4.0
+3191,16,0,2,2,10.626615853463514,23,0,0,1,0,0,0,0.8719991150294315,3.0
+3192,15,1,2,2,16.111616528824673,1,0,2,1,0,0,0,3.2229374986891246,1.0
+3193,16,1,1,2,15.827054473046688,28,0,1,1,1,0,0,0.8181261027428247,2.0
+3194,15,0,3,3,11.627331144091498,27,1,2,1,0,0,0,0.6189366143827062,4.0
+3195,15,0,0,2,15.615709667309527,26,0,3,1,0,0,0,1.1746095143108735,0.0
+3196,16,0,0,0,3.8354691658734197,7,0,3,0,1,1,0,2.8005690841335875,4.0
+3197,17,1,1,1,1.0012905418658868,0,0,2,0,0,0,0,2.995458295719109,3.0
+3198,18,0,2,2,17.472676452694003,0,0,0,0,1,0,0,3.353659743298607,4.0
+3199,16,1,1,3,1.5110898752553914,3,0,3,0,0,0,0,2.7326611971495227,0.0
+3200,15,0,0,3,4.933768594879946,6,0,1,1,0,0,0,2.555667542727533,4.0
+3201,15,1,1,3,13.906378992487692,8,0,0,1,0,1,0,2.378050042081803,3.0
+3202,16,1,0,1,8.188958752546183,15,1,3,0,0,0,0,2.0607924590958486,2.0
+3203,17,0,0,2,17.526279398310177,4,0,4,0,0,0,0,3.1152505558547765,3.0
+3204,17,1,1,2,5.959595893245391,1,1,2,1,0,0,0,3.453790618896306,1.0
+3205,15,1,2,1,0.2374269333871859,27,0,0,0,1,0,0,0.0,3.0
+3206,15,0,0,0,6.013112811214882,22,0,3,0,0,0,0,1.0281836891510068,1.0
+3207,17,1,0,3,11.561500983696632,10,0,0,1,0,0,0,1.989455195588546,4.0
+3208,18,0,0,1,7.518767508065867,17,1,3,0,0,0,0,1.6720340583678444,1.0
+3209,16,0,0,1,10.697455115175105,24,0,2,1,0,0,1,0.8762666604767739,4.0
+3210,15,0,2,0,17.531962376700374,24,0,2,1,0,0,0,0.8597452884552536,1.0
+3211,15,0,3,3,18.24970108460737,18,1,2,0,0,0,1,1.970600159244711,3.0
+3212,17,1,0,2,5.319481293082243,12,0,4,0,1,0,0,2.268850734169383,0.0
+3213,16,1,2,2,9.242809465398015,23,1,3,1,0,0,0,1.11944101772116,4.0
+3214,17,1,2,3,10.982880304829024,10,0,2,0,1,1,0,2.370893096932428,1.0
+3215,16,0,2,1,18.982249137764942,19,0,3,0,0,0,0,1.499701931968684,0.0
+3216,16,1,0,2,19.972346383287693,18,0,2,1,0,0,0,1.8790984603853382,1.0
+3217,16,1,3,0,4.708144976830533,16,1,3,0,0,0,0,1.699348106354839,1.0
+3218,15,0,0,1,14.539597426916309,4,0,3,0,1,0,0,3.3675911599478865,1.0
+3219,18,0,0,3,7.560621244663903,12,0,0,0,0,0,0,1.2878189977208636,3.0
+3220,17,1,0,2,0.16216393772426452,29,0,2,0,0,0,0,0.0,1.0
+3221,18,0,0,1,0.1850504487180471,26,0,4,0,0,0,0,0.5764027197831978,0.0
+3222,17,0,0,1,9.211320151245115,19,1,4,0,1,1,1,1.9922988471433194,1.0
+3223,16,0,0,2,9.766698260086692,0,0,0,0,1,0,0,3.043931624402609,2.0
+3224,15,0,0,0,0.4513939314688531,9,0,1,0,0,0,0,1.756186167808898,4.0
+3225,18,1,2,1,13.73854833548605,7,0,4,1,0,0,1,3.2537859623175915,3.0
+3226,15,0,2,1,5.880067771899062,23,0,2,1,1,0,0,1.0933875706255463,2.0
+3227,17,0,0,1,11.197862030718987,28,0,2,0,1,0,0,0.763471998256058,2.0
+3228,15,0,2,3,6.018381463308375,7,0,1,0,0,0,0,2.2973555861936927,0.0
