diff --git a/Harish/Task 6/Task_6.ipynb b/Harish/Task 6/Task_6.ipynb new file mode 100644 index 0000000..0ed34c1 --- /dev/null +++ b/Harish/Task 6/Task_6.ipynb @@ -0,0 +1,5121 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "J_59qva_kyXv" + }, + "source": [ + "

About the data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FqsgYkbURxrU" + }, + "source": [ + "| **Feature** | **Description** |\n", + "| :-------- | :------- |\n", + "| **cust_id**| Identification of Credit Card holder
(Categorical) |\n", + "| **balance**| Balance amount left in their account to make purchases |\n", + "| **balance_frequency** | How frequently the Balance is updated, score between 0 and 1 (1 = frequently updated, 0 = not frequently updated) |\n", + "| **purchases** | Amount of purchases made from account |\n", + "| **oneoff_purchases** | Maximum purchase amount done in one-go |\n", + "| **installments_purchases** | Amount of purchase done in installment |\n", + "| **cash_advance** | Cash in advance given by the user |\n", + "| **purchases_frequency** | How frequently the Purchases are being made, score between 0 and 1(1 = frequently purchased, 0 = not frequently purchased) |\n", + "| **oneoff_purchases_frequency** | How frequently Purchases are happening in one-go(1 = frequently purchased, 0 = not frequently purchased) |\n", + "| **purchases_installments_frequency** | How frequently purchases in installments are being done(1 = frequently done, 0 = not frequently done) |\n", + "| **cash_advance_frequency** | How frequently the cash in advance being paid |\n", + "| **cash_advance_trx** | Number of Transactions made with \"Cash in Advanced\"(discrete(intiger)) |\n", + "| **purchases_trx** | Number of purchase transactions made
(discrete(intiger)) |\n", + "| **credit_limit** | Limit of Credit Card for user |\n", + "| **payments** | Amount of Payment done by user |\n", + "| **minimum_payments** | Minimum amount of payments made by user |\n", + "| **prc_full_payment** | Percent of full payment paid by user |\n", + "| **tenure** | Tenure of credit card service for user(discrete(integer)) |\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "4-UplvBXQm6E" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZxlLwTHakfgr" + }, + "source": [ + "

Data Preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 226 + }, + "id": "iyCcAh23QyCO", + "outputId": "516832bf-952e-4e78-b1e5-0400c26ae1c6" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df\",\n \"rows\": 8950,\n \"fields\": [\n {\n \"column\": \"CUST_ID\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 8950,\n \"samples\": [\n \"C17875\",\n \"C16296\",\n \"C17219\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"BALANCE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2081.531879456554,\n \"min\": 0.0,\n \"max\": 19043.13856,\n \"num_unique_values\": 8871,\n \"samples\": [\n 325.024091,\n 965.514081,\n 203.499251\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"BALANCE_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.23690400268475698,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 43,\n \"samples\": [\n 0.428571,\n 0.8,\n 0.2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2136.6347818728423,\n \"min\": 0.0,\n \"max\": 49039.57,\n \"num_unique_values\": 6203,\n \"samples\": [\n 1361.65,\n 2485.54,\n 2580.63\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ONEOFF_PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1659.887917437827,\n \"min\": 0.0,\n \"max\": 40761.25,\n \"num_unique_values\": 4014,\n \"samples\": [\n 25.62,\n 13007.07,\n 185.63\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"INSTALLMENTS_PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 904.3381151753365,\n \"min\": 0.0,\n \"max\": 22500.0,\n \"num_unique_values\": 4452,\n \"samples\": [\n 228.56,\n 255.58,\n 729.6\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2097.1638766431465,\n \"min\": 0.0,\n \"max\": 47137.21176,\n \"num_unique_values\": 4323,\n \"samples\": [\n 4473.3497,\n 520.844673,\n 3968.684047\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.40137074736905376,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.8,\n 0.555556,\n 0.2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ONEOFF_PURCHASES_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.2983360651847212,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.909091,\n 0.625,\n 0.181818\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_INSTALLMENTS_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.39744777974542483,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.857143,\n 0.222222,\n 0.142857\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.20012138814749122,\n \"min\": 0.0,\n \"max\": 1.5,\n \"num_unique_values\": 54,\n \"samples\": [\n 0.222222,\n 0.818182,\n 0.7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE_TRX\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6,\n \"min\": 0,\n \"max\": 123,\n \"num_unique_values\": 65,\n \"samples\": [\n 47,\n 61,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_TRX\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 24,\n \"min\": 0,\n \"max\": 358,\n \"num_unique_values\": 173,\n \"samples\": [\n 162,\n 216,\n 79\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CREDIT_LIMIT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3638.8157254985426,\n \"min\": 50.0,\n \"max\": 30000.0,\n \"num_unique_values\": 205,\n \"samples\": [\n 9000.0,\n 3000.0,\n 300.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2895.063756904579,\n \"min\": 0.0,\n \"max\": 50721.48336,\n \"num_unique_values\": 8711,\n \"samples\": [\n 810.671862,\n 5943.975673,\n 7079.1781\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MINIMUM_PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2372.446606583975,\n \"min\": 0.019163,\n \"max\": 76406.20752,\n \"num_unique_values\": 8636,\n \"samples\": [\n 173.484575,\n 185.120378,\n 163.711273\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PRC_FULL_PAYMENT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.29249919623387977,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.583333,\n 0.272727,\n 0.1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"TENURE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 6,\n \"max\": 12,\n \"num_unique_values\": 7,\n \"samples\": [\n 12,\n 8,\n 7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe", + "variable_name": "df" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
CUST_IDBALANCEBALANCE_FREQUENCYPURCHASESONEOFF_PURCHASESINSTALLMENTS_PURCHASESCASH_ADVANCEPURCHASES_FREQUENCYONEOFF_PURCHASES_FREQUENCYPURCHASES_INSTALLMENTS_FREQUENCYCASH_ADVANCE_FREQUENCYCASH_ADVANCE_TRXPURCHASES_TRXCREDIT_LIMITPAYMENTSMINIMUM_PAYMENTSPRC_FULL_PAYMENTTENURE
0C1000140.9007490.81818295.400.0095.40.0000000.1666670.0000000.0833330.000000021000.0201.802084139.5097870.00000012
1C100023202.4674160.9090910.000.000.06442.9454830.0000000.0000000.0000000.250000407000.04103.0325971072.3402170.22222212
2C100032495.1488621.000000773.17773.170.00.0000001.0000001.0000000.0000000.0000000127500.0622.066742627.2847870.00000012
3C100041666.6705420.6363641499.001499.000.0205.7880170.0833330.0833330.0000000.083333117500.00.000000NaN0.00000012
4C10005817.7143351.00000016.0016.000.00.0000000.0833330.0833330.0000000.000000011200.0678.334763244.7912370.00000012
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "text/plain": [ + " CUST_ID BALANCE BALANCE_FREQUENCY PURCHASES ONEOFF_PURCHASES \\\n", + "0 C10001 40.900749 0.818182 95.40 0.00 \n", + "1 C10002 3202.467416 0.909091 0.00 0.00 \n", + "2 C10003 2495.148862 1.000000 773.17 773.17 \n", + "3 C10004 1666.670542 0.636364 1499.00 1499.00 \n", + "4 C10005 817.714335 1.000000 16.00 16.00 \n", + "\n", + " INSTALLMENTS_PURCHASES CASH_ADVANCE PURCHASES_FREQUENCY \\\n", + "0 95.4 0.000000 0.166667 \n", + "1 0.0 6442.945483 0.000000 \n", + "2 0.0 0.000000 1.000000 \n", + "3 0.0 205.788017 0.083333 \n", + "4 0.0 0.000000 0.083333 \n", + "\n", + " ONEOFF_PURCHASES_FREQUENCY PURCHASES_INSTALLMENTS_FREQUENCY \\\n", + "0 0.000000 0.083333 \n", + "1 0.000000 0.000000 \n", + "2 1.000000 0.000000 \n", + "3 0.083333 0.000000 \n", + "4 0.083333 0.000000 \n", + "\n", + " CASH_ADVANCE_FREQUENCY CASH_ADVANCE_TRX PURCHASES_TRX CREDIT_LIMIT \\\n", + "0 0.000000 0 2 1000.0 \n", + "1 0.250000 4 0 7000.0 \n", + "2 0.000000 0 12 7500.0 \n", + "3 0.083333 1 1 7500.0 \n", + "4 0.000000 0 1 1200.0 \n", + "\n", + " PAYMENTS MINIMUM_PAYMENTS PRC_FULL_PAYMENT TENURE \n", + "0 201.802084 139.509787 0.000000 12 \n", + "1 4103.032597 1072.340217 0.222222 12 \n", + "2 622.066742 627.284787 0.000000 12 \n", + "3 0.000000 NaN 0.000000 12 \n", + "4 678.334763 244.791237 0.000000 12 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(r'customer_segment.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "Gtuw_26GQ0Bu" + }, + "outputs": [], + "source": [ + "df.drop(columns = 'CUST_ID', inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WpGROz5CQ2fw", + "outputId": "c628d2d7-25cb-401b-d8ab-f9df3aa94376" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(8950, 17)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 320 + }, + "id": "NlzjQmUBQ4PO", + "outputId": "58b6ffa6-ec18-4b8a-c983-5b3543b642aa" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"BALANCE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6590.634765473159,\n \"min\": 0.0,\n \"max\": 19043.13856,\n \"num_unique_values\": 8,\n \"samples\": [\n 1564.4748276781006,\n 873.385231,\n 8950.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"BALANCE_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3164.0501764110654,\n \"min\": 0.0,\n \"max\": 8950.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 8950.0,\n 0.8772707255865921,\n 1.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 16909.167916503804,\n \"min\": 0.0,\n \"max\": 49039.57,\n \"num_unique_values\": 8,\n \"samples\": [\n 1003.2048335195531,\n 361.28,\n 8950.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ONEOFF_PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 14139.379689427924,\n \"min\": 0.0,\n \"max\": 40761.25,\n \"num_unique_values\": 7,\n \"samples\": [\n 8950.0,\n 592.4373709497207,\n 577.405\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"INSTALLMENTS_PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 8006.815798601111,\n \"min\": 0.0,\n \"max\": 22500.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 8950.0,\n 411.0676446927374,\n 468.6375\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 16276.409312979034,\n \"min\": 0.0,\n \"max\": 47137.21176,\n \"num_unique_values\": 6,\n \"samples\": [\n 8950.0,\n 978.8711124654749,\n 47137.21176\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3164.1315573244246,\n \"min\": 0.0,\n \"max\": 8950.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 0.49035054837988823,\n 0.5,\n 8950.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ONEOFF_PURCHASES_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3164.2076992871343,\n \"min\": 0.0,\n \"max\": 8950.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 8950.0,\n 0.202457683575419,\n 0.3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_INSTALLMENTS_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3164.1675778237154,\n \"min\": 0.0,\n \"max\": 8950.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 8950.0,\n 0.3644373415642458,\n 0.75\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3164.1989665645915,\n \"min\": 0.0,\n \"max\": 8950.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 8950.0,\n 0.13514420033519556,\n 1.5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE_TRX\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3157.6627679219728,\n \"min\": 0.0,\n \"max\": 8950.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 8950.0,\n 3.2488268156424582,\n 123.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_TRX\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3145.318735437323,\n \"min\": 0.0,\n \"max\": 8950.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 14.709832402234637,\n 7.0,\n 8950.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CREDIT_LIMIT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9587.667437964345,\n \"min\": 50.0,\n \"max\": 30000.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 4494.449450364621,\n 3000.0,\n 8949.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17320.986188971423,\n \"min\": 0.0,\n \"max\": 50721.48336,\n \"num_unique_values\": 8,\n \"samples\": [\n 1733.1438520248046,\n 856.901546,\n 8950.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MINIMUM_PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 26501.924945218896,\n \"min\": 0.019163,\n \"max\": 76406.20752,\n \"num_unique_values\": 8,\n \"samples\": [\n 864.2065423050828,\n 312.343947,\n 8637.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PRC_FULL_PAYMENT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3164.222602967969,\n \"min\": 0.0,\n \"max\": 8950.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 8950.0,\n 0.15371464849162012,\n 1.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"TENURE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3160.928564179653,\n \"min\": 1.3383307693673308,\n \"max\": 8950.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 11.51731843575419,\n 12.0,\n 1.3383307693673308\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
BALANCEBALANCE_FREQUENCYPURCHASESONEOFF_PURCHASESINSTALLMENTS_PURCHASESCASH_ADVANCEPURCHASES_FREQUENCYONEOFF_PURCHASES_FREQUENCYPURCHASES_INSTALLMENTS_FREQUENCYCASH_ADVANCE_FREQUENCYCASH_ADVANCE_TRXPURCHASES_TRXCREDIT_LIMITPAYMENTSMINIMUM_PAYMENTSPRC_FULL_PAYMENTTENURE
count8950.0000008950.0000008950.0000008950.0000008950.0000008950.0000008950.0000008950.0000008950.0000008950.0000008950.0000008950.0000008949.0000008950.0000008637.0000008950.0000008950.000000
mean1564.4748280.8772711003.204834592.437371411.067645978.8711120.4903510.2024580.3644370.1351443.24882714.7098324494.4494501733.143852864.2065420.15371511.517318
std2081.5318790.2369042136.6347821659.887917904.3381152097.1638770.4013710.2983360.3974480.2001216.82464724.8576493638.8157252895.0637572372.4466070.2924991.338331
min0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.00000050.0000000.0000000.0191630.0000006.000000
25%128.2819150.88888939.6350000.0000000.0000000.0000000.0833330.0000000.0000000.0000000.0000001.0000001600.000000383.276166169.1237070.00000012.000000
50%873.3852311.000000361.28000038.00000089.0000000.0000000.5000000.0833330.1666670.0000000.0000007.0000003000.000000856.901546312.3439470.00000012.000000
75%2054.1400361.0000001110.130000577.405000468.6375001113.8211390.9166670.3000000.7500000.2222224.00000017.0000006500.0000001901.134317825.4854590.14285712.000000
max19043.1385601.00000049039.57000040761.25000022500.00000047137.2117601.0000001.0000001.0000001.500000123.000000358.00000030000.00000050721.48336076406.2075201.00000012.000000
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "text/plain": [ + " BALANCE BALANCE_FREQUENCY PURCHASES ONEOFF_PURCHASES \\\n", + "count 8950.000000 8950.000000 8950.000000 8950.000000 \n", + "mean 1564.474828 0.877271 1003.204834 592.437371 \n", + "std 2081.531879 0.236904 2136.634782 1659.887917 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 128.281915 0.888889 39.635000 0.000000 \n", + "50% 873.385231 1.000000 361.280000 38.000000 \n", + "75% 2054.140036 1.000000 1110.130000 577.405000 \n", + "max 19043.138560 1.000000 49039.570000 40761.250000 \n", + "\n", + " INSTALLMENTS_PURCHASES CASH_ADVANCE PURCHASES_FREQUENCY \\\n", + "count 8950.000000 8950.000000 8950.000000 \n", + "mean 411.067645 978.871112 0.490351 \n", + "std 904.338115 2097.163877 0.401371 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.000000 0.083333 \n", + "50% 89.000000 0.000000 0.500000 \n", + "75% 468.637500 1113.821139 0.916667 \n", + "max 22500.000000 47137.211760 1.000000 \n", + "\n", + " ONEOFF_PURCHASES_FREQUENCY PURCHASES_INSTALLMENTS_FREQUENCY \\\n", + "count 8950.000000 8950.000000 \n", + "mean 0.202458 0.364437 \n", + "std 0.298336 0.397448 \n", + "min 0.000000 0.000000 \n", + "25% 0.000000 0.000000 \n", + "50% 0.083333 0.166667 \n", + "75% 0.300000 0.750000 \n", + "max 1.000000 1.000000 \n", + "\n", + " CASH_ADVANCE_FREQUENCY CASH_ADVANCE_TRX PURCHASES_TRX CREDIT_LIMIT \\\n", + "count 8950.000000 8950.000000 8950.000000 8949.000000 \n", + "mean 0.135144 3.248827 14.709832 4494.449450 \n", + "std 0.200121 6.824647 24.857649 3638.815725 \n", + "min 0.000000 0.000000 0.000000 50.000000 \n", + "25% 0.000000 0.000000 1.000000 1600.000000 \n", + "50% 0.000000 0.000000 7.000000 3000.000000 \n", + "75% 0.222222 4.000000 17.000000 6500.000000 \n", + "max 1.500000 123.000000 358.000000 30000.000000 \n", + "\n", + " PAYMENTS MINIMUM_PAYMENTS PRC_FULL_PAYMENT TENURE \n", + "count 8950.000000 8637.000000 8950.000000 8950.000000 \n", + "mean 1733.143852 864.206542 0.153715 11.517318 \n", + "std 2895.063757 2372.446607 0.292499 1.338331 \n", + "min 0.000000 0.019163 0.000000 6.000000 \n", + "25% 383.276166 169.123707 0.000000 12.000000 \n", + "50% 856.901546 312.343947 0.000000 12.000000 \n", + "75% 1901.134317 825.485459 0.142857 12.000000 \n", + "max 50721.483360 76406.207520 1.000000 12.000000 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TR753rrZQ64_", + "outputId": "cfb9dc75-212c-4953-bdf9-f9220af96df8" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 8950 entries, 0 to 8949\n", + "Data columns (total 17 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 BALANCE 8950 non-null float64\n", + " 1 BALANCE_FREQUENCY 8950 non-null float64\n", + " 2 PURCHASES 8950 non-null float64\n", + " 3 ONEOFF_PURCHASES 8950 non-null float64\n", + " 4 INSTALLMENTS_PURCHASES 8950 non-null float64\n", + " 5 CASH_ADVANCE 8950 non-null float64\n", + " 6 PURCHASES_FREQUENCY 8950 non-null float64\n", + " 7 ONEOFF_PURCHASES_FREQUENCY 8950 non-null float64\n", + " 8 PURCHASES_INSTALLMENTS_FREQUENCY 8950 non-null float64\n", + " 9 CASH_ADVANCE_FREQUENCY 8950 non-null float64\n", + " 10 CASH_ADVANCE_TRX 8950 non-null int64 \n", + " 11 PURCHASES_TRX 8950 non-null int64 \n", + " 12 CREDIT_LIMIT 8949 non-null float64\n", + " 13 PAYMENTS 8950 non-null float64\n", + " 14 MINIMUM_PAYMENTS 8637 non-null float64\n", + " 15 PRC_FULL_PAYMENT 8950 non-null float64\n", + " 16 TENURE 8950 non-null int64 \n", + "dtypes: float64(14), int64(3)\n", + "memory usage: 1.2 MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 582 + }, + "id": "nry_THckQ85b", + "outputId": "67544a3d-5e5c-4cc3-91ee-77fc0b2bc991" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 name of columntypesunique_datamissing valuemissing percentageduplicated
0BALANCEfloat64887100.0000000
1BALANCE_FREQUENCYfloat644300.0000000
2PURCHASESfloat64620300.0000000
3ONEOFF_PURCHASESfloat64401400.0000000
4INSTALLMENTS_PURCHASESfloat64445200.0000000
5CASH_ADVANCEfloat64432300.0000000
6PURCHASES_FREQUENCYfloat644700.0000000
7ONEOFF_PURCHASES_FREQUENCYfloat644700.0000000
8PURCHASES_INSTALLMENTS_FREQUENCYfloat644700.0000000
9CASH_ADVANCE_FREQUENCYfloat645400.0000000
10CASH_ADVANCE_TRXint646500.0000000
11PURCHASES_TRXint6417300.0000000
12CREDIT_LIMITfloat6420510.0100000
13PAYMENTSfloat64871100.0000000
14MINIMUM_PAYMENTSfloat6486363133.5000000
15PRC_FULL_PAYMENTfloat644700.0000000
16TENUREint64700.0000000
\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_overview = []\n", + "columns = df.columns\n", + "for i in columns :\n", + " types = df[i] . dtypes\n", + " unique_data = df[i] . nunique()\n", + "\n", + " missing_count=df[i].isnull().sum()\n", + " value_count= df[i].isnull().count()\n", + " missing_percentage= round(missing_count/value_count*100,2)\n", + "\n", + " duplicated= df.duplicated().sum()\n", + " df_overview . append ([i , types , unique_data , missing_count, missing_percentage,duplicated])\n", + "\n", + "df_info = pd . DataFrame (df_overview)\n", + "df_info . columns =['name of column' , 'types' ,'unique_data' , 'missing value', \"missing percentage\",\"duplicated\"]\n", + "\n", + "\n", + "\n", + "\n", + "df_info.style.highlight_max(color = 'aqua', axis = 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KsmxtPmhSp_m", + "outputId": "8f20d7c1-2bda-48f7-80e9-6a6124dd2fc5" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(8950, 17)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "F3pBTvSPlDGa" + }, + "source": [ + "

Analyzing Null values" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "Q9qdP4pVSvON", + "outputId": "b901f904-b26f-406e-f927-8d5cb0fc7cb6" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
0
BALANCE0
BALANCE_FREQUENCY0
PURCHASES0
ONEOFF_PURCHASES0
INSTALLMENTS_PURCHASES0
CASH_ADVANCE0
PURCHASES_FREQUENCY0
ONEOFF_PURCHASES_FREQUENCY0
PURCHASES_INSTALLMENTS_FREQUENCY0
CASH_ADVANCE_FREQUENCY0
CASH_ADVANCE_TRX0
PURCHASES_TRX0
CREDIT_LIMIT1
PAYMENTS0
MINIMUM_PAYMENTS313
PRC_FULL_PAYMENT0
TENURE0
\n", + "

" + ], + "text/plain": [ + "BALANCE 0\n", + "BALANCE_FREQUENCY 0\n", + "PURCHASES 0\n", + "ONEOFF_PURCHASES 0\n", + "INSTALLMENTS_PURCHASES 0\n", + "CASH_ADVANCE 0\n", + "PURCHASES_FREQUENCY 0\n", + "ONEOFF_PURCHASES_FREQUENCY 0\n", + "PURCHASES_INSTALLMENTS_FREQUENCY 0\n", + "CASH_ADVANCE_FREQUENCY 0\n", + "CASH_ADVANCE_TRX 0\n", + "PURCHASES_TRX 0\n", + "CREDIT_LIMIT 1\n", + "PAYMENTS 0\n", + "MINIMUM_PAYMENTS 313\n", + "PRC_FULL_PAYMENT 0\n", + "TENURE 0\n", + "dtype: int64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "xD7IqK27TYLj" + }, + "outputs": [], + "source": [ + "# Null valu in Credict_limit is only one so we are dropping that\n", + "df.dropna(subset = 'CREDIT_LIMIT', inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "id": "src1dpzLUHPb", + "outputId": "5a657f14-4243-4891-dd0d-7e689e8c0def" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df[['PAYMENTS', 'MINIMUM_PAYMENTS']][df['MINIMUM_PAYMENTS']\",\n \"rows\": 313,\n \"fields\": [\n {\n \"column\": \"PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1996.6589047331024,\n \"min\": 0.0,\n \"max\": 29272.48607,\n \"num_unique_values\": 74,\n \"samples\": [\n 1159.135064,\n 181.014541,\n 14229.88248\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MINIMUM_PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": null,\n \"min\": null,\n \"max\": null,\n \"num_unique_values\": 0,\n \"samples\": [],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
PAYMENTSMINIMUM_PAYMENTS
30.000000NaN
450.000000NaN
470.000000NaN
54417.016763NaN
550.000000NaN
.........
89190.000000NaN
89290.000000NaN
89350.000000NaN
89440.000000NaN
8946275.861322NaN
\n", + "

313 rows × 2 columns

\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "text/plain": [ + " PAYMENTS MINIMUM_PAYMENTS\n", + "3 0.000000 NaN\n", + "45 0.000000 NaN\n", + "47 0.000000 NaN\n", + "54 417.016763 NaN\n", + "55 0.000000 NaN\n", + "... ... ...\n", + "8919 0.000000 NaN\n", + "8929 0.000000 NaN\n", + "8935 0.000000 NaN\n", + "8944 0.000000 NaN\n", + "8946 275.861322 NaN\n", + "\n", + "[313 rows x 2 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# MINIMUM_PAYMENTS has so much missing value so it is reasonable to find a solution for fill them\n", + "df[['PAYMENTS', 'MINIMUM_PAYMENTS']][df['MINIMUM_PAYMENTS'].isna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "kXw6ulLPV-4j" + }, + "outputs": [], + "source": [ + "df_1 = df.copy() # MAking a copy of original dataset for null value transformation." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "id": "IEXUVGvPWdE_" + }, + "outputs": [], + "source": [ + "df_1.fillna(0, inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "94jNsfstUla8", + "outputId": "f5e2f5dd-81c9-4433-8d49-f73b56221ed4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The mean of the Payment column is : 1733.3365108509329\n", + "0\n" + ] + } + ], + "source": [ + "payment_mean = df['PAYMENTS'].mean()\n", + "\n", + "print(f\"The mean of the Payment column is : {payment_mean}\")\n", + "\n", + "# Use np.where for element-wise conditional filling\n", + "df_1['MINIMUM_PAYMENTS'] = np.where(\n", + " df['PAYMENTS'] == 0,\n", + " 0,\n", + " np.where(\n", + " (df['PAYMENTS'] > 0) & (df['PAYMENTS'] < payment_mean),\n", + " df['PAYMENTS'],\n", + " payment_mean # Fill with the mean of PAYMENTS for other cases\n", + " )\n", + ")\n", + "\n", + "# Verify that there are no more missing values in MINIMUM_PAYMENTS\n", + "print(df_1['MINIMUM_PAYMENTS'].isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "id": "803d3a2c", + "outputId": "03421a7c-4a6c-4ee8-fb29-2c8637d1b3d8" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"display(df\",\n \"rows\": 2473,\n \"fields\": [\n {\n \"column\": \"PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4343.562620463575,\n \"min\": 1733.828367,\n \"max\": 50721.48336,\n \"num_unique_values\": 2473,\n \"samples\": [\n 6200.550587,\n 3044.978061,\n 2482.201611\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MINIMUM_PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 8.641947103338963e-11,\n \"min\": 1733.3365108509329,\n \"max\": 1733.3365108509329,\n \"num_unique_values\": 1,\n \"samples\": [\n 1733.3365108509329\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
PAYMENTSMINIMUM_PAYMENTS
14103.0325971733.336511
66354.3143281733.336511
151993.4392771733.336511
212077.9590511733.336511
222359.6299581733.336511
.........
88401739.4066361733.336511
88578157.6664341733.336511
88623029.3803261733.336511
88971796.8868521733.336511
89144565.3564951733.336511
\n", + "

2473 rows × 2 columns

\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "text/plain": [ + " PAYMENTS MINIMUM_PAYMENTS\n", + "1 4103.032597 1733.336511\n", + "6 6354.314328 1733.336511\n", + "15 1993.439277 1733.336511\n", + "21 2077.959051 1733.336511\n", + "22 2359.629958 1733.336511\n", + "... ... ...\n", + "8840 1739.406636 1733.336511\n", + "8857 8157.666434 1733.336511\n", + "8862 3029.380326 1733.336511\n", + "8897 1796.886852 1733.336511\n", + "8914 4565.356495 1733.336511\n", + "\n", + "[2473 rows x 2 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "missing_mask = df['PAYMENTS'] > payment_mean\n", + "\n", + "display(df.loc[missing_mask, ['PAYMENTS']].join(df_1.loc[missing_mask, ['MINIMUM_PAYMENTS']]))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eekyOY7Ik9E8" + }, + "source": [ + "

Analzing the outlier data" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "qP1DOiT7l4Rn" + }, + "outputs": [], + "source": [ + "df_2 = df_1.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "Y-p32APvQ_42", + "outputId": "4a95ab05-8ba3-45cc-dd12-6b0c7f61e5f5" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "#Using Box plot\n", + "\n", + "plt.subplots(nrows=4 , ncols=4 , figsize=(20,20))\n", + "plt.subplots_adjust(left=0.1, bottom=0.1, right=0.9, top=0.9, wspace=0.4, hspace=0.8)\n", + "\n", + "for i in range (len(df_2.columns)-1):\n", + "\n", + " plt.subplot(4,4,i+1)\n", + " sns.boxplot(df_2[df_2.columns[i]])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 582 + }, + "id": "MjXg36DKRopV", + "outputId": "e85a40a3-48e7-49cb-b51b-9a52d36791d0" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df_count_out\",\n \"rows\": 17,\n \"fields\": [\n {\n \"column\": \"count_out\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 90,\n \"min\": 0,\n \"max\": 219,\n \"num_unique_values\": 11,\n \"samples\": [\n 161,\n 54,\n 193\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe", + "variable_name": "df_count_out" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
count_out
BALANCE54
BALANCE_FREQUENCY0
PURCHASES177
ONEOFF_PURCHASES219
INSTALLMENTS_PURCHASES170
CASH_ADVANCE161
PURCHASES_FREQUENCY0
ONEOFF_PURCHASES_FREQUENCY0
PURCHASES_INSTALLMENTS_FREQUENCY0
CASH_ADVANCE_FREQUENCY8
CASH_ADVANCE_TRX140
PURCHASES_TRX168
CREDIT_LIMIT8
PAYMENTS193
MINIMUM_PAYMENTS0
PRC_FULL_PAYMENT0
TENURE203
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + " \n", + " \n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "text/plain": [ + " count_out\n", + "BALANCE 54\n", + "BALANCE_FREQUENCY 0\n", + "PURCHASES 177\n", + "ONEOFF_PURCHASES 219\n", + "INSTALLMENTS_PURCHASES 170\n", + "CASH_ADVANCE 161\n", + "PURCHASES_FREQUENCY 0\n", + "ONEOFF_PURCHASES_FREQUENCY 0\n", + "PURCHASES_INSTALLMENTS_FREQUENCY 0\n", + "CASH_ADVANCE_FREQUENCY 8\n", + "CASH_ADVANCE_TRX 140\n", + "PURCHASES_TRX 168\n", + "CREDIT_LIMIT 8\n", + "PAYMENTS 193\n", + "MINIMUM_PAYMENTS 0\n", + "PRC_FULL_PAYMENT 0\n", + "TENURE 203" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Q1 = df_2.quantile(0.10)\n", + "Q3 = df_2.quantile(0.90)\n", + "IQR = Q3 - Q1\n", + "\n", + "count_out = df_2[(df_2 < (Q1 - 1.5 * IQR)) | (df_2 > (Q3 + 1.5 * IQR))].count()\n", + "\n", + "\n", + "df_count_out = pd.DataFrame(count_out, columns=['count_out'])\n", + "df_count_out" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "id": "PPeMCV2IJ3ln" + }, + "outputs": [], + "source": [ + "for i in df_2.columns:\n", + " q1 = df_2[i].quantile(0.05)\n", + " q3 = df_2[i].quantile(0.95)\n", + " iqr = q3 - q1\n", + " min = q1 - (1.5 * iqr)\n", + " max = q3 + (1.5 * iqr)\n", + " df_2 = df_2[(df_2[i] >= min) & (df_2[i] <= max)]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XLowxjKhK91x", + "outputId": "cc0af891-0ea8-4555-f409-8a9e0a41a47e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Before removing the outliers : (8949, 17)\n", + "After removing the outliers : (8625, 17)\n", + "Loss of data : 324 rows\n", + "% Loss of data : 3.6205162587998654 %\n" + ] + } + ], + "source": [ + "print(f\"Before removing the outliers : {df_1.shape}\")\n", + "print(f\"After removing the outliers : {df_2.shape}\")\n", + "loss = df_1.shape[0] - df_2.shape[0]\n", + "print(f\"Loss of data : {loss} rows\")\n", + "print(f\"% Loss of data : {(loss/df_1.shape[0])*100} %\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_QeBEC7jJzBH" + }, + "source": [ + "For 0.1 and 0.9 We will loss 13% data.\n", + "\n", + "So are sticking with 0.05 and 0.95 for quantiles." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pnKioGzenZRM" + }, + "source": [ + "

Modelling" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "id": "3KvX_1JsncFu" + }, + "outputs": [], + "source": [ + "df = df_2.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 883 + }, + "id": "xOzckYzsmNvX", + "outputId": "c6fec5fe-83e9-4859-fd52-daf9039eea7f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr = df.corr()\n", + "\n", + "f, ax = plt.subplots(figsize=(16, 10))\n", + "\n", + "mask = np.triu(np.ones_like(corr, dtype=bool))\n", + "\n", + "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n", + "\n", + "sns.heatmap(corr, annot=True, mask = mask, cmap=cmap)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 443 + }, + "id": "6geSEhsmorkf", + "outputId": "2f392545-a3ba-41c5-d118-6bc3ddb511fc" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df_Standardize\",\n \"rows\": 8625,\n \"fields\": [\n {\n \"column\": \"BALANCE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559398,\n \"min\": -0.7649589927869435,\n \"max\": 6.763726667127645,\n \"num_unique_values\": 8547,\n \"samples\": [\n -0.4872474417880475,\n 3.4583808762043544,\n -0.21581292568486743\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"BALANCE_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559396,\n \"min\": -3.670341961334404,\n \"max\": 0.5240856594342096,\n \"num_unique_values\": 43,\n \"samples\": [\n -1.8727319214739788,\n -0.314799864719513,\n -2.8314564371806816\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559547,\n \"min\": -0.6950612886821529,\n \"max\": 7.919105478515775,\n \"num_unique_values\": 5942,\n \"samples\": [\n -0.6288202109565638,\n -0.3092218067440634,\n -0.5389499982908559\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ONEOFF_PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559405,\n \"min\": -0.5293208237076047,\n \"max\": 6.795811861634708,\n \"num_unique_values\": 3786,\n \"samples\": [\n -0.22764299239241265,\n 2.2935319371532956,\n 0.752750480314273\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"INSTALLMENTS_PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559636,\n \"min\": -0.5946163893851893,\n \"max\": 6.579310821884958,\n \"num_unique_values\": 4243,\n \"samples\": [\n -0.4981606341274648,\n -0.49259922121170413,\n 0.3960102862346845\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559518,\n \"min\": -0.5333637808391521,\n \"max\": 6.627267181982138,\n \"num_unique_values\": 4155,\n \"samples\": [\n 0.15850261312906488,\n 0.1396272565916767,\n -0.4547931931169062\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559452,\n \"min\": -1.2086611401968075,\n \"max\": 1.2950836212377606,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.7943346689508469,\n 0.1823092844867355,\n -0.7079121879098939\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ONEOFF_PURCHASES_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.000057976055916,\n \"min\": -0.6648163158393771,\n \"max\": 2.805113905493886,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.10627851780574335,\n 2.0340190718487654,\n 0.32659132741863495\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_INSTALLMENTS_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.000057976055906,\n \"min\": -0.907226528093238,\n \"max\": 1.6275728728598122,\n \"num_unique_values\": 47,\n \"samples\": [\n 1.2654590348378625,\n -0.34393833561464926,\n -0.545112690071288\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559831,\n \"min\": -0.6821438689460982,\n \"max\": 5.868329335768203,\n \"num_unique_values\": 53,\n \"samples\": [\n 2.8114435870277172,\n 3.0609851738559497,\n 2.9861211256939106\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE_TRX\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559567,\n \"min\": -0.566953841677753,\n \"max\": 6.330607555834506,\n \"num_unique_values\": 36,\n \"samples\": [\n 6.330607555834506,\n 3.965729362401732,\n 5.148168459118119\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_TRX\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559538,\n \"min\": -0.7199992985202597,\n \"max\": 6.250588640055694,\n \"num_unique_values\": 119,\n \"samples\": [\n 1.451167436446021,\n 2.879566604186995,\n -0.262911564843148\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CREDIT_LIMIT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.000057976055958,\n \"min\": -1.2447332945492846,\n \"max\": 6.086337132403836,\n \"num_unique_values\": 195,\n \"samples\": [\n 0.7172529427898064,\n -0.7599130057928657,\n 0.7386224321815198\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559372,\n \"min\": -0.8435241102841151,\n \"max\": 6.488765149234231,\n \"num_unique_values\": 8387,\n \"samples\": [\n 0.13633212452078572,\n -0.10150497648279481,\n 3.7875276836363216\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MINIMUM_PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559407,\n \"min\": -1.519783711221087,\n \"max\": 1.3167005527434839,\n \"num_unique_values\": 6219,\n \"samples\": [\n -0.63472269959674,\n 0.5015374494282617,\n -0.8259137866632797\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PRC_FULL_PAYMENT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.00005797605596,\n \"min\": -0.5174659662707407,\n \"max\": 2.9432149570283928,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.8668064030489128,\n 0.4263551598978621,\n -0.17139787394082734\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"TENURE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0000579760559787,\n \"min\": -4.090313504095456,\n \"max\": 0.3640061406287686,\n \"num_unique_values\": 7,\n \"samples\": [\n 0.3640061406287686,\n -2.605540289187381,\n -3.347926896641418\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe", + "variable_name": "df_Standardize" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
BALANCEBALANCE_FREQUENCYPURCHASESONEOFF_PURCHASESINSTALLMENTS_PURCHASESCASH_ADVANCEPURCHASES_FREQUENCYONEOFF_PURCHASES_FREQUENCYPURCHASES_INSTALLMENTS_FREQUENCYCASH_ADVANCE_FREQUENCYCASH_ADVANCE_TRXPURCHASES_TRXCREDIT_LIMITPAYMENTSMINIMUM_PAYMENTSPRC_FULL_PAYMENTTENURE
0-0.743593-0.238537-0.610791-0.529321-0.428817-0.533364-0.791370-0.664816-0.695994-0.682144-0.566954-0.605727-0.965594-0.721486-1.189549-0.5174660.364006
10.9079830.142774-0.695061-0.529321-0.5946163.461364-1.208661-0.664816-0.9072270.6279510.221339-0.7199990.7973891.6377561.3167010.2515730.364006
20.5384860.524086-0.0120950.390428-0.594616-0.5333641.2950842.805114-0.907227-0.682144-0.566954-0.0343680.944304-0.467334-0.501815-0.5174660.364006
30.105696-1.0011590.6290541.253862-0.594616-0.405772-1.000017-0.375657-0.907227-0.245447-0.369881-0.6628630.944304-0.843524-1.519784-0.5174660.364006
4-0.3377920.524086-0.680928-0.510288-0.594616-0.533364-1.000017-0.375657-0.907227-0.682144-0.566954-0.662863-0.906828-0.433306-0.409736-0.5174660.364006
......................................................