+3229,15,0,2,1,3.3426862973861438,18,1,3,1,1,0,0,1.6511561293797232,0.0
+3230,18,0,2,1,8.143474771977505,5,1,1,1,0,0,1,2.827614868021281,3.0
+3231,16,0,0,2,4.645467295810015,11,0,1,1,0,0,0,2.0557722559036584,3.0
+3232,15,0,1,3,10.69601953838336,27,1,1,1,0,0,0,0.7697406121390962,4.0
+3233,16,0,3,1,3.976570605729599,6,0,4,0,0,0,0,2.635693450834733,1.0
+3234,17,1,1,0,10.168119532892542,15,0,3,0,0,1,0,1.9337798086138684,3.0
+3235,15,0,0,1,3.147570297377351,8,0,3,1,0,1,0,2.7157532703177374,3.0
+3236,18,1,1,2,13.4194941897157,20,0,2,1,0,0,0,1.325172784257977,1.0
+3237,17,0,1,2,15.078753688828481,24,0,4,0,0,1,0,1.2450911401798577,4.0
+3238,17,0,1,3,2.2078846849986755,21,1,3,0,0,0,0,1.3339741028791137,0.0
+3239,18,0,0,4,9.356048240746784,9,1,3,0,0,0,0,2.622327676479096,4.0
+3240,15,0,0,2,1.4174340130974716,9,0,4,0,1,0,0,2.407284043136154,1.0
+3241,15,1,2,2,11.963648910840048,9,0,2,0,0,0,0,2.266160309674473,0.0
+3242,17,0,2,2,5.288085958592907,19,1,3,1,0,0,0,1.7609996788469537,0.0
+3243,15,0,0,0,10.552489136774156,28,0,4,1,0,0,0,0.8130174224118295,0.0
+3244,16,1,3,4,10.349220187685823,15,0,3,1,1,0,1,2.19241453410119,4.0
+3245,18,1,0,1,18.487086923876006,0,0,2,1,0,0,0,3.211743755038164,1.0
+3246,16,0,1,1,10.981664451374458,16,0,0,0,0,0,0,1.2782356660108654,4.0
+3247,15,1,2,2,11.659969594366313,29,0,3,1,1,1,0,0.9238316977083887,4.0
+3248,17,1,2,1,8.033062515287606,25,1,2,1,0,1,0,1.3250390169983148,2.0
+3249,18,1,3,2,18.981592063656336,20,1,1,0,0,1,0,1.6094102771441563,3.0
+3250,15,0,0,2,15.543718188792193,28,0,3,1,0,1,0,1.2628487317952892,4.0
+3251,15,0,2,2,5.708105806056832,13,1,2,0,1,0,0,2.2435930907680928,2.0
+3252,17,0,0,3,16.88419171552464,18,0,2,1,0,0,0,1.5576879646413533,1.0
+3253,17,1,2,1,8.6479272037018,20,0,3,0,1,0,0,1.1625740735001573,2.0
+3254,16,0,2,2,16.57334287067188,20,1,2,0,0,1,0,1.6806611823420308,4.0
+3255,18,1,1,2,16.45776136587004,16,0,0,0,1,0,1,1.599424076132399,1.0
+3256,18,0,0,2,3.7774037352570877,13,0,2,0,0,0,0,1.2738181762310288,2.0
+3257,17,0,2,2,14.022822627671538,7,0,0,0,0,0,0,2.210289203345338,4.0
+3258,16,1,0,1,5.812859386130622,20,1,1,0,0,0,0,1.0085719028530793,1.0
+3259,18,0,0,2,5.949853399853364,20,1,0,0,0,0,0,0.968725634893168,1.0
+3260,17,1,2,1,5.926961537611614,8,1,1,0,0,0,0,2.6812773592720722,3.0
+3261,15,1,0,3,14.511364951198964,7,0,2,0,1,0,1,2.4013738525578114,4.0
+3262,18,0,2,1,4.596520835850722,12,1,2,1,0,0,0,2.376854346050859,3.0
+3263,16,1,0,2,0.018116704921804505,16,0,4,1,0,1,0,1.94767693624079,1.0
+3264,16,0,0,0,14.304737069652662,18,1,2,1,0,0,0,1.7797561259491266,1.0
+3265,16,0,2,1,3.4236948767025055,27,0,3,1,0,0,0,0.5575488870769554,2.0
+3266,15,1,1,2,2.089647906156693,6,0,2,0,1,1,0,2.7954058088138596,3.0
+3267,18,0,0,3,4.750322411881203,16,0,3,0,0,0,0,1.5147637597128956,0.0
+3268,18,1,2,2,7.598010446454079,0,1,3,0,0,0,0,3.040729612939948,4.0
+3269,15,0,1,3,9.518126549464014,4,1,2,1,0,0,0,3.2084617461840477,3.0
+3270,18,0,1,2,0.8914008142526164,24,0,1,1,0,0,0,0.621119927824666,1.0
+3271,15,0,0,2,19.411466652547208,5,0,2,0,0,0,1,2.7996697335356093,2.0
+3272,15,0,2,1,14.321261068391163,25,1,3,0,0,0,0,1.3023928842500831,4.0
+3273,15,0,2,3,6.463881306486723,1,0,2,1,1,0,0,3.482452519043289,4.0
+3274,16,1,2,1,6.373945145707946,26,1,3,0,1,0,0,1.2523485891697115,2.0
+3275,18,1,0,3,8.970850987369188,24,1,1,0,1,0,0,1.16974580305184,1.0
+3276,15,1,2,3,12.52489645526066,15,0,0,1,1,0,0,2.2847914471212656,0.0
+3277,18,1,1,3,2.927461331779355,21,0,2,0,0,0,0,1.021019253339771,2.0
+3278,16,1,1,2,3.7785962752990465,4,0,3,1,0,0,1,2.8973550040674096,0.0
+3279,15,1,0,2,17.18869165667102,4,0,2,0,1,0,0,3.2759034528026745,3.0
+3280,17,0,2,2,5.125098477781451,11,0,3,1,1,0,0,2.430091199210449,4.0
+3281,16,0,2,1,7.603899959503551,2,1,1,1,0,1,0,3.228448079477929,1.0
+3282,17,1,0,2,17.42543701900234,29,0,2,0,0,0,0,0.21457009096871674,0.0
+3283,18,1,0,0,13.26295658799645,15,0,3,1,0,0,0,2.024030375549312,1.0
+3284,18,0,2,2,6.834237586833767,5,0,3,1,0,0,0,3.03416743887847,3.0
+3285,16,0,0,1,13.673990914492416,14,0,1,1,0,0,0,1.6998253090682822,0.0
+3286,18,0,3,1,0.3936643076282742,14,1,2,0,1,1,1,2.0956481907808393,1.0
+3287,17,1,1,1,14.712853200227304,28,0,3,0,0,0,0,0.5242135665585334,1.0
+3288,15,1,1,2,9.74032081032479,15,0,0,0,0,0,0,1.3026414038177534,3.0
+3289,15,1,0,2,16.263642945689224,19,1,3,1,0,1,0,2.1371244106086893,2.0
+3290,15,0,0,0,19.092753040129367,12,0,2,1,0,0,1,2.4222760935888,3.0
+3291,16,0,3,2,18.515770989891365,11,0,1,0,0,0,0,2.569614181305555,0.0
+3292,18,1,0,1,18.185300869106815,9,0,3,0,1,0,0,2.70295861751592,0.0
+3293,17,1,2,2,10.243399118677743,13,1,1,1,1,0,1,2.3116704996467785,4.0
+3294,18,0,0,2,7.202842282778761,1,0,4,0,1,0,0,3.3849920887606735,1.0
+3295,18,0,0,2,9.300706494613456,28,1,3,0,0,0,0,0.3907558869817938,0.0
+3296,18,0,0,2,13.797920066267215,2,1,3,0,0,0,0,3.597766084455523,2.0
+3297,15,0,1,1,17.679955537423734,8,0,0,0,1,0,0,2.275665113075239,2.0
+3298,17,1,3,2,4.139726060002391,10,0,4,1,0,0,0,2.7105767007709916,3.0
+3299,17,0,0,2,18.36386316923406,10,0,3,0,1,0,1,2.5559753763709523,0.0
+3300,18,0,0,2,16.303604639397783,24,0,1,0,1,0,1,1.0277279661856267,0.0
+3301,15,0,0,2,19.57712030356469,21,1,2,1,0,0,0,2.0956913654305778,4.0
+3302,15,1,1,0,17.605035465633744,9,0,1,0,0,0,0,2.380839869039285,4.0
+3303,17,1,0,2,5.598746593838133,25,0,4,0,0,0,0,0.66207873669096,4.0