8620-0.7500740.524086-0.437906-0.529321-0.088667-0.5333641.295084-0.6648161.205105-0.682144-0.566954-0.377183-0.965594-0.646623-0.9869711.212874-4.090314
8621-0.7549380.524086-0.430062-0.529321-0.073234-0.5333641.295084-0.6648161.205105-0.682144-0.566954-0.377183-0.965594-0.676699-1.068356-0.517466-4.090314
8622-0.752736-0.174987-0.567508-0.529321-0.343658-0.5333640.877792-0.6648160.782641-0.682144-0.566954-0.434319-0.965594-0.794376-1.3867900.347704-4.090314
8623-0.757929-0.174987-0.695061-0.529321-0.594616-0.510697-1.208661-0.664816-0.9072270.191254-0.172807-0.719999-1.112510-0.811745-1.4337890.347704-4.090314
8624-0.570259-0.8740550.2706420.771189-0.594616-0.4545970.4605031.648472-0.9072271.064647-0.1728070.594128-0.906828-0.805325-1.416418-0.517466-4.090314
\n", + "

8625 rows × 17 columns

\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + " \n", + " \n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "text/plain": [ + " BALANCE BALANCE_FREQUENCY PURCHASES ONEOFF_PURCHASES \\\n", + "0 -0.743593 -0.238537 -0.610791 -0.529321 \n", + "1 0.907983 0.142774 -0.695061 -0.529321 \n", + "2 0.538486 0.524086 -0.012095 0.390428 \n", + "3 0.105696 -1.001159 0.629054 1.253862 \n", + "4 -0.337792 0.524086 -0.680928 -0.510288 \n", + "... ... ... ... ... \n", + "8620 -0.750074 0.524086 -0.437906 -0.529321 \n", + "8621 -0.754938 0.524086 -0.430062 -0.529321 \n", + "8622 -0.752736 -0.174987 -0.567508 -0.529321 \n", + "8623 -0.757929 -0.174987 -0.695061 -0.529321 \n", + "8624 -0.570259 -0.874055 0.270642 0.771189 \n", + "\n", + " INSTALLMENTS_PURCHASES CASH_ADVANCE PURCHASES_FREQUENCY \\\n", + "0 -0.428817 -0.533364 -0.791370 \n", + "1 -0.594616 3.461364 -1.208661 \n", + "2 -0.594616 -0.533364 1.295084 \n", + "3 -0.594616 -0.405772 -1.000017 \n", + "4 -0.594616 -0.533364 -1.000017 \n", + "... ... ... ... \n", + "8620 -0.088667 -0.533364 1.295084 \n", + "8621 -0.073234 -0.533364 1.295084 \n", + "8622 -0.343658 -0.533364 0.877792 \n", + "8623 -0.594616 -0.510697 -1.208661 \n", + "8624 -0.594616 -0.454597 0.460503 \n", + "\n", + " ONEOFF_PURCHASES_FREQUENCY PURCHASES_INSTALLMENTS_FREQUENCY \\\n", + "0 -0.664816 -0.695994 \n", + "1 -0.664816 -0.907227 \n", + "2 2.805114 -0.907227 \n", + "3 -0.375657 -0.907227 \n", + "4 -0.375657 -0.907227 \n", + "... ... ... \n", + "8620 -0.664816 1.205105 \n", + "8621 -0.664816 1.205105 \n", + "8622 -0.664816 0.782641 \n", + "8623 -0.664816 -0.907227 \n", + "8624 1.648472 -0.907227 \n", + "\n", + " CASH_ADVANCE_FREQUENCY CASH_ADVANCE_TRX PURCHASES_TRX CREDIT_LIMIT \\\n", + "0 -0.682144 -0.566954 -0.605727 -0.965594 \n", + "1 0.627951 0.221339 -0.719999 0.797389 \n", + "2 -0.682144 -0.566954 -0.034368 0.944304 \n", + "3 -0.245447 -0.369881 -0.662863 0.944304 \n", + "4 -0.682144 -0.566954 -0.662863 -0.906828 \n", + "... ... ... ... ... \n", + "8620 -0.682144 -0.566954 -0.377183 -0.965594 \n", + "8621 -0.682144 -0.566954 -0.377183 -0.965594 \n", + "8622 -0.682144 -0.566954 -0.434319 -0.965594 \n", + "8623 0.191254 -0.172807 -0.719999 -1.112510 \n", + "8624 1.064647 -0.172807 0.594128 -0.906828 \n", + "\n", + " PAYMENTS MINIMUM_PAYMENTS PRC_FULL_PAYMENT TENURE \n", + "0 -0.721486 -1.189549 -0.517466 0.364006 \n", + "1 1.637756 1.316701 0.251573 0.364006 \n", + "2 -0.467334 -0.501815 -0.517466 0.364006 \n", + "3 -0.843524 -1.519784 -0.517466 0.364006 \n", + "4 -0.433306 -0.409736 -0.517466 0.364006 \n", + "... ... ... ... ... \n", + "8620 -0.646623 -0.986971 1.212874 -4.090314 \n", + "8621 -0.676699 -1.068356 -0.517466 -4.090314 \n", + "8622 -0.794376 -1.386790 0.347704 -4.090314 \n", + "8623 -0.811745 -1.433789 0.347704 -4.090314 \n", + "8624 -0.805325 -1.416418 -0.517466 -4.090314 \n", + "\n", + "[8625 rows x 17 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "df_model=df.copy()\n", + "\n", + "scaler= StandardScaler()\n", + "df_Standardize=pd.DataFrame(scaler.fit_transform(df_model), columns = df_model.columns)\n", + "df_Standardize" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "id": "oiI-mKGposSW" + }, + "outputs": [], + "source": [ + "from sklearn.cluster import KMeans" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "id": "C3etvInvo8aR" + }, + "outputs": [], + "source": [ + "X = df_Standardize" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "1HqRqHHDqrGO", + "outputId": "fafc7691-71c0-486f-8a0e-3c1367bb6d46" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wcss = []\n", + "for i in range(1, 30): # Test k from 1 to 29\n", + " kmeans = KMeans(n_clusters=i, init='k-means++', random_state=42, n_init=10)\n", + " kmeans.fit(X)\n", + " wcss.append(kmeans.inertia_)\n", + "\n", + "# Plot the WCSS values\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(range(1, 30), wcss) # Corrected the range to match the number of WCSS values\n", + "plt.title('Elbow Method')\n", + "plt.xticks(range(1, 30))\n", + "plt.grid(True)\n", + "plt.xlabel('Number of Clusters (k)')\n", + "plt.ylabel('WCSS')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 541 + }, + "id": "77-N6nT_sKAb", + "outputId": "d46fe2cd-a33c-4e2f-f705-a176b3871d81" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal k (elbow point): 4\n" + ] + } + ], + "source": [ + "# Identifying the elbow point\n", + "from yellowbrick.cluster import KElbowVisualizer\n", + "visualizer = KElbowVisualizer(kmeans, k=(1,16))\n", + "visualizer.fit(X)\n", + "visualizer.show()\n", + "print(f\"Optimal k (elbow point): {visualizer.elbow_value_}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "id": "I85KaK1Gp6oA" + }, + "outputs": [], + "source": [ + "kmean= KMeans(4)\n", + "kmean.fit(X)\n", + "labels_kmean = kmean.labels_" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 226 + }, + "id": "rktjVlVrp_2Y", + "outputId": "b1d5195b-21bb-401c-ed15-79ff0ca2c04c" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"clusters\",\n \"rows\": 8948,\n \"fields\": [\n {\n \"column\": \"BALANCE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1914.3837556163187,\n \"min\": 0.0,\n \"max\": 14411.95798,\n \"num_unique_values\": 8547,\n \"samples\": [\n 531.615661,\n 8084.624525,\n 1051.215365\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"BALANCE_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.23842537444302464,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 43,\n \"samples\": [\n 0.428571,\n 0.8,\n 0.2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1132.1426250808506,\n \"min\": 0.0,\n \"max\": 9751.9,\n \"num_unique_values\": 5942,\n \"samples\": [\n 74.99,\n 436.8,\n 176.73\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ONEOFF_PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 840.680608257261,\n \"min\": 0.0,\n \"max\": 6157.74,\n \"num_unique_values\": 3786,\n \"samples\": [\n 253.6,\n 2372.98,\n 1077.75\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"INSTALLMENTS_PURCHASES\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 575.4267075386446,\n \"min\": 0.0,\n \"max\": 4127.83,\n \"num_unique_values\": 4243,\n \"samples\": [\n 55.5,\n 58.7,\n 570.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1612.9558096089766,\n \"min\": 0.0,\n \"max\": 11549.11174,\n \"num_unique_values\": 4155,\n \"samples\": [\n 1115.885225,\n 1085.441874,\n 126.723539\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.39942489005266624,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.8,\n 0.555556,\n 0.2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ONEOFF_PURCHASES_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.28820694142710995,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.222222,\n 0.777778,\n 0.285714\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_INSTALLMENTS_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.3945314077634484,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.857143,\n 0.222222,\n 0.142857\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE_FREQUENCY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.1908369717733041,\n \"min\": 0.0,\n \"max\": 1.25,\n \"num_unique_values\": 53,\n \"samples\": [\n 0.666667,\n 0.714286,\n 0.7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CASH_ADVANCE_TRX\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 5.074551300780146,\n \"min\": 0.0,\n \"max\": 35.0,\n \"num_unique_values\": 36,\n \"samples\": [\n 35.0,\n 23.0,\n 29.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PURCHASES_TRX\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17.503125152990435,\n \"min\": 0.0,\n \"max\": 122.0,\n \"num_unique_values\": 119,\n \"samples\": [\n 38.0,\n 63.0,\n 8.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CREDIT_LIMIT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3403.5202295779986,\n \"min\": 50.0,\n \"max\": 25000.0,\n \"num_unique_values\": 195,\n \"samples\": [\n 6727.272727,\n 1700.0,\n 6800.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1653.6912387957896,\n \"min\": 0.0,\n \"max\": 12124.63957,\n \"num_unique_values\": 8387,\n \"samples\": [\n 1620.285733,\n 1226.999404,\n 7657.885804\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MINIMUM_PAYMENTS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 611.1216708964273,\n \"min\": 0.0,\n \"max\": 1733.3365108509329,\n \"num_unique_values\": 6219,\n \"samples\": [\n 540.848608,\n 1235.201553,\n 424.014365\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PRC_FULL_PAYMENT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.2889772268003688,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 47,\n \"samples\": [\n 0.4,\n 0.272727,\n 0.1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"TENURE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.3470851521493916,\n \"min\": 6.0,\n \"max\": 12.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 12.0,\n 8.0,\n 7.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0949322767172116,\n \"min\": 0.0,\n \"max\": 3.0,\n \"num_unique_values\": 4,\n \"samples\": [\n 2.0,\n 0.0,\n 3.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe", + "variable_name": "clusters" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
BALANCEBALANCE_FREQUENCYPURCHASESONEOFF_PURCHASESINSTALLMENTS_PURCHASESCASH_ADVANCEPURCHASES_FREQUENCYONEOFF_PURCHASES_FREQUENCYPURCHASES_INSTALLMENTS_FREQUENCYCASH_ADVANCE_FREQUENCYCASH_ADVANCE_TRXPURCHASES_TRXCREDIT_LIMITPAYMENTSMINIMUM_PAYMENTSPRC_FULL_PAYMENTTENUREcluster
040.9007490.81818295.400.0095.40.0000000.1666670.0000000.0833330.0000000.02.01000.0201.802084201.8020840.00000012.03.0
13202.4674160.9090910.000.000.06442.9454830.0000000.0000000.0000000.2500004.00.07000.04103.0325971733.3365110.22222212.02.0
22495.1488621.000000773.17773.170.00.0000001.0000001.0000000.0000000.0000000.012.07500.0622.066742622.0667420.00000012.01.0
31666.6705420.6363641499.001499.000.0205.7880170.0833330.0833330.0000000.0833331.01.07500.00.0000000.0000000.00000012.03.0
4817.7143351.00000016.0016.000.00.0000000.0833330.0833330.0000000.0000000.01.01200.0678.334763678.3347630.00000012.03.0
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "text/plain": [ + " BALANCE BALANCE_FREQUENCY PURCHASES ONEOFF_PURCHASES \\\n", + "0 40.900749 0.818182 95.40 0.00 \n", + "1 3202.467416 0.909091 0.00 0.00 \n", + "2 2495.148862 1.000000 773.17 773.17 \n", + "3 1666.670542 0.636364 1499.00 1499.00 \n", + "4 817.714335 1.000000 16.00 16.00 \n", + "\n", + " INSTALLMENTS_PURCHASES CASH_ADVANCE PURCHASES_FREQUENCY \\\n", + "0 95.4 0.000000 0.166667 \n", + "1 0.0 6442.945483 0.000000 \n", + "2 0.0 0.000000 1.000000 \n", + "3 0.0 205.788017 0.083333 \n", + "4 0.0 0.000000 0.083333 \n", + "\n", + " ONEOFF_PURCHASES_FREQUENCY PURCHASES_INSTALLMENTS_FREQUENCY \\\n", + "0 0.000000 0.083333 \n", + "1 0.000000 0.000000 \n", + "2 1.000000 0.000000 \n", + "3 0.083333 0.000000 \n", + "4 0.083333 0.000000 \n", + "\n", + " CASH_ADVANCE_FREQUENCY CASH_ADVANCE_TRX PURCHASES_TRX CREDIT_LIMIT \\\n", + "0 0.000000 0.0 2.0 1000.0 \n", + "1 0.250000 4.0 0.0 7000.0 \n", + "2 0.000000 0.0 12.0 7500.0 \n", + "3 0.083333 1.0 1.0 7500.0 \n", + "4 0.000000 0.0 1.0 1200.0 \n", + "\n", + " PAYMENTS MINIMUM_PAYMENTS PRC_FULL_PAYMENT TENURE cluster \n", + "0 201.802084 201.802084 0.000000 12.0 3.0 \n", + "1 4103.032597 1733.336511 0.222222 12.0 2.0 \n", + "2 622.066742 622.066742 0.000000 12.0 1.0 \n", + "3 0.000000 0.000000 0.000000 12.0 3.0 \n", + "4 678.334763 678.334763 0.000000 12.0 3.0 " + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clusters=pd.concat([df_model, pd.DataFrame({'cluster':labels})], axis=1)\n", + "clusters.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "id": "8RNpb4jzxCfC" + }, + "outputs": [], + "source": [ + "cluster_0 = clusters[clusters['cluster'] == 0]\n", + "cluster_1 = clusters[clusters['cluster'] == 1]\n", + "cluster_2 = clusters[clusters['cluster'] == 2]\n", + "cluster_3 = clusters[clusters['cluster'] == 3]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 633 + }, + "id": "z8y-5OuiOzQm", + "outputId": "cb4b9780-61dd-43b5-dd39-62b26d713222" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"final_summary\",\n \"rows\": 18,\n \"fields\": [\n {\n \"column\": \"cluster_0_mean\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1177.4734239155844,\n \"min\": 0.0,\n \"max\": 4812.191661209234,\n \"num_unique_values\": 18,\n \"samples\": [\n 1602.7117702396856,\n 0.8904082750491159,\n 0.36229012475442046\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_0_std\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 989.4461068430226,\n \"min\": 0.0,\n \"max\": 3453.63025312962,\n \"num_unique_values\": 18,\n \"samples\": [\n 1981.595775475372,\n 0.2209521728105079,\n 0.3921211645910895\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_0_max\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6152.737136109403,\n \"min\": 0.0,\n \"max\": 19500.0,\n \"num_unique_values\": 14,\n \"samples\": [\n 19500.0,\n 1733.3365108509329,\n 14411.95798\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_1_mean\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1039.7971400005872,\n \"min\": 0.13105233913379738,\n \"max\": 4229.470458646559,\n \"num_unique_values\": 18,\n \"samples\": [\n 1443.6851606921887,\n 0.8769813097447795,\n 0.3597905467904099\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_1_std\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 951.7570515405895,\n \"min\": 0.0,\n \"max\": 3361.2733470159133,\n \"num_unique_values\": 18,\n \"samples\": [\n 1956.1506948861354,\n 0.23896076699631635,\n 0.39749301641313134\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_1_max\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6434.188314420917,\n \"min\": 1.0,\n \"max\": 21500.0,\n \"num_unique_values\": 13,\n \"samples\": [\n 1733.3365108509329,\n 21500.0,\n 14224.11541\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_2_mean\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1126.6221907821039,\n \"min\": 0.1352710449172577,\n \"max\": 4608.313632781718,\n \"num_unique_values\": 18,\n \"samples\": [\n 1572.1840985263987,\n 0.8773567959022853,\n 0.3523032671394799\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_2_std\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1006.2624764237628,\n \"min\": 0.0,\n \"max\": 3647.23435596046,\n \"num_unique_values\": 18,\n \"samples\": [\n 2026.927151574762,\n 0.24124739711529866,\n 0.39007053073164744\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_2_max\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6855.800959571676,\n \"min\": 1.0,\n \"max\": 25000.0,\n \"num_unique_values\": 13,\n \"samples\": [\n 12.0,\n 11634.38713,\n 12596.42194\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_3_mean\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1058.1238794232008,\n \"min\": 0.12899550714494024,\n \"max\": 4303.997204474191,\n \"num_unique_values\": 18,\n \"samples\": [\n 1488.8979256462526,\n 0.8749766917468651,\n 0.3507403969087198\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_3_std\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 944.7582374311336,\n \"min\": 0.0,\n \"max\": 3340.7816826130475,\n \"num_unique_values\": 18,\n \"samples\": [\n 1867.1243914826518,\n 0.23861638564531906,\n 0.3937093336625443\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster_3_max\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6744.987029111003,\n \"min\": 1.0,\n \"max\": 23000.0,\n \"num_unique_values\": 14,\n \"samples\": [\n 23000.0,\n 1733.3365108509329,\n 13968.47957\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe", + "variable_name": "final_summary" + }, + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
cluster_0_meancluster_0_stdcluster_0_maxcluster_1_meancluster_1_stdcluster_1_maxcluster_2_meancluster_2_stdcluster_2_maxcluster_3_meancluster_3_stdcluster_3_max
BALANCE1602.7117701981.59577514411.9579801443.6851611956.15069514224.1154101572.1840992026.92715212596.4219401488.8979261867.12439113968.479570
BALANCE_FREQUENCY0.8904080.2209521.0000000.8769810.2389611.0000000.8773570.2412471.0000000.8749770.2386161.000000
PURCHASES895.1917091254.2579787387.830000765.1265551115.2906718581.290000808.9833331098.0597276842.230000794.4897641147.3296419751.900000
ONEOFF_PURCHASES536.559637908.9748476099.080000431.531980835.6740215910.040000463.482900813.4923776157.740000444.549390853.1661316120.400000
INSTALLMENTS_PURCHASES358.999391616.1197044037.210000333.890398552.0744904092.670000345.872159577.8538733816.000000349.994027593.9279104127.830000
CASH_ADVANCE926.1695741785.70255011549.111740836.8302031569.06581011070.566230849.7720891618.64192011220.766360882.6381021616.23687411173.775870
PURCHASES_FREQUENCY0.4943490.3979241.0000000.4800500.4013581.0000000.4838240.3946821.0000000.4760640.3984841.000000
ONEOFF_PURCHASES_FREQUENCY0.2231280.3079761.0000000.1870450.2887481.0000000.2069960.2950061.0000000.1897190.2848021.000000
PURCHASES_INSTALLMENTS_FREQUENCY0.3622900.3921211.0000000.3597910.3974931.0000000.3523030.3900711.0000000.3507400.3937091.000000
CASH_ADVANCE_FREQUENCY0.1272100.1939881.1666670.1310520.1915451.0909090.1352710.1964911.0000000.1289960.1872491.250000
CASH_ADVANCE_TRX2.8506885.33161034.0000002.8592424.99612134.0000003.0299455.41545734.0000002.8568104.95071135.000000
PURCHASES_TRX13.94302619.027246119.00000012.74361917.827662119.00000012.74074117.037251115.00000012.52201817.418853122.000000
CREDIT_LIMIT4812.1916613453.63025319500.0000004229.4704593361.27334721500.0000004608.3136333647.23435625000.0000004303.9972043340.78168323000.000000
PAYMENTS1538.4089331707.00660611707.9535201406.0951711671.65435711562.1561501427.6121091637.52315911634.3871301405.9894711666.22740512124.639570
MINIMUM_PAYMENTS1009.757875606.0797461733.336511928.104631610.8462251733.336511965.421584600.1941411733.336511931.145343610.0252151733.336511