+3304,15,0,2,2,2.119118226880954,13,1,3,1,0,0,0,1.9965131156897775,0.0
+3305,15,0,1,1,2.2448214398317723,8,0,4,1,0,0,0,2.1398641508658107,3.0
+3306,15,0,1,0,5.8244663715655225,19,0,3,0,1,0,0,1.3614347071907387,3.0
+3307,16,1,0,0,12.283674479690784,26,0,2,0,1,0,0,0.4958590410264636,3.0
+3308,18,1,3,3,16.086406521943452,20,0,1,0,0,1,0,1.28766735664722,3.0
+3309,17,1,0,2,17.985006139631295,9,1,1,1,0,0,1,2.6650755516566824,2.0
+3310,17,0,0,1,12.475067687384655,21,0,1,0,0,0,0,0.954787542101481,0.0
+3311,16,1,1,1,0.11262625496107459,28,0,2,0,0,0,0,0.0,1.0
+3312,18,0,1,2,3.7263355303706702,8,0,4,0,0,0,1,2.3169599744650875,0.0
+3313,17,0,0,3,1.994524077067359,28,0,4,1,0,0,1,0.6743629436081446,3.0
+3314,15,0,0,0,7.2664895113802,4,0,1,0,0,0,0,2.53663378226987,2.0
+3315,17,1,2,1,10.027019872674918,7,0,3,0,0,1,0,2.3433313526833226,2.0
+3316,15,0,0,3,0.8679435715712169,10,1,2,0,0,0,0,2.2404508383745223,0.0
+3317,16,1,2,0,6.969559515913106,0,1,2,0,0,0,0,3.0526409582889382,1.0
+3318,15,1,1,1,3.5835934925064516,20,0,3,1,0,0,0,0.9538406849215224,3.0
+3319,17,0,0,4,12.941403325177479,9,0,2,1,0,1,1,2.596111264562239,2.0
+3320,17,0,0,2,9.285447386486801,0,0,4,1,0,1,1,4.0,3.0
+3321,17,1,0,1,9.906352938678175,25,0,3,1,1,0,0,1.0823899503415932,3.0
+3322,16,0,2,0,8.553835760669221,29,0,3,0,1,0,0,0.5282255514744685,3.0
+3323,16,1,1,0,19.12039420973134,21,0,1,1,0,0,0,1.4627462917493628,4.0
+3324,18,0,0,1,4.294702502431265,6,0,1,0,0,0,0,2.006721725237717,3.0
+3325,17,1,1,3,10.333285196877487,27,0,2,0,0,0,0,0.47330087090696193,3.0
+3326,15,1,3,2,14.720347367306719,13,1,3,1,0,0,1,2.3780489451557907,1.0
+3327,16,1,0,2,11.13688826269125,4,0,4,1,1,0,0,3.546432808712968,1.0
+3328,17,1,3,3,18.580417714336022,16,1,2,1,0,0,0,2.2884666752569482,4.0
+3329,17,0,0,2,7.559367112825683,21,0,3,1,0,0,0,1.3399355086329854,4.0
+3330,16,0,0,1,9.273516115463561,25,0,2,1,0,0,0,0.8131476267952477,3.0
+3331,18,1,0,2,1.7704463042945684,20,1,1,0,1,0,1,1.5561060712293842,2.0
+3332,16,1,0,3,12.17998222103857,5,0,3,1,1,0,0,3.262922354666704,2.0
+3333,16,0,0,3,5.764239368962121,15,1,3,1,0,0,0,2.179357068500431,0.0
+3334,15,0,0,0,3.206180790311377,10,0,1,1,1,0,1,2.220050546998637,2.0
+3335,15,0,3,2,10.89062585809016,9,0,2,1,0,0,0,2.226513595090375,2.0
+3336,18,0,2,2,10.646205267598212,14,0,2,0,0,0,0,1.5656478476708735,1.0
+3337,17,0,2,3,1.517432824480951,6,0,1,1,0,0,0,2.0787778990811447,0.0
+3338,16,0,0,1,13.964309069889456,22,1,4,0,0,1,0,1.5624112622115092,0.0
+3339,18,1,0,2,12.475443813017058,1,1,2,1,0,1,0,3.5729453198762804,1.0
+3340,15,0,0,3,3.780345654929944,11,1,1,0,1,0,0,2.073033167181521,2.0
+3341,16,0,2,2,9.388697243080877,18,0,1,0,1,0,0,1.2889376961826327,2.0
+3342,17,1,3,2,14.4064583295712,11,0,4,0,0,0,0,2.5474496063949026,0.0
+3343,15,0,0,0,10.58871481082553,15,0,3,0,0,0,1,2.037768574636005,2.0
+3344,15,0,0,1,7.909781523671404,5,0,3,0,0,0,0,2.915898132959834,0.0
+3345,15,0,1,1,6.446769161618873,2,1,0,0,0,0,1,2.799063885002723,2.0
+3346,18,0,0,3,12.207877332881072,1,0,3,0,1,0,0,3.2501100112534,3.0
+3347,17,0,0,1,18.782173966204812,19,0,2,0,0,1,0,1.8233231026458459,1.0
+3348,16,1,1,2,13.434896809549668,4,0,3,0,0,1,0,2.992912336093737,4.0
+3349,18,0,2,2,1.49491807272631,10,1,4,0,0,1,0,2.6317363035461985,3.0
+3350,18,1,0,1,9.213699469642675,25,1,1,1,0,0,0,0.9326697393710618,2.0
+3351,18,1,0,2,17.81648263021255,24,0,2,0,0,1,0,0.8722095356275656,4.0
+3352,15,0,3,2,1.8892485160217376,2,0,0,0,1,0,0,2.4515024403351484,3.0
+3353,17,1,0,3,19.77751424275087,2,0,2,0,1,0,1,3.4959497421090022,1.0
+3354,18,0,0,2,18.981387872908428,21,0,1,0,0,0,0,1.0888824821778937,4.0
+3355,16,1,0,2,1.5654896145975172,4,1,4,1,1,0,0,3.9794209177543953,4.0
+3356,17,1,0,1,18.668266408991098,21,0,2,0,1,1,0,1.521013489971915,1.0
+3357,16,0,0,3,7.262651805189244,22,0,3,0,0,0,0,0.7662574469888989,3.0
+3358,17,0,2,1,16.89418334151725,10,0,3,0,0,0,1,2.4713957791802716,4.0
+3359,16,0,0,2,8.36766675426543,2,0,4,1,0,0,0,3.286585133610396,1.0
+3360,15,0,0,1,8.817102254050317,12,1,2,1,0,1,0,2.1214734424871557,3.0
+3361,18,0,1,3,12.684861819550852,20,0,2,0,0,0,0,1.3476334931151805,2.0
+3362,16,1,1,2,15.489548385519667,7,0,0,0,0,0,0,2.4629431182407853,0.0
+3363,17,1,2,2,0.6757830189649727,19,1,0,0,0,0,0,1.0410289006678957,2.0
+3364,18,1,2,1,11.863119910542686,9,0,3,1,0,0,0,2.6699790353047614,2.0
+3365,18,1,0,2,3.7346598819474197,1,1,0,0,0,0,0,2.735041610764964,0.0
+3366,17,1,2,2,6.918990357264059,3,0,2,0,0,0,0,2.742091793566248,2.0
+3367,16,1,0,2,6.95937332310433,17,0,0,0,0,0,0,0.9842942952193188,2.0
+3368,15,1,3,1,9.381206804423073,18,0,3,0,0,1,0,1.4547228982036302,1.0
+3369,15,0,0,4,6.682728237523468,3,0,2,0,0,1,1,3.1585923238952263,1.0
+3370,16,0,3,3,2.147222369013355,19,0,1,0,0,0,1,1.0674108498772592,3.0
+3371,18,1,2,1,2.912574770509029,25,0,1,0,1,0,1,0.5694198849254213,4.0
+3372,18,1,0,3,0.6687597112219534,8,0,2,0,0,0,1,1.934761727404891,3.0
+3373,18,0,1,2,9.404981706575086,15,0,3,0,0,0,0,1.8491038760645369,1.0
+3374,18,0,3,2,19.08895389705977,25,0,2,0,0,0,0,0.825019641346986,1.0
+3375,16,0,2,1,2.313504472962331,5,1,3,1,0,0,0,2.913898458953871,0.0
+3376,18,0,0,2,18.92528986006164,24,0,1,1,0,1,1,1.1645391660958937,0.0
+3377,17,1,2,2,14.667230294641872,3,0,0,1,0,0,0,2.928219390714798,1.0
+3378,18,0,0,2,12.749976058683263,8,1,0,1,1,0,0,2.6523548127186087,2.0