PRC_FULL_PAYMENT0.1420530.2799601.0000000.1533800.2922731.0000000.1496220.2911921.0000000.1407220.2813851.000000
TENURE11.6787821.06336212.00000011.6013151.23080312.00000011.6225371.19085512.00000011.5593471.25708912.000000
cluster0.0000000.0000000.0000001.0000000.0000001.0000002.0000000.0000002.0000003.0000000.0000003.000000
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + " \n", + " \n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "text/plain": [ + " cluster_0_mean cluster_0_std \\\n", + "BALANCE 1602.711770 1981.595775 \n", + "BALANCE_FREQUENCY 0.890408 0.220952 \n", + "PURCHASES 895.191709 1254.257978 \n", + "ONEOFF_PURCHASES 536.559637 908.974847 \n", + "INSTALLMENTS_PURCHASES 358.999391 616.119704 \n", + "CASH_ADVANCE 926.169574 1785.702550 \n", + "PURCHASES_FREQUENCY 0.494349 0.397924 \n", + "ONEOFF_PURCHASES_FREQUENCY 0.223128 0.307976 \n", + "PURCHASES_INSTALLMENTS_FREQUENCY 0.362290 0.392121 \n", + "CASH_ADVANCE_FREQUENCY 0.127210 0.193988 \n", + "CASH_ADVANCE_TRX 2.850688 5.331610 \n", + "PURCHASES_TRX 13.943026 19.027246 \n", + "CREDIT_LIMIT 4812.191661 3453.630253 \n", + "PAYMENTS 1538.408933 1707.006606 \n", + "MINIMUM_PAYMENTS 1009.757875 606.079746 \n", + "PRC_FULL_PAYMENT 0.142053 0.279960 \n", + "TENURE 11.678782 1.063362 \n", + "cluster 0.000000 0.000000 \n", + "\n", + " cluster_0_max cluster_1_mean \\\n", + "BALANCE 14411.957980 1443.685161 \n", + "BALANCE_FREQUENCY 1.000000 0.876981 \n", + "PURCHASES 7387.830000 765.126555 \n", + "ONEOFF_PURCHASES 6099.080000 431.531980 \n", + "INSTALLMENTS_PURCHASES 4037.210000 333.890398 \n", + "CASH_ADVANCE 11549.111740 836.830203 \n", + "PURCHASES_FREQUENCY 1.000000 0.480050 \n", + "ONEOFF_PURCHASES_FREQUENCY 1.000000 0.187045 \n", + "PURCHASES_INSTALLMENTS_FREQUENCY 1.000000 0.359791 \n", + "CASH_ADVANCE_FREQUENCY 1.166667 0.131052 \n", + "CASH_ADVANCE_TRX 34.000000 2.859242 \n", + "PURCHASES_TRX 119.000000 12.743619 \n", + "CREDIT_LIMIT 19500.000000 4229.470459 \n", + "PAYMENTS 11707.953520 1406.095171 \n", + "MINIMUM_PAYMENTS 1733.336511 928.104631 \n", + "PRC_FULL_PAYMENT 1.000000 0.153380 \n", + "TENURE 12.000000 11.601315 \n", + "cluster 0.000000 1.000000 \n", + "\n", + " cluster_1_std cluster_1_max \\\n", + "BALANCE 1956.150695 14224.115410 \n", + "BALANCE_FREQUENCY 0.238961 1.000000 \n", + "PURCHASES 1115.290671 8581.290000 \n", + "ONEOFF_PURCHASES 835.674021 5910.040000 \n", + "INSTALLMENTS_PURCHASES 552.074490 4092.670000 \n", + "CASH_ADVANCE 1569.065810 11070.566230 \n", + "PURCHASES_FREQUENCY 0.401358 1.000000 \n", + "ONEOFF_PURCHASES_FREQUENCY 0.288748 1.000000 \n", + "PURCHASES_INSTALLMENTS_FREQUENCY 0.397493 1.000000 \n", + "CASH_ADVANCE_FREQUENCY 0.191545 1.090909 \n", + "CASH_ADVANCE_TRX 4.996121 34.000000 \n", + "PURCHASES_TRX 17.827662 119.000000 \n", + "CREDIT_LIMIT 3361.273347 21500.000000 \n", + "PAYMENTS 1671.654357 11562.156150 \n", + "MINIMUM_PAYMENTS 610.846225 1733.336511 \n", + "PRC_FULL_PAYMENT 0.292273 1.000000 \n", + "TENURE 1.230803 12.000000 \n", + "cluster 0.000000 1.000000 \n", + "\n", + " cluster_2_mean cluster_2_std \\\n", + "BALANCE 1572.184099 2026.927152 \n", + "BALANCE_FREQUENCY 0.877357 0.241247 \n", + "PURCHASES 808.983333 1098.059727 \n", + "ONEOFF_PURCHASES 463.482900 813.492377 \n", + "INSTALLMENTS_PURCHASES 345.872159 577.853873 \n", + "CASH_ADVANCE 849.772089 1618.641920 \n", + "PURCHASES_FREQUENCY 0.483824 0.394682 \n", + "ONEOFF_PURCHASES_FREQUENCY 0.206996 0.295006 \n", + "PURCHASES_INSTALLMENTS_FREQUENCY 0.352303 0.390071 \n", + "CASH_ADVANCE_FREQUENCY 0.135271 0.196491 \n", + "CASH_ADVANCE_TRX 3.029945 5.415457 \n", + "PURCHASES_TRX 12.740741 17.037251 \n", + "CREDIT_LIMIT 4608.313633 3647.234356 \n", + "PAYMENTS 1427.612109 1637.523159 \n", + "MINIMUM_PAYMENTS 965.421584 600.194141 \n", + "PRC_FULL_PAYMENT 0.149622 0.291192 \n", + "TENURE 11.622537 1.190855 \n", + "cluster 2.000000 0.000000 \n", + "\n", + " cluster_2_max cluster_3_mean \\\n", + "BALANCE 12596.421940 1488.897926 \n", + "BALANCE_FREQUENCY 1.000000 0.874977 \n", + "PURCHASES 6842.230000 794.489764 \n", + "ONEOFF_PURCHASES 6157.740000 444.549390 \n", + "INSTALLMENTS_PURCHASES 3816.000000 349.994027 \n", + "CASH_ADVANCE 11220.766360 882.638102 \n", + "PURCHASES_FREQUENCY 1.000000 0.476064 \n", + "ONEOFF_PURCHASES_FREQUENCY 1.000000 0.189719 \n", + "PURCHASES_INSTALLMENTS_FREQUENCY 1.000000 0.350740 \n", + "CASH_ADVANCE_FREQUENCY 1.000000 0.128996 \n", + "CASH_ADVANCE_TRX 34.000000 2.856810 \n", + "PURCHASES_TRX 115.000000 12.522018 \n", + "CREDIT_LIMIT 25000.000000 4303.997204 \n", + "PAYMENTS 11634.387130 1405.989471 \n", + "MINIMUM_PAYMENTS 1733.336511 931.145343 \n", + "PRC_FULL_PAYMENT 1.000000 0.140722 \n", + "TENURE 12.000000 11.559347 \n", + "cluster 2.000000 3.000000 \n", + "\n", + " cluster_3_std cluster_3_max \n", + "BALANCE 1867.124391 13968.479570 \n", + "BALANCE_FREQUENCY 0.238616 1.000000 \n", + "PURCHASES 1147.329641 9751.900000 \n", + "ONEOFF_PURCHASES 853.166131 6120.400000 \n", + "INSTALLMENTS_PURCHASES 593.927910 4127.830000 \n", + "CASH_ADVANCE 1616.236874 11173.775870 \n", + "PURCHASES_FREQUENCY 0.398484 1.000000 \n", + "ONEOFF_PURCHASES_FREQUENCY 0.284802 1.000000 \n", + "PURCHASES_INSTALLMENTS_FREQUENCY 0.393709 1.000000 \n", + "CASH_ADVANCE_FREQUENCY 0.187249 1.250000 \n", + "CASH_ADVANCE_TRX 4.950711 35.000000 \n", + "PURCHASES_TRX 17.418853 122.000000 \n", + "CREDIT_LIMIT 3340.781683 23000.000000 \n", + "PAYMENTS 1666.227405 12124.639570 \n", + "MINIMUM_PAYMENTS 610.025215 1733.336511 \n", + "PRC_FULL_PAYMENT 0.281385 1.000000 \n", + "TENURE 1.257089 12.000000 \n", + "cluster 0.000000 3.000000 " + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cluster_0_summary = cluster_0.describe().loc[['mean', 'std', 'max']].T\n", + "cluster_1_summary = cluster_1.describe().loc[['mean', 'std', 'max']].T\n", + "cluster_2_summary = cluster_2.describe().loc[['mean', 'std', 'max']].T\n", + "cluster_3_summary = cluster_3.describe().loc[['mean', 'std', 'max']].T\n", + "\n", + "cluster_0_summary.columns = ['cluster_0_mean', 'cluster_0_std', 'cluster_0_max']\n", + "cluster_1_summary.columns = ['cluster_1_mean', 'cluster_1_std', 'cluster_1_max']\n", + "cluster_2_summary.columns = ['cluster_2_mean', 'cluster_2_std', 'cluster_2_max']\n", + "cluster_3_summary.columns = ['cluster_3_mean', 'cluster_3_std', 'cluster_3_max']\n", + "\n", + "final_summary = pd.concat([cluster_0_summary, cluster_1_summary, cluster_2_summary, cluster_3_summary], axis=1)\n", + "\n", + "final_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 562 + }, + "id": "fIIIs36_tasc", + "outputId": "4cb458c1-53c1-471b-d961-b8f4de407ce0" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArgAAAIhCAYAAAClqcmkAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAlgxJREFUeJzs3XlclNX+B/DP7AwwbC6AJG4oImIu5EomWlnazdxKb2mLLVZSLqWlLTdvXatb/q5btmhWZi6lqdliGamZtihZgIgKIqigsowsM8z++wMZGQaGGZiN8fN+vXzpPM95zvk+Z0b9cuY85whMJpMJREREREQ+QujpAIiIiIiInIkJLhERERH5FCa4RERERORTmOASERERkU9hgktEREREPoUJLhERERH5FCa4RERERORTmOASERERkU9hgktEREREPoUJLhE5xXPPPYdhw4ZZHS8oKEBSUhKmTZsGjUZjs47Y2FjExsbit99+a/B8aWkpevfujdjYWJw9e9YpcbtTbm4unn/+eYwYMQK9e/fG0KFDMW3aNOzYscOiXGN96U1GjhyJOXPmuKWt5557zvzZqPsrMTERM2bMwJEjR9wSR31nz55FbGwsNm7c6JH2iahxTHCJyGWKi4vx0EMPITw8HKtXr4ZMJmvyGn9/f2zbtq3Bc1999RUkEomzw3SLn376CXfddRdKS0vxn//8B7t378bq1avRs2dPPPfcc3j22WddHkNycnKjPzw46osvvsDixYudUpc9wsLCcODAAfOv/fv3491334VAIMD999+Pv//+222x2OLMPiai5mOCS0QuUVFRgYcffhhSqRRr1qxBYGCgXdcNGjQIu3fvRmVlpdW57du344YbbnB2qC536dIlPPPMM0hOTsa7776LoUOHIioqCtdffz0WLVqEhQsXYufOnTh06JDLYrhw4QLOnz/vtPrCwsKgUCicVl9ThEIh2rVrZ/4VHh6OxMRErFixAnK5HOvXr3dbLI1xdh8TUfMxwSUip9NoNHj88cdRXl6ODz/8EKGhoXZfO2zYMBiNRnz77bcWx7Ozs3Hs2DGMHDnS6prTp08jJSUFw4cPR58+fTBhwgSkpqY2WGbgwIHo3bs3brnlFqxevRpGo9FcZtq0aXjiiSfw3XffYcyYMejTpw/uuOMO7Nu3z1zm8uXLWLRoEW688Ub07t0bN910E1599VVUV1c3ek9btmyBSqXCc889B4FAYHX+3nvvRWpqKoYMGdLg9Q1NB9i2bRtiY2ORk5MDADh37hxmz56NYcOGISEhATfffDNWrFgBg8GA3377DcOHDwcATJ8+3aIPd+zYgcmTJ6N///4YOHAg5syZgwsXLpjPr1ixAomJidizZw+SkpLw1FNPWcVU+1X9N998g8WLF2Pw4MFITEzEE088geLiYnNdFRUVmD9/PgYMGIABAwbg+eefxy+//GJzWkpT5HI5OnXqhKKiIvMxk8mEjz76COPGjUPfvn0xdOhQvPTSSygvLzeXsdVfDfWvrfcCQKN9fPz4cTzyyCMYPHgw+vTpgzFjxnhFMk7k65jgEpFTGQwGzJkzB3l5eVi3bh3Cw8Mduj4gIADJyclW0xS2b9+OXr16oUuXLhbHy8rKcN9996GgoABLly7Fl19+icTERDz55JP49ddfAdQkPI8++igKCwvx0UcfYffu3Xj66aexatUqbNiwwaK+kydPYtu2bXjrrbfw+eefQy6XY/78+VCr1QCAV199FX///TeWL1+OH374Af/+97+xZ88eLFmypNF7+v333xEbG4vIyMgGzwuFQkRFRTnUT/U9++yzKC0txQcffIDdu3dj3rx5+Pjjj7F27Vr069cPb7/9NoCahPWLL74AUJPczp8/H3379sW2bdvwzjvvIDc3Fw888AC0Wq25boPBgPXr12P16tX417/+1WgMK1euRFRUFDZv3ozXX38d+/fvx/Lly83n//Wvf+H777/HSy+9hM8//xzt27dv8TQHrVaLgoICdOjQwXxs9erVeP311zF27Fjs3LkTr7/+Og4cOIBZs2bZ1V/N0Vgfz5w5E4GBgVi/fj2++eYbPPDAA3jjjTfwzTfftOCuiagpYk8HQES+5YUXXsCPP/6IO+64A506dWpWHXfeeSeeeOIJnD59Gl26dIFer8dXX32Fhx56yKrs559/jpKSEmzcuBHR0dEAgIULF+L333/H+++/j8GDBwMAPvzwQ8jlcrRt2xYAEBUVhU8++QQ///wzpk2bZq6vqKgImzdvRlhYGICa0dUFCxbgzJkz6NmzJzIzM3HDDTegX79+AIDIyEh88sknFiPB9V24cAHdunVrVl/YKzMzE08++SR69eoFAOjQoQO6d+8OuVwOqVSKoKAgAEBwcLD53t59913ccMMNWLRoEQCgc+fOeP3113HXXXdh9+7d+Mc//gEAUKlUeOCBB5CQkGAzhpiYGMyYMQMA0KlTJ/Tv3x/p6ekAALVajd27d2PatGkYN24cAGDOnDnIzc1FXl5es+65uLgYb731FiorK/HPf/4TAKDT6bB27VqMGzcOjz76KAAgOjoaCxcuxJNPPom0tDT079/fZn81R0N9XFJSgsLCQsyfPx/du3cHANx9993o3bs32rVr16x2iMg+THCJyGmKi4tx+PBhpKSkYMWKFejfvz/uvfdeh+sZPnw4QkJCsG3bNsybNw8HDhxASUkJxo4da5UM/f3334iOjjYnt7UGDx6ML7/8EgAgEAhQXl6OpUuX4q+//oJSqYTJZEJ1dbVV0tapUydzAgjAPL2i9uvtUaNGYc2aNdBqtRg1ahQGDRpk1XZ9AoEAJpPJ4X5wxKhRo7By5UpcvHgRN910E2644QbExMQ0Wr6yshK5ubm48847LY7HxcUhJCQEx44dMye4ANC7d+8mY7j++ustXoeFhZlXuzh//jx0Op1Vf48YMQLff/99k3WXlJSYf6gAAKPRiOrqasTHx+Odd94xt52Tk4PKykqrVShqf9A5duwY+vfv73B/NUdYWBj69euHf/3rXzh+/DiSkpLQr18/c1JNRK7DBJeInEahUOCLL75AcHAwysrK8J///AcxMTEYNGiQucz58+cxduxY8+sOHTrg66+/tqhHIpFgzJgx2L59O2bPno0vv/wSAwcORHh4uFWCW1lZiYKCAovkB6gZydPpdNBqtSgpKcF9992HTp064aWXXkLHjh0hFovxzDPPWN2Dv7+/xevaObO1CercuXPRrVs3bN26FbNnzwZQ8+T8Cy+80Oh0jA4dOuDMmTM2eq7l3njjDWzatAlfffUVNmzYAKlUirFjx+L5559v8GGw2of4Vq1ahffff9/inFqtxsWLFy2O1Y5O2tJY3wGAUqkEUDMFpa66P0zYEhISgs2bN5tfZ2RkYO7cuZgxYwZuuukm8/Ha+3rhhRfw8ssvW9Vz6dIlAI73V3MIBAKsXbsWn3zyCb799lu89957UCgUmDx5MubMmQOpVOqUdojIGhNcInIamUyG4OBgADVrlx47dgxPP/00vvjiC1x33XUAgPbt22P79u3ma8Tihv8ZGjduHD777DPs3bsXqampDSYrQE3i1bFjR3zwwQcNnheLxdizZw9UKhWWLl2Krl27ms+Vl5eb47WXQCDAXXfdhbvuugtVVVXYt28f/vvf/2Lu3LlW83lrDR48GG+99RZycnIanarw2WefYcyYMQgJCWnwfP0RYJVKZfFaIpFg2rRpmDZtGpRKJX744Qf897//hV6vx5tvvmlVX20S98ADD2Dy5MlW5+snqy1Vm8zVzmWuVZv4NkUkEllMeenUqRN2796N1157DcOGDTP3W+37+eyzz5of+qqr9r6b6q+GHgYEgKqqKrvirRUQEIDHH38cjz/+OC5evIivvvoKy5Ytg5+fH55++mmH6iIi+/EhMyJyCYlEgmXLlkEsFuOJJ54wJ2RisRidOnUy/2rs4aq+ffuiU6dOWLp0KQBg9OjRjZYrLCxEYGCgRb0ikQht2rSBUCiETqcDYDlamJaWhry8PIemDqjVanz99dfm6QoBAQEYM2YM7r//fmRlZTV63cSJExESEoJXX33VHEtdmzZtwiuvvILDhw83eH1QUBBKS0stjh09etT8Z6VSiR07dphXAAgJCcHkyZNx5513WsVVe78BAQHo0aMHTp8+bdFvnTp1glarRZs2bZruEAdER0dDIBBYrVe7e/fuZte5cOFCqNVqiwf8unTpgqCgIBQUFFjc03XXXQe9Xo+wsDC7+qs2Ea7b72fOnLErIa/t4wsXLlg8TNa+fXvMmDEDw4YNs/l5IaKWY4JLRC7Tvn17LFu2DLm5uViwYIHD81DvvPNOnDp1CsnJyY1+bTxhwgQEBwfjqaeewpEjR3D27Fl88803mDx5MlasWAGgJgkGgPfeew9nz57Fnj17sHjxYiQnJ6OgoACnT5+2+ZBYLbFYjDfffBPz58/H33//jcLCQqSlpWHnzp0YOHBgo9eFhYXhrbfeQlpaGqZNm4a9e/fi3LlzyMjIwH/+8x+88sorePTRR3HzzTc3eH2fPn2QlpaGPXv2ID8/Hx999BEyMzPN500mE/71r3/hhRdewPHjx1FYWIiDBw8iNTXVHFftyOYvv/yCY8eOwWQy4bHHHsOPP/6IFStWICcnB6dOncIbb7yB8ePH49ixY032hyOCg4MxbNgwfP755/jhhx+Ql5eH5cuXt2hHuoiICKSkpGD79u345ZdfANS8Rw8//DA2btyITz75BHl5ecjKysLzzz+PyZMn48KFC3b1V69evSAWi7F27VqcPn0aR48etTkNpfYegat9XF5ejnnz5uHtt9/GqVOnUFhYiD179iAtLc3m54WIWo4JLhG51IABA7BgwQJ8//33WLVqlUPX1j4AVfdhp/pCQkLw2WefoU2bNpg5cyZGjx6NpUuX4v7778f8+fMBAP3798e8efOwa9cu/OMf/8Ann3yCt99+Gw8//DAAYMqUKXZ99SyRSPDRRx9BIBDgkUcewS233IJ58+ahd+/eNpcJA4Abb7wRO3bsQNeuXfHKK69g9OjRmDlzJk6fPo333nsP8+bNa/Tap556CsOGDcOCBQswadIk5OTkWKzFGhoainXr1qGoqAjTpk3Drbfeipdffhm33XabuQ8SEhIwatQorFu3Dg8//DCMRiPuuOMOLF26FKmpqRg3bhwmTZqEjIwMrFmzxq6Hyhy1ZMkSDBgwAM888wymTp2K8vJy89f09uxy15Dp06ejR48eeOmll8zTHx577DEsWLAAGzduxB133IF7770Xly9fxoYNGxAeHm5Xf3Xo0AGLFy/GiRMncOedd+LFF1/EY489hoiIiEZjqd/HXbt2xbvvvos//vgDd999N2677TYsXboUDz30EB544IFm3S8R2UdgcvWjvURERKhZs7aystJiqshHH32EJUuW4NChQ3Y/cEZE1BSO4BIRkVssXLgQY8aMQWpqKs6dO4e9e/dizZo1GDVqFJNbInIqjuASEZFbVFVVYenSpdizZw9KS0vRvn17jBgxAk8//bRdy5AREdmLCS4RERER+RROUSAiIiIin8IEl4iIiIh8ChNcIiIiIvIp3Kr3ij///BMmkwkSicTToRARERFRA3Q6HQQCAfr162ezHEdwrzCZTI3usmQymaDVah3ehYnsxz52Pfax67GPXY997HrsY9di/7aMrXytLo7gXlE7cpuQkGB1TqVSISsrCzExMfD393d3aNcE9rHrsY9dj33seuxj12Mfuxb7t2XS09PtKscRXCIiIiLyKUxwiYiIiMinMMElIiIiIp/CBJeIiIiIfAoTXCIiIiLyKUxwiYiIiMinMMElIiIiIp/CBJeIiIiIfAoTXCIiIiLyKUxwiYiIiMinMMElIiIiIp/CBJeIiIiIfAoTXCIiIiLyKUxwiYiIiMiniD0dwLXo59j2KDjVD0CIS+o3tuKfW7I8HQAA+AHQADDZKCNAzd8enY0y/gBkACoBGK4cEwIwXvlVlwSASAAECmAKEkJwXn81BsmVMvorr4WASQEYukohqjBAcNpQU7/gSpsSIVBlvFq+lrDmV5ZUAGNnEQT+YuC8HkYTUN1OArHIBOlZPQRVBpgCBDBFi2E0AqI8PQTlRkAkgEkhgLGzGMJgMUz+QhgH+sH0mwaBl4OgP3sZKoEekgtaCMQAdCaYZCYI/MUwdJNCMzIQxalGBCqrEXy2GiKVARAAxmAhSma0w2dB3XA5S4Tb/y5AhEiAYE01gouLYTIYAT9ANyME+hsDIP7iMiQfXQb0gE4oQsCs2zH42T745Yet0P1fPoQZakBrutJ3AhiCxJD3bYu2T92M30TZCBCXQio2QKMXoUIbilJNbzw8ZCCiSitwYsVu6CrUkCjk6JEyGp8UV+CV7/9GmyIlRv15GuFCIQQBfkjt3xmKXtehR7kag387hXOFZaiWivF3dBiCj56BVGtAtUSEnxO74mxbBQxGE4QCAUwmQCgSQiEVo0NxOYb8dgriah10fhL8OigGxeEh6FBSgVv+PA2JRo8SAL/c0A2lEaHoECLHyYuXUarSwYia+wvyE8NgAgKkYogACERCCEyAWCREsFyMvJIqyCUiBMuleO32fujeLggrDhxHhUYHhUyClKSeiI8MsfgoZhYqzWX0BiMuV2uRW1KJar0BUqEIIf4SnC6phJ9YhBB/63p1eiPOXVYh84ISRhMQ7CdBfEQwREIh8kor0TbAD+cuq6AzGCAVi9A1LBACCJBbWgETgG5tAhEkk0IiFkIhk+C22A74LO00fisoxmW1FsEyCXoEi7AkrAMSu/g3+tev7n3Uv9f6526L7YDvss9blD15qRyLvv0TKq0B/lIRHhvcHccultvsu+1/5+OZr46gqEINvcEIhVQMuVQMgQCQikXo1yEML4++3uo6R2KvbadubK/d3g939Yk2X3dWWYXTpZXoHBaIjiEB5uubqrchjbXV0j53xjlqHkf6tKmy3vz+CEwmk63/xq8Z6enpAICEhASrcyqVCllZWYiLi4O/f+P/oDYld9dGnBn3FAoxEjXZiKDZdRF5AxPs/xTbKmsCYJLU/BKpbJSB9d8cEwCTABCYbMdiEgHGoXIYXmoHSK+W1KlN0LysRGB6NaQqrfl4pUyMY9e1AQD0OluCQI3+6jmpGBqJCDKdHoFag/m4EZZfi1XKxMjs2Bbv3nY99GIRAECsN2Dmd38hvqC4Xp0iaCRiyHQGBGr1NutoLgEsf+YJlUsxsnsE1t+bBACYtuEAUk8WoUytbfB6e+t1B7FQgDt6XYfPpt0IWZ1+0egNDd5HqFyKm7qFQyAA9p66YPMe7bmfun2n0RsQ/8ZOnC9XNxm3RCjA2Abibir2kd0jsGriQAx4+2uca6AdP7EQfhIRlGrrn7qD/SQIlIpRpdVDWX31fN17qBuLSqXCH3+l497d+SisqLaqLypIjowFdyLIT9pk3I31eVPnRsSEw2QC9uVYn2so5tbEWTmFo5r6fNXt06bKrrlnCB7efMiuupzNVr5WFxPcK9yR4P4WKEaOeiI4M4TIcww3+cOwuJ35teilSxDtaySrdpLfYiKw8o7+AIBZu9Iw6FRRi+pwtolXRuS2/p3vkvpdaWKfaGy5/ybz67s/3ufW+5jYJxq/5l1qMOls6rq6cQNNx+4nFqJaX//rn5arH4tKpULX/+zAJbW+0WuiguTIf3kSAPf3OdBw/7UWnkpwm3qf6vZpU2WjguQ2P/OufH/sTXCZabnJge5tkaO+GRy1JfIs4R8q4PSVEYdcLYRp1iNUzhZfUIwOJeW47lI54guKW1SHK/yQfR7fHz/vkrpd7fvj55FZqAQAZBSWIfWk4z88tMS3x846nNwClnED9sXuiuQWAFJPFlnEsjPjrM3kFgDOlauxIz3fI30OWMdMttnzPtX2qT1lm/rMe8P749UJ7rlz5/Doo49i0KBBSE5Oxn//+18YjdZ/wVesWIG4uDgkJCRY/Coubt5/JK4gKVQCCAYTXCLPEqgA0dYKAIBoWwUEFa5JGuoK1Ohx69EzuOWvMxbTEppThyuUa/So0DYvLk+r0Oqx8sBxAMDKA9kOT69oKVUzk866cQOeib1WmVprEcsrPx6z67pF3/zpsbjrx0y22fM+1fapM95Tb3h/vPohs5SUFMTHx2PPnj0oKSnBY489hrZt2+LBBx+0Kjtu3Di8/vrrHoiSiFodldHydzfw0xogaOGMML86833pqnJNzbzSCo2tpz69T3mdeD0de91Y1Dr7ftip0ho8Gnd5K3u/Pcne98mZferp98drR3DT09Nx/PhxPPPMM1AoFOjcuTMeeOABbN682dOhEVFr5y+0/N0NqqUiVEtbNqZQLW2dD9W4WpCsZqkRhUzSREnvElQnXk/HXjcWucS+z2mAVOTRuINa2fvtSfa+T0EyidPeU0+/P147gpuZmYmoqCgEBwebj8XHx+P06dOorKxEYGCgRfns7GxMmTIFJ06cQGRkJJ5//nkkJSU51KbJZIJKZf2wiVqttvi9ObQdQoEcJYBQcJoCkeeY/AHDRAWAmt+Fe1Uun6ZQKRPj+76dIDABA08WNmuaQm0drqCQimGCCZWtcIQ4UCrCw4mdoFKp8HBiJ3z+V16DKwm4ilwsgFrv+Mh83bgBeCT2WiFyiUUsC2+KwQNb/2zyupdGxaFrG4VH4q4fc2vijJzCUfZ8vmr71AS0+D115ftjMpkgEDSdR3ltgqtUKhEUFGRxrDbZLSsrs0hwIyIi0LFjR8ybNw/t27fH5s2bMXPmTOzcuRNdu3a1u02dToesrMZXYs3Ly3PsJurw3/gdut006MoqCkxwiTzFONAf6FKzvBG6SGHs7+fyVRQyo9vifJuaf8+OdWyLgc1YRaFuHc52Q7gcAJBaUOGS+l1pYLg/UHoeWaXnIQDQv60fUgvcl2wNiQxEerG6yYey6qsbNwC7YpcKBdAanb/wUf+2fhax9JIB7eRim/fUTi5GN0EFUFrh9j4HrGNujVqSUzjKns9XbZ/aU7apz4er3x+pVNpkGa9dJuzdd9/F999/j23btpmPnTlzBrfeeiv27NmDjh072rx+8uTJGDZsGGbPnm1Xe+np6TCZTIiJibE6p1arkZeXh86dO0Mulzt0H3Wd+e5zFE1+huvgks9odevgDpPD8KL1OrjVV9bBlbliHdzotnh3tJ3r4ErFkGkbWAe3Xh3NVX991xC5BCO6tseaSTcAAB7+/A/sPX3R4ZEbT62De3tsJNbdPdBqHdyG7iNELsGNndsBMOHnvGKb92jP/dTtO43egMTl36OwQtNk3BKhALc1EHdTsY/o2h5L77gew95JbXBtWj+xEDKxEJerrZOOIJm4Zh1cnd7ifN17qBuLWq1GxolTuPe7MyistL6nDkF++CPlFot1cB3t86bODe/cDiYT8POZSw32Rf2YWxNn5RSOaurzVbdPmyq76q7+ePLLNLvqcrZTp05BIBC03nVwt2zZgnfffRepqanmY3/99RfuueceHDlyBAEBATavnz17Nvz9/fGf//zHrvbcsQ5urZ9jw1Fw6nrUTFdwvta8k5lX8PROZsFCCM7pAe2Vco3tZBYjhajcAEFuvZ3MpEKgsvGdzCAVwNjlyk5m52p2MlO3l0AitNzJzNhJDJMJEOXW28msy5WdzORCGAf7wXRIg8DyYOjPKlEl1ENaqIVAAkBbZyez7lJokgNx6UcjFJfr7GSGqzuZbQjqhsvHRRhTu5OZthrBF4thMhoBGaB7JAT6oQEQf3kZknWXAd2Vncyeuh2D512PX374Arr/5UOYXm8ns+CanczaPXULfhUeh7+4FDKxAdVXdjIrq7uT2crd0JWrIQmSo8es0VhfUol/7f4LbS4oMSotD+1FQggCZPip35WdzCqqMfjXkzhXVIZqiRh/dW6D4LQ8yLQGqCUiHBjYFWfDFDAaTRAIBTAZr+xkJruyk9mvdXYyGxyD4vYhiCqpwM1H8yCp1l3dySwyFB2CHdvJLEQuxukrO5mFyKV4bUw/xLQNwsoDx1Gu0SFIJsGsRnYyqy1Tu5PZ6Ss7mUlEIoTKpcgtqYCfWIRQf+t69QYjzl5W4VjR1Z3Mel3ZyezMlZ3Mzl5WQV+7k1mbQAACnC6p2cmsa5tABPtJIRYJESST4LaeNTuZ/ZpvuZPZ6+MGY0CXyEb/+tW9j/r3Wv/cbT074Lvj5y3Knioux6Jv/kSV1oAAqQiPDemBYxcu2+y7Hen5mLfTeiczYe1OZlFheOlW+3Yys/U+7UjPt4jttTH9MC4h2nxdgbIKeaWV6BQWiOiQAPP1TdVbq+7/eT/kFDfYVkv73BnnWitPrYNby5E+baqsJ96fVr/Rw7FjxzBx4kT88ssvCAsLAwB8+umn2LRpE3bt2mVR9p133kG/fv0wZMgQ87F//OMfGDNmDB5//HG72nNngkvW2Meuxz52Pfax67GPXY997Frs35Zp9Rs99OrVCwkJCXj77bdRWVmJnJwcrFu3DlOnTgUA3HbbbTh8+DCAmvm6r7zyCnJzc6HRaPDhhx8iPz8f48eP9+QtEBEREZEHeO1DZgCwfPlyvPjiixg2bBgCAwMxZcoU/POf/wQAnD592vx03rx58wAADzzwAJRKJWJiYvDRRx8hIiLCY7ETERERkWd4dYIbERGBDz74oMFz2dnZ5j/LZDIsXLgQCxcudFdoREREROSlvHaKAhERERFRczDBJSIiIiKfwgSXiIiIiHwKE1wiIiIi8ilMcImIiIjIpzDBJSIiIiKfwgSXiIiIiHwKE1wiIiIi8ilMcImIiIjIpzDBJSIiIiKfwgSXiIiIiHwKE1wiIiIi8ilMcImIiIjIpzDBJSIiIiKfwgSXiIiIiHwKE1wiIiIi8ilMcImIiIjIpzDBJSIiIiKfwgSXiIiIiHwKE1wiIiIi8ilMcImIiIjIpzDBJSIiIiKfwgSXiIiIiHwKE1wiIiIi8ilMcImIiIjIpzDBJSIiIiKfwgSXiIiIiHwKE1wiIiIi8ilMcImIiIjIpzDBJSIiIiKfwgSXiIiIiHyK2NMBXIv+evRlZK1NgxFyAIIrR011/nyVUSiEqYsYaCuGoFAPU6QY4gg5eowfCdVXZ1G4Px36UhVgBEwmQCAB0FYC9V2BEBfoILykh+CMFkKDEAKZGOjhB/HDEfCXBKPqs3MoL62GQW+CVh+ITv4BEBYqIW2rgPpcKdQVKuiq1ECAAIaOUshCAyCSAFqpBoaJCoi6+SM0IBJioRQVmlJUZpVA8EUpBCoTTP5CCCa1gQAGYKsSQhUgCJSgdEw7mLqKYDTJEB4ItAloC0m+AKbPy3D5ZDHOlVTDr1MIqsOq4T+1E0QxAQAAoUAEiVgGiTgBa/8oQYVGB4VMgpSknugQVI2swoPQ6TWQiGWIixyK0ICIRvu/rKrIovx1ZV1QtPYIdBVqSBRy9EgZjcvhl3HkzG4YDDqIRBIM6DQandr2brSuqmolKjRlUMhCEeAXYhFD/fYauof4yJBmfZbq193UvTsqs1CJFQeOOyVWb1J7X6acInRPzUSvQD+0bR+MHimjERLf0dPheQ1nvv+++lkiIu8kMJlMJk8H4Q3S09MBAAkJCVbnVCoVsrKyEBcXB39//2a3UZmTj109Uuolts3TcDps33mTAIAQEBha0L5CCGN/PxheaAsAEL1aDGFaNQQVxqtlrvz4JNA3cd0RNQSV1h9DU6AQxgFXykpr7qZKK0TWxQB8cOQ6AMATg84jrl0VpKKrjUjFckQGd8Pw2CkQCa/+DGcw6rE/exMKL+dAq1cDWhNErxZDlFYN1IkbCiEM/S3bBQB/SRDuGjAXUrGfua7zylPQGaqtYpeK5IgI7gIIBCi6nFvT3hV170FvFCJULsXI7hFYf28SZGJRk33f4L00ce+AY59jjd6AaRsOIPVkEcrUWvPx5sTqTWrva3/WOdzz5R+ILyhGoObqZ0cSGoCIkb0xdP2TEMkkDtfvrH8rPM2Z77+zP0u+0sfejH3sWuzflrGVr9XFEVw3+jo2BUY458PcVHps67zABKAFyS0ACCqMEO1TASgGgCt/rldGb3XIruvMZSuvljUsbgcACJAakXhdBYCzAIDrIyqsrtPq1ThTkoH92ZuQHHef+fj+7E04U5Jhfi16tbjh9ius2wUAla4c248sxd2DFlrVZRWDQY380mMNnqt7D6v/iEaZWoutf+cDOIAt99/UaJ11NdZ+Y/fuqGkbDlyJyVJzYvUmtfc1a1caBp0qsjqvK6tCwdbfcBDAjVtmuz0+b+HM999XP0tE5N04B9dN/nr4RRhMck+H4XTCw2oI/2g8SXXGdcK0auC01uJYXPsK9Aqvsnld4eUclFXVJDFllUUovJxz9WSutqZeB9tV6cqRefYXy7qaqWe7KkQqrsaQerIImYXKJq+zupcG1L13R2UUliH1pO1r7Y3Vm9Te13WXyhFfUGyz7IXUDCgzC9wUmXdx5vvvq58lIvJ+THDd5MQnf6Kl0xK8kaDKBIHj+a1D1wkqjBBttRypDZAC/hJjI1fU0OrVyCo8BADIKjpo8VW+aFuFxXQKe9sFgKMFP1jU1VyBMiNu7lpqfl2m1mLlgeNNXlf/XhpS994dtfJAtsVXyQ2xN1ZvUntft/x1xmJaQkO0ZVU4sXK3myLzLs58/331s0RE3o9TFNzEZGx98xW9isp2MtqY3ItpKFSehMFQL6Gxt74GyhmNLZzfUYef2LL+co2u0bK1D+l0UpxFZGDTdev0tkeoa+tc/P1f+PNcKUwA+nUIg/jMJTy4Jx1+Wj2qpWJ837cTzrUNsrrWVqzeqOJKvH5a28ltLV15y3+IaY0q7Hxf7Xn/nVkXEZEjmOC6iUBoaPG812uaf/O+bNAbdaioLrU+YW99DZQTCkUwGJzzH3K13rL+oAYebKr/kM60vmq7ElyJ2K/Rcxq9Afd++jN2ZZ6DzliTZIv1Boz5eL/Vg1cDTxYis2NbvHvb9dDXeRiooVi9meJKvNVS+/7ZkwT53pQieyjsfF/tef+dWRcRkSM4RcFNejwwADVrGxAAmAIEMNn5vJ1JIYRhosLiWJUWUOma//E1TFTApLB9fUPtAkDf6FsgELT8r06lRog9uWHm16FyKWYl9bQqV/uQTu1XvT/mhKFSY7t9qViOuMghjZ6ftuEAvkwvMCe3ADDzu78w6FSR1df3gRo9Bp0qwszv/moyVm+WktQToXIpvu/bCZUy20muNDQAPWaNdlNk3qW2n2yx9/13Zl1ERI5ggusm0UsfhwjX5leeDTHeIIfxBvsyXOMAP6CL5X+Sxy4G4djFgOYH0EUKY//GRzgba9dfEoQOwd1qVqJooaxLgSisuBrDyO4RVuuCNvSQzvkKPxwvtn3vkcExja6Hm1l0GT9kn7c4Zs+DV/EFxehQUt5orN4uPjIEyTERONc2CMc6trVZNnxk72t2PdzafrLF3vffmXURETmCCa6bZBUdRGSXQxCiCs4YyW2qBlvnTQLA5IYpwSbB1bVwzccUQhhG+MOwqC0ML7SF4SZ/mAIbfvjOFHi1bK0qrRB/nA3CmiNR+ODwdfirKBhaQ/Nm2pjbrzeSWzfGumrXwc0qOggjmp7De7FSgiPnFFajrZWaq/cA1IxgTewTjfX3JlnV0dhDOh8cvg6Hz1rXLRXL0alNAobH3tNoXO/9loPyeqO09jx4FajR4x/pZxuNtTX49L4kTOwTjU3jb8BvMRFWI7mS0AB0nDgIQ9c/6aEIvUNtP9UffbX1WXVHXURE9uIcXDfR6TUQG3XoJv8GFboIXNT3s38ns65XdjI7r4cpUgS0l8Aw2A+i76sgSK8GlKaay00AJADaiqCfrIDotB64eGUnM+PVncwkMyLgLw1G1YZzKC+r2clMDAOkOjUEhQaYQgQQXDICGiNQDSBAAFMnMRAoglAihilTDeH5ph/UMQ7yg2FmaM1KBCoj4C9E9V2hqI5WXN3JbHksJAVCmLYocfnkRQhLr+xkFqqB/z+jIepWM9lUKBBCIvaDVNwbGSUlmHS9DkEyCR4eNu7KTmaHcK40G1VapV3vh8KvDdq2vQ6X3jyLyqxCixgNExVWI7ftAzthTN/Hze+lPXJL/fHBkesQqajGzV1L4Sc2olpfMy2hsMIP0SEBuK1nB8yysaNTYw/p6I1CrP4j2lx3bHs5borpiLjIIU3uZFbRQCJr74NXd3RuizGteM1SmViELfffhMxCJVYO6IojORfQPTUDvRRXdjKbxZ3MgHr9dOA4yjU1f99sfVbdURcRkb2Y4LqJRCyD4cqDFApJERSSb5u8pvT2Pih8+tZGzxuS6n1NfVprTtREp/UwTFSgx5AbMTRmfMMV1Dl88NQ2nCj6vcmYukUMgvitEpz64Mcmy6KdGOgiheGZNuZD8RGDrOPpDahusn9nl8TO3a2ODY0Zb/c9AEBkSMzVa7qUWMTYkJDAq0mjRCyzq43aB8gKK/yw/q8OVudv69kBqycPtllHUw/p1Nb96ODuGBpTU1dTW6IqGph/au+DV23bB9tVzllctb1rfGTI1b5/bpzTYpSLBLi1vQBxLY7QO1j0kxfVRUTUFCa4bhIXORR7p9+EqNe+tGs1XBMASaESAq0epivJh1goBSCA3lhvBPHKlrP1t8oV7VVBPSobhs90TW47Ghc5FHnF6TbXV619cEmQokP+F79CW9b4RgsNPaAlFspsPvjUUnGRQ5F78S/r/qlHLJSa43Dkvuu209Q19R8gq8+Rh3S++OuMzbVEa+tqbEvUL/46g5HdI/De+P4AgJmDu2FreoHFNIXv+3bCwJOFNqcpuPPBq6buxRu2Cm40RqkQo/I0+Oz+mzweIxHRtYpzcN0kNCAC4YcK7N7qQQBAcTQfUW9+Yz4WFRqLqFDr0cvaLWetNi6oMOLC9r9wcNoqu+KLDO5ms0ztg0sh8R0Rnhxvs2xDD2hFhfZo8uvzlggNiGiwf+qLCo01x+HIfddtp6lr6j9AVp8rHtKpv9pCrdotUR/+/A8AQK/wYNzcw3JE2dsevGrqXqZtOOCWOGxpLMYKrRHbj53zihiJiK5VTHDdRJWZAdkf2Q5fF5iWh4CzleYHh4bHTkGnNr0hFV9Zo9OOLWft3XbUqu4rGnpwaeins9Bx4iBIQy2nSTT0gJYQQkS3ibf54JOzDI+dgug28RA28NEWCISIDrOOw5H7buqa+g+Q1aeQil3ykI49W6LuPX0ROcpqc53jEzpCIrzaT6tvu77BB6+kbn7wqjVs79oaYiQiupZxioKbXHxvJYwV1tu+NkWk0qLP/krETrnXfCw57j6UVRUhq/AQLq78Faomtpyt3XZ04OqHbbclFFvUrdNXQyL2a/DBJZFMghu3zIYyswAnVu6GrlwNo9wE9TgJlO3LoDNoIBH7oZ0iGn2jR7l05Lb+PYyMm4ayqiIczf8RpVXnAZgQFhDVaByO3Hdj1/ySexaZRSrzA2SNGd2zAzY7+JCWPQ/p2LMlqlKtw5YTpbhjSE2dXzwwwryT2dErO5kVLbwL0zq1g3HzQejK1ZAEyd3+4JUj27t6ak5na4iRiOhaxgTXTQwVlc2+Vqy2nhcZGhCBoTHj8YvoLM4gv8k6HNl2tLZue4TEd2wycfaE0IAIJMfd23TBetfYe9/1r1n168/Y9Fdek+XFouZ/aWLrIR17t0St0ln+MBQfGdJwwj2il8PxOUtr2N61NcRIRHQt4xQFNxEp7NhbtdFrrXfTqiVR2Led6LW67ai7eHpLUnvbD5B4/195T/elPVpDjERE1zLv/9/OR7SfmQKhIsjh64SKIIQ/ntLo+R4po63mwdZn79PvmYVKzPz8V9z76c+Y+fmvnD/oAE9vSWpP+yFyCe7u0fDKDva+9+74jHi6L+3RGmIkIrqWefUUhXPnzuGVV17BX3/9BX9/f4wZMwbz5s2DUGidl3/yySfYsGEDLl26hNjYWCxatAi9e/f2QNQN8+8Vj+BRN6Ns+zaHrhMpFJB1bfyJ/doVDQq2Nb7+a1NPv7eGJZm8Xe1qB9vSG58u4sotSe1pf0TX9ugWYjk/2N733p2fEU/3pT1aQ4xERNcyrx7BTUlJQXh4OPbs2YN169Zhz549+Pjjj63KpaamYsWKFXjzzTdx8OBBJCcnY+bMmVCpVB6IunFd164HGkjObdGdP4fcGdNtlmlsRQN7n35vDUsytQae3pK0qfbXTLrB6hp733t3f0Y83Zf2aCxGhVSIu+KjvCJGIqJrldeO4Kanp+P48eNYt24dFAoFFAoFHnjgAXz88cd48MEHLcpu3rwZEyZMwPXXXw8AePjhh/HJJ5/gp59+wtixYz0RfoMufLAaMNpe8aAh5XtToc46Bnlcww/+NLSigb1Pvzuy3BFHo2zz9JakTbVf/wc+e9/77eln3P4Z8XRf2qOhGP1FAtzSXoA7hvTjtx5ERB7ktQluZmYmoqKiEBx8dWvQ+Ph4nD59GpWVlQgMDLQoO2bMGPNroVCIuLg4pKenO5TgmkymBkd91Wq1xe/Ndf4/i5t1nUFZhnMr/g8d3lpms5y0Sxv0fvufFseaGsX+395Mu5Y7+t/eDCwb19++gJvBWX3sDboES/H22D4Wx9z5bUJj7dfvY3vf++d3/emxz4in+9IedWNUq9XIy8vzic+xt/Klfyu8FfvYtdi/LWMymSAQNL1tltcmuEqlEkFBlg9l1Sa7ZWVlFgmuUqm0SIRry5aVlTnUpk6nQ1ZWVqPn8/LyHKqvPqPGdpJgS9m5c7hsI7bmOnepxK5yZy+V2OwbZ2lpH1PTavvY3ve+XGXfP8Lu+oy0Bvwcux772PXYx67F/m0+qdT2Q76AFye4QE2W7oqyjZFIJIiJibE6Xjsq07lzZ8jlzV9uK0smhVFje9exxoRGRaFDXFyz225M1Ak1cKa8yXLXtWuDOBe0X8tZfUyNq9/H9r73Qf5yFKma3qTE1Z+R1oCfY9djH7se+9i12L8tc+rUKbvKeW2CGxYWBqVSaXFMqVRCIBAgLMxyqaPQ0NAGy3bv3t2hNgUCAfz9/Rs9L5fLbZ5vSocX/oWz8+c6fJ0oJBRRKXMgb0HbjZkzoje2Z56z+RV0qFyK2SN6t+je7dXSPqam1faxve/963f0x4zNh7zmM9Ia8HPseuxj12Mfuxb7t3nsmZ4AePEqCr1790ZhYSFKS0vNx9LT0xETE4OAgACrspmZmebXBoMBx44dMz905i0in3gKAlnj27g2Jih5ZKMPmLVU7XJHtnC5I99k73s/LiGanxEiImpVvDbB7dWrFxISEvD222+jsrISOTk5WLduHaZOnQoAuO2223D48GEAwNSpU7F9+3YcPXoUarUaq1evhlQqxYgRIzx4Bw3rc/y03UmuQCpF0Mhb0HXNJy6NqTUsyUSuYe9731g5qUiIm3tE8DNCRERexWunKADA8uXL8eKLL2LYsGEIDAzElClT8M9/1qwScPr0afPT1MOHD8fcuXMxe/ZslJSUICEhAe+//z78/BwfLXU1abt2SCypRNHqlTj375dgLG98DqRJq0VV2mHkzpiOrms/gVAmc0lMrWFJJnINe997mViE9fcmYdzan7Av5wK0hprl7rQGI44UlGLahgPcEISIiLyGVye4ERER+OCDDxo8l52dbfH6n//8pzn5bQ0iHp+FoqX/tZngAjVLhJVt34pcADGfbnZpTPGRIVg9ebBL2yDvZM97P23DAfxwotDqeO1mD8ABbLn/JhdFSEREZD+vnaLg60p3fgld4Tm7y9du9kDkCY5sCEJERORpTHA95Ny/XnSovEFZhgurV7goGiLbVh7Itmuzh5UHjrspIiIiosYxwfUQg9rx3ZgMFU2vRUrkChUanV3lyu0sR0RE5EpMcD1EJHd87TuRQuGCSIiappBJ7CoXZGc5IiIiV2KC6yFRr7zqUHlRSCjCH09xUTREtqUk9bRaIqy+ULkUs5J6uikiIiKixjHB9ZCwf9wFSWQHu8u7crMHoqZwQxAiImpNmOB6UO8jGZBERtksIwoJRej4iS7f7IGoKdwQhIiIWguvXgfX14mDgtD35BmU7dqJsy8vhEGlgkAkgqxrDCRt2kCkUCD88RSO3JJX4IYgRETUWjDB9QKhd9yJ0Dvu9HQYRHbhhiBEROTtmOASkc/LLFRixYHjqNDooJBJkMJRZyIin8YEl4h8lkZvwLQNB5B6sshio4ov/jqDkd0jsP7eJMjEIg9GSERErsCHzIjIZ03bcABb/8632oWtTK3F1r/zMW3DAQ9FRkRErsQEl4h8UkZhGVJPFtksk3qyCJmFSvcEREREbsMEl4h80soD2VYjt/WVqbVYeeC4myIiIiJ3YYJLRD6pQqOzq1y5neWIiKj1YIJLRD5JIZPYVS7IznJERNR6MMElIp+UktTTate1+kLlUsxK6ummiIiIyF24TJgHHJ43F2eX/watMRQGiGGCFICggZImQAqgrRySLgqI/CUwVOpgOKuGSaWDSa0H5EKIgvwQ8/Jt0AwRQqfXQCKWIS5yKEIDIlBWVYSj+Xtw4egJ6DdfAFRGiAIlaPNAb9wwagIA4Gj+Hlz6Owf6zRdgrNRBFCiBeEokBo4cj05te1tF1diaomVVRcgqPGgVAwCLc0aTAVp9NSo1pTABaBPQAT3bW2/zaqs+d6htv6paiQpNGRSyUAT4hbg9Dm/TWtaUjY8MQXJMBLal5zdaZmT3CK+MnYiIWoYJrhtdzjuNn7pPh8oYCSDavou0AM5roTtfggZnCqoMMJRU4fgDW2FqK4L+4w5AoBCnL/0NsUACtaoColcvQZhWDWGFEQBgAnAp9Rfs6n8EhvltIHqzBMK0aggqjBBeOa9NvYz9/f8P0le6YPyQZyAV+zW6puiXf5/G7GFF6BRcDq1BbT6eV5yOiKAugECAosu50OrVaEhldSnyS44hUBiJHsbuMBj12J+9CYWXcyyuyStOR2RwNwyPnQKR0HUf3dr2zytPQWeoNh8vV1+qieNSOiJDXB+Ht2mNa8p+el9SgzGHyqXmmImIyPdcO/87e4G9sdOhMl7nkroFAATFBojvPw/91uugM1RDh2qIXr0E0T6VdfkKI0T7VBBkaiAsNjR6XvvyaWxfshR3D1poXlO0vsnxuYgMrIC2XjVavRr5pcfsit8EIyqM5/Bb3pcQiUQ4U5JhVUarV+NMSQb2Z29Cctx9dtXbHPuzNzXYvjkOg3vi8DaNvf+1a8oCB7Dl/pvcH5gNMrEIW+6/CZmFSqw8cBzlGh2CZBLM8tJRZyIicg4muG7yx9OzodK3d3k7gmIDcKAKSAoAcrUQplU3Xd4GYVo1VCeK8XPo7w2uKRqlqEbPdlUtirmu88qTEAptjwIWXs5BWVWRS6YJlFUWofByjl1lXRmHt3FkTVlvTBzjI0OwevJgT4dBRERuwofM3KRozW9X5tq6lgCA+D0lAEC0rQKCK9MSbJW3eb7CCNHWCqSf+77BNUVHditFoMx2G44wQg+9UWOzjFavRlbhIae1WVdW0cFGp1K4Mw5vwzVliYioNWGC6yZGgxvnJmpMNb+rnJR4qowA9A2e8hPbHgF2FZ3e9sh08+u1nVy7Kw5vwzVliYioNWGC6yZCkRsTQdmVcVl/J729/kI0NpulWu+Zh4okYj8X1Svziji8DdeUJSKi1oQJrptEzhwCAWx/xesMJgD6x0IAAIaJCpgUtt9iU1P1KYQwTFSgT9StDa4p+mNOGCo1zvsYCSGGWGg7yZSK5YiLHOK0NuuKixwKqVhuV1lXxuFtuKYsERG1Jkxw3STx7aXwF19yeTumdqKaB8wAoIsUxv62RxhNbW2PwBoH+MG/R1sk9RiI5Bjrh6nOV/jheHFAs+Otr0NId0SFdrdZJjI4xmUPdoUGRCAyuJtdZV0Zh7epXVPWFq4pS0RE3oIJrhuNyP4Y/sKzAJw/XcEEwNhOBP1HHQAAEpEf5GIFDC+0g+Emf6uRXJNCCMMIf+g/7mDzvPRfXXDXgLkAatYUndgn2mok7/OMriisDIdUZDnyKRXLER0Wj+g28U2OigogRJAwCoM6j8fw2Cno1Ka31TVSsRyd2iRgeOw9dvdLc9S2LxE1/MOBVOSeOLxNY+9/qFyKiX2iuaYsERF5DS4T5kbBnbvgzso9ONh/MEpO+ENjtZNZ7a9aJsvXYgEEQRLAXwSo9Vd3MguWo/tLt6N6iAA6fTUkYj/ERQ65upPZqh9x4Wg29Fuu7mTW9oEE3DByPADgz+gfcD4tHcYvymoeKPOvmZYg7BKA9m06mzczaGpN0Zqdvw5ZxQDA4pzRZLyyk1kJAAHCruxkdj6vGCKhGCKhGMlx99msz5Xqt19VXXZlJ7OwKzuZuScOb8M1ZYmIqLVggutmuTOmQ3YmHR3qTDMt1AxGpbFjA6XrLeKlN8FUqkXH5EG4cctsu9oLDYhActy9QByAqQ2XEQgE0HcWAs+0sThuhK7BDQ0aW1M0NCACQ2PGNxpHY+cAQKVS4TyKHbrG1TzdvrfimrJEROTtOEXBjVSZGbi890eLYxpDEFRGxzaAuJCaAWVmgVNismdjg9oNDYiIiIhaAya4bnTxvZUwKpUWx5SGGBjh2NJU2rIqnFi52ykx2bOxwbW0oQERERG1fkxw3chQUWl1zGhq3iwRXbl9u201WY+dGxtcKxsaEBERUevHBNeNRIpAq2NCQcM7hDVFEmTfWq1N1mPnxgbXyoYGRERE1PoxwXWj9jNTIAwJsTgWIjoJIRzbHlYaGoAes0Y7JSZ7Nja4ljY0ICIiotaPCa4b+feKR/CIkRbHZKIK+AsvOlRP+MjeCIlvaNUFx9mzscG1tKEBERERtX5McN2s69r1CLlrPIyBV0dNw6W/I1BY0MBIruVGutLQAHScOAhD1z/p1Jg8vbECERERkTNxHVw3E8pk6P7p51BnHUP+ijdRln4Yguw8hEsPQ2dQoNwUB5PID5IwBdrEBUOjuPI6SI4es0Y7beS2Lk9vrEBERETkTExwPUQe1wux73zk6TAscGMDIiIi8gVMcD1EdSwTF99dAUNFJUSKQLSfmQL/XvFNnnM1ZWYBTqzYDV2FGhKFHD1SakaNGztORERE5G2Y4LqZUaNB7ozpKN+bCoOyzHy8dNtWKG68CQBQ8fM+q3NBI0ai69pPIJQ5timEvQwaHQ5OW4ULqRnQllWZj5/5/FeIA2TQV1VDp1SZj+d/8SvCR/bG0PVPQiSTuCQmIiIiouZggutmuTOmo2z7VqvjBmUZlF9tb/Aag7IMZdu3IhdAzKebXRLXwWmrULD1N6vjOmUVdMoqq+PasioUbP0NBwHcuGW2S2IiIiIiag6uouBGqswMlO9Nbfb15XtToc465sSIaigz8nEhNaNZ115IzYAys8DJERERERE1HxNcN7r43kqLqQeOMijLcGH1CidGVOPEyu8tpiU4QltWhRMrdzs5IiIiIqLmY4LrRoaKSifUUeGESCzpKtQtu768ZdcTERERORMTXDcSKQKdUIfCCZFYkihsb9Xb5PVBLbueiIiIyJmY4LpR+5kpEIWENvt6UUgowh9PcWJENXqkjIY0NKBZ10pDA9Bj1mgnR0RERETUfExw3ci/VzyCRiQ3+/qg5JGQx/VyYkQ1QuI7Ijy5eevsho/szfVwiYiIyKswwXWzrmvXI/SuiVYjuaKQUITcOR4h/7irwXOh4yei65pPXBbX0E9noePEQVYjuZKQAMijwiAJ8bc4Lg0NQMeJgzB0/ZMui4mIiIioObgOrpsJZTLEfLoZ6qxjuLB6BQwVFRApFAh/PMU8OmvrnKuIZBLcuGV2zY5lK3dDV66GJEiOHrPq7GTWwHEiIiIib8ME10Pkcb3Qeflqh8+5Wkh8Rwxc/bDdx4mIiIi8jddOUVAqlZg9ezaGDh2KpKQkLFq0CNXV1Q2W3bZtG3r27ImEhASLX3///beboyYiIiIiT/PaEdwXX3wRWq0Wu3btgk6nw9NPP4233noLL7zwQoPlb7jhBqxfv97NURIRERGRt/HKBLe4uBh79uzBl19+ibCwMADAE088gaeffhoLFiyARCLxcISuoTqWiYvvroChohIiRSDaz0yBf6/mrW5QnzKzACdW7IauQg2JQo4eKZxDS0RERL7JKxPcrKwsiEQixMbGmo/Fx8dDpVIhNzfX4nitwsJCPPjgg8jIyEBQUBCeeuopjBs3zqF2TSYTVCqV1XG1Wm3xu7MZNRqcfeIRVP28F0al0ny8ZNsXCLhxBK575wMIZbJm1W3Q6HD44Q9QvDcLOuXVezvz+SG0HRGHxDWPQCTz/A8Mru5jYh+7A/vY9djHrsc+di32b8uYTCYIBIImy3llgqtUKhEYGGhxA8HBwQCAsrIyq/JhYWHo3Lkz5s6di5iYGPzwww+YP38+2rdvjyFDhtjdrk6nQ1ZWVqPn8/Ly7L8JBxhfeh7Yl2p9XKlExVfbkVVeDuHiJc2q+9xzO1GZesLquE6pQuH2I/ipvAJRr9/ZrLpdwVV9TFexj12Pfex67GPXYx+7Fvu3+aRSaZNlPJbg7tixA/Pnz2/w3Jw5c2Aymeyua8SIERgxYoT59dixY/HDDz9g27ZtDiW4EokEMTExVsfVajXy8vLQuXNnyOXO3Za2OisTp/9Kg9FGGeHRNHQRAH494xyq+3LmWeSmnbVZRpN2FlEIQlBclEN1O5sr+5hqsI9dj33seuxj12Mfuxb7t2VOnTplVzmPJbjjxo1rdArBL7/8gsrKShgMBohEIgA1o7oA0KZNG7vqj4qKQkZGhkMxCQQC+Pv7N3peLpfbPN8cFz9eazEtoSHGy0qUf7QGYQ4uHZaxdr/FtISG6JQq5K/Z5zVLgLmij8kS+9j12Meuxz52Pfaxa7F/m8ee6QmAly4TFhcXB5PJhOPHj5uPpaenIygoCF26dLEqv3HjRnzzzTcWx3JyctCxo/c/RGWoqLSzXIXDdesq7JvfoyvnPCAiIiLyHV6Z4IaFhWH06NH43//+h9LSUhQVFWHVqlWYNGkSxOKaQef777/fnNRqtVr8+9//Rnp6OnQ6HXbt2oX9+/djypQpnrwNu4gUgXaWUzhct0Rh31cfkiB+RUJERES+wysfMgOAxYsX4+WXX8aoUaMgkUhwxx13YM6cOebzBQUFuHz5MgBg+vTpqKqqwtNPP41Lly7huuuuw6pVq9C7d29PhW+39jNTULptKwxK64fnaolCQhH+eIrDdfdIGY38L36Ftqyq0TLS0AD0mDXa4bqJiIiIvJXXJrgKhQJLly5t9Hxq6tVVBwQCAZ544gk88cQT7gjNqfx7xSNoRDLKtm9rtExQ8kjI43o5XHdIfEeEJ8ejYNvvjZYJH9mb6+ESERGRT/HKKQrXmq5r1yP0rokQhYRaHBeFhCJ0/ER0XfNJs+se+uksdJw4CNLQAIvj0tAAdJw4CEPXP9nsuomIiIi8kdeO4F5LhDIZYj7dDHXWMVxYvQKGigqIFAqEP57SrJHbukQyCW7cMrtmJ7OVu6ErV0MSJEePWdzJjIiIiHwTE1wvIo/rhc4OLgVmr5D4jl6zFBgRERGRKzHB9YCjHy1B9awXoTUocEnbBxq0AyAynxcIdfC/4SKqnoiFrnM4RAdUEL5fBlSbIBCJIO0cBEV4W6hU5TCY9BBLJQhrex06zbwRZ0NPQ6fXQCKWIS5yKAAgq/CgxbHQgAgAQFlVUYPn6h6v1lWhoroEBqMOOoMWIqEEUrEMYQEd0Df6ZnNd9eszmgwAAKFA1Gjd9eNpjrKqIhzN34PSqvMwAWhTLy5nt+cpmYVKvLL7L/x5vhQCAP2iwvDSrdcjPjLE06ERERF5HSa4blRRfB7psZ0hqgaKqgdDhSg0NA3aZJSh6rfrIPitBFKpEkbt1S3pTNBBc74aGlw0H9MAqEIB8rf+BmN/PxheaAtIBTh54TAEJsBYZ5+0vOJ0RAR3BUwmFJWfhlZ/dQ3c05f+hkQohd6og9bQ8Nq4eqMWGn0VKqpLkV96DB1DeyKpx9345eQXKLycY1FfXY3VnVecjsjgbkjs6Nh2wQajHvuOf4aCsuMwma7eX2V1KQpKjiEqLBYCgRBFl3MtYqptb3jsFIiE3v/x1+gN+Of6n/H1sbPQGa/u7pdTUokdGWdxR3wUNtx3I2RikY1aiIiIri3e/z+8D0kf0AsSjRGF2sFQoan5rwKYIAe0gH17dgCCCiNE+1QAimFY3A4mkxH1NzzW6tXIL8ls8HqdoRo6Q7WdrQEmkxH5pcew/chSqHTlNss2VrdWr8aZkgwYDAaEwv5l3fZnb0J+6bEGzxlhREFpVoPnatvbn70JyXH32d2ep0zbcADbMwoaPKczGvFlegGmbTiALfff5ObIiIiIvBdXUXCTP9e+BnFJJTSGIFQaw13aljCtGjitdWkbdTWV3NrjQsVpVBsu21W2rLII58pOtKi9wss5KKsqalEdrpZRWIbvj59vstwP2eeRWah0fUBEREStBBNcN6l6azkEAJSGGADSpoq3iKDCCNFWx7f29SSdoRrFhlN2lc0qOgi9sWUJvFavRlbhoRbV4WorD2SjQqtvsly5Ro+VB443WY6IiOhawQTXTQQaHQDAaHLTrBCVsekyXsZo0tlVTqfXOKU9nd7+6RieUKGxrz8AoNyBskRERL6OCa6bmGQSAIBQ0PSInFP4t763ViiQ2FVOIpY5pT2J2M8p9biKQmZffwBAkANliYiIfF3ry4JaqcAFs2ECECI6CcC182NNCiEMExUubcPZJCI/tBXF2FU2LnIoxMKWTfOQiuWIixzSojpcLSWpJxTSpkf8g2RizErq6YaIiIiIWgcmuG7S94HnoW8TCJmoAoHCCy5tyzjAD+ji2nm+dflLglpcR7iiC/xEwXaVDQ2IQFRojxa1Fxkc4/Xr4cZHhuCW2A5NlrsltgPXwyUiIqqDCa4bJRw5Bp1MiHDp7/BHAQBb82RNEEANgVRrtdRXo1cohDCM8IdhUVsAgEAghLDeWywVyxHdJh7RYb0gFcstzklEfvCXBEEqsjzeGIFAiOiweNw1YC46teltVZ89dUvFcnRqk4BBncfb1Wat4bFTEB3WCwKB9UdYCCE6hsUhuk28VUy17Q2Pvceh9jzl0/uScFfvjpAIrReLkwiFGJ/QEevvTfJAZERERN6L6+C6kaJtBwwt0eLox28g4slFje9kJtLCP/ESqp7sCV2n9hAdUEHwfhmgqbOTWft2UKkvw2A01Oxk1i6qZiezkDzo9NWQiP3MX8FnFR6yOGa5y5f1ubrHq3UqVFQXw2DUQ2fQ1NnJLAp9o0eZ60qOu8/iOuOVzReEAmGjddc9rlKpHOpLkVCMkb2mX9nJ7EeUVp0DILiyw9qoJu+xtZCJRdj64AhkFiqx+Pu/8Oe5mp3M+nInMyIiokYxwfWAvvcvAO5fYP8FSQCes69oNPpZHRsa0/DoaGhARIPnGjveFHuua27dtupLjrvXbe15SnxkCDZzMwciIiK7cIoCEREREfkUJrhERERE5FM4RcEDyqqK8NdPHwGrN0F68jyEehOkfoGQdo9BCSQo03WFQOKPsLbXIWHueITEd3RZHFmFB6HTayARyxAXORQArI61pjmrRERERExw3chg1GPf3x/DNP8tBP6eA6H+6ioKOtNlnD0ZBZVRASNKAJSgCgU4u+0PRN3cD8M+TYHISYv5G4x67M/ehMLLOdDq1ebjJy8chsAEGOus7pBXnI7I4G4YHjsFIiE/LkREROT9OEXBjfZnb4LxubcRdPCkRXILABe0A1Fp7AgjLHfpMpXrcXbbHzg4bZVT4zhTkmGR3AKAyWS0SG4BQKtX40xJBvZnb3Ja+0RERESuxATXTcoqi3Ap7QAC0/KszmkMQVAZ29u8vvDHv6HMLHBKHIWXcxy+rvByDsqqilrcPhEREZGrMcF1k6yigwje/jtEKuttepWGGKuR2/r0SjVOrNztlDjqj9zaQ6tXI6vwUIvbJyIiInI1JrhuotNrIFRbJ7cAYDTZN7dVV+54YtpQHM2/trrF7RMRERG5GhNcN5GIZTDKpQ2eEwr09tURZN8Wuk3F0fxr/VrcPhEREZGrMcF1k7jIoVCOHwiDv3WSGyI6CSFsj6yKQ+ToMWu0U+KQih1PlKViuXnrXyIiIiJvxgTXTUIDItC+XxIq+3eyOicTVcBfeNHm9ZGj+jhlPdzQgAhEBndz+LrI4Biuh0tEREStAhNcNxoeOwXC159B+dDuMIotuz5c+jsChQVWI7mCIDGumzgQQ9c/6dQ4OrXpbTWSKxAIIaz3kZCK5ejUJgHDY+9xWvtERERErsSV+91IJBRjZN8ZKPtyLP766WPg3Y2QnjgPoR6Q+gWga3d/lKAaZbqomp3M2kUhYY7zdzITCcVIjrvvyk5mh6DTV0Mi9jNPQah/jCO3RERE1JowwfWA0IAIjLhjAXDHAo/HMTRmvNXxho4RERERtRacokBEREREPoUJLhERERH5FCa4RERERORTmOASERERkU9hgktEREREPoWrKHgB1bFMXHx3BQwVlRApAtF+Zgr8e8V7OiwiIiKiVokJrgcZNRrkzpiO8r2pMCjLzMdLt21F0IiR6Lr2EwhlMg9GSERERNT6MMH1oNwZ01G2favVcYOyDGXbtyIXQMynm90fGBEREVErxjm4HqLKzED53lSbZcr3pkKddcxNERERERH5Bia4HnLxvZUW0xIaYlCW4cLqFW6KiIiIiMg3MMH1EENFpZ3lKlwcCREREZFvYYLrISJFoJ3lFC6OhIiIiMi3MMH1kPYzUyAKCbVZRhQSivDHU9wUEREREZFvYILrIf694hE0ItlmmaDkkZDH9XJTRERERES+gcuEeVDXteuRC4HVOriikFAEJY9E1zWfeDA6IiIiotaJCa4HCWUyxHy6GeqsY7iwegUMFRUQKRQIfzyFI7dEREREzcQE1wvI43qh8/LVng6DiIiIyCdwDi4RERER+RSHEtzCwkJ88803SEtLa/D8Sy+95JSgiIiIiIiay+4E9+DBg7j99tsxd+5c3HvvvXj88cdRXV1tUWbHjh1OD5CIiIiIyBF2z8FdtmwZpk+fjsceewz5+flYsGABnnzySbz//vsQiUQAAJPJ5LJAfcnxqRNR8dUOqA0KXDZ0R5UhDEYE1ylhghBqyPzUEA2Iw8l7O0HbSQqhQIqRsaNwQ+fu5pL5f/yJI29tRHV5BSAXQHRPe4TGRyPALwQhRSHIXvEdqi+Xw+hngvCecET07YGu7frinPIEdHoNJGIZokJ6IPfSUZRUnYcAQFhAB/SNvhnny/2w4sBxVGh0UMgkSEnqifjIEHPbZVVFyCo8aK4nLnIoQgMiHO6PsqoipBfsR4nmEqryc5DQcbhVPc5qy5dkFiptvj9ERETXKrsT3NzcXKxfvx5SqRRxcXHYsGED7r77brz55pt4/vnnAQACgcCpwaWnp2Pu3LkIDQ3Fli1bbJb95JNPsGHDBly6dAmxsbFYtGgRevfu7dR4WqryeBayEhNgNAlxQTsYlcb2AGQNljUiEOrqQOCXYkQdPA/9UAX0/wrH77nrsOd4Ozw+5EH8eM8rqP71IgQVRvN1utTLKOqbDwAQHtWYzwkAGPdW4mz/czjzQjogvfpenSj63aLtiupS5F7KROZFBdb9HgW9sWag/4u/zmBk9wh8NHUwfsv5HIWXc6DVq83X5RWnIzK4G4bHToFI2PRHy2DUY3/2Jot6LhcX4Kwyy1wPAKsyzWnLl2j0BkzbcACpJ4tQptaaj9e+P+vvTYJMLPJghERERJ5l9xQFmUwGtfpqgqFQKPDOO+/gyy+/xJdffgnAuSO4O3fuREpKCjp16tRk2dTUVKxYsQJvvvkmDh48iOTkZMycORMqlcpp8ThDVmICAOCCdiAqjR3RWHJbn9EkhfAXDUSvFiNAakRk4AVsv+tZaH4oskhuAUBQYYToZzVEP6sbPrdPBdGrxU22KRKa0CeiHI8MOGs+VqbWYuvf+ViW+g7OlGRYJJwAoNWrcaYkA/uzN9l1X/uzNzVZjz1lrjXTNhzA1r/zLZJb4Or7M23DAQ9FRkRE5B3sTnBvuOEGLF68GMXFV5OjLl26YNmyZfj3v/+Njz/+2KkjuBqNBps3b8b111/fZNnNmzdjwoQJuP766+Hn54eHH34YAPDTTz85LZ6WOn7PeACAxhAElbF9s+oQ/V4FnNYCuVpI/mx+8i5Mq66pxw5x7SsQqbg61zpKUY0g6SWb1xRezkFZVZHNMmWVRSi8nGOzzLmykzhXdqLFbfmSjMIypJ60fb+pJ4uQWah0T0BEREReyO7vdp955hk8+OCDWLp0Kf7zn/+Yjw8ZMgTvvvsuFixYAK3WvqTJHpMnT7a7bGZmJsaMGWN+LRQKERcXh/T0dIwdO9buekwmU4OjvrUj13VHsB1V8fVXAAClIQZGO0durQMRQLS1AgCsRmcdIagwQrS1AoZn2jRZNkAK3Ny1FOv/6gAAGNmtFAFS221r9WqkF+xHYvQdjZZJP7vfalS2Pr1R02R89rTlS/63N9Nq5La+MrUW/9ubgWXj+lscd8bnmGxjH7se+9j12Meuxf5tGZPJZNeAqt0JblRUFHbt2oVLl6xH7wYOHIivv/4ae/bscSxKJ1EqlQgODrY4FhwcjLKyskauaJhOp0NWVlaj5/Py8poTngWjqYXzRVXNT2ybW4+f2Fjnzwa7rikpvYSsqsb7skRjexTYEU215UvOXSqxq9zZSyWNfpad8Tkm29jHrsc+dj32sWuxf5tPKpU2WcahbEsqlSIqKqrBc/7+/rjzzjvtrmvHjh2YP39+g+eWLFmCCRMmOBKaU+b/SiQSxMTEWB1Xq9XIy8tD586dIZfLm1V35pXfhQJ9CyIE4O+kvTkcqKdaL6zzZ/seXmoT1g5x0XGNnq/Kz8Hl4gK7Y2hJW74k6oQaOFPeZLnr2rVBXJxlnzjjc0y2sY9dj33seuxj12L/tsypU6fsKuexx8/HjRuHcePGOaWu0NBQKJVKi2NKpRLdu3dv+IJGCAQC+Pv7N3peLpfbPG+L4h/jUPHVDoSITqLScF3zpinITTBMVAAAhHtVzZ6mYFIIzfU0pUoL7MkNM7/+MScMN0RdtjlNQSqWI6HjcJt9ldBxOM4qs2xOUxALZQBM0Bsb/0renrZ8yZwRvbE985zNaQqhcilmj+jdaJ+05HNM9mEfux772PXYx67F/m0ee5/38omtenv37o3MzEzza4PBgGPHjtn1gJq79Ny4FQAgE1XAX3ixWXUYBgUAXaRAFyl0fZv/l8I4wK+mHjscuxiEwgo/8+vzFX4o17azeU1kcEyTa9SGBkQgMribzTJRoT0QFdqjxW35kvjIECTH2L7fkd0juB4uERFd01ptgnvbbbfh8OHDAICpU6di+/btOHr0KNRqNVavXg2pVIoRI0Z4Nsh64g6nAwDCpb8jUFgAoOmHqABAKNDCmCSDYVFbVGmFKKwMx107/gvZLREwKSzfQpNCCMNwOQw3yhs+N8IfhkVtm2zTYBTg78IgrDlydUpKqFyKiX2i8fTIJ9CpTW9IxZZfrUjFcnRqk4DhsffYdV/DY6c0WY89Za41n96XhIl9ohEqt/whpfb9WX9vkociIyIi8g5eu0L+6NGjcf78eRgMBhiNRiQk1Kwh+9133yEqKgqnT582r3gwfPhwzJ07F7Nnz0ZJSQkSEhLw/vvvw8/Pz1YTbhfYMw43VOqR/c+7Idy5zb6dzBLjcPLeztBGSyDUSTEqdhQSr+xkNvG7/0P+4T9x5K1N0FyugEkOiO9pj9D4TgjwC0FoUSiOr/wW1Zcvw+hngujuCHSw2MmsGhKxn3kns9Kq8wBMCAuIQt/oURhc7gc1jqNco0OQTIJZdXbKSo6778ruYofM9cRFDnFoNFUkFJvrSS/Yj5LSS2gT1s5qJzNntOVLZGIRttx/EzILlVh5oOH3h4iI6FomMDXj6aytW7di+/btOH/+PH788UdotVp89NFHePTRR10Ro1ukp9eMrtYm0nWpVCpkZWUhLi6O82VchH3seuxj12Mfux772PXYx67F/m0ZW/laXQ5PUVi/fj1ee+019OjRw7xkWFlZGT777DO8//77zQiViIiIiMh5HE5wP/30U7zzzjt48cUXzU+yhYeHY8WKFdi06drbNpWIiIiIvIvDCW5RUREGDRpkdTw+Pr7BTSCIiIiIiNzJ4QS3ffv2yM/PtzqekZFhtZsYEREREZG7OZzg3nzzzZg9ezb27t0Lk8mEzMxMbN68GSkpKRg7dqwrYiQiIiIispvDy4TNmTMHL774Ip544gkYjUZMnDgRYrEYd999N+bNm+eKGImIiIiI7OZwgiuVSvHGG29g4cKFOHPmDGQyGaKjo7mfMhERERF5BYcT3AkTJmDbtm0IDg5Gnz59XBETXVGzucFB6PQaSMQyxEUOvWY3N3AF9i8REZFvcjjB1Wg0OHHiBHr06OGKeAiAwajH/uxNKLycA61ebT6eV5yOyOBuGB47BSKh125C5/XYv0RERL7N4f/F7777bsyZMwdJSUno2LEjJBKJ+ZxAIMDdd9/t1ACvRfuzN+FMSYbVca1ejTMlGdifvQnJcfd5IDLfwP4lIiLybQ4nuEuWLAEA5OTkWJ1jgttyZZVFKLxs3bd1FV7OQVlVEb9Obwb2LxERke9zOME9fvy4K+KgK7KKDlp8bd4QrV6NrMJDGBoz3k1R+Q72LxERke9zeB1cci2dXmNnuWoXR+Kb2L9ERES+z+ER3J49e0IgEDR6Pisrq0UBXeskYpmd5fxcHIlvYv8SERH5PocT3JdfftkiwTUYDDh9+jT27duHJ554wqnBXYviIocirzjd5tfoUrEccZFD3BiV72D/EhER+T6HE9ypU6c2ePzWW2/F5s2bMX485y22RGhABCKDuzX4lH+tyOAYPgDVTOxfIiIi3+e0Obg33HAD9u3b56zqrmnDY6egU5vekIotd4eTiuXo1CYBw2Pv8VBkvoH9S0RE5Nuctpr9jz/+CLGYi+M7g0goRnLcfVd22joEnb4aErEf4iKHcGTRCdi/REREvs3hjDQpKcnqWHV1NaqqqhqdvkDNExoQwaWqXIj9S0RE5JscTnCnTJlidUwmk6Fbt24YOXKkU4IiIiIiImouhxPcAQMGYMgQ6yfMq6ur8fXXX2Ps2LFOCYyIiIiIqDkcfshs5syZDR6vrq7GokWLWhwQEREREVFL2D2C+/nnn+OLL76AVqttcJrCxYsXERQU5NTgiIiIiIgcZXeCO3z4cFRXVyM9PR1dunSxOt+rVy+MGzfOqcERERERETnK7gQ3PDwc06ZNQ2FhIebPn99gmRMnTjgtMCIiIiKi5nB4Dm5tcms0GqHVas2/8vLyuEwYEREREXmcw6soFBQU4Nlnn0VGRgYMBoPFue7duzstMCIiIiKi5nB4BPff//43/P398cILL0AkEuHf//43Jk6ciH79+uHTTz91RYxERERERHZzOMH966+/sGzZMkyZMgUikQiTJk3Cq6++irFjx2LNmjWuiJGIiIiIyG4OJ7gajQYKhaLmYqEQGo0GADBu3Dhs27bNudERERERETnI4QS3R48e+PDDD2EwGHDdddfh22+/BQCUlpZCrVY7PUBfpDqWibynZiLnwfuQ99RMqI5lejokIiIiIp/h8ENms2bNwhNPPIFJkyZhypQpWLhwIdasWYOioiLceOONrojRZxg1GuTOmI7yvakwKMvMx0u3bUXQiJHouvYTCGUyD0ZIRERE1Po5nOAOHz4cP/30E4KCgnDvvfciMDAQaWlp6NSpE5cJa0LujOko277V6rhBWYay7VuRCyDm083uD4yIiIjIhzic4AJAu3btAAB6vR7jxo3jDmZ2UGVmoHxvqs0y5XtToc46BnlcLzdFRUREROR7HJ6DazQasXz5ciQnJ6N///4AALVajZdffhlardbpAfqKi++ttJiW0BCDsgwXVq9wU0REREREvsnhEdwVK1Zg27ZtuP/++/G///0PAKBSqXD06FEsW7YMzz77rLNj9AmGikrznzUGBUp0vaAxhQIARKiGHn4QQIC8d/Jxft8t6HBTN7SfmQL/XvF21V9WVYSj+XtQWnUeJgBtAjqgb/TNOF/uhxUHjqNCo4NCJsGMG9pAp0+HTq+BRCxDXORQhAZEuOKWiYiIiDzC4QR3x44dWL16NXr16oVly5YBANq0aYP/+7//w/Tp05ngNkKkCITRJESRZiCqTB0AiMzn9FBcLWgC8jJMKMg4j85bRqDNzbYfPjMY9dh3/DMUlB2HyWQ0H6+sLkXupUxkXgzCut87AAAeGXAWv+dWIUB6tVxecToig7theOwUiITNmrFCRERE5FUcnqJQWlqKXr2s54h26tQJly9fdkpQvqj9zBRc0A5Elakj6ia3DRPAgADkXRpS8/DZjOmNltyfvQn5pccskttaIqEJfSIu45EBZ/HIgLNIvK7CIrkFAK1ejTMlGdifvakZd0VERETkfRxOcDt06ICsrCwAgMlkMh8/ePCg+eEzsnbs0TmoNIY7dI0B/qjQRZgfPquvrLII58pONFlPfHgl4tpX2CxTeDkHZVVFDsVHRERE5I0cTnDvvPNOPPnkk9iwYQNMJhO+//57LF26FHPnzsWkSZNcEaNPKPpdCUDq4FUClBj6NPrwWVbRQeiNTT/YJ5eYENBE01q9GlmFhxyMj4iIiMj7ODzp8rHHHoNWq8Xy5cuh0+nw1FNPoW3btpg5cyYefPBBV8ToE4ym5s1vNZlqpjMYKqxHYHV6TYtisq6v2qn1EREREXmCw1mXQCDAU089hZSUFJSWlkImkyEwMNAVsfkUoUDfrOsEAgMAQKRQWJ2TiJ2765lE7OfU+oiIiIg8we4pCnPmzLF4LRAIsGnTJia3dooYHAbA0XWCTWgj+huikFCEP55idTYucijEwqanPah1AlQ10bRULEdc5BAH4yMiIiLyPnYnuKmp1rtwvf/++04Nxpcl7v8OgcILDl0jggoKSRGCkkc2uLtZaEAEokJ7NFlPxgUFsi5ZjwDXFRkcw/VwiYiIyCfYneDWXTHB1jFq3I2HliFAUADA0ERJE0SoQud2hxA6fiK6rvmk0ZLDY6cgOqwXBALrt9JgFOCvomCsORKFDw5fh8NnFajSWpaTiuXo1CYBw2PvacYdEREREXkfu+fgCgQCu45R40ITB2Cc/gCO3HQ7zv5SXmcnMzX0kEMAAQRCE6J6adDhphiEP76vwZHbukRCMUb2mn5lJ7MfUVp1DoAAYQEd0Dd6FAaX+6HadBzlGh0MolgM6toGWn0GdPpqSMR+iIscwpFbIiIi8incusoDBuz7FgOcXGdoQASS4+5t4DiwevLgeke7O7l1IiIiIu/h8Dq4RERERETezO4RXJ1Oh3nz5jV57O2333ZOZEREREREzWB3gjtgwABcvHixyWNERERERJ5kd4K7fv16V8ZBREREROQUXj0HNz09Hbfccgvuvvtum+VWrFiBuLg4JCQkWPwqLi52U6RERERE5C28dhWFnTt3YunSpYiJiUF5eXmT5ceNG4fXX3/dDZERERERkTfz2gRXo9Fg8+bN2LJlC37++We3tGkymaBSqayOq9Vqi9/J+djHrsc+dj32seuxj12Pfexa7N+WMZlMdu3D4LUJ7uTJkx0qn52djSlTpuDEiROIjIzE888/j6SkJIfq0Ol0yMrKavR8Xl6eQ/WR49jHrsc+dj32seuxj12Pfexa7N/mk0qlTZbx2gTXEREREejYsSPmzZuH9u3bY/PmzZg5cyZ27tyJrl272l2PRCJBTEyM1XG1Wo28vDx07twZcrncmaHTFexj12Mfux772PXYx67HPnYt9m/LnDp1yq5yHktwd+zYgfnz5zd4bsmSJZgwYYLddU2ePNlixPeBBx7A119/jZ07d2L27Nl21yMQCODv79/oeblcbvM8tRz72PXYx67HPnY99rHrsY9di/3bPPZMTwA8mOCOGzcO48aNc1n9UVFRXKOXiIiI6Brk1cuE2eudd97BoUOHLI7l5OSgY8eOHorIfqpjmch7aiZyHrwPeU/NhOpYpqdDIiIiImrVWm2Ce9ttt+Hw4cMAAKVSiVdeeQW5ubnQaDT48MMPkZ+fj/Hjx3s4ysYZNRqcuu8eHL91BC59uAaln2/CpQ/X4PitI3Dqvntg1Gg8HSIRERFRq+S1D5mNHj0a58+fh8FggNFoREJCAgDgu+++Q1RUFE6fPm1e0mvevHkAaubeKpVKxMTE4KOPPkJERITH4m9K7ozpKNu+1eq4QVmGsu1bkQsg5tPN7g+MiIiIqJXz2gR39+7dNs9nZ2eb/yyTybBw4UIsXLjQ1WE5hSozA+V7U22WKd+bCnXWMcjjerkpKiIiIiLf0GqnKLRmF99bCYOyzGYZg7IMF1avcFNERERERL6DCa4HGCoq7SxX4eJIiIiIiHwPE1wPECkC7SyncHEkRERERL6HCa4HtJ+ZAlFIqM0yopBQhD+e4qaIiIiIiHwHE1wP8O8Vj6ARyTbLBCWP5ANmRERERM3gtaso+Lqua9cjFwKU7021eOBMFBKKoOSR6LrmEw9GR0RERNR6McH1EKFMhphPN0OddQwXVq+AoaICIoUC4Y+ncOSWiIiIqAWY4HqYPK4XOi9f7ekwiIiIiHwG5+ASERERkU9hgktEREREPoUJLhERERH5FCa4RERERORTmOASERERkU9hgktEREREPoUJLhERERH5FCa4RERERORTmOASERERkU9hgktEREREPoUJLhERERH5FCa4RERERORTxJ4O4FpUtOMn/PHAG6gql8AEKYTQQi4sRXDbSgj63gFRWAQkCjl6pIxGSHxHT4dLRERE1KowwXUjXXklvo97AJeLhABCzccNkKLSGIjKiybg+1wAuQCA/C9+RfjI3hi6/kmIZBLPBE1ERETUynCKghvt6TMDl4skAESNlBBYvNKWVaFg6284OG2Vy2MjIiIi8hVMcN2k8MtUXC4wNOvaC6kZUGYWODkiIiIiIt/EBNdNMl/6CEY0b5qBtqwKJ1budnJERERERL6JCa6bGFS6Fl2vK1c7KRIiIiIi38YE101E/i17SEwSJHdSJERERES+jQmum/R+9UEIoW3WtdLQAPSYNdrJERERERH5Jia4bhIU0w7+4kvNujZ8ZG+uh0tERERkJya4bnLxvZUIF/+KAOFZAI2tpmCyeCUNDUDHiYMwdP2TLo+PiIiIyFdwowc3MVRUQigwooPsEDQGBUr1vaAyhlnsZBYoPAOVqQMk0d0Qesso9JjFncyIiIiIHMUE101EikDzn2WiCkSKfmuwnAJFaDdmADovf9hdoRERERH5FE5RcJP2M1MgVAQ1WU4QqED44yluiIiIiIjINzHBdRP/XvEIHnVzk+VCbrkV8rheboiIiIiIyDcxwXWjrmvXI3jsnYBA0OB5cWQHdF71gZujIiIiIvItTHDdSCiTQSiRACZTg+f1heeR98Qjbo6KiIiIyLcwwXUjVWYGyvem2ixTvjcV6qxjboqIiIiIyPcwwXWji++thEFZZrOMQVmGC6tXuCkiIiIiIt/DBNeNDBWVdparcHEkRERERL6LCa4b1V0L13Y5hYsjISIiIvJdTHDdqP3MFIhCQm2WEYWEch1cIiIiohZggutG/r3iETQi2WaZoOSRXAeXiIiIqAW4Va+bdV27HrkQoHxvqsUDZ6KQUAQlj0TXNZ94MDoiIiKi1o8JrpsJZTLEfLoZ6qxjuLB6BQwVFRAparbn5cgtERERUcsxwfUQeVwvdF6+2tNhEBEREfkczsElIiIiIp/CBJeIiIiIfAoTXCIiIiLyKUxwiYiIiMinMMElIiIiIp/itQluWVkZFixYgGHDhmHQoEGYNWsWCgsLGy1/6NAhTJo0Cf3798fYsWOxc+dON0ZLRERERN7CaxPc559/HsXFxfjqq6+we/du6HQ6PP/88w2WvXjxIp544glMmTIFhw4dwqJFi/Diiy8iPT3dzVETERERkad5ZYJrMpkQHh6OBQsWICwsDCEhIZgyZQqOHDkCk8lkVf6rr75C586dMWnSJMhkMgwdOhQjR47E559/7oHoiYiIiMiTvHKjB4FAgFdeecXiWGFhIdq1aweBQGBVPjMzE716We4C1qtXL3z77bcOtWsymaBSqayOq9Vqi9/J+djHrsc+dj32seuxj12Pfexa7N+WMZlMDeaC9Xllglvf2bNnsWzZMjzzzDMNnlcqlQgPD7c4FhISgrKyMofa0el0yMrKavR8Xl6eQ/WR49jHrsc+dj32seuxj12Pfexa7N/mk0qlTZbxWIK7Y8cOzJ8/v8FzS5YswYQJEwAAOTk5mDFjBsaPH4/Jkye7NCaJRIKYmBir42q1Gnl5eejcuTPkcrlLY7hWsY9dj33seuxj12Mfux772LXYvy1z6tQpu8p5LMEdN24cxo0bZ7PM33//jUceeQQPPfQQHnvssUbLhYaGQqlUWhwrKytDWFiYQzEJBAL4+/s3el4ul9s8Ty3HPnY99rHrsY9dj33seuxj12L/No890xMAL33IDKgZun/00UexYMECm8ktACQkJCAjI8PiWEZGBq6//npXhkhEREREXshrE9zFixfj7rvvNk9VqG/+/PlYt24dAOAf//gHzp07h88//xwajQb79u3Dvn37cPfdd7szZCIiIiLyAl75kFlhYSF++eUX/P777+YkttaHH36IG264AYWFhWjfvj0AoE2bNnjvvffw6quv4pVXXkFUVBT++9//omfPnp4In4iIiIg8yCsT3MjISGRnZ9sss379eovXN9xwA3bs2OHKsIiIiIioFfDaKQpERERERM3BBJeIiIiIfAoTXCIiIiLyKUxwiYiIiMinMMElIiIiIp/CBNcDVMcy8ffgvvgjUHz1V6gcf8Z2wqn77oHqWKanQyQiIiJqtZjgupFRo8HxCXcgc+D10NTbeQ06HfTnzqFs+1ZkDh2Ak1MnwajReCZQIiIiolaMCa4b5c6Yjorvv2u6oF4P5VfbkTtjuuuDIiIiIvIxTHDdRJWZgbKvdzp0zeUff4A665iLIiIiIiLyTUxw3eTieysBnc6ha4wV5biweoWLIiIiIiLyTUxw3cRQUdnM6yqcHAkRERGRb2OC6yYiRWAzr1M4ORIiIiIi38YE103az0wBJBKHrhEqghD+eIqLIiIiIiLyTUxw3cS/VzxCx/7DoWuCb74F8rheLoqIiIiIyDcxwXWjrmvXQ3HrbU0XFIsRcud4dF3zieuDIiIiIvIxTHDdSCiToee2Xej9x9/wS+hjeVIihTjqOoSOn4Teh9LQ/bPPIZTJPBMoERERUSsm9nQA1yJ5XC8kHErzdBhEREREPokjuERERETkU5jgEhEREZFPYYJLRERERD6FCS4RERER+RQmuERERETkU5jgEhEREZFPYYJLRERERD6FCS4RERER+RQmuERERETkU5jgEhEREZFPYYJLRERERD6FCS4RERER+RQmuERERETkU5jgEhEREZFPYYJLRERERD6FCS4RERER+RQmuERERETkU5jgEhEREZFPYYJLRERERD6FCS4RERFRK3f27FnExsYiJyfH06F4BSa4RERERF4uNzcX8+bNw9ChQ3H99ddj5MiRePXVV6FUKp3e1rp166DX651a588//4yhQ4dizpw5Tq23MUxwiYiIiByQWajEzM9/xb2f/oyZn/+KzEKlS9vLysrCpEmTEBERgZ07dyItLQ2rVq1CdnY2pk6diurqaqe1VVpaijfeeAMGg8FpdX7wwQd49dVX0alTJ6fV2RQmuERERER20OgNuPvjfbhp1W588OtJbPozDx/8ehI3rdqNuz/eB43eeUlhXYsXL0ZSUhKeffZZtG3bFiKRCHFxcVi9ejX69u2LixcvWl0TGxuL/fv3m19v3LgRI0eOBAAYjUa8/vrrSEpKQt++fXHnnXfi559/RnFxMYYPHw6TyYTExERs27YNAPDNN99g3Lhx6Nu3L0aNGoXNmzeb633uueewaNEiTJs2DXfccUeD8ctkMnzxxRduTXDFbmuJiIiIqBWbtuEAtv6db3W8TK29cvwAttx/k1PbLCkpQVpaGtavX291LjAwEEuWLAFQMwfXXl9//TUOHjyInTt3Ijg4GNu3b8eCBQuwb98+rF27FtOnT8fhw4chk8mQnp6ORYsWYcWKFRgyZAj+/PNPPPLII+jevTv69+8PAPjxxx+xZMkSjBgxosH2pk+f7viNtxBHcImIiIiakFFYhtSTRTbLpJ4scvp0hYKCAgBAly5dnFZneXk5xGIx5HI5RCIRJk6ciAMHDkAikViV3bZtG0aMGIGkpCSIRCIkJibi9ttvx44dO8xloqKikJycDIFA4LQYW4oJLhEREVETVh7IRplaa7NMmVqLlQeOO7Xd2qTRaDQ6rc6xY8dCLBZj+PDhmD17NrZv397onNv8/Hzs3r0bCQkJ5l87d+7EhQsXzGWioqKcFpuzcIoCERERURMqNDq7ypXbWc5e0dHRAICTJ08iPDy82fXUTZBDQkKwZcsWpKWl4aeffsLy5cuxceNGbNiwweo6Pz8/TJ06FS+++GKjdYtEombH5SocwSUiIiJqgkJm/fV9Q4LsLGev0NBQDBw4EOvWrbM6p1arMWHCBBw5csTqnFQqtVhdIT//6txhjUYDtVqN/v37Y968edi1axdOnDiB48etR5+jo6ORnZ1tcayoqMipqyy4AhNcIiIioiakJPVEqFxqs0yoXIpZST2d3vaiRYtw9OhRzJ07F0VFRTAajcjKysLDDz8MPz8/9OnTx+qazp07Y8+ePdDr9UhPT8fevXvN51577TUsWLAApaWlMJlMyMzMhNFoRIcOHeDn5wcAOH36NFQqFSZNmoS0tDRs3boVWq0WWVlZmDx5Mnbv3u30+3QmJrhERERETYiPDEFyTITNMiO7RyA+MsTpbffs2RNbtmyB0WjE+PHj0a9fP8yePRuDBw/Ghx9+2ODDYQsXLsSff/6JxMRELFu2DA899JD53Lx58yAUCjF69Gj0798fr732Gt5++22EhYUhLi4O/fr1w6RJk7Bx40Z069YNb7/9NtasWYPExESkpKRgxowZGDNmjN3x187d3bFjB7777jvza1cSmEwmk0tbaCXS09MBoMEOV6lUyMrKQlxcHPz9/d0d2jWBfex67GPXYx+7HvvY9djHjdPoDZi24QBSTxZZPHAWKpdiZPcIrL83CTKx7fmo7N+WsZWv1cWHzIiIiIjsIBOLsOX+m5BZqMTKA8dRrtEhSCbBrKSeLhm5peZjgktERETkgPjIEKyePNjTYZANXjsHt6ysDAsWLMCwYcMwaNAgzJo1C4WFhQ2W/e233xAbG2uxRltCQgK+/fZbN0dNRERERJ7mtSO4zz//PHQ6Hb766isIhUIsWLAAzz//PD766KMGy0dFRSE1NdW9QRIRERGR1/HKBNdkMiE8PBz33nsvwsLCAABTpkzBU089BZPJ5FVbwTWX6lgmLr67Apqz56DNOw1p586QXXcd2s9MgX+veE+HR0RERNRqeWWCKxAI8Morr1gcKywsRLt27RpNbquqqvDkk0/i8OHDkEqleOihh/DAAw84lAybTCaoVCqr42q12uL3ljBqNDj7xCOo2r8XxstK8/HqEzWLKxdv/RyBw5Nx3TsfQCiTtbi91sKZfUwNYx+7HvvY9djHrsc+di32b8vYO9DplQlufWfPnsWyZcvwzDPPNHg+MDAQPXr0wP3334//+7//w++//46nn34aCoUCkyZNsrsdnU6HrKysRs/n5eU5GroV40vPA/san0phunwZFV9tR1Z5OYSLl7S4vdbGGX1MtrGPXY997HrsY9djH7sW+7f5pFLbG24AHlwHd8eOHZg/f36D55YsWYIJEyYAAHJycjBjxgzcdttteO655+yu/7///S/+/PNPfPbZZ3aVT09Ph8lkQkxMjNU5tVqNvLw8dO7cGXK53O4Y6qvOysTpcbfDqFQ2WVYYHIIuX+2GX8+4ZrfXmjirj6lx7GPXYx+7HvvY9djHrsX+bZlTp05BIBB47zq448aNw7hx42yW+fvvv/HII4/goYcewmOPPeZQ/VFRUQ5vIycQCGwuuiyXy1u0KPPFj9faldwCgPGyEuUfrUHY8tXNbq81amkfU9PYx67HPnY99rHrsY9di/3bPPZOPfXaZcLy8vLw6KOPYsGCBU0mt99++63VSG1ubi46duzoyhAdZqiodLB8hYsiISIiIl9y9uxZxMbGIicnx9OheAWvTXAXL16Mu+++2zxVob758+dj3bp1AACJRII33ngDBw4cgE6nwy+//IKtW7di6tSp7gy5SSJFoIPlFS6KhIiIiFqT3NxczJs3D0OHDsX111+PkSNH4tVXX4XSzm+GHbFu3Tro9Xqn1Xfu3Dk8+eSTGDRoEIYOHYrnnnsO5eXlTqu/IV6Z4BYWFuKXX37Bhx9+aLV5wx9//GEuU1JSAgC4+eabsXDhQvz73//GgAED8OKLL2LhwoW49dZbPXkbVtrPTIEoJNSusqKQUIQ/nuLiiIiIiMhRZVVFOHhqG/Yd34iDp7ahrKrIpe1lZWVh0qRJiIiIwM6dO5GWloZVq1YhOzsbU6dORXV1tdPaKi0txRtvvAGDweC0OmfOnImgoCCkpqZi27ZtOHnyJN544w2n1d8Qr1xFITIyEtnZ2TbLrF+/3uL1Pffcg3vuuceVYbWYf694BI1IRtn2bU2WDUoeCXlcLzdERURERPYwGPXYn70JhZdzoNVfXeYrrzgdkcHdMDx2CkRC56dWixcvRlJSEp599lnzsbi4OKxevRqvvfYaLl68CKHQcswyNjYWH3zwAYYPHw4A2LhxIz744AOkpqbCaDTizTffxK5du1BZWYno6Gg8++yziIuLw4gRI2AymZCYmIhXXnkFEyZMwDfffIP33nsPZ86cQZs2bfDoo4+ac67nnnsOIpEI+fn5KCsrw65duyziKC8vR+/evTFv3jwEBAQgICAA48ePt8rjnM0rR3B9Wde16xF610SIgkMaPC8MDkHo+InouuYT9wZGRERENu3P3oQzJRkWyS0AaPVqnCnJwP7sTU5vs6SkBGlpabjvvvuszgUGBmLJkiWIjo52qM6vv/4aBw8exM6dO3HkyBHcf//9WLBgAYKDg7F27VoAwOHDhzFhwgSkp6dj0aJFePbZZ3HkyBG88cYbeP3115GWlmau78cff8RDDz2Er776yqqtoKAgLFmyBG3btjUfKywsRPv27R2K2VFeOYLry4QyGWI+3Qx11jFcWL0C2nNnock7DWmnzpBd1xHhj6dw5JaIiMjLlFUWofCy7Qe4Ci/noKyqCKEBEU5rt6CgAADQpUsXp9VZXl4OsVgMuVwOkUiEiRMnYvz48VajwACwbds2jBgxAklJSQCAxMRE3H777dixYwf69+8PoGblquTkZLvaTk9Px6efforVq127ShQTXA+Rx/VC52tsCTAiIqLWKqvooNXIbX1avRpZhYcwNGa809qtXRbLaDQ6rc6xY8dix44dGD58OIYNG4YRI0Zg7NixDSa4+fn5OHTokMW6syaTyZzwAjUJrj2OHDmCxx9/3PywnCsxwSUiIiJqgk6vsbOc8x74AmCefnDy5EmEh4c3u566CXJISAi2bNmCtLQ0/PTTT1i+fDk2btyIDRs2WF3n5+eHqVOn4sUXX2y0bpFI1GT7qampePbZZ/Hiiy/irrvuatY9OIJzcImIiIiaIBHL7Czn59R2Q0NDMXDgQPPSqHWp1WpMmDABR44csTonlUotVlfIz883/1mj0UCtVqN///6YN28edu3ahRMnTuD48eNW9URHR1s9+F9UVOTQKgtpaWlYsGABli1b5pbkFmCCS0RERNSkuMihkIptb60rFcsRFznE6W0vWrQIR48exdy5c1FUVASj0YisrCw8/PDD8PPzQ58+fayu6dy5M/bs2QO9Xo/09HTs3bvXfO61117DggULUFpaCpPJhMzMTBiNRnTo0AF+fjUJ+unTp6FSqTBp0iSkpaVh69at0Gq1yMrKwuTJk+3eLVav1+OFF17AM888YzGtwdWY4BIRERE1ITQgApHB3WyWiQyOceoDZrV69uyJLVu2wGg0Yvz48ejXrx9mz56NwYMH48MPP4REIrG6ZuHChfjzzz+RmJiIZcuW4aGHHjKfmzdvHoRCIUaPHo3+/fvjtddew9tvv42wsDDExcWhX79+mDRpEjZu3Ihu3brh7bffxpo1a5CYmIiUlBTMmDEDY8aMsSv2o0ePIicnB6+++qrV3gbnzp1zWh/VJzCZTCaX1d6KpKenA4DFJOpaKpUKWVlZiIuL477RLsI+dj32seuxj12Pfex67OPGNbYOrlQsR2RwDIbH3tPkOrjs35axla/VxYfMiIiIiOwgEoqRHHcfyqqKkFV4CDp9NSRiP8RFDnHJyC01HxNcIiIiIgeEBkQ4dSkwcj7OwSUiIiIin8IEl4iIiIh8ChNcIiIiIvIpTHCJiIiIyKcwwSUiIiIin8IEl4iIiIh8ChNcIiIiIvIpTHCJiIiIWrmzZ88iNjYWOTk5ng7FKzDBJSIiIvJyubm5mDdvHoYOHYrrr78eI0eOxKuvvgqlUun0ttatWwe9Xu+0+o4fP477778fAwYMwNChQzF79mxcunTJafU3hAkuERERkQNUxzKR99RM5Dx4H/KemgnVsUyXtpeVlYVJkyYhIiICO3fuRFpaGlatWoXs7GxMnToV1dXVTmurtLQUb7zxBgwGg1Pq02q1eOihhzBw4EAcOnQIu3btQklJCf71r385pf7GMMElIiIisoNRo8Gp++7B8VtH4NKHa1D6+SZc+nANjt86AqfuuwdGjcYl7S5evBhJSUl49tln0bZtW4hEIsTFxWH16tXo27cvLl68aHVNbGws9u/fb369ceNGjBw5suY+jEa8/vrrSEpKQt++fXHnnXfi559/RnFxMYYPHw6TyYTExERs27YNAPDNN99g3Lhx6Nu3L0aNGoXNmzeb633uueewaNEiTJs2DXfccYdVHGq1GnPmzMFjjz0GqVSKsLAw3HLLLTh58qSzu8mC2KW1ExEREfmI3BnTUbZ9q9Vxg7IMZdu3IhdAzKebrS9sgZKSEqSlpWH9+vVW5wIDA7FkyRIANXNw7fX111/j4MGD2LlzJ4KDg7F9+3YsWLAA+/btw9q1azF9+nQcPnwYMpkM6enpWLRoEVasWIEhQ4bgzz//xCOPPILu3bujf//+AIAff/wRS5YswYgRI6zaCg4OxuTJk82vc3Nz8eWXX+L22293sCccwxFcIiIioiaoMjNQvjfVZpnyvalQZx1zarsFBQUAgC5dujitzvLycojFYsjlcohEIkycOBEHDhyARCKxKrtt2zaMGDECSUlJEIlESExMxO23344dO3aYy0RFRSE5ORkCgaDRNs+dO4fevXtjzJgxSEhIwFNPPeW0+2kIE1wiIiKiJlx8byUMyjKbZQzKMlxYvcKp7dYmjUaj0Wl1jh07FmKxGMOHD8fs2bOxffv2Rufc5ufnY/fu3UhISDD/2rlzJy5cuGAuExUV1WSbUVFRSE9Px3fffYe8vDzMnz/faffTECa4RERERE0wVFTaWa7Cqe1GR0cDQIvnrNZNkENCQrBlyxa899576NixI5YvX4777ruvwZUT/Pz8MHXqVKSnp5t/ZWRk4N133zWXEYlEdsUgEAjQuXNnzJkzB7t27UJpaWmL7skWJrhERERETRApAu0sp3Bqu6GhoRg4cCDWrVtndU6tVmPChAk4cuSI1TmpVGqxukJ+fr75zxqNBmq1Gv3798e8efOwa9cunDhxAsePH7eqJzo6GtnZ2RbHioqK7F5l4dChQxg9erRFgi0U1qSfDU2JcBYmuERERERNaD8zBaKQUJtlRCGhCH88xeltL1q0CEePHsXcuXNRVFQEo9GIrKwsPPzww/Dz80OfPn2sruncuTP27NkDvV6P9PR07N2713zutddew4IFC1BaWgqTyYTMzEwYjUZ06NABfn5+AIDTp09DpVJh0qRJSEtLw9atW6HVapGVlYXJkydj9+7ddsXeu3dvVFZW4r///S/UajVKS0uxYsUKJCYmQuHkHwbqYoJLRERE1AT/XvEIGpFss0xQ8kjI43o5ve2ePXtiy5YtMBqNGD9+PPr164fZs2dj8ODB+PDDDxscCV24cCH+/PNPJCYmYtmyZXjooYfM5+bNmwehUIjRo0ejf//+eO211/D2228jLCwMcXFx6NevHyZNmoSNGzeiW7duePvtt7FmzRokJiYiJSUFM2bMwJgxY+yKXaFQ4MMPP0RGRgYGDx6MsWPHQqFQYOnSpU7rn4YITCaTyaUttBLp6ekAgISEBKtzKpUKWVlZiIuLg7+/v7tDuyawj12Pfex67GPXYx+7Hvu4cUaNBrkzpqN8b6rFA2eikFAEJY9E1zWfQCiT2ayD/dsytvK1urgOLhEREZEdhDIZYj7dDHXWMVxYvQKGigqIFAqEP57ikpFbaj4muEREREQOkMf1Quflqz0dBtnAObhERERE5FOY4BIRERGRT2GCS0REREQ+hQkuEREREfkUJrhERERE5FOY4BIRERGRT2GCS0REREQ+hQmuBygzC/D7zDX45d4V+H3mGigzCzwdEhEREbViZ8+eRWxsLHJycjwdilfgRg9uZNDocHDaKlxIzYC2rMp8PP+LXxE+sjeGrn8SIpn1ftJERER0bcvNzcWqVatw6NAhVFVVoU2bNhg5ciRmzZqFkJAQp7a1bt06TJs2DWKx89PE//znP/j444+RnZ3t9Lrr4giuGx2ctgoFW3+zSG4BQFtWhYKtv+HgtFUeioyIiIjs5e5vYrOysjBp0iRERERg586dSEtLw6pVq5CdnY2pU6eiurraaW2VlpbijTfegMFgcFqdtbKysrBjxw6n19sQJrhuoszIx4XUDJtlLqRmcLoCERGRlzJodPj57v9hz02v4NQHP+LMpoM49cGP2HPTK/j57v/BoNG5pN3FixcjKSkJzz77LNq2bQuRSIS4uDisXr0affv2xcWLF62uiY2Nxf79+82vN27ciJEjRwIAjEYjXn/9dSQlJaFv376488478fPPP6O4uBjDhw+HyWRCYmIitm3bBgD45ptvMG7cOPTt2xejRo3C5s2bzfU+99xzWLRoEaZNm4Y77rij0XswGo14+eWX8cADDzipV2xjgusmJ1Z+bzVyW5+2rAonVu52U0RERETkCE98E1tSUoK0tDTcd999VucCAwOxZMkSREdHO1Tn119/jYMHD2Lnzp04cuQI7r//fixYsADBwcFYu3YtAODw4cOYMGEC0tPTsWjRIjz77LM4cuQI3njjDbz++utIS0sz1/fjjz/ioYcewldffdVom5s2bYJMJsM//vEPh2JtLia4bqKrUNtXrty+ckREROQ+nvomtqCgpr4uXbo4rc7y8nKIxWLI5XKIRCJMnDgRBw4cgERi/RzQtm3bMGLECCQlJUEkEiExMRG33367xVSDqKgoJCcnQyAQNNhecXExVqxYgZdfftlp99AUJrhuIlHI7SsXZF85IiIich9PfRNbmzQajUan1Tl27FiIxWIMHz4cs2fPxvbt2xudc5ufn4/du3cjISHB/Gvnzp24cOGCuUxUVJTN9pYsWYIJEyYgJibGaffQFK6i4CY9UkYj/4tfbf7lkIYGoMes0W6MioiIiOzhqW9ia6cfnDx5EuHh4c2up26CHBISgi1btiAtLQ0//fQTli9fjo0bN2LDhg1W1/n5+WHq1Kl48cUXG61bJBI1eu7QoUP4888/sWvXrmbH3hwcwXWTkPiOCE+Ot1kmfGRvhMR3dFNEREREZC9PfRMbGhqKgQMHYt26dVbn1Go1JkyYgCNHjlidk0qlFqsr5Ofnm/+s0WigVqvRv39/zJs3D7t27cKJEydw/Phxq3qio6OtlvQqKiqye5WFnTt3oqSkBMnJyRg0aBAmTJgAABg0aBC+/vpru+poDia4bjT001noOHEQpKEBFseloQHoOHEQhq5/0kORERERkS09UkZb/f9dn6u+iV20aBGOHj2KuXPnoqioCEajEVlZWXj44Yfh5+eHPn36WF3TuXNn7NmzB3q9Hunp6di7d6/53GuvvYYFCxagtLQUJpMJmZmZMBqN6NChA/z8/AAAp0+fhkqlwqRJk5CWloatW7dCq9UiKysLkydPxu7d9k3FeO6557B7927s2LEDO3bswPvvvw8A2LFjh3lVB1fgFAU3EskkuHHLbCgzC3Bi5W7oytWQBMnRY9ZojtwSERF5sdpvYgu2/d5oGVd9E9uzZ09s2bIFK1aswPjx46FSqRAREYE77rgDjzzySIMPhy1cuBAvvfQSEhMTkZiYiIceegjvvfceAGDevHn/397dB0VV9m8Av1ZgmRWEJwqloUd8G0nahV5MDHVWK0UZA6RAmTJRHjPBF8gXSCW0NpCMMYMJpT+oRlTUISF1MBlz7MUZU0sXBEZBmEAZU9mcFWKB3d8fTfuLB+QB4XjT3fWZ2YG9z2HPtd9h1q839zkHqampCA4ORnt7O3x8fJCZmQkPDw+4urriqaeewiuvvILExETExsYiMzMTH3/8MbZs2YLhw4cjNjYWISEhvcru7u4Od3d3+/P29nYAgJeX1wBU5t5UNpvNpugR/iaMRiMAQKfTddnW3NyMiooKTJgwAUOHDn3Q0f4RWGPlscbKY42VxxorjzW+t3vdkVT9kEuv70jK+vZPT/3aXw3aGdz6+nqkpaXh7NmzUKlU8Pf3x4YNG+55mYyjR48iJycH9fX1GD16NN566y1MnTr1AacmIiIiWfEvsX8fg7bBjY+PR0BAAL755hvYbDakpKQgMTERhw4d6rJvRUUFkpKSkJ2djcmTJ+PYsWNYsWIFSkpKFJ8CJyIion+Wfz3xb0zK+Y/oGNSDQXmSmcViwWuvvYY1a9bAxcUFrq6umDt3Lq5cuYLuVlQcOHAAer0eer0ezs7OCA0Nxfjx41FcXCwgPRERERGJNChncNVqNSIjI+3Pr1+/jj179mD27Nnd3iWjvLwcer2+05ifn599nUZv2Ww2NDc3dxlvaWnp9JUGHmusPNZYeayx8lhj5bHGymJ9+8dms93zjml/NSgb3L/SarVoa2vDzJkz8e6773a7j8lk6nSGHvDHWXtXrlzp07Ha2tpQUVFxz+21tbV9ej3qO9ZYeayx8lhj5bHGymONlcX63j+1Wv0/9xHW4BYVFWH9+vXdbvvzlm4AUFZWhsbGRmRkZCA2Nhb5+fkYMqTryoqBuBiEk5NTt7eRa2lpQW1tLUaNGgWNhrfSVQJrrDzWWHmssfJYY+Wxxspiffunt5OXwhrcsLAwhIWF9WpfLy8vvP3225g2bRrKy8u7XBrioYcegslk6jRmMpng4eHRp0wqlarHS3ZoNBpe0kNhrLHyWGPlscbKY42Vxxori/W9P71ZngAM0pPMampqoNfr0dTUZB/7c9a2u4sZa7ValJWVdRozGo0ICAhQNigRERERDTqDssH18fHBsGHDYDAYcOfOHZjNZmRmZmLkyJEYM2YMAGDRokU4evQoACAqKgo//PADTp48idbWVhw8eBC1tbUIDQ0V+TaIiIiISIBBeZKZg4MDdu3aBYPBAL1eD7VaDX9/f+zcudO+sPiXX37Bb7/9BgAYP348PvzwQ6Snp6OhoQHjxo3Drl274OnpKfJtEBEREZEAg7LBBQBvb2/k5OTcc/uJEyc6PZ81axZmzZqldCwiIiIiGuQG5RIFIiIiIqL7xQaXiIiIiKSisg3EBWQlcP78edhstm4vHmyz2dDW1gYnJ6deX56C+oY1Vh5rrDzWWHmssfJYY2Wxvv1jsVigUqnw9NNP97jfoF2D+6D19EumUql6ddcMun+ssfJYY+WxxspjjZXHGiuL9e0flUrVq/8YcAaXiIiIiKTCNbhEREREJBU2uEREREQkFTa4RERERCQVNrhEREREJBU2uEREREQkFTa4RERERCQVNrhEREREJBU2uEREREQkFTa4RERERCQVNrh9ZDQaMXPmTERFRYmOIo2Ghga88cYbCAwMxIwZM7Bt2zZYrVbRsaTy7bffIigoCImJiaKjSKuhoQHx8fEIDAxEUFAQkpOTcefOHdGxpFFZWYlFixbhmWeeQVBQEBISEvDrr7+KjiWttLQ0+Pr6io4hHV9fX2i1Wuh0OvvjvffeEx1LSmxw+6C4uBgrV66Ej4+P6ChSWblyJUaMGIHS0lLk5eWhtLQUn3/+uehY0vj0009hMBj4e6uwN998E25ubjhx4gQKCwtx+fJlZGRkiI4lBYvFgiVLlmDSpEk4ffo0Dh8+jFu3bmHz5s2io0mpoqICRUVFomNIq6SkBEaj0f5ISUkRHUlKbHD7oLW1FQUFBQgICBAdRRpGoxGVlZVYu3Ythg0bhlGjRiEmJgYFBQWio0nD2dkZBw8eZIOroDt37kCr1WLNmjVwcXGBl5cX5s2bh7Nnz4qOJoWWlhYkJiZi2bJlUKvV8PDwwMyZM3H58mXR0aRjtVqRmpqKmJgY0VGI+oUNbh9ERkZixIgRomNIpby8HN7e3nB3d7ePPfHEE7h69SrMZrPAZPJ4/fXXMWzYMNExpObm5ob09HQ88sgj9rHr169j+PDhAlPJw93dHZGRkXB0dAQA1NTU4Msvv8ScOXMEJ5PPvn374OzsjJdeekl0FGllZmZi+vTpmDhxIlJSUnD37l3RkaTEBpeEMplMcHNz6zT2Z7Pb1NQkIhJRvxmNRuzevRvLly8XHUUqDQ0N0Gq1CAkJgU6nw6pVq0RHksrNmzeRlZWF1NRU0VGk9eSTTyIoKAhff/01CgoK8PPPP2PLli2iY0mJDe5fFBUVwdfXt9tHYWGh6HjSstlsoiMQDZhz584hNjYWa9asQVBQkOg4UvH29obRaERJSQlqa2uxfv160ZGkkp6ejoiICIwbN050FGkVFBQgMjISarUaY8eOxdq1a3H48GFYLBbR0aTjKDrAYBIWFoawsDDRMf5RPDw8YDKZOo2ZTCaoVCp4eHiICUV0n06cOIF169YhJSUF4eHhouNISaVSYdSoUUhMTMSCBQuwceNGflYMgNOnT+Onn37C4cOHRUf5R3nsscfQ0dGBW7du4dFHHxUdRyqcwSWhtFotrl+/jtu3b9vHjEYjxo0bBxcXF4HJiPrm/PnzSEpKwo4dO9jcDrDTp08jODi40+UDhwz5458vJycnUbGkUlxcjFu3bmHGjBkIDAxEREQEACAwMBBHjhwRnE4Oly5dwtatWzuNVVdXQ61Wc72+AtjgklB+fn7Q6XTIzMyE2WxGdXU18vLyEB0dLToaUa+1t7dj06ZNWLt2LaZOnSo6jnS0Wi3MZjO2bduGlpYW3L59G1lZWZg4cSJPoBwgycnJOHbsGIqKilBUVITc3FwAfyzde/755wWnk8PDDz+MgoIC5ObmwmKx4OrVq9ixYwfmz58PBwcH0fGko7JxAWSvBQcH49q1a+jo6IDVarXPHJSUlMDb21twur+vxsZGpKSk4MyZM3B1dcWCBQuwYsUKqFQq0dGkoNPpAPzRhAGwn4luNBqFZZLN2bNn8eqrr0KtVnfZxs+HgVFVVQWDwYCLFy9i6NChmDx5MpKTk3llG4XU19fjhRdeQFVVlegoUvnxxx+RmZmJqqoqqNVqzJs3D4mJiXB2dhYdTTpscImIiIhIKlyiQERERERSYYNLRERERFJhg0tEREREUmGDS0RERERSYYNLRERERFJhg0tEREREUmGDS0RERERSYYNLRERERFJhg0tEREREUmGDS0SkoIULF2LChAnQ6XRdHqtXrx6w4zQ2NuLAgQMD9np9VVlZifDwcPj6+qK1tVVYDiIiAHAUHYCISHazZ8/G9u3bFT3G8ePH8dVXXyEyMlLR43QnPz8fOTk5ePbZZ1FRUfHAj09E9N84g0tEJJjVasXOnTsxZ84cBAQEYPr06fjoo4/Q0dFh3+fUqVOIjIxEQEAAJk2ahKVLl6Kurg4AkJGRgbS0NFy8eBE6nQ7ff/89srKyMGXKlE7H2bt3L3x9fe3PfX198dlnnyEkJATh4eEAgNbWVmRkZODFF1+Ev78/Zs2ahS+++KLH/G1tbSgsLMS0adMGqCJERP3DGVwiIsGys7NRWFiI7Oxs+Pn54dKlS4iLiwMAJCQk4MaNG4iLi8Pq1auxb98+mM1mJCQkYN26ddi/fz+SkpLQ1NSEmpoa7N+/HwBw/vz5Xh27oKAA27dvtze+77zzDiorK5GbmwsfHx+cOXMGcXFx0Gg095wdjomJ6X8RiIgGEGdwiYgEslqtyM/PR2xsLLRaLYYMGQKtVotFixbh0KFDAIDhw4fju+++w+LFi+Hg4AB3d3cEBwejrKwM7e3t/Tr+lClT8Pjjj0OlUsFkMqG4uBirV6/GmDFj4ODggOeeew7z5s2zZyEi+jvgDC4RkcJKSkpQWlraZXzZsmVYsGABTCYTMjIy8MEHH9i32Ww2AIDFYoFarcaRI0ewb98+1NfXo729HVarFR0dHejo6ICj4/1/lI8cOdL+fV1dHaxWK1atWgWVStUpi6en530fg4joQWODS0SksJ5OMjObzQCAbdu2Yc6cOd3uU1RUBIPBAIPBgJCQEGg0Ghw4cACbNm3qUw6r1dplzMnJyf69s7MzAGDPnj3w9/fv02sTEQ0mXKJARCSQq6srPD09UV5e3mn85s2baG5uBgCcO3cOo0ePxssvvwyNRgMAuHDhQo+v6+zsjJaWlk5jV69e7fFnRo4cCUdHxy5ZGhsbYbFYevV+iIgGAza4RESCxcTEYO/evTh16hTa29tRU1ODJUuWYOvWrQAAHx8fNDY2oq6uDmazGbt370Z1dTUA4Nq1awAAjUaDGzduoKmpCS0tLRg7dizu3r2L0tJSWK1WnDlzBidPnuwxx9ChQxEVFYVPPvkEFy5cQEdHB4xGI+bPn4+8vDxFa0BENJC4RIGISLDFixfj999/x+bNm3Hjxg24u7sjNDQUCQkJAIDo6GhcuHAB4eHh0Gg0iIiIQE5ODhYuXIiIiAjs3bsXYWFhOH78OPR6Pd5//33MnTsX0dHR2LhxI9ra2qDX67F8+XJs2LChxyxJSUlwdHREfHw8TCYTPD09ER0djaVLl97zZ3Q6HYD/XwIxceJEAEBYWBgMBsMAVIiIqG9Utj/PZCAiIiIikgCXKBARERGRVNjgEhEREZFU2OASERERkVTY4BIRERGRVNjgEhEREZFU2OASERERkVTY4BIRERGRVNjgEhEREZFU2OASERERkVTY4BIRERGRVNjgEhEREZFU/g9PC1Fjy6gfIgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y_kmeans = kmeans.predict(X) # Get cluster assignments for each data point\n", + "plt.figure(figsize=(8, 6))\n", + "\n", + "# Plot data points colored by cluster\n", + "for i in range(4):\n", + " plt.scatter(X.iloc[y_kmeans == i, 0], X.iloc[y_kmeans == i, 1], s=50, label=f'Cluster {i+1}')\n", + "\n", + "plt.title('K-Means Clustering Results')\n", + "plt.xlabel('Feature 1')\n", + "plt.ylabel('Feature 2')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 622 + }, + "id": "F_FzcOIutaqG", + "outputId": "19fb5874-9368-4de5-d579-59c99b549ccd" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAJdCAYAAADXxS1YAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAYwtJREFUeJzt3Xl4VOXd//HPJCRhCQEDahFUFgVFQMEFtxarVvu4oa0bT9VS9VER61IQtGwuUNTibiuLdfdHqUpRqo9teVzqbuuCEQU1EMDIDjEEskwy8/sDZ5jlzMw595zJmcm8X9fFdU1mvWdJOJ/53vf39gWDwaAAAAAAAI4UeD0AAAAAAMhFhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAeeemm27Scccdl/DyE088UTfccEPCn7PViSeeqJtuuinpdVI9dxPffPONBgwYoPnz56e87qeffqrrr79exx9/vAYNGqQf/vCHuuKKK/Taa69FXe/iiy/W+eef7+o43TZgwADNmjWrVR7r4osv1oABA8L/hgwZopNPPlk33XSTKioqWmUMkY477riUnzUAyAftvB4AAGS75557TkVFRV4PwxWTJk2S3+/35LEXLFigW265RWeddZbuu+8+9ejRQ99++63+8pe/6KqrrtKYMWN0/fXXZ+zxm5qaNGzYML3yyivq1atX2vf31ltvqWPHji6MzJ5DDjlEc+bMkSQ1NDRo5cqVeu6553TBBRdowoQJGj16dKuNBQCwC2EKAFIoLy/3egiu6dy5syePu3z5ct12220aPXq0Jk6cGD6/Z8+eOvLII9WtWzfNmzdPI0eOVJ8+fTIyhoqKCleD5J577unafdnRrl27qMfcd999NWLECM2ZM0czZ87UgAEDdMwxx7TqmAAg3zHNDwBSiJ3mV1dXp9tvv12nnnqqBg8erJNPPllz585VMBiMus306dN1880369BDD9Wrr74qadc0t8suu0zDhg3TkCFDdNppp+nPf/5z3ONZ3Xbjxo0aN26cjjrqKB1++OEaPXq05RSvF154QT/5yU80aNAgnX766froo4/Cl8VO8wsEAnr00Ud1yimnaMiQIfrpT3+qJ598Mur+XnzxRZ1zzjkaPHiwDj/8cI0aNUoffPCBo9fwySefVIcOHXTttddaXn7dddfpjTfeSBikrKbUPfjggxowYIAaGxsl7Qps//M//6Ojjz46/No+9dRTkqSFCxfqv//7vyVJJ510ki6++GJJUjAY1OOPP66RI0fqsMMO07HHHqupU6eqtrY2/Dg33XSTRo4cqfnz5+uoo47SnXfeGTem999/XwMGDND777+vcePG6YgjjtDw4cM1ceJE7dy5M3xfGzZs0FVXXaXDDjtMRx99tO68804tWrRIAwYM0DfffOPoNQ35n//5H/Xu3Vtz584Nn9fU1KT7779fp59+uoYMGaIRI0Zo1qxZampqCl/n4osv1tVXX61XXnlFp512moYMGaIzzjhDb7zxRtT9L1iwQCeeeKIGDx6ss88+W++9917U5aFpns8++6wuvPBCDRo0SNu3b5ckffzxx/rlL3+poUOHasiQITrnnHP00ksvRd3+66+/1kUXXaQhQ4bohz/8oebNm6c5c+ZowIABcWO97777NHToUD399NOSpFWrVunXv/61jjrqKA0aNEg/+clP9PDDDysQCETd9sorr9SiRYt00kknaciQIRo1apS+/fZbvfzyyzr11FM1dOhQXXLJJfr222+N3gMA+YvKFAA4dM011+iLL77QtGnTNGjQIL377ruaMWOGmpqadM0114Sv98Ybb2jEiBFavHixunfvrrq6Ov3qV7/SEUccob/85S9q3769XnvtNU2bNk177bWXTjzxxIS3bWpq0mWXXab27dtrzpw5Kisr0wMPPKBLL71Uf/vb37T33ntLkpYuXaqWlhb94Q9/0M6dOzVx4kSNHz9eS5YsUUFB/Pdnc+fO1ezZs3XLLbdo2LBh+uCDDzR16lQVFhbqF7/4hf7973/rxhtv1JgxY/TAAw/I7/dr3rx5uvLKK/XKK6+EHzeVDz74QMOHD1eHDh0sL+/QoUPCy+y66qqrNHToUD311FPq0KGD3nnnHd12223q1q2bTjvtNG3ZskWzZs3Ss88+q/3220+S9PDDD+uBBx7Qb37zG/30pz9VVVWVbrnlFlVVVUWFym3btmnJkiV66qmnkj7nO+64Q7/4xS90/fXX691339WUKVPUr18/XXHFFZJ2hcbVq1fr3nvv1b777qvHH39cf/zjH9N63gUFBfrxj3+sp59+Ws3NzWrXrp1uvfVWLV68WJMnT9bRRx+tzz77TLfeequ2bNmimTNnhm/71VdfaeHChZo1a5YKCws1efJkTZgwQa+//ro6dOigd999V1OnTtWFF16oSy65RJs3b9a9994bFRBD/vSnP+nyyy/XPffco06dOunrr7/WL3/5Sx133HF6+umn1b59e82fP1+/+c1vVFJSopNPPllNTU264oorVFhYqEceeURlZWW67777tHLlyrj7//LLL1VSUqLnn39ee+65p4LBoK644gp16dJFjz/+uLp06aKPP/5YN910k0pLS8OBOfQ8Q787Gzdu1NixY3XdddepvLxcDz74oLZs2aKrr75aDz74YNTrAwCpEKYA5KUtW7Zo6NChlpfV19fr0EMPtbxs6dKlevfdd/W73/1Op512miRpv/3209dff61HH31UV1xxhYqLiyVJO3bs0G9/+9twiGlubtbzzz+vPfbYQ126dJG061vz2bNn680334wKU7G3/fvf/64vv/xSixYt0sEHHyxJuvXWW3Xbbbdp7dq14QP8HTt2aMaMGeExnHvuuZo1a5Y2bdoUFwKampr02GOP6bzzztPZZ58dfi4bNmxQXV2dpF3rdP72t7+pT58+atdu138Zl19+uRYuXKiPPvpI//Vf/2Xr9d6wYUPU83Pbli1btG7dOk2YMEEHHnigJOn888/XoEGDtOeee6p9+/YqLS2VtGvaZteuXeX3+/WnP/1JI0eODIed/fbbT7/97W81duxYffTRRxo2bFh4/I888oj69++fdBxHH320zj33XEm7puHNmTNHn376qSSpqqpKH3/8saZMmaIf//jHkqTp06frZz/7WdrPv0ePHvL7/aqpqVFLS4sWLlyoMWPGhJt47Lffftq4caPuuOMOXX/99eHPwvr167VgwYLwVNZf/OIXmjhxolavXq2DDjooHFxCAbtfv36aMmWK5Zj79+8ffu7Srmpk+/btdd9996mkpESSNHnyZL3//vt6+umndfLJJ+vf//63qqurNXv2bB111FGSpAceeMDys7J+/Xo9//zz4d+dYDCoRx99VB06dFD37t0l7Zo2+uSTT+rNN9+MClNbtmzR9OnT1blzZx1wwAEaPny4XnvtNb3xxhv6wQ9+IEkaPny4Pv/88/TeCAB5hzAFIC917dpVCxYssLws8iAs1tKlSyVJxx9/fNT5xxxzjJ588klVVVWFD7gPPvjgqGpQu3bttH79et1xxx1avny5vvvuO0m7wltNTU3U/cXe9tNPP1VRUVE4SIWewz333BN1u4EDB4aDlLR7vdeOHTvinsvatWtVU1MTFxzHjh0bPt2xY0d98sknmjJlitasWaP6+vrwdMbYMSfj8/mipkG6rby8XEOHDtUtt9yi5cuX6/jjj9fQoUM1cODAhLeprKxUXV1dXHfDo48+WpL0+eefh8NUSUlJyiAlKe61LC8vD7/Pa9askSQNHjw46jonnHCCli1blvK+k2lubpYkFRYWaunSpQoEAnHP65hjjlEwGNTnn38eDlP7779/1JrAPfbYQ5LC0xy/+uorHXzwwSosLAxfZ+DAgWrfvn3cGAYNGhT1c0VFhQYPHhwOUiFDhw7VK6+8Isn6NSkuLtZxxx2nRYsWRd2uV69e4SAl7fpM1dbW6p577tHSpUtVU1OjYDCohoaGuNd4v/32i1ov2KVLF+2xxx7hIBU678svv4x7XgCQDGEKQF4qLCzU/vvvb3lZqAJjJVSx+elPfxp1fmiNxqZNm8IH3WVlZVHXqaio0KWXXqojjjhCM2fO1N57763CwkLL8BZ72+3bt6tTp04pnpXipsr5fD5JsgwyoQPmZPf7+OOPa+bMmRo1apR++9vfqkuXLtqwYUPSwGmlR48eWr16taPbOOHz+fSnP/1JTz75pP73f/9Xc+bMUefOnXXeeefphhtuiAqYIaH3cvLkyZo2bVrc5Zs2bQqfttu4I7a7X+j1l3aHz9jX240GJ6tXr1Zpaam6du0afl6XXnppVCAPfQYin1ei8Yauu2PHDsvrWE3JjH2N6urqwtMpI3Xq1Ckc7p28JrG/E+vWrdNFF12k/fffX1OnTtW+++6rdu3aafz48XG3tfq9SPZeAYBdhCkAcCD0zfgTTzwR9S15SLIOby+99JIKCgr0xz/+MTzlLBAIhCsXyZSXl6uurk7BYNC1g75u3bpJUtLHf/HFF3XYYYfplltuCZ+3detWx491zDHH6K9//au+++47y9fN7/drwYIF+vnPf55w7VRsIIxdt9OpUyeNGTNGY8aM0caNG7V48WLdf//9at++va677rq4+wuN48Ybb9SPfvSjuMvd7nwYCnT19fVR5zup8FlpamrSq6++quOOO04+ny/8vGbNmmVZTXMS3jp06KCGhoao8wKBgGWlM1bnzp3DwS5SXV1d+LWNfE0i33c7r8mSJUu0c+dO3XPPPerbt2/4/NraWsvPGABkAt38AMCB0DSujRs3av/99w//KysrU4cOHZLuO+T3+1VcXBwOUpL08ssvq6GhIeUUuP79+6u5uVkffvhh+Lz6+npddNFF4SlTTvXo0UOdO3fWv//976jz77//ft18883hMYemfoX89a9/lWRd7Urk4osvVktLS8LF/Q888IB+97vf6euvv7a8vKysLC7EffLJJ+HTGzZs0Msvvxz+ea+99tJll12m4447Tl988UXU7ULj7tOnj8rKyrR27dqo97JXr15qbm52vSV+7969JSm8hio0ln/84x9p3e8999yjrVu36vLLL5e0a7pdYWGhvv3226jnteeee6qgoMBRSOzXr58+++wztbS0hM/79NNPo7oCJnLooYeqoqIi3G1R2vV8P/roo/A0vFB1OLIrZX19vf71r3+lvP9Qm/vI9+mjjz5SVVVVRqeUAkAkwhQAODBo0CAdf/zxuv3227VkyRJ98803+uCDD3T55ZfrqquuSnoQd9hhh2nHjh16/PHH9c0332jhwoV65plndNhhh+mrr75K2hr75JNPVt++fTV16lRVVFRo5cqVmjp1qpYvX56wWUYqRUVFGj16tBYtWqRnn31W1dXVWrRokebNmxdea3TYYYfp/fff1zvvvKPVq1fr97//vQKBgAoLC/Xpp5/arlL169dPt956q1588UVdeeWVevfdd1VdXa2PP/5YEyZM0COPPKLJkyfHrXUJGTJkiF599VW99957WrVqle6+++6ox66trdW4ceN099136+uvv9a6deu0ZMkSffTRR+HGBqFqxRtvvKEVK1aoXbt2uvzyyzV//vzwercvvvhCN998s8477zxt2LDB6HVNZMCAAerbt6/mzZund999V5WVlZo2bVpUG+9kmpubtWnTJm3atEnr16/Xe++9p1//+td64oknNGXKFA0ZMkSS1L17d5177rl66KGHtGjRIq1du1ZLly7Vtddeq4suuiiuMpbMyJEjtXnzZt1xxx1atWqV3n//ff3ud7+zNeX04osvVmNjo8aNG6cVK1bo66+/1rRp07Ry5UpddtllknZVLLt27aq7775bn3zyiVasWKFx48bFBXgrhx12mCRpzpw5+uabb7RkyRLddttt+vGPf6y1a9dq1apVtl9bADDFND8AcOjBBx/Uvffeq9tuu02bN29Wly5ddPLJJ+uGG25IOgXv9NNPV0VFhebMmaMHHnhAw4cP13333acPP/xQkydP1ujRo7VkyRLL2xYXF4fXL1166aUKBAI65JBD9Pjjj6tHjx7Gz2Xs2LEqLi7W7Nmzddttt2mfffbRhAkTwmuirr/+em3atEnXXHONSkpKdNZZZ2natGnq2LGj5s+fL5/PF9WwIpmf//znGjBggP70pz/pxhtvVE1Njbp3764hQ4Zo/vz54YNjK5MnT9aUKVM0ZswYdejQQT//+c91ySWX6LbbbpMkHXjggZo9e7YefvhhPfPMM2ppaVHPnj116aWXavTo0ZKkESNGaNiwYbrjjjvUv39/LVy4UFdeeaU6deqkZ555RnfddZeKi4t15JFH6plnnrHd9t0un8+nhx56SNOmTdMVV1yhPfbYQxdccIEuvPBC3X777XGNGmItW7Ys3PikoKBA5eXlOuKII7RgwYJwkAqZOnWq9tprLz344INav369OnXqpOOPP15PP/20oxb0P/7xj3XzzTfrscce0/z589WvXz/dfPPNUdM+E+nbt68ef/xx3XPPPbrgggsUCAR08MEHa/bs2eEmH506ddLDDz+s22+/XRdddJF+8IMf6PLLL9fq1atTrrEbNmyYxo0bp6eeekp//vOfNXjwYN19993atm2brrnmGl144YUJf58AwC2+ILVwAABaRX19vZqamqLW9MyYMUPPPfecPv74Yw9H5p3QuqrI6a9XX321Vq9eHbfBLwBkGypTAAC0kksvvVSbN2/W9OnT1atXL33yySd67rnnovZnyifNzc0666yzVF5erilTpqi8vFxvvvmmXnvtNU2cONHr4QFASlSmAABoJZs3b9Zdd92ld955R7W1terRo4dOO+00XXXVVSmn+bVVVVVV+v3vf68PP/xQ9fX16tWrl8477zxdfPHFUftbAUA2IkwBAAAAgAG6+QEAAACAAcIUAAAAABggTAEAAACAgbzt5vfxxx8rGAyqqKjI66EAAAAA8JDf75fP59PQoUMd3S5vw1QwGFQwGFRTU5PXQwEAAACQg/J2mh8VKQAAAAAhJvkgb8MUAAAAAKSDMAUAAAAABghTAAAAAGCAMAUAAAAABghTAAAAAGCAMAUAAAAABghTAAAAAGCAMAUAAAAABghTAAAAAGCAMAUAAAAABghTAAAAAGCAMAUAAAAABghTAAAAAGCAMAUAAAAABghTAAAAAGCAMAUAAAAABghTAAAAAGCAMAUAAAAABghTAAAAAGCAMAUAAAAABghTAAAAAGCAMAUAAAAABtp5PQDknrqmFlXVNno9DABok3qXlai0uNDrYQAAbCBMwZG6phaNfOErbfcHvB4KALRJnYsK9MLIAwlUAJADmOYHR6pqGwlSAJBB2/0Bqv8AkCOoTMHYpOE91K9LidfDAIA2ofK7Rs14f53XwwAAOECYgrF+XUo0qHtHr4cBAAAAeIJpfgAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAY8DVPV1dUaO3ashg8frmOPPVY33XSTamtrJUlffPGFLrroIh1++OE65ZRT9Oijj0bd9uWXX9aZZ56poUOH6mc/+5neeustL54CAAAAgDzlaZi66qqrVFZWpldffVULFy7UV199pTvvvFMNDQ268sordfTRR+vNN9/Uvffeqzlz5ugf//iHpF1Ba+LEiRo/frzee+89jR49Wtdcc43Wr1/v5dMBAAAAkEc8C1O1tbUaNGiQxo0bp06dOukHP/iBzjnnHP3nP//R66+/Lr/frzFjxqhjx4465JBDdN5552nBggWSpGeffVYjRozQiBEjVFJSorPOOkv9+/fXiy++6NXTAQAAAJBnPAtTZWVlmjlzprp37x4+b926ddprr720bNkyDRgwQIWFheHLBg4cqM8++0yStGzZMg0cODDq/gYOHKiKiorWGTwAAACAvJc1DSgqKir09NNPa8yYMaqpqVFZWVnU5V27dlVNTY0CgYBqamrUpUuXqMu7dOmibdu2teaQAQAAAOSxrAhTH374oS677DKNGzdOxx57bMLr+Xy+8OlgMNgaQwMAAAAAS56HqVdffVVXXHGFfvvb3+qSSy6RJJWXl8dVmWpqatS1a1cVFBRojz32UE1NTdzl5eXlrTVsAAAAAHnO0zD10UcfaeLEibr//vt19tlnh88fNGiQVqxYoebm5vB5FRUVOvTQQ8OXh9ZPWV0OAAAAAJnmWZhqbm7W5MmTNX78eB1//PFRl40YMUKlpaV6+OGHVV9fr6VLl+q5557TqFGjJEnnn3++3nnnHb3++utqbGzUc889p6qqKp111llePBUAAAAAeaidVw/8ySefqLKyUtOnT9f06dOjLnvllVc0e/ZsTZs2TXPnzlX37t11ww036IQTTpAk9e/fX7NmzdLMmTNVXV2tAw44QHPmzNGee+7pwTMBAAAAkI88C1NHHHGEVqxYkfQ68+fPT3jZKaecolNOOcXtYQEAAACALZ43oAAAAACAXESYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAADhCkAAAAAMECYAgAAAAAD7bweAAAg99Q1taiqttHrYbQplTWNlqeRvt5lJSotLvR6GADaIMIUAMCRuqYWjXzhK233B7weSps144N1Xg+hTelcVKAXRh5IoALgOqb5AQAcqaptJEghp2z3B6ikAsgIKlMAAGOThvdQvy4lXg8DsFT5XaNmvE+VD0DmEKYAAMb6dSnRoO4dvR4GAACeYJofAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAAcIUAAAAABggTAEAAACAgXZeD6CtaAn61Ris9XoYGdcQ9EecrtXOQL2Ho2kdJb4yFfqKvB4GAAAAsgxhygUtQb+WN7ykgPypr5zjqps6SOr7/en/qKSx7YepAhXpoPanE6gAAAAQhTDlgsZgbV4EKUnqW16vP52zzOthtKqAdlUdO/q6eT0UAAAAZBHClMt6Fh2h9gVlXg8DLmgI1Kra/x+vhwEAAIAsRZhyWfuCMnUsoIIBAAAAtHWed/N78803deyxx+qGG26IOn/hwoU66KCDNHjw4Kh/n376qSQpEAjo3nvv1UknnaQjjzxSl112mdauXevFUwAAAACQhzytTM2bN0/PPfec9t9/f8vLjzzySD311FOWlz3zzDNavHix5s2bp7333lv33nuvxo4dqxdeeEE+ny+TwwYAAAAAbytTJSUlScNUMgsWLNDo0aPVr18/lZaW6oYbblBlZaWWLl2agZECAAAAQDRPw9Qll1yizp07J7x83bp1+tWvfqUjjzxSJ510kl544QVJUkNDg77++msNHDgwfN3S0lLtv//+qqioyPi4AQAAACBrG1CUl5erd+/e+s1vfqMDDjhA//znPzVhwgTttdde6tu3r4LBoLp06RJ1my5dumjbtm0ejRgAAABAPvG8AUUiJ5xwgh555BENHDhQxcXFOv300/WTn/xECxcuDF8nGAx6OEIAAAAA+Sxrw5SVnj17auPGjeratasKCgpUU1MTdXlNTY26daMtOQAAAIDMy9owNX/+fL388stR51VWVmrfffdVSUmJDjzwQC1btix8WW1trdasWaMhQ4a09lABAAAA5KGsDVNNTU26/fbbVVFRIb/fr7/97W/617/+pQsvvFCSNGrUKD355JOqrKxUXV2dZs2apYMPPliDBw/2eOQAAAAA8oGnDShCwae5uVmStGTJEklSRUWFLrnkEu3YsUPXXXedNm3apF69eukPf/iDBg0aJEm68MILtWnTJl188cXasWOHhg8froceesibJwIAAAAg73gappK1Mff5fLr66qt19dVXJ7z82muv1bXXXpup4QEAAABAQlk7zQ8AAAAAshlhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMEKYAAAAAwABhCgAAAAAMGIepmpoaLVy4UA8++GD4vOrqalcGBQAAAADZzihMff755zr11FM1c+ZMzZkzR5K0du1anX766frwww9dHSAAAAAAZCOjMHXXXXfpZz/7md577z0VFOy6i3333VfXX3+97rnnHlcHCAAAAADZyChMLV26VNdee60KCwvl8/nC5//3f/+3li1b5trgAAAAACBbGYWpDh06RIWokLq6OsvzAQAAAKCtMQpTgwYN0h/+8Ieo87Zv364ZM2Zo2LBhrgwMAAAAALJZO5MbjR8/Xpdccomef/55NTU16cwzz9TatWtVWlqqRx55xO0xAgAAAEDWMQpT/fv318svv6zFixdr1apVat++vfr06aMzzjhDnTp1cnuMAAAAAJB1jMKUJHXs2FHnnHOOysrKJEkbNmxwbVAAAAAAkO2M1kytWLFCJ598st56663weS+99JJOPfVUrVixwrXBAQAAAEC2MgpTd955p/7rv/5LP/rRj8Ln/eIXv9DPf/5zzZw507XBAQAAAEC2MprmV1FRoTlz5qioqCh8XklJicaOHatjjz3WtcEBAAAAQLYyqkyVlJRo69atceevW7dOhYWFaQ8KAAAAALKdUWXqlFNO0dixY3XVVVepV69eCgaDqqys1OzZs3XmmWe6PUYAAAAAyDpGYerGG2/UlClTdN111ykQCCgYDKpdu3Y644wzNGHCBLfHCAAAAABZxyhMdejQQbNmzdLkyZP1zTffqLCwUPvuu69KS0vdHh8AAAAAZCXjfaYkKRAIqLy8XJJUW1ur2tpaSdI+++yT/sgAAAAAIIsZham33npLN910k7Zs2RJ1fjAYlM/n0xdffOHK4AAAAAAgWxmFqd/97nc6/PDDddppp6ljx45ujwkAAAAAsp5RmFq3bp0WLVqk4uJit8cDAAAAADnBaJ+pPn36aPv27W6PBQAAAAByhlGYmjx5sqZPn66vvvpKjY2NampqivoHAAAAAG2d0TS/MWPGaMeOHXrllVcsL6cBBQAAAIC2zihM3XTTTW6PAwAAAAByilGYOueccxJedv/99xsPBgAAAAByhfGmvZWVlaqoqFBjY2P4vG+//VZPPPGErrvuOlcGBwAAAADZyihMLV68WBMnTlQgEJDP51MwGJQkdenSRZdccomrAwQAAACAbGTUzW/OnDmaNm2aPv30UxUVFenzzz/XM888o2HDhun88893e4wAAAAAkHWMKlPV1dU6//zz5fP5JEkFBQU6/PDDVVBQoKlTp+rRRx91dZAAAAAAkG2MKlPFxcWqq6uTJHXs2FEbN26UJA0ZMkSffPKJa4MDAAAAgGxlFKaOP/54XXHFFdq5c6eGDBmimTNnqqKiQk8++aQ6d+7s9hgBAAAAIOsYhambb75ZXbp0Ubt27XT99dfrnXfe0Xnnnae7775bY8eOdXuMAAAAAJB1jNZMde/eXbNnz5YkDRw4UP/3f/+nyspK7bPPPtpjjz1cHSAAAAAAZCOjytRJJ50U9XNpaakOPfRQlZSU6Ic//KErAwMAAACAbOaoMrVs2TJ99tln2rBhg/7yl7+E95cKqaqqUn19vasDBAAAqbXUNaqpaqvXw8gqjTubd59euUX167/zcDTZqbh3uQpLS7weBpCzHIWpTZs2acGCBWppadHUqVPjLu/QoYN++ctfujY4AACQWktdo1aOnKvA9kavh5JV1v+gi3ThcbtOT39FpYSpOAWdS9T3hSsIVIAhR2HqhBNO0AknnKDjjz9eb731VqbGBAAAHGiq2kqQsnDA+u/01H0vez2MrBbYvqui2WFQD6+HAuQkowYUb731lmpra1VWViZJ2rFjh95991316dNH/fr1c3WAAADAvr0nnaqSft29HgayXGPlZm2Y8XevhwHkPKMwtWTJEk2cOFEffvihmpqadN5552ndunXy+/266667dNppp7k9TgAAYENJv+5UGQCglRh18/vjH/+oadOmSZJeeeUV7dixQ2+++abmzp2rRx55xNUBAgAAAEA2MgpTVVVVOuOMMyRJb7zxhk4//XSVlpbqmGOO0Zo1a1wdIAAAAABkI6MwVVxcrObmZgUCAb3//vs67rhdnXIaGxvj2qUDAAAAQFtktGZq2LBhmjZtmoqKihQMBnXUUUdJkv785z+rf//+rg4QAAAAALKRUWVq0qRJ2rx5s1asWKFZs2apqKhIW7du1R/+8AeNHz/e7TECAAAAQNYxqkz17NlT8+bNizqvvLxc//rXv9ShQwdXBgYAAAAA2cx2mHruued07rnnSpIWLFiQ8Ho+n0/nn39++iMDAAAAgCxmO0zddttt4TAVaotuhTAFAAAAIB/YDlOffvpp+PTy5cu1ceNGrVmzRu3atVPfvn1VVlaWkQECAAAAQDZyvGbq22+/1ZQpU/Tuu++G26AXFBTopJNO0rRp09StWzfXBwkAAAAA2cZRmKqrq9NFF12kPffcU/fdd58OOOAANTc369NPP9UTTzyhUaNGaeHChSotLc3UeAEAAAAgKzhqjf7EE0+oV69e+n//7//plFNOUd++fdW/f3+de+65ev7557XnnnvqkUceydRYAQAAACBrOApTr7/+uq655hoVFhbGXVZcXKxx48bpn//8p2uDAwAAAIBs5ShMrVq1SgMGDEh4+aGHHqrq6uq0BwUAAAAA2c5RmPL7/erSpUvCywsLC8NNKQAAAACgLXMUpgAAAAAAuzjq5uf3+zVu3Lik12lubk5rQAAAAACQCxyFqcMPP1wbN25Mep1hw4alNSAAAAAAyAWOwtRTTz2VqXEAAAAAQE5hzRQAAAAAGPA8TL355ps69thjdcMNN8Rd9vLLL+vMM8/U0KFD9bOf/UxvvfVW+LJAIKB7771XJ510ko488khddtllWrt2bWsOHQAAAEAe8zRMzZs3T9OnT9f+++8fd9kXX3yhiRMnavz48Xrvvfc0evRoXXPNNVq/fr0k6ZlnntHixYs1d+5cvfbaa+rdu7fGjh1La3YAAAAArcLTMFVSUqLnnnvOMkw9++yzGjFihEaMGKGSkhKdddZZ6t+/v1588UVJ0oIFCzR69Gj169dPpaWluuGGG1RZWamlS5e29tMAAAAAkIc8DVOXXHKJOnfubHnZsmXLNHDgwKjzBg4cqIqKCjU0NOjrr7+Oury0tFT777+/KioqMjpmAAAAAJCyYM1UIjU1NerSpUvUeV26dNG2bdv03XffKRgMJrwcAAAAADIta8OUpJTrn1gfBQAAAMArWRum9thjD9XU1ESdV1NTo/LycnXt2lUFBQWWl3fr1q31BgkAAAAgbznatLc1DRo0SJ999lnUeRUVFTr99NNVUlKiAw88UMuWLdNRRx0lSaqtrdWaNWs0ZMgQL4YLAACyWEtdo5qqtno9jKzRWLnZ8jR2Ke5drsLSEq+HgRyQtWHq/PPP17nnnqvXX39dxxxzjBYvXqyqqiqdddZZkqRRo0Zp7ty5+tGPfqS9995bs2bN0sEHH6zBgwd7PHIAAJBNWuoatXLkXAW2N3o9lKy0YcbfvR5C1inoXKK+L1xBoEJKnoapUPBpbm6WJC1ZskTSrgpU//79NWvWLM2cOVPV1dU64IADNGfOHO25556SpAsvvFCbNm3SxRdfrB07dmj48OF66KGHvHkiAAAgazVVbSVIwZHA9l2VzA6Deng9FGQ5T8NUqjbmp5xyik455RTLy3w+n6699lpde+21mRgaAABog/aedKpK+nX3ehjIUo2Vm6nUwZGsneYHAADgtpJ+3ak2AHBN1nbzAwAAAIBsRpgCAAAAAAOEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQJgCAAAAAAPtvB4A8k9L0K/GYK3Xw0ipIfCd5elsVuIrU6GvyOthAAAA5AXCFFpVS9Cv5Q0vKSC/10NxpNr/oddDsKVARTqo/ekEKgAAgFbAND+0qsZgbc4FqVwSUG5U/QAAANoCKlPwTM+iI9S+oMzrYbQJDYFaVfv/4/UwAAAA8gphCp5pX1CmjgXdvB4GAAAAYIRpfgAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAYIUwAAAABggDAFAAAAAAbaeT0AIJe0BP1qDNZ6PYw4DYHvLE9nkxJfmQp9RV4PAwAAwDWEKcCmlqBfyxteUkB+r4eSVLX/Q6+HYKlARTqo/ekEKgAA0GYwzQ+wqTFYm/VBKpsFlJ1VPQAAAFNUpgADPYuOUPuCMq+HkRMaArWq9v/H62EAAAC4jjAFGGhfUKaOBd28HgYAAAA8xDQ/AAAAADBAmAIAAAAAA4QpAAAAADBAmAIAAAAAA4QpAAAAADBAmAIAAAAAA7RGB4A2JlhXJ62pytz975BC38UFV61UcGPGHmqX/XrLV1qa4QcB4FRLXaOaqrZ6PQxXNVZutjzdVhT3LldhaYnXw2hTCFMA0IYE6+oUvOBsqW575h5jr77SOVN2nb5rhoIbV2bssSRJpZ2lBYsIVEAWaalr1MqRcxXY3uj1UDJmw4y/ez0E1xV0LlHfF64gULmIMAUAbcmaqowGKUkatHGl3pvzq4w+RpS67bue18BBrfeYAJJqqtrapoNUWxXYvqua2GFQD6+H0mYQpgCgjfJNmCT16ev1MMytWqngXTO8HgWAFPaedKpK+nX3ehhIorFyc5ustGUDwhQAtFV9+sqXw9WcoNcDAGBLSb/uVDqQt+jmBwAAAAAGCFMAAAAAYIAwBQAAAAAGCFMAAAAAYIAwBQAAAAAGCFMAAAAAYIAwBQAAAAAGCFMAAAAAYIAwBQAAAAAGCFMAAAAAYIAwBQAAAAAGCFMAAAAAYIAwBQAAAAAGCFMAAAAAYIAwBQAAAAAGCFMAAAAAYIAwBQAAAAAG2nk9AABA2xOsq5PWVKV3H6tWWp42tl9v+UpL078fAAC+R5gCALgqWFen4AVnS3Xb3bvTu2YomO59lHaWFiwiUAEAXMM0PwCAu9ZUuRuk3FK3Pe1qGQAAkahMAQAyxjdhktSnr7eDWLVSwbtmeDsGAECbRJgCAGROn77yDRzk6RDSnh4IAEACTPMDAAAAAAOEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQGv0GC1BvxqDtY5u0xD4zvK0XSW+MhX6ihzfDgAAAIB3CFMRWoJ+LW94SQH5je+j2v+h49sUqEgHtT+dQAUAAADkEKb5RWgM1qYVpEwF5LwaBgAAAMBbVKYS6Fl0hNoXlGX0MRoCtar2/yejjwEAAAAgMwhTCbQvKFPHgm5eDwMAAABAlmKaHwAAAAAYIEwBAAAAgAGm+QF5xKT1f7rS3TogHWw7AAAAMokwBeQJN1r/p8tk64B0sO0AAADIJKb5AXnCq9b/XmLbAQAAkElUpoA81Bqt/73EtgMAAKA1EKaAPETrfwAAgPQRpgAgRwTr6qQ1Vcmvs2ql5WlL+/WWr7TUhZEBAJCfCFMAkAOCdXUKXnC2VLfd/o3umqFgsstLO0sLFhGoAAAwRAMKAMgFa6qcBSk76ranrHQBAIDEqEwBQI7xTZgk9elrfgerVip41wz3BgRXtdQ1qqlqq6PbNFZutjxtR3HvchWWlji6DQBgF8IUAOSaPn3lGzjI+OZJp/7BUy11jVo5cq4C2xuN72PDjL87un5B5xL1feEKAhUAGGCaHwAAWaKpamtaQcpEYLvzShgAYBcqUwAAZKG9J52qkn7dM3b/jZWbHVexAADRCFMAAGShkn7d1WFQD6+HAQBIgml+AAAAAGAgqytTAwYMUFFRkXw+X/i8888/X1OmTNG7776ru+++WytXrlSPHj105ZVX6qyzzvJwtAAAAADySVaHKUl65ZVX1KtXr6jzNm7cqKuvvlqTJk3SmWeeqQ8//FBjxoxRnz59NHjwYI9GCgAAACCf5OQ0v8WLF6t3794699xzVVJSomOPPVYnnniinn32Wa+HBgAAACBPZH2Yuvvuu3XCCSfoiCOO0JQpU7Rjxw4tW7ZMAwcOjLrewIED9dlnn3k0SgAAAAD5JqvD1GGHHaZjjz1W//jHP7RgwQJ98sknuvXWW1VTU6OysrKo63bt2lXbtm3zaKQAAAAA8k1Wr5lasGBB+HS/fv00fvx4jRkzRocffriHowIAAJnSUuf+JsKNlZstT7uluHe5CktLXL9fANkvq8NUrF69eqmlpUUFBQWqqamJumzbtm0qLy/3ZmAAACBtLXWNWjlyrgLbGzP2GJnYqLigc4n6vnAFgQrIQ1k7ze/zzz/XHXfcEXVeZWWliouLNWLEiLj1UZ999pkOPfTQ1hwiAABwUVPV1owGqUwJbHe/mgYgN2RtZapbt25asGCBysvLNXr0aFVXV+v+++/XBRdcoJEjR+qhhx7Ss88+q7POOkvvvfee3njjjahpgV5qCfrVGKxNeb2GwHeWpxMp8ZWp0FeU1tgAAMgFe086VSX9uns9jKQaKzdnpNIFIHdkbZjae++9NXfuXN199916+OGHVVxcrHPOOUc33HCDSkpKNGfOHE2fPl233nqrevbsqd///vc66KCDvB62WoJ+LW94SQH5Hd2u2v9hyusUqEgHtT+dQJUBdgIw4RcAWk9Jv+7qMKiH18MAgKSyNkxJ0pFHHqk///nPCS974YUXWnlEqTUGax0HKbsC2nXA39HXLSP3n69MAjDhFwAAAFkdpnJdz6Ij1L6gLPUVU2gI1Kra/x8XRgQrmQrAhF8AAIC2jTCVQe0LytSxgAPpXOJGACb8AgDQtmWihX8mZXp7gEzJhW0HCFNABAIwAABIpjVa+GdSLjVNyYVtBwhTAICcEqyrk9ZU2b/+qpWWp1Par7d8paUORgYgH+RqC/9cFNp2IJub0RCmAAA5I1hXp+AFZ0t1283u4K4ZCtq9bmlnacEiAhWAhHKhhX8uyqVtBwhTAIDcsabKPEg5Vbd91+MNHNQ6jwcg59DCH4QpAEBO8k2YJPXp6/4dr1qp4F0z3L9fAECbQ5gCgDYudo1RyjVEubJWqE9f+TJQNbI9DRAAkPcIUwDQhqVcY2S1hoi1QgAA2EKYAoC2zGSNEWuFgDbJzb2RMrVvUS7sKwREIkwBQJ5IucaItUJAm5XJvZHc7LqWC/sKAZEIUwCQL1KsMWKtENB25creSLmwrxAQiTAFAACQR7Jxb6Rc2lcIiESYAgAAyCPsjQS4p8DrAQAAAABALiJMAQAAAIABwhQAAAAAGGDNFAAAQALJ9mayu9cSeycBbRdhCgAAwIKTvZmSdaJj7ySg7WKaHwAAgAW39mYK7Z0EoO3J+8pUS9CvxmCtJKkh8F34/MjTklTiK1Ohr6hVx5YLIl8/O5K9xsnw+gMAvGSyNxN7JyFfJJsOa8LuFFqnMjHlNq/DVDAY1PKGlxSQP+6yav+HUT8XqEgHtT+dA/oILUF/wtfPjtjXOBlefwCAl9ibCbDmZDqsCTe/kMjElNv8DlMK2A4CAe2qwHT0dcvwqHJHY7DWOEg5xesPAM7RPAFAprk1HbY1hKbcuvnFSF6HqUg9i45Q+4KyuPMbArWq9v/HgxHllkSvX7p4/QHADM0TALQ2k+mwrSGTU24JU99rX1CmjgVUPUzx+iFdTtffJWO6Ns8O1u8hV7jdPIEpbgBSycfpsIQpAJ5Ld/1dMk7W5tnB+j3kIponAEBmEKYAeK4119+li/V7yEX5+G0xALQGwhTggJ2paE6nmDFtLFqm1t+li/V7AAAgFmEKsMlkKpqdKWZMG4vG+ju0Zan2YnGytwpd9gDAe4QpwKZMTUVj2hiQH5zuxZJqvRJd9gDAe4QpZA2rKXSppsx5NUXOjaloTBsD8ovbe7HQZQ8AvEeYQlawM4XOasqcV1PkmIoGIB3p7MVClz0AyB6EKWQF0yl0TJEDkIvorgcAbQNhKgvFTnfL1qlumWJnCh1T5ACYCNbVSWuqkl9n1UrL0wnt11u+0tI0RwYAyEWEqSyTarpbNk11yxSm0AHxB/0JD/A5kLctWFen4AVnS3Xb7d/orhkKprpOaWdpwSLeBwDIQ4QpF0RWkhJVkexWj0ymuzHVzUzofbN6z9patQ+5JeVBf+QBPgfy9q2pchak7Krbvuu+Bw5y/74BAFmNMJWmZJWkyCqSSfUo1XQ3prqZS/S+hd6ztlbtQ45xctCfJwfyoUqdZYXOoDrnmzBJ6tM3vUGtWqngXTPSuw/kvGR7h9ndN4w9w4DcRZhKk91Kkkn1iOlumZPqfaPah2yR8KA/jw7kE1bqQhU6k+pcn77ypRlAU07/yzGxoSBZEODgfxcne4cl68DInmFA7iJMuciqkkT1KPtFvm+8X8g6CQ7629qBfFKpKnV5Up3LpFShIDYIcPC/i1t7h7FnGJC7CFMuopKUm3jfADOJOuPZ6oZn2DgjqlKXR9W5THMaCjj4j2eydxh7hgG5jzAFAHDMdme8RN3wTBtnRFTq8qo614qShQIO/hNj7zAgPxGmkmgJ+qM6vbUEmz0cjTdi97yKlGr/qxA64wHZzai5Q7qd8Zial7UIBQBgH2EqAatub6ub3tbB7c/0LBjY3czXrfCSas+rSFb7X4XQGQ/IXm40d3DUGY+peQCANoQwlYBVt7egWjzr8OZkM1+3wovJnldW6IwHZDE3mjs46IzH1DwAQFtCmLKhW+GB2tLyladjcBJsMhFeUu15ZYXOeEBuobkDgNZCK360FYQpG4oLOkktXo9it0TBJpPhhY53QB6guQOAVkArfrQlhKkcRLABAAC5ilb8aEsIUwDyVrJulbHsdq+04nZHy2BdXXznPcN9mwDAS7TiR64jTAHIS066VcZK1r3SipOmMJZBSQqHJcvue3fNUPCPD8R13SN0Ach2tOJHriNMAchLbnWrtMNuU5iEQUkKtyhP2H0vpuuek9AFAG1ZbLOLdCVrluEGGm7kFsIUgLxn0q3SDsdNYZK1KQ+FpQi+CZMkybrrns3QBaBtSBUYnASAtnQwn6rZRboyMQ2Rhhu5Ja/DVFCB8OmGwHeur2sAkBuysalLuE15shblNjfKTRq6AOQ8p4EhVQBoSwfzTptdZAMabuSWvA5TLcHdv1zV/g+1zv+pK5vdArGsGh2kamhAuM9z37cpd6VFuc3QBSA3uR0Y2urBfLJmF9mAhhvucbKPmZReNTavw1Qstze7bQn64w6YOUDOP3YaHVg1NHDStABA6wnW1UlrqpI2CgG8kk5gaOsH8zS7yA9O9zGTdlVjD/jnNUaPl/dhqmfREZLk+ma3VgfQmap+haoeiSodBDhvmTY6cBLu7bT4dtLam88MYM2ysYcU1yiEQJVYsrU9dtf1tKU1PW4jMCDfmVRqA9sbFWxuMXq8vA9TmVh0LiU+gM5E9cuq6hFZ6aDCkT3sNDpw2rTApMV3qtbefGaABJI1CZFo8JGCk7U9ySokubamJ1GAzOTUIwCpK7VuVGPzPky1hkxVvyR7VQ+3AxzMZaLRQSZafPOZAVILNwmRkjcKQZhba3tyaU2P3QCZaOpRJkKjabiTCHjILa1RqSVMtQK71a9011jFVj0ct2VGzku3xTefGUhs9mvb901CJLnTKCTPmKztycU1PekEyEyExnTCnZR7VUEg0whTabAKP9Ku9SYm95VsjZUd2djeGa2Lz0B+Ce6slzas2/2zC6HHrc1+Q00a4s63atoQi+AWJ7KSkKh6kGsVg3xc22M3QGYyNKZbHcylqiDQGghThhKFH2nXepP9io9xdH+p1lgBQJzJE6T6nbt/jgg9xlzY7Ddhk4ZYoaYNsWw0ccin6lmySkLkAXeoYiDtOmCODV25FrbaomwLkE6qg7lYFcy0VBslO+VkY2Wn+P3PHMKUoWTrVALyyx/cYXzfmVxjBeeSdUuk6x1CnO4l5spnJzJIhYRCjwuMN/tN1aQhlRTBza3qWa6wW0kIbG9Uw+fr9e3NL8Zdf8OMv2vTA68bTc+yUxWTOFjLRdkW7nKJ042SnXI7uDI9M3MIUy4IrVNxa71JpjoMwrlU3RLpegfJbC8xNz87xqEnFRc2+41q0pCK3SYOLlTPcpVVJSGyYuBfV5vw4M5kepbdqpjEwRryi9sbJWca0zMzhzDlAtapZF7st/4Z/8b/e6k65dH1DpJZR0VXPzsuhJ6MiWjSkIpJE4eMBcks5aSSEApe6UzPcnLAyMEa8lU6GyVnWrrTM+1MZXQ6PbGtVbEJU8h6qb71z+Q3/pEiO+XR9Q6JpOqoyGfHZdkcJD3m9hSuRAeMrKVBvmur0yVNpjLa+VvQ1qrYhClkPaff+meqWkQFMjdZrWWSklc3JfMKJ58T5JqWukZbzSra6gEjAGuZmsrY1qrYhKk2KFHDhLbQLCHZt/58449YdtYySfHVTYn1cMgPVt88RzarAADJnamMbbWKnfdhqiXYHNV5ryXYnLHHCclksEnWMCG0Z1UuHxzyrT+cMFnLFMJ6uNwXu9dV0j2u2mhb9VQSffMc+uYY+St2rUyu7G9md9xS9o09m1GZTizvw9TqprcVVEvUzwe3P9PVx2gJNmt109vhnzMZbFK1bG+Ng0NaiSMbpVrLFEKFs21IuddV7B5XNva2auv2nnSqJPdbMrdVdqdH5qJUa2Ws9jfLhuftZNxSdo0duSvvw1RkkAr9nGyTXJPKlT+4I+5xWiPYuN2y3Q5aiWe/RGuIpNTriEJyMRRT1cwzTve6yoO26qlkazeybJRqemSuH5xnootjqv3KYoOoSVh1usanra3dgTfyPkyFdCs8UFtavrK8LBB0r3KV7HHc5sXBI63Es5vdNUSS9TqiEEIxcknSva7s7m0FREg1PbItHZy70cXRzn5lkVUiN8JqsjU+bXXtDrxBmPpecUEnxRSPwtr5isOnU1Wu0nmctqatthJvCfpdn8IYWS3K5PTIdNYQRWproTjV6x+SixU5KOleVyZ7W6H1OFn/InmzBqatT490Y62MnYpRZBB1I6yyxgethTBloCXYrEJf23vp3N4Yty1Oq7Kq7KQ7hTFZtSiT0yPtriGK1JZCcYid1z8kGypywZ31nj02ECkUdDK1bsjp+hfJmzUwTI90JrZilKpKtPekUxVs9GvjrFfD128ra9PQNrS9RNAKVje9rf2Lj/N6GK7Klo1xnbJTUXBSTYhcE2cVmjPR4MNOtSgTlaC2GHZNOKnWeV2RC9bvlCZP9OSxgUiJgo6b64ZM9rhpi9Psksl0oM0EpxWjon3KVH3jovDPbWltGtoGwpSBoFqi2qlnM6spaVbhIls2xnXCbkXBbvBrCfqjui6mCs2ZaPARWy3yuhLkdrUy2yWq1nn1PgTr6qJbeFetlup3mt1XREUruLNevnQHB9sSHfBK2deaOVDfFHW6oEOx5fWSBZ1MBJpUe9zk4xqY1gi02cD/ba2CO6P/n8+30JxLYqfmRko1TTck2/4upkKYasNags1a3hg/JS1VW/Zc2RjXbgCMDX6xATNUjWoM1kZ1XUwVmjNR2cmmalGuVivTkcnX3+mWAcGd9VJsa+85Dxo9dnBnvTR5wu4zJk9Q8LnFed0GvLUkO+CVsqs1c6C+KaoCUH3jIvX8/dkpbxcKOpkMNKx/idfagTYb7DHqcG2bn7g5EryVampupGR/K7Lp76IdhKkMiewAGHm6NfmDOywPhFNVlbLpgN4uqwBoFfysAkIm9hZrC3KxWpmt7G4ZUBB54YZ18a29G51NeYq6r8iKVv3OtNuAU+myJ9VUNTcOeiOrSf7qGuP7ia0ABHf65f82dcMlO0EnWXVOcv5NNBuzRmuNQJsNivbp4vUQslaiipCdapBbvyMmU3Ot5NqXAYSp70UGnti9pJoCzqf0rW+uCJ9e1/yp+cBc0rPoCEnKmqqS2+wGQKuAkKxDo1dBONvkSrUyW9ndMqBDoiucN0p6dn7Sx4gKN6tWSnvb+08oLhR1TDiK3derq3O10hWsq5PWVEVNaQyuWint19vxfXoR7GKnYyYae+RUNbcOelvqGqOqSVsffz/ucq/X06SqzknOvolmY9Z4rVm5czsYI312K0KJ/uZk4nck1dRcK7n6ZQBh6nsbm5eFT1c1vSVfxH/Hm1qWO76/6E16A45vH9sIIdFldjnt2mY9Jnvrr3KFnT2/0gnCTqd1md428vOQqffEjWplupsFZ+tnzenvhcmWAb4f9EjawjtuGt9dM6QOHVPer2Uomn5XyttpTZVrla5gXZ2CsdMZJemuGQr+8QFpwaLU9xHZ4fD7YGfncS0DnOQoxFmOP8HYnR7w2llr1VS1NW49SUigvikrNpZ12hbbjfszvW+vZfv6OreDMdyRbkUoE78j+TQ1lzD1vWBU4AkY7T1iEnIS3U9kI4TYcLe66W31L/mpigtSHyy5JVFL8FTrr+zedyb3VkrE3p5fyYNwogNpSbamdVk9P7tTwgp9RXFNM9x6T9zmxmbB2bgmy+T3IiPTaGOn8UkpG1UEd9bLZxWKNqxzd2yprKmKD1Ihddt3XZ6Cr2OH3X+zQ8EuiaQBTpJKO0sLFtkLVInGHx672Xttd61VpNj1JP5va7NuY1mnbbGd3l+kXPuWOxfW17kdjOE+JxWhXPsdyVaEqRTsVC+k+E5w6fAHd8RVtiLDXVAt+rLxFR3c/syUrbzdkmiaUrrrZJLv29ROB5acmrRK15oaAt+pyNcpaiyJGnzsV3yMrWldVq+b3SlhHX3d4ppmpLpvr7ixWXAuPS9Px2pjSqAk+1Uom9yYXuebMEnq01datVLBu2ZE3XfU49iYiphUsgAn7Q5CDittvgmTJClq7KbsrrWKlGw9SbZsLOv2t9Wx95dq3Ug2VHcSSXd9XWtP6XQ7GMMd+VQRckPkmlMFzLZxJ0ylYK96Ed8JLtOCatHOwFZHrbwTMZmmJLmz/ir5vk3NWtH4v3FVuYPbn2k0RS5UMTJV7f9QPhWGf07W4COyC6DJtC6T29oN/l5zullwrqzJypZ1iammBIa5XYWKmF5nvPapT1/5Bg6K/vIodm+tyRMUnHzL7svTDFfhACfFhTjHQvfjMjfWWuXDxrLJ1o1kU3XHDqfvuRdTOr04aA807v5CNeogGJDzfddi15w2b90plXWKu14qhKlWlqjRReRpu00PYitYJvtfmU5TyoQ92x2kTc2x69Piq3LJvvFPNkUuVDFKR6LAnOxAOp1pXU5uazf4e621ukW29hq/TP1eOBVsSr+TkpH6nQqu+Fya+tuE64eMGlSsXx8/FfG2Kbt/TrfC9n2Ak5QyhMY1mnCjSmaDl980Bxp3/y3N9oPXtjQFzel7no1TOjNhy7yIae03LlK/v12V9cEYrcNk37W4NadBs8pUQeqrwE2RjS5WN72tlqA/bopga3b/SzVNqTUVR0yh61Z4oNF9JK90+Y03W041nvYFZVlzMI3doTpy/VW1/0Mtb3hJLUFn0w2tQpnT+2hVjz3i2l0Fd9bHVZmCdXWJb7B+fYr1Qy6JbBHfSuu8wuusIitXkydEN7/IQVGb9DbGf643PfhG+HT1jYvUUpdkGlrMhr9e2nvSqdrv0V+E/4WmOTphNW2u/rN1SV+DbLD3pFONnq9XrD43iT6XwcaIL5B3+hNuDov8Y2fftUyhMtXKIhtdRLbkTrf7nxsyNU3JpELgRpUlNJ3MjWlibown0WbBcJ9ba5lSVW4zqsHwgM1JZSrVY0yeEF0VClWZbp2Z8q7dXD+UFazWWXnRsMNFsVNcIoNTmMXBq1WVI/a+vK4apFvNs/qWO3Kq4D53nJX2GO2KDBZ21kHl0pROq89N7z//KvXnMo3Hy+ZuiXBHa++7RmUqhXzaZygT1RU3KwROhaaTZUPFyOp12F2ZzI4GGyZyISD2LDoi/EWBU61duY2qcsx50P4NTYOX1WM0xFR9YtVttxUggntHr91KWdVKpLEh9XVMn//3gnV1Cn7+mf0q3Hmj0nq8bBE3xaXR/P+72PvK9apBqm+5Yzczjg08blWvYsPGhhl/18qRczNeHcvU84ll9bnZ+f5q1z6XkUIBec2lz0QdYG+Y8XetufSZVnld0TpCX6a01hcLhKkUIqflRcrWkBU5rmwYY7KD0e9a1mblwXcmJNos2KqJSKLXJHY/Ka+nmiULiNnErS8J0glldkWtv4mYypZyHVSq4JUobDRanG9xX74Jk8KVJtsmT4ieEnfXDAUvONt5oAra6BHoJHjG3v3O+l3jGnOZ7fH6fuDd+pPYg9xk0+mspu1lYhxeT+lLJd3peqEpg4mmzgXqmzIWeKz2Ecv0lCW3A5zV6+9FaLHTLXH7/32ZdGwtdY2q/2yd6j9bZ/mZCv0jlOUXpvmlELQx5S6TLcmdWt9cET4du/bKanPX1tSj3WFa31wRntIY2x2vtSVqBpLqusnOsyOy657dJiKJ9pOKbKgROZ7W2FA5UUB0qyV4so2LpdbfxNfTCudj85JfbhWKIjkJG1b31advdNXMTiUoUVUrouW4ZUMHGVToUj3/ZDasS73PlcFmxKaSdaOSFHeQ6+uY+HfAzelRsWOMnZrV8/dnZ+Sx0pVqup6dTneppgz6v61NGHjcbPwQu49YprgZ4BK9/qGGAF7Za/yJ2vTHN+OeZ7JmBXa6RYbkStdIuIPKlKHI0JKsmpBJVgfzidZe+QMNcQfju6batd64C3yFcd3w0mknn26lJrLqWNX0VtJ9wqwqlKaNQooLnLfdTLSfVGTwihxja02lDDFtGJJIqOpV2fhq3BTRysZXVdn4aqs+v11javZuSmNTmt/8pxM29H24mTxh9xlOwtm146SLRkffl5I0dKirS1ihsz3e+p1xIc0O34RJ8j38J+dVOIdiv6kPVXaSTUNaOXKuGr5YH3fwF/tzlJjpUW5Vk6ymZsVOe7Mj0evgptZelL7HqMONbmenepNsHzE3HyeS3eeT6H4Tvf6Zrq6l4ispSvi7k2hsdrpFproPZBe3/uZkRzklB8VWExoD5usnTA/KnBzMr/G/p9jGFul0t0vE7ibC6e6JZKdSYyUygEZXHQNJ2yJbVyi9aRQS+dolfj6tu3Gs223Z7Wzy29ob465uejvq9950X7ectGFddKXJScCZ93D0bUP7USVq6OBG179JEy0fM2Vrdot9rqxETbuMqdLFbjCs9tG3tfp2O9Sswck6HadVitipaKbVpEB9kwo6FDu+Xaxkr0OmN5nN5KJ0k8CTrHpj2ujCKjinqhJZve52no/d8WfLxtGxTD4XsRsWh7SljYtbaxPoyI22rRqDhLj92LEV9nQQplxiWqVoCTYnrYgk5+Rgfvd1M7W5a2zASXawmergO9UUOjuVGisFvtaZVhg7hTBRqEw1fdAqaLfz7T46i6yQhuTK5r12xW7y69UmvlZVVbe/jGiTYqf7WQWm80ZJz87P/GPamK4XN/Xw+02Ho0S2n3/4/t3Xja3gTZ6g4O3RreqtApNVs4ZUB3hOD9pjp6KZVpPcmtKX7HXI1J5I6Xb4S9VG3lSy6o3Je2QVnJOF9XSnJNodf9E+ZVE/N1ZuVtE+8dOnM7nWz4rJ58LLvd/ckGpzW5PgbTqOTE6dTNYJ02o6qymm+bnGrEqxo2VjWlPdTEQejMceuNvtLGd1vdiAE1uxc7LGKFHjD6txuT3FzA2x00D9gd0dySJfB6sQHj+FNPqXPfK1sfrsmEwjjGXVzn5nYIsnzSVCXRlD/7zuzujW5y0XOiG6KkkHvIw1dHDYdS/UjMKyEUXkVMHIypQ/4ncitoJXv1Nan7jzYeQUqtjpJq3djcou0xCWjOnUOBOmzShstZF3gekeUZEBxCo4W4X1TOxFlex+q29cFDd91aoyYPLahhpDmLy3gfom49vmomTTiSvPmKOm9bWtNj3TramTVlOGW7MTJpUpj21qWd7qjxl5ML6ueWn4dFXT24rsmxWqLHUsKI+6fWw1bXXT2+pf8lPLx0rWECOZZI0/YiteicJh5HiTXe6WyMeJDZW7plnu0s4XOUUm/nnGBdKYFtx2mqLEjy1xM4fYRg6J9laSpAIV6aD2p6ds/BB6vNjHij3d2k0kIjl5TSJFVlWTVREjm4DEru9rpw76qvEfUa/x6qa3dXCwr2z0rmt9abYel3YFJrO95dNQvvtvV6i5RVKJmlHYbAfv9HUq7Lb7i49EFZ9MVUNag931CImqbImmqpmuswrUNxk3o3CzjXwyTsJz5HN3GkAyFdJL+nVPvOGuRRXAsjLg8LVNVN2IfW8Tqb5xkWUjisjbZmMjCdPpcckCTHBnk6oufCzqb1FrTc+0mjoZqG/Szn+v0dbH35dkPdUw0ZThnr8/u1Uaw0iEqbwUfTAeeXjTEr0vjFpU1fQvFagoai2SVQe6LxtfsZzSl4nNiGMrXtHhMLaDYfTUQ9PpmKmknq7pzfoqyTocSZEBqZ32Kz5WHQvKVegrSrpeyc46pZZgs5Y3xj9e7OPuemx74Sz0PEzCT2hMkadTvyZFtjbljfyyIPbLiNA6vgNLTolb3+eTdTOWpuAOZd9/2Uqr9bhTwZ310Q0o0hE5Hc/uuqnvGW06bPE6BRoivsyJWW9U2GX387Sq+DithgQanVU3Mx3OQhuwmoSfRJu5rv7FE8brrPzf1qZsRhE6yIoNcqbrxDK57iRqTBkKd44/UzFTDK0+s24fnNtpeZ6smpJsqleoXXrnk/qnNUa3uTU9rnz08HBQCYn9WxQbkDO1dip26qTdqYaJpgyns8bUKab5ISU7a5Gcrh9Jt0IUeRAb20gipCXYbLG2KjOhpjEQv4YrW6Rq5hBQs6qa/mXZHa9n0RHqV3Kio/2V/MEdKZtH7H5se5vfpurut7zhb9ressFyKqJVJXVnYGuK12TXuFJNvYt+z1ss1/HVBdYn7WKZjdNU49htOGFYwYpq6DB5gu3ueylF3q/T5hZ9+u7650TM69QSbKdvH/g4/PM3v/mr/Fvs/51MVg2xOsjdMtfZ+ls3p6pZBbPgTr+qLnw86uCu+sZFtqbZJNrM1c56MzuS7R1lFeRM9vMK7NxVCbPqzOjGVKNEY7Iaj2nXsi3zdn+mmrfuSNkJMK5NvEXIK+nXPWOVsdD7mmxfsGS37fWH8+K2Gwi9Z1avYeS+U8n2nnJ7aplb0+OKenYNn0403dbOPmrpTLNMxGSqYaLn4EYnzGSoTCGh8sJ+2tpSafv66a6JcnJ7O8GlNbutZari5bZQM4eGwHdRoUSyDjah9UrpPl4sp00k7AZCSbYqqZHBP3KMkeNKpzlM5O9O5OfaqjlIVDOW+gbltCQVrMjAFFd96tJ19+n6nfam1BmKbTCRLABGhbpvqx0/lj9YpmDkwWRjs9ZNXuz4fqxEHuSGBJsS/120POB3sZqRKJgFdzbF/BwffiKDod2D/nS/aU7WQMBp6/dEz92/zroS5tZUo0RjshqPaeOQyM/vuqkvR72f6XQcdKsldfPWHWpXvnu6rN3GEFa/D6GAZ1WpsmoGkqw6JEVXiDI5XdDu9DhJ4f3qrCQKHKn2UbM7zdJq3y67VVu71czIqdMttbv/fvu/3T2jJXLfPrdQmUJC21pWhU/bCTrprolyO5C0brc1+xUvp1W5dBsTRN6+yNfx+yYOu/9oZrIyEts8wo0mEj2LjlDPosQL1gPyO2p8EjnGyHHFhjC79ydF/+5Efq4LlXw6o2/9hpT3ndWSVbBip9xt3bL7ZxfWZNkR3LI1vsHEbOsAGNeZ7+nH3RlEVHUppooa8Z9/Y+XmpAecQYdBKNNVqFTBLFmTichgaLdylYk9l4wP8G28F3uNP1Hlo4fvvkmS/Z0SrTmyHTotxhMbCAP1TQmrTInuOzYYS2YdB2MrHeloXpf4sZPtq2bn9yFVk45s2XcqFCBD/4p7l+vbm16Mmr63YcbftebSZxJW2Oyy+j02mWYZCmB2q7Z2q5mRf0s2P/iv8OnIL16SVRpNUZlCQokaHSQ+mEx3Cp1364pak9PQ6LTC1hTYHSD9gQat9e/+g7q66W0d3P7MqOunalNv1dmvxBcdhiI/E+lO4bTqchfZWj42iO2utu2uKqVqfJLOGKMbiFhLNPV0Y8vnSccSaMu/A7FT7m6bsvvn1lqTdfvk+MDXlOAgILYzXwbEHtBF/ue/Ycbf46YbpcXVKtS/Ul8pRuQ3xrFrkCKDYbJpewmn0yWbgpdoKpxFM4rQ+qt0JFpjtOmPb0Z9ux+59iNyjP4tO7R+2ku7bxfxGYkNnd2v/qHDsUU0FYppuhA5nlTrw2KrBE7X3jWu2uJaS+pAY7Nl84XC7p3ipmr+4NaIdbA2fh/iqj2RwTbmMxyqDgXqm6LCpb+6Jq46FJKJdUdS6o2q7YTfRO9pqi8xIqtkyfbcctqmP/Z1TVTFsvslU2B7oxpXbUl9RZsIU7DFtCuf15oD7n3z4B5nB8xBtai+ZZvt60dOI4vdrNmqO2CyYGHVTMJqg+RkTUCi7y95EwlJcY0hUoXJUGUpUTdFq9c70RjtdH50uyNk5Gu3tfkr7ePqvWexyFATG3C+c7f1dsLHiZWoQub2Pljh8ST/LLl1wOk6h00JpOgg8M1v/qoe089IeN1EASgyWESGFqtGF42Vm+MOqGPbh7u1/ipS5Lq1VJ3sAtsb1fD5elVP2D3GdZMXR38uIoNmTOhs2exs5kXk65doPHaef2xDguj3JfVn1s0q6Za5b0dNbw0dvPs6FsVN1Vw3+W9pPVbklwix0yZL+nVXce9y29P+JLOpf6n2h4oVCjcNn6/TxlmvSkrypUTE71Si9yhVdTRUJXN7Cl+y8G+Xr6SdgjaeownCFGxpjSYOmbChJfF+VblkQ0v85rz2xL9XsZWeyIP52MsSNZOIbUqSqBIT/bipuwr2Kjoq7nI70zVjuzamFt2oxOo+EgUu96ejRrxejdkY/j3Qit0Do0RO+YsIVq3e1r2oUPJnZ0MbU3FrxyYlXjv2zfi/ymf1gkfch6/97r9ToUYXset5Yg+oC0qsK31dzj1M3z33iaT0OvdJ0evWrB4v9sDRvy51wwbXWNy3aWe9RJ0EbR2guvgcE60TtG657vxLgKjAEHF7q3V0Tqb9SbvC69YnP4hqAhFbDYsMIMnWJiXaTDcU8tZe85fweYnCb2R30UTvUWx11Kpbp9MNfxNN34t87ZOFf7vT9YKx77+Ln0PCFNq43Al+7ipQouceW+mJPJiPDFKxerQ7TM1q0KbmXXujOa362WkiEbkfV2Szhtj9nCLDVUuwWY0y76YYmvpov/NjZj5TBTsatfcjmdkIFDY1WVfLgtszVClLpI0FKUtJmmWovjlleI09aLdazxO3aD7BN/K1i3d/WZWoUYN/s8X+YylYPV7RPtHTlP3VNY7v101x+0LZCJNJr5PJMJhEqAKTbGpZKv4tOxSoqY/6OXLKpcl4QuvDElWZY9uSx4qsXqWavheaHhf7fibrCmqnqhhVYY2pjsZ+iRH6/Um38UpsR80Qq/Dv+MuPDHxZRQMKoE1KfMAfu09XpF17MFlPdVvfXBEOUlJ6Vb/dLddjF7PuHnfkZsyRm0uvbno7qhPh6qa35Q+Yd8ELqkU7A5lZGOxEydqtKsyHg+hcEVkde/yRxNeDNxIctCdrGhA5TSvZAaLVWoqtj74Xd14qVlWab8Yt1De/Wbj7flMcTCfTtO671FdKIbYZRKo28JJUPX6Roxb/raFonzJ1GNQjLqw6se7GRVEH6esmL06+B1XMGqpIoeluBR2K05quG9rnKrYpQ6gF/F7jTwyf11i5WU3ra529nzaqismqjVbdOiMrdqmaeCQSFwC/F/v+GjWRyMD/s1SmgDyUaKpaVdNb8kVsPRt5vfjKT+oKTeQUush1UqGugsk6FRaoMOKnYMSp+D2bIitaJlqzjT6AzCnapyzxAnub07wsDx79BhVpq8DX4N6BXN0/VqR9H7Ftr4M7/WpYnryraLDe71qLf7eEppy51SVQUsoqW+TnJNU6QMm6elY+enjcNL9AfZOqf/PX8LQ0qxb04el7Y3dP39sw4+9SSbuU0xETSvR8bVQbE21VYFX5TEdslc+05b/bCFNAXko8hS2Y4npO9h9b3fS2+pf8VF81/iOuqUT/kp8mXecUWY1KLb2pd06bfAB2NAfc79SF5JJNqYqUdG2PR1PVHAumv5KvOaIdf8hmO90as+w1Cu70q+5fX7vTtMXuNDCHe8iFqlWRgaKoZ1d1Pql/1Dqi+s/Wxa3vserC11S1VcH6mOdr8YWB026LJhLu7xQzVTJRx0y7U01j319HYTGDmOYHwJESX2fb1w2qRbUt1ZZNJWpbqlOsc2rVJf+WbcuBdDSrU+orwVW2D6azLAx4ZYtBm/tstel+l9acmk4Di/hMJdpHLHYtULK9laTofZ0iQ4qTCo+bXesSiexiGRnGY6dKBnf61fDF+ujtAKprHE81LRs5ePftNzlfz+g2whQAR5x2s4uuMBVEnJ9dLfZNG1gAiTQH2qe+EgB3ZNGa0w0z/q7KM2ar/vN14fMsm0EoviV9ZJCIrPhEhpRvfvNXNdltXtIKXxwk6qpo9djfXP+8vrlh97rBdVNeigtcqfaAqn1hd9OYrXPfcTha9xGmADjkdEpdZIUpdQt1oK3wBzt6PQQAHgnu9GvT93s7SbsqLpGNO0pPPDB8urFys+o/WxfXQCLQlGCdX2Oz1k8x6zToOX8geTdPSS3fmTeV8kJOr5mqrq7WrbfeqqVLl6pjx4467bTTNG7cOBUUkBEBAN4KBAtTXwlAXti1cfDudVV1r34VPh3ebLhDUdQ6qGyounhh66Pvej0ER3I6TP3617/WIYccoiVLlmjLli268sor1b17d/3qV7/yemgAgDzXEjTf/BVAG5Riyl1cQ4l81dK6a6bTlbMlnIqKCi1fvlzjx49X586d1bt3b40ePVoLFizwemgAACggwhQAtHU5W5latmyZevbsqS5duoTPO+SQQ7Rq1SrV1dWptLQ06e39fr+KfB01oOS/Mj1UAEjJN7BFvvk/93oYcNG+wQ4K5u53lgCQV4r27iy/33l1MGfDVE1NjcrKondCDgWrbdu2pQxTPp9PBQWFKi0qz9gYAcC29pI67+n1KOAidpkCgNzh9/vl8/kc3y5nw5QkBdPYsG7o0KEujgQAAABAvsnZ+Qfl5eWqqamJOq+mpkY+n0/l5VSbAAAAAGRWzoapQYMGad26ddq6dfdGZxUVFTrggAPUqRO7zgMAAADIrJwNUwMHDtTgwYN19913q66uTpWVlXrsscc0atQor4cGAAAAIA/4guksPPLY+vXrNWXKFH3wwQcqLS3VhRdeqGuuucZo8RgAAAAAOJHTYQoAAAAAvJKz0/wAAAAAwEuEKQAAAAAwQJgCAAAAAAOEKQAAAAAwQJhCm/X555/rySefVG1trSTpn//8p8cjcqa6ulr333+/brnlFj3yyCPatm2b10PKCl9++aW2bt2qe++9V3fccYcqKytdf4zly5eHH+POO+/U6tWrXX8MtE1LlizxegieW7dune6//35NnTpVs2fP1oYNG1r18ZctW6bHHntMa9eu1e23364333yzVR8fqVVVVemvf/2rNmzYoAcffFAff/yx10NCjggEAuF/ixcvViAQsHW7uXPnaufOnRkZU15183v//fc1ceJEbdmyRU1NTV4PB1D79u3V0NDg9TAS8vl8Mv0T0a5dOzU3N1teVlRUJL/fn87QPJPLY0d6CgsL1dLS4vUwJO3+3SwpKVFjY6Oj25o8j2z7W1VcXOzo/3GT10lK/jewoKAg7kDOyd/MgoICFRYWuv73pKSkRC0tLQn//krp/W1PJpt+R+COTH1WsklBQYE6duyoCy64QBMmTHB8+7wKUwMGDPB6CAAAAACy0OjRo3XzzTc7ug3T/AAAAADAAGEKAAAAQN5LNj02kbwKUyeeeKL69u3r9TAAAAAAZInCwkINHz5cU6ZMcXxb1kwBAAAAyHsrVqxwfJu8qkwBAAAAgJWbbrrJ8W3yqjJ10EEHtfn2jgAAAACcozKVQqdOnbweAgAAAIAsU15erv/85z+Ob5dXYaqurs7rIQAAAADIMlu3btWTTz7p+HZ5FaYAAAAAwMqOHTsc3yavwlRRUZHXQwAAAACQhc4//3zHt8mrMOX3+70eAgAAAIAs9Je//MXxbfIqTAEAAACAFZNmdXkVpnr16qWSkhIVFhZ6PRQAAAAAWaJTp04aNWqU49vl1T5TAAAAAOCWvKpMAQAAAIBbCFMAAAAAYIAwBQAAAAAGCFMAAAAAYIAwBQAAAAAGCFMAAAAAYIAwBQAAAAAGCFMAAAAAYOD/A+VZghpraxGiAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.cluster.hierarchy import dendrogram, linkage\n", + "\n", + "Z = linkage(X, method='ward')\n", + "\n", + "# Plotting the dendrogram\n", + "plt.figure(figsize=(10, 7))\n", + "dendrogram(Z)\n", + "\n", + "plt.title(\"Hierarchical Clustering Dendrogram\")\n", + "plt.ylabel(\"Distance\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "L6ZQB36ERtpp" + }, + "source": [ + "Types of Hierarchical Clustering\n", + "\n", + "There are two main types of hierarchical clustering.\n", + "\n", + "1. Agglomerative Clustering\n", + "\n", + "2. Divisive clustering" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 496 + }, + "id": "GMneAx2RtalH", + "outputId": "4487e856-4a26-4bb3-e48e-0eb3335617e7" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Agglomerative Clustering\n", + "from sklearn.cluster import AgglomerativeClustering\n", + "from scipy.cluster.hierarchy import dendrogram\n", + "\n", + "agg_model = AgglomerativeClustering(n_clusters=4)\n", + "labels_agg = agg_model.fit_predict(X)\n", + "\n", + "agg = AgglomerativeClustering(distance_threshold=0, n_clusters=None)\n", + "agg.fit(X)\n", + "\n", + "\n", + "def plot_dendrogram(model, **kwargs):\n", + " counts = np.zeros(model.children_.shape[0])\n", + " n_samples = len(model.labels_)\n", + "\n", + " for i, merge in enumerate(model.children_):\n", + " current_count = 0\n", + " for child_idx in merge:\n", + " if child_idx < n_samples:\n", + " current_count += 1\n", + " else:\n", + " current_count += counts[child_idx - n_samples]\n", + " counts[i] = current_count\n", + "\n", + " linkage_matrix = np.column_stack(\n", + " [model.children_, model.distances_, counts]).astype(float)\n", + " dendrogram(linkage_matrix, **kwargs)\n", + "\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + "ax1.scatter(X.iloc[:, 0], X.iloc[:, 1], c=labels_agg, cmap='viridis', s=70)\n", + "ax1.set_title(\"Agglomerative Clustering\")\n", + "ax1.set_xlabel(\"Feature 1\")\n", + "ax1.set_ylabel(\"Feature 2\")\n", + "\n", + "plt.sca(ax2)\n", + "plot_dendrogram(agg, truncate_mode='level', p=5)\n", + "plt.title(\"Hierarchical Clustering Dendrogram\")\n", + "plt.xlabel(\"Sample index\")\n", + "plt.ylabel(\"Distance\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 481 + }, + "id": "yWyLw4Jttain", + "outputId": "cd6e2fa4-e539-402f-e7fc-99cf75a5866a" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from scipy.cluster.hierarchy import dendrogram, linkage\n", + "\n", + "def divisive_clustering(data, max_clusters=4):\n", + " # Initialize with a single cluster containing all data\n", + " clusters = [data]\n", + "\n", + " while len(clusters) < max_clusters:\n", + " # Find the largest cluster to split\n", + " largest_cluster_index = 0\n", + " largest_cluster_size = 0\n", + " for i, cluster in enumerate(clusters):\n", + " if cluster.shape[0] > largest_cluster_size:\n", + " largest_cluster_size = cluster.shape[0]\n", + " largest_cluster_index = i\n", + "\n", + " cluster_to_split = clusters.pop(largest_cluster_index)\n", + "\n", + " # Perform KMeans with 2 clusters on the selected cluster\n", + " kmeans = KMeans(n_clusters=2, random_state=42, n_init=10).fit(cluster_to_split)\n", + "\n", + " # Split the cluster and add the new clusters to the list\n", + " cluster1 = cluster_to_split[kmeans.labels_ == 0]\n", + " cluster2 = cluster_to_split[kmeans.labels_ == 1]\n", + "\n", + " clusters.extend([cluster1, cluster2])\n", + "\n", + " return clusters\n", + "\n", + "# Perform divisive clustering\n", + "clusters_divisive = divisive_clustering(X, max_clusters=4)\n", + "\n", + "# Plot Divisive Clustering Result\n", + "plt.figure(figsize=(12, 5))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "colors = ['r', 'g', 'b', 'c', 'm', 'y']\n", + "for i, cluster in enumerate(clusters_divisive):\n", + " plt.scatter(cluster.iloc[:, 0], cluster.iloc[:, 1], s=50,\n", + " c=colors[i % len(colors)], label=f'Cluster {i+1}') # Use modulo for color cycling\n", + "plt.title('Divisive Clustering Result')\n", + "plt.xlabel('Feature 1')\n", + "plt.ylabel('Feature 2')\n", + "plt.legend()\n", + "\n", + "# Plot Hierarchical Clustering Dendrogram (Agglomerative)\n", + "linked = linkage(X, method='ward') # Assuming X is your original data or standardized data\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "dendrogram(linked, orientation='top',\n", + " distance_sort='descending', show_leaf_counts=True)\n", + "plt.title('Hierarchical Clustering Dendrogram')\n", + "plt.xlabel(\"Sample index\")\n", + "plt.ylabel(\"Distance\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WsYYP8YVLxVQ" + }, + "source": [ + "