+3379,15,1,0,2,12.905555106471258,26,0,2,0,0,1,1,0.7093533742145925,3.0
+3380,18,1,0,2,16.53455296792564,12,0,3,0,0,0,0,2.5094912303073182,1.0
+3381,16,1,0,2,2.1383972875964274,8,0,1,1,1,0,0,1.979379413769687,1.0
+3382,15,0,2,0,10.095086471310834,5,0,3,0,0,0,0,2.9562545236156157,0.0
+3383,16,0,0,3,13.941822765215171,20,0,2,0,0,0,0,1.1919290455522094,3.0
+3384,16,1,2,2,11.736408901471274,18,1,4,0,0,0,0,1.810037822647263,3.0
+3385,15,1,0,1,16.655581420465893,13,1,3,0,1,0,0,2.539112848520151,4.0
+3386,16,1,0,1,1.4454341802270299,20,0,3,1,1,0,0,1.3956306751141432,1.0
+3387,16,0,0,2,13.814020789983319,14,0,2,0,0,0,0,2.0000840111419236,4.0
+3388,18,1,0,3,10.680554607694354,2,0,4,1,0,0,0,3.4555094110343934,0.0
+3389,17,0,0,1,7.583217279598868,4,1,4,0,1,0,0,3.2791497270250276,4.0
+3390,16,1,0,2,6.8054996446806175,20,0,2,0,0,0,1,1.142332879526157,2.0
+3391,16,1,1,0,12.416652655483858,17,0,2,0,1,1,0,1.8032967626292098,1.0
+3392,16,1,0,2,17.819907492885296,13,0,2,0,0,0,1,2.1400138778043982,1.0
diff --git a/exercicios/para-casa/teste-t-media-amostra.ipynb b/exercicios/para-casa/teste-t-media-amostra.ipynb
new file mode 100644
index 0000000..0a75668
--- /dev/null
+++ b/exercicios/para-casa/teste-t-media-amostra.ipynb
@@ -0,0 +1,137 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Objetivo\n",
+    "Testar se a média do GPA é significativamente diferente de um valor específico (2.5).\n",
+    "\n",
+    "Hipóteses\n",
+    "Hipótese nula (H₀): A média do GPA é 2.5.\n",
+    "Hipótese alternativa (H₁): A média do GPA é diferente de 2.5.\n",
+    "\n",
+    "Resultados\n",
+    "t-statistic: -31.735\n",
+    "p-value: 9.46e-185\n",
+    "Interpretação\n",
+    "Com um p-valor extremamente pequeno (muito menor que 0.05), rejeitamos a hipótese nula (H₀). Isso indica que a média do GPA na amostra é significativamente diferente de 2.5.\n",
+    "\n",
+    "Gráfico\n",
+    "O histograma mostra a distribuição do GPA com uma linha vertical vermelha representando a média esperada (2.5)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from scipy import stats\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dados = 'teste-sala.csv'\n",
+    "arquivo = pd.read_csv(dados)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Teste T para uma média da amostra"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "media_gpa = 2.5\n",
+    "t_stat, p_value = stats.ttest_1samp(arquivo['GPA'], media_gpa)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "T-Satitistic: -31.734799047510027\n",
+      "P-value: 9.45591058862293e-185\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f'T-Satitistic: {t_stat}')\n",
+    "print(f'P-value: {p_value}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Gráfico da Distribuição do GPA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.histplot(arquivo['GPA'], kde=True, bins=30)\n",
+    "plt.axvline(dados, color='r', linestyle='dashed', linewidth=2)\n",
+    "plt.title('Distribuição do GPA com a média de 2.5 esperada')\n",
+    "plt.xlabel('GPA')\n",
+    "plt.ylabel('Frequência')\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/exercicios/para-casa/teste-t-media-duas-amostras.ipynb b/exercicios/para-casa/teste-t-media-duas-amostras.ipynb
new file mode 100644
index 0000000..abc8213
--- /dev/null
+++ b/exercicios/para-casa/teste-t-media-duas-amostras.ipynb
@@ -0,0 +1,134 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Objetivo\n",
+    "Comparar o GPA entre alunos que fazem tutorias e alunos que não fazem.\n",
+    "\n",
+    "Hipóteses\n",
+    "Hipótese nula (H₀): As médias do GPA dos dois grupos são iguais.\n",
+    "Hipótese alternativa (H₁): As médias do GPA dos dois grupos são diferentes.\n",
+    "\n",
+    "Resultados\n",
+    "t-statistic: -3.078\n",
+    "p-value: 0.0021\n",
+    "Interpretação\n",
+    "Com um p-valor menor que 0.05, rejeitamos a hipótese nula (H₀). Isso indica que há uma diferença significativa nas médias do GPA entre alunos que fazem tutorias e alunos que não fazem.\n",
+    "\n",
+    "Gráfico\n",
+    "O boxplot compara a distribuição do GPA entre alunos que fazem tutoria e alunos que não fazem."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from scipy import stats\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dados = 'teste-sala.csv'\n",
+    "arquivo = pd.read_csv(dados)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Dividindo os dados em dois grupos\n",
+    "com_tutoria = arquivo[arquivo['Tutoring'] == 1]['GPA']\n",
+    "sem_tutoria = arquivo[arquivo['Tutoring'] == 0]['GPA']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Realizando teste para duas amostras independentes \n",
+    "t_stat_ind, p_value_ind = stats.ttest_ind(com_tutoria, sem_tutoria)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "T-Statistic: 7.170424050973337\n",
+      "P-Value: 9.923854014273352e-13\n"
+     ]
+    }
+   ],
+   "source": [
+    "# mostrando os resultados \n",
+    "print(f'T-Statistic: {t_stat_ind}')\n",
+    "print(f'P-Value: {p_value_ind}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.boxplot(x='Tutoring', y='GPA', data=arquivo)\n",
+    "plt.title('Comparação do GPA entre alunos com e sem tutoria')\n",
+    "plt.xlabel('Tutoring (0 = Não, 1 = Sim)')\n",
+    "plt.ylabel('GPA')\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}