Evaluation of models" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "L9b29L7vtagB", + "outputId": "08c058e5-668d-42b7-8aa5-61593e902832" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Silhouette Score: 0.21798251728758203\n", + "Calinski-Harabasz Index: 1714.6840393421774\n", + "Davies-Bouldin Index: 1.544558122219305\n" + ] + } + ], + "source": [ + "from sklearn.metrics import silhouette_score, calinski_harabasz_score, davies_bouldin_score\n", + "\n", + "# For KMean\n", + "silhouette = silhouette_score(X, labels_kmean)\n", + "calinski = calinski_harabasz_score(X, labels_kmean)\n", + "davies = davies_bouldin_score(X, labels_kmean)\n", + "\n", + "print(\"Silhouette Score:\", silhouette)\n", + "print(\"Calinski-Harabasz Index:\", calinski)\n", + "print(\"Davies-Bouldin Index:\", davies)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zcZa2EJktadb", + "outputId": "f89a84d1-a42a-4552-90eb-b93f771ae1e8" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Silhouette Score: 0.15341089143598322\n", + "Calinski-Harabasz Index: 1577.6984157822317\n", + "Davies-Bouldin Index: 1.7897192953980763\n" + ] + } + ], + "source": [ + "# For agg\n", + "silhouette = silhouette_score(X, labels_agg)\n", + "calinski = calinski_harabasz_score(X, labels_agg)\n", + "davies = davies_bouldin_score(X, labels_agg)\n", + "\n", + "# 4. Print scores\n", + "print(\"Silhouette Score:\", silhouette)\n", + "print(\"Calinski-Harabasz Index:\", calinski)\n", + "print(\"Davies-Bouldin Index:\", davies)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aFFbrCuUtaat", + "outputId": "2e38e65d-5857-47a3-c181-1785fd15fa19" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Silhouette Score: -0.2913\n", + "Calinski-Harabasz Index: 45.6798\n", + "Davies-Bouldin Index: 1.4108\n" + ] + } + ], + "source": [ + "from sklearn.cluster import DBSCAN\n", + "\n", + "dbscan = DBSCAN(eps=0.5, min_samples=5)\n", + "labels_dbscan = dbscan.fit_predict(X)\n", + "\n", + "\n", + "labels_filtered = labels_dbscan[labels_dbscan != -1]\n", + "X_filtered = X[labels_dbscan != -1]\n", + "\n", + "silhouette = silhouette_score(X_filtered, labels_filtered) if len(labels_filtered) > 1 else -1\n", + "calinski = calinski_harabasz_score(X_filtered, labels_filtered) if len(labels_filtered) > 1 else -1\n", + "davies = davies_bouldin_score(X_filtered, labels_filtered) if len(labels_filtered) > 1 else -1\n", + "\n", + "print(f\"Silhouette Score: {silhouette:.4f}\")\n", + "print(f\"Calinski-Harabasz Index: {calinski:.4f}\")\n", + "print(f\"Davies-Bouldin Index: {davies:.4f}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "N2H02pZuOXm7" + }, + "source": [ + "

For Now Kmean at cluster number = 4 is best" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/Harish/Task 6/Task_6_2.ipynb b/Harish/Task 6/Task_6_2.ipynb new file mode 100644 index 0000000..c4564d3 --- /dev/null +++ b/Harish/Task 6/Task_6_2.ipynb @@ -0,0 +1,1016 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 20, + "id": "99582dc2", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from warnings import filterwarnings\n", + "filterwarnings('ignore')\n", + "from sklearn.datasets import load_iris" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "9190be11", + "metadata": {}, + "outputs": [], + "source": [ + "df = load_iris()\n", + "df = pd.DataFrame(data=df.data, columns=df.feature_names)\n", + "df_labelled = df.copy()\n", + "df_labelled['target'] = load_iris().target\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1adc0cf9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)
05.13.51.40.2
14.93.01.40.2
24.73.21.30.2
34.63.11.50.2
45.03.61.40.2
\n", + "
" + ], + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n", + "0 5.1 3.5 1.4 0.2\n", + "1 4.9 3.0 1.4 0.2\n", + "2 4.7 3.2 1.3 0.2\n", + "3 4.6 3.1 1.5 0.2\n", + "4 5.0 3.6 1.4 0.2" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "dfa93b2d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)
count150.000000150.000000150.000000150.000000
mean5.8433333.0573333.7580001.199333
std0.8280660.4358661.7652980.762238
min4.3000002.0000001.0000000.100000
25%5.1000002.8000001.6000000.300000
50%5.8000003.0000004.3500001.300000
75%6.4000003.3000005.1000001.800000
max7.9000004.4000006.9000002.500000
\n", + "
" + ], + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) \\\n", + "count 150.000000 150.000000 150.000000 \n", + "mean 5.843333 3.057333 3.758000 \n", + "std 0.828066 0.435866 1.765298 \n", + "min 4.300000 2.000000 1.000000 \n", + "25% 5.100000 2.800000 1.600000 \n", + "50% 5.800000 3.000000 4.350000 \n", + "75% 6.400000 3.300000 5.100000 \n", + "max 7.900000 4.400000 6.900000 \n", + "\n", + " petal width (cm) \n", + "count 150.000000 \n", + "mean 1.199333 \n", + "std 0.762238 \n", + "min 0.100000 \n", + "25% 0.300000 \n", + "50% 1.300000 \n", + "75% 1.800000 \n", + "max 2.500000 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "d4996b60", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 150 entries, 0 to 149\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 sepal length (cm) 150 non-null float64\n", + " 1 sepal width (cm) 150 non-null float64\n", + " 2 petal length (cm) 150 non-null float64\n", + " 3 petal width (cm) 150 non-null float64\n", + "dtypes: float64(4)\n", + "memory usage: 4.8 KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "aabef994", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "sepal length (cm) 0\n", + "sepal width (cm) 0\n", + "petal length (cm) 0\n", + "petal width (cm) 0\n", + "dtype: int64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "32163c6d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.duplicated().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "200cc757", + "metadata": {}, + "outputs": [], + "source": [ + "df_1 = df.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "2505fd03", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "#Using Box plot\n", + "plt.subplots(nrows=2 , ncols=2 , figsize=(5,5))\n", + "plt.subplots_adjust(left=0.1, right=0.9,wspace=0.4)\n", + "\n", + "for i in range (len(df_1.columns)):\n", + "\n", + " plt.subplot(2,2,i+1)\n", + " sns.boxplot(df_1[df_1.columns[i]])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "6a199a9f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAAH5CAYAAAASmta2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABvlklEQVR4nO3deVhU5f//8dewoywKCJiK4I6GKy5gKqYfbLUy07Sv5p6VpbmmtqgtZKVplprm0mKalZaVuWSh5C5i7rvmEoYo4hoInN8f/pgcAWWUGUd9Pq7rXJdzz33u+z6n0zDved/nPibDMAwBAAAAAByS080eAAAAAACgYARtAAAAAODACNoAAAAAwIERtAEAAACAAyNoAwAAAAAHRtAGAAAAAA6MoA0AAAAAHBhBGwAAAAA4MJebPQAAAAAAd44/2jW2afv3zF1p0/ZvBjJtAAAAAODAyLQBAAAAsB8n080ewS2HTBsAAAAAODAybQAAAADsx0SmzVpk2gAAAADAgZFpAwAAAGA3JhN5I2sRtAEAAACwH6ZHWo0wFwAAAAAcGJk2AAAAAHbD9EjrccYAAAAAwIGRaQMAAABgPzxc22pk2gAAAADAgZFpAwAAAGA/3NNmNc4YAAAAADgwMm0AAAAA7MbEc9qsRqYNAAAAABwYmTYAAAAA9sM9bVYjaAMAAABgPyz5bzXCXAAAAABwYGTaAAAAANgNC5FYj0wbAAAAADgwMm0AAAAA7IeFSKzGGQMAAAAAB0amDQAAAIDdcE+b9ci0AQAAAIADI9MGAAAAwH64p81qBG0AAAAA7IeHa1uNMBcAAAAAHBiZNgAAAAB2Y2J6pNU4YwAAAADgwMi0AQAAALAflvy3Gpk2AAAAAHBgZNoAAAAA2A+ZNquRaQMAAAAAB0amDQAAAIDdmJzIG1mLoA0AAACA/TA90mqEuQAAAADgwMi0AQAAALAbHq5tPc4YAAAAADgwMm0AAAAA7Id72qxGpg0AAAAAHBiZNgAAAAD2wz1tVuOMAQAAAIADI9MGAAAAwG5MTtzTZi2CNgAAAAD2w0IkVmN6JAAAAAA4MDJtAAAAAOyHhUisxhkDAAAAAAdGpg0AAACA3Zi4p81qZNoAAAAAwIERtAEAAACwHycn225WmjhxosLCwuTh4aF69eopISHhqvVnzZqlWrVqqVixYipdurS6du2qEydOXO/ZKJRbLmjr0qWLHn300QLfnzlzpkqUKGG38VxLaGioxo0bZ/V+J06cUGBgoA4ePFjkY8qVkpKiUqVK6ejRozbrAwAAAHBUX3/9tfr166fhw4crKSlJTZo00f33369Dhw7lW/+PP/5Q586d1b17d23btk3ffPON1q9frx49eth0nLdc0OaoijpYjIuL08MPP6zQ0NAia/NKgYGB6tSpk15//XWb9QEAAABczmQy2XTLyMjQ6dOnLbaMjIx8xzJ27Fh1795dPXr0UHh4uMaNG6dy5cpp0qRJ+dZfs2aNQkND9eKLLyosLEz33HOPnnnmGW3YsMGWp4ygzRFduHBB06ZNs3nELkldu3bVrFmzlJaWZvO+AAAAAJmcbLrFxcXJ19fXYouLi8szjMzMTCUmJio2NtaiPDY2VqtWrcp36NHR0Tpy5IgWLlwowzD0zz//6Ntvv9WDDz5ok1OVy6qg7dtvv1VERIQ8PT3l7++vli1b6ty5c+b3Z8yYofDwcHl4eKhatWqaOHGi+b2DBw/KZDJpzpw5io6OloeHh2rUqKH4+HhznezsbHXv3l1hYWHy9PRU1apVNX78+Bs+yB9//FH16tWTh4eHKlSooJEjRyorK8v8vslk0qeffqrHHntMxYoVU+XKlbVgwQKLNhYsWKDKlSvL09NTzZs312effSaTyaRTp04pPj5eXbt2VXp6ujnCHzFihHnf8+fPq1u3bvL29lZISIimTJly1fH+8ssvcnFxUVRUlEX5tm3b9OCDD8rHx0fe3t5q0qSJ9u3bJ+m/aaNvv/22goKCVKJECfNxDho0SH5+fipbtqymT59u0WZERISCg4M1f/786zm1AAAAgEMZOnSo0tPTLbahQ4fmqZeamqrs7GwFBQVZlAcFBenYsWP5th0dHa1Zs2apffv2cnNzU3BwsEqUKKEJEybY5FhyFTpoS05OVocOHdStWzft2LFD8fHxatOmjQzDkCRNnTpVw4cP11tvvaUdO3bo7bff1quvvqrPPvvMop1BgwZpwIABSkpKUnR0tFq3bm2+cS8nJ0dly5bV3LlztX37dr322msaNmyY5s6de90HuHjxYv3f//2fXnzxRW3fvl2ffPKJZs6cqbfeesui3siRI9WuXTtt3rxZDzzwgJ566imdPHlS0qWAs23btnr00Ue1adMmPfPMMxo+fLh53+joaI0bN04+Pj5KTk5WcnKyBg4caH5/zJgxioyMVFJSkp577jk9++yz2rlzZ4FjXrFihSIjIy3Kjh49qqZNm8rDw0O//fabEhMT1a1bN4vg87ffftPff/+tFStWaOzYsRoxYoQeeughlSxZUmvXrlXv3r3Vu3dvHT582KLtBg0aXPOGSwAAAKBImEw23dzd3eXj42Oxubu7X2U4lo8gMAyjwMcSbN++XS+++KJee+01JSYmatGiRTpw4IB69+5dpKfoSoV+TltycrKysrLUpk0blS9fXtKlLE2uN954Q2PGjFGbNm0kSWFhYeYg6emnnzbX69Onjx5//HFJ0qRJk7Ro0SJNmzZNgwcPlqurq0aOHGmuGxYWplWrVmnu3Llq167ddR3gW2+9pZdfftk8hgoVKuiNN97Q4MGDLe7l6tKlizp06CBJevvttzVhwgStW7dO9913nyZPnqyqVavqvffekyRVrVpVW7duNQd+bm5u8vX1lclkUnBwcJ4xPPDAA3ruueckSUOGDNEHH3yg+Ph4VatWLd8xHzx4UHfddZdF2ccffyxfX1/NmTNHrq6ukqQqVapY1PHz89OHH34oJycnVa1aVe+++67Onz+vYcOGSbr0q8M777yjlStX6sknnzTvV6ZMGSUlJRV4DjMyMvLMA3Z3d7/qxQ8AAAA4soCAADk7O+fJqqWkpOTJvuWKi4tT48aNNWjQIElSzZo1Vbx4cTVp0kRvvvmmSpcubZOxFjrTVqtWLbVo0UIRERF64oknNHXqVPN9UMePH9fhw4fVvXt3eXl5mbc333zTPH0v1+VT/lxcXBQZGakdO3aYyyZPnqzIyEiVKlVKXl5emjp1aoGrtxRGYmKiRo0aZTGunj17Kjk5WefPnzfXq1mzpvnfxYsXl7e3t1JSUiRJu3btUv369S3abdCgQaHHcHnbuYFdbtv5uXDhgjw8PCzKNm3apCZNmpgDtvzUqFFDTpctcxoUFGQRWDs7O8vf3z9P356enhbn4kqFnRcMAAAAXIvJ5GTTrbDc3NxUr149LV261KJ86dKlio6Oznef8+fPW3zfli59x5ZknoFoC4XOtDk7O2vp0qVatWqVlixZogkTJmj48OFau3atihUrJunSFMmGDRvm2e9actOPc+fO1UsvvaQxY8YoKipK3t7eeu+997R27VprjslCTk6ORo4cac4AXu7ywOjKYMhkMiknJ0dS/ilSa/6jXK3t/AQEBORZGMTT0/O6+ilM3ydPnlSpUqUKbHfo0KHq37+/RRlZNgAAANzq+vfvr06dOikyMlJRUVGaMmWKDh06ZJ7uOHToUB09elSff/65JOnhhx9Wz549NWnSJLVq1UrJycnq16+fGjRokGemXFEqdNAmXfrC37hxYzVu3Fivvfaaypcvr/nz56t///4qU6aM9u/fr6eeeuqqbaxZs0ZNmzaVJGVlZSkxMVF9+vSRJCUkJCg6Oto8lVBSnkydterWratdu3apUqVK191GtWrVtHDhQouyK5f1dHNzU3Z29nX3cbk6deroyy+/tCirWbOmPvvsM128ePGq2bbrsXXrVsXExBT4PlMhAQAAUGSc8r9f7GZo3769Tpw4oVGjRik5OVl33323Fi5caL4dLDk52WLWX5cuXXTmzBl99NFHGjBggEqUKKF7771Xo0ePtuk4Cx20rV27VsuWLVNsbKwCAwO1du1aHT9+XOHh4ZKkESNG6MUXX5SPj4/uv/9+ZWRkaMOGDUpLS7PI0nz88ceqXLmywsPD9cEHHygtLU3dunWTJFWqVEmff/65Fi9erLCwMH3xxRdav369wsLCrvsAX3vtNT300EMqV66cnnjiCTk5OWnz5s3asmWL3nzzzUK18cwzz2js2LEaMmSIunfvrk2bNmnmzJmS/ssShoaG6uzZs1q2bJn5Cem5GUhrtWrVSkOHDlVaWppKliwp6dK9gBMmTNCTTz6poUOHytfXV2vWrFGDBg1UtWrV6+pHupTiTUxM1Ntvv33dbQAAAAC3queee84iaXS53O/8l3vhhRf0wgsv2HhUlgo96dPHx0crVqzQAw88oCpVquiVV17RmDFjdP/990uSevTooU8//VQzZ85URESEmjVrppkzZ+YJuN555x2NHj1atWrVUkJCgn744QcFBARIknr37q02bdqoffv2atiwoU6cOFHgCSysVq1a6aefftLSpUtVv359NWrUSGPHjjVHz4URFhamb7/9VvPmzVPNmjU1adIk8+qRuRmo6Oho9e7dW+3bt1epUqX07rvvXveYIyIiFBkZabFqpr+/v3777TedPXtWzZo1U7169TR16tQbzrr98MMPCgkJUZMmTW6oHQAAAKBQbLx65O3IZNjyjrnLHDx4UGFhYUpKSlLt2rXt0aVNvfXWW5o8eXKe5fOLysKFCzVw4EBt3bo1z82ORalBgwbq16+fOnbsaLM+AAAAgFx/jrRtlqrW67Z9ZtrNYNU9bXeyiRMnqn79+vL399fKlSv13nvvme/Fs4UHHnhAe/bs0dGjR1WuXDmb9JGSkqK2bduaH3UAAAAAwPEQtBXSnj179Oabb+rkyZMKCQnRgAED8n2yelHq27evTdsPDAzU4MGDbdoHAAAAYOE2ncJoS3abHgkAAAAAf4560abt13rtQ5u2fzOQaQMAAABgN9Y8ABuXcMYAAAAAwIGRaQMAAABgPw70cO1bBZk2AAAAAHBgZNoAAAAA2A/3tFmNoA0AAACA3ZhY8t9qhLkAAAAA4MDItAEAAACwHzJtViPTBgAAAAAOjEwbAAAAAPtxIm9kLc4YAAAAADgwMm0AAAAA7IbVI61Hpg0AAAAAHBiZNgAAAAD2w8O1rUbQBgAAAMBumB5pPcJcAAAAAHBgZNoAAAAA2A/TI63GGQMAAAAAB0amDQAAAID9OHFPm7XItAEAAACAAyPTBgAAAMBuWD3SemTaAAAAAMCBkWkDAAAAYD+sHmk1zhgAAAAAODAybQAAAADsh3varEbQBgAAAMBuTE5M9rMWZwwAAAAAHBiZNgAAAAD2w/RIq5FpAwAAAAAHRqYNAAAAgN2YWPLfapwxAAAAAHBgZNoAAAAA2A/3tFmNTBsAAAAAODAybQAAAADsh3varEbQBgAAAMBuTE5Mj7QWYS4AAAAAODAybQAAAADsh4VIrEamDQAAAAAcGJk2AAAAAPbDQiRW44wBAAAAgAMj0wYAAADAbkzc02Y1Mm0AAAAA4MDItAEAAACwHyfyRtYiaAMAAABgN0yPtB5hLgAAAAA4MDJtAAAAAOyHJf+txhkDAAAAAAdGpg0AAACA/XBPm9XItAEAAACAAyPThusy7sc/bvYQcIfo9/A9N3sIAACgCJlY8t9qnDEAAAAAd6yJEycqLCxMHh4eqlevnhISEq5aPyMjQ8OHD1f58uXl7u6uihUravr06TYdI5k2AAAAAPbjQKtHfv311+rXr58mTpyoxo0b65NPPtH999+v7du3KyQkJN992rVrp3/++UfTpk1TpUqVlJKSoqysLJuOk6ANAAAAgN040sO1x44dq+7du6tHjx6SpHHjxmnx4sWaNGmS4uLi8tRftGiRli9frv3798vPz0+SFBoaavNxOk6YCwAAAAA3KCMjQ6dPn7bYMjIy8tTLzMxUYmKiYmNjLcpjY2O1atWqfNtesGCBIiMj9e6776pMmTKqUqWKBg4cqAsXLtjkWHIRtAEAAACwHyeTTbe4uDj5+vpabPllzVJTU5Wdna2goCCL8qCgIB07dizfoe/fv19//PGHtm7dqvnz52vcuHH69ttv9fzzz9vkVOVieiQAAACA28bQoUPVv39/izJ3d/cC6185XdMwjAKncObk5MhkMmnWrFny9fWVdGmKZdu2bfXxxx/L09PzBkefP4I2AAAAAPZj44VI3N3drxqk5QoICJCzs3OerFpKSkqe7Fuu0qVLq0yZMuaATZLCw8NlGIaOHDmiypUr39jgC8D0SAAAAAB3HDc3N9WrV09Lly61KF+6dKmio6Pz3adx48b6+++/dfbsWXPZ7t275eTkpLJly9psrARtAAAAAOzGZDLZdLNG//799emnn2r69OnasWOHXnrpJR06dEi9e/eWdGmqZefOnc31O3bsKH9/f3Xt2lXbt2/XihUrNGjQIHXr1s1mUyMlpkcCAAAAuEO1b99eJ06c0KhRo5ScnKy7775bCxcuVPny5SVJycnJOnTokLm+l5eXli5dqhdeeEGRkZHy9/dXu3bt9Oabb9p0nCbDMAyb9oDb0rgf/7jZQ8Adot/D99zsIQAAgCK0/9uZNm2/QtsuNm3/ZiDTBgAAAMB+nBzn4dq3Cu5pAwAAAAAHRqYNAAAAgN2YbLzk/+2IMwYAAAAADoxMGwAAAAD7sXJZfpBpAwAAAACHRqYNAAAAgN1wT5v1OGMAAAAA4MDItAEAAACwH+5psxpBGwAAAAD74eHaVmN6JAAAAAA4MDJtAAAAAOyGhUisxxkDAAAAAAdGpg0AAACA/bAQidXItAEAAACAAyPTBgAAAMB+uKfNapwxAAAAAHBgZNoAAAAA2I2Je9qsRtAGAAAAwH6cmOxnLc4YAAAAADgwMm0AAAAA7IbpkdYj0wYAAAAADoxMGwAAAAD7IdNmNTJtAAAAAODAyLQBAAAAsB8erm01zhgAAAAAODAybQAAAADsxuTEPW3WImgDAAAAYD9Mj7QaZwwAAAAAHBiZNgAAAAD2w5L/ViPTBgAAAAAOjEwbAAAAALsxcU+b1ThjAAAAAODAyLQBAAAAsB/uabMamTYAAAAAcGBk2gAAAADYDQ/Xth6ZNgAAAABwYGTaAAAAANgPq0dajaANAAAAgP2wEInVbpswt0uXLnr00UeLrD2TyaTvv/++wPcPHjwok8mkTZs2XbWdmJgY9evXz+r+MzMzValSJa1cudLqfQsrIyNDISEhSkxMtFkfAAAAAG4MmbYCJCcnq2TJkoWuHx8fr+bNmystLU0lSpS44f6nTJmi8uXLq3HjxjfcVkHc3d01cOBADRkyRL/++qvN+rldGYahDUsWaPva5co4f15BIRXUpM1T8gsuU+A+J48d1brF3yv1yF86k3ZC0a2fVK2m/7Oos3HZz9q/ZaNOHU+Ws4ubgkMrqtGDT6hkYLCtDwkAAMDmeLi29ThjBQgODpa7u/tN63/ChAnq0aOHzft56qmnlJCQoB07dti8r9vNpt9/0Z8rlqjJY0/p8b6vqJiPj36cMkaZ/14ocJ+szEz5+JVSwwceVzFv33zr/L1/t+5u3FxtXhiuh58ZICMnRz9NGaOLGRm2OhQAAAA4sCIJ2r799ltFRETI09NT/v7+atmypc6dO2d+f8aMGQoPD5eHh4eqVaumiRMnmt/LnWY4Z84cRUdHy8PDQzVq1FB8fLy5TnZ2trp3766wsDB5enqqatWqGj9+fKHHZxiGSpUqpe+++85cVrt2bQUGBppfr169Wq6urjp79qykvNMj161bpzp16sjDw0ORkZFKSkqyOIbmzZtLkkqWLCmTyaQuXbqY38/JydHgwYPl5+en4OBgjRgx4qrj3bhxo/bu3asHH3zQovzIkSN68skn5efnp+LFiysyMlJr166VJI0YMUK1a9fW9OnTFRISIi8vLz377LPKzs7Wu+++q+DgYAUGBuqtt96yaNPf31/R0dGaPXv2tU8kzAzD0OaEX1WvxYOqEFFP/qXL6t4nuysrM1N7ktYWuF9gSJiiH26nynUaytkl/0T3Qz1fUrX698gvuIwC7iqn5u276eypkzp+5KCNjgYAAMCOnEy23W5DNzw9Mjk5WR06dNC7776rxx57TGfOnFFCQoIMw5AkTZ06Va+//ro++ugj1alTR0lJSerZs6eKFy+up59+2tzOoEGDNG7cOFWvXl1jx45V69atdeDAAfn7+ysnJ0dly5bV3LlzFRAQoFWrVqlXr14qXbq02rVrd80xmkwmNW3aVPHx8Xr88ceVlpam7du3q3jx4tq+fbuqV6+u+Ph41atXT15eXnn2P3funB566CHde++9+vLLL3XgwAH17dvX/H65cuX03Xff6fHHH9euXbvk4+MjT09P8/ufffaZ+vfvr7Vr12r16tXq0qWLGjdurP/97395+pKkFStWqEqVKvLx8TGXnT17Vs2aNVOZMmW0YMECBQcHa+PGjcrJyTHX2bdvn3755RctWrRI+/btU9u2bXXgwAFVqVJFy5cv16pVq9StWze1aNFCjRo1Mu/XoEEDJSQkXPM84j9nTqbq/Jl0la1aw1zm7OKquypW1bGD+1QjKqbI+sr897wkyb1Y8SJrEwAAALeOIgnasrKy1KZNG5UvX16SFBERYX7/jTfe0JgxY9SmTRtJUlhYmLZv365PPvnEImjr06ePHn/8cUnSpEmTtGjRIk2bNk2DBw+Wq6urRo4caa4bFhamVatWae7cuYUK2qRLC4JMmTJF0qWgqFatWgoJCVF8fLw5aIuJicl331mzZik7O1vTp09XsWLFVKNGDR05ckTPPvusJMnZ2Vl+fn6SpMDAwDz3tNWsWVOvv/66JKly5cr66KOPtGzZsgKDtoMHD+quu+6yKPvqq690/PhxrV+/3txXpUqVLOrk5ORo+vTp8vb2VvXq1dW8eXPt2rVLCxculJOTk6pWrarRo0crPj7eImgrU6aMDh48eO2TCLPzZ9IlScW8fCzKPb18dDbtRJH1YxiGVi74WsFhleVfumyRtQsAAHDTcE+b1W44aKtVq5ZatGihiIgItWrVSrGxsWrbtq1Kliyp48eP6/Dhw+revbt69uxp3icrK0u+vpb380RFRf03KBcXRUZGWtxnNXnyZH366af666+/dOHCBWVmZqp27dqFHmdMTIz69u2r1NRULV++XDExMQoJCdHy5cvVq1cvrVq1qsBVHnfs2KFatWqpWLFi+Y73WmrWrGnxunTp0kpJSSmw/oULF+Th4WFRtmnTJtWpU8ccsOUnNDRU3t7e5tdBQUFydnaWk5OTRdmVfXt6eur8+fMFtpuRkaGMK+6nyrqYKRdXtwL3ud3s3rhGy7/93Pz6we7/P9OaZ8lao0iXsU2YP0snk4/o0edfLrI2AQAAcGu54aDN2dlZS5cu1apVq7RkyRJNmDBBw4cP19q1a81BztSpU9WwYcM8+12L6f9/+Z07d65eeukljRkzRlFRUfL29tZ7771nvp+rMO6++275+/tr+fLlWr58uUaNGqVy5crprbfe0vr163XhwgXdc889+e6bO9Xzerm6ulq8NplMFtMarxQQEKAtW7ZYlF0+3dKafgrT98mTJ1WqVKkC242Li7PIdEpSqye76r6O3a45pttFaPVaCur/uvl1dlaWpEsZt+I+JczlF86ekecV2bfrlTB/lg5u26RHnxsirxIFB+sAAAC3EhPPabNakeQmTSaTGjdurJEjRyopKUlubm6aP3++goKCVKZMGe3fv1+VKlWy2MLCwizaWLNmjfnfWVlZSkxMVLVq1SRJCQkJio6O1nPPPac6deqoUqVK2rdvn9VjbNq0qX744Qdt3bpVTZo0UUREhC5evKjJkyerbt26Flmqy1WvXl1//vmnLlz4b1XAy8crSW5ul7JO2dnZVo0rP3Xq1NHOnTstgsWaNWtq06ZNOnny5A23f6WtW7eqTp06Bb4/dOhQpaenW2wtn/i/Ih+HI3Pz8JRvQJB5Kxl0l4p5++rI7u3mOtlZWfp73y4Fh1a8ob4Mw1DCvFk6sGWjWvceJB//ggNqAACAW47JybbbbeiGj2rt2rV6++23tWHDBh06dEjz5s3T8ePHFR4eLunSqoZxcXEaP368du/erS1btmjGjBkaO3asRTsff/yx5s+fr507d+r5559XWlqaunW7lMmpVKmSNmzYoMWLF2v37t169dVXtX79eqvHGhMTo6+++ko1a9aUj4+POZCbNWtWgfezSVLHjh3l5OSk7t27a/v27Vq4cKHef/99izrly5eXyWTSTz/9pOPHj5tXobwezZs317lz57Rt2zZzWYcOHRQcHKxHH31UK1eu1P79+/Xdd99p9erV191ProSEBMXGxhb4vru7u3x8fCy2O2lqZH5MJpNqNmlpfqbaieQj+u3r6XJxc1PlOv9llZfN/lRrFv63aml2VpZSjx5S6tFDys7O0rn0NKUePaT01H/MdRLmfandG1er5VO95ObuofOn03X+dLqyLmba9RgBAADgGG54eqSPj49WrFihcePG6fTp0ypfvrzGjBmj+++/X5LUo0cPFStWTO+9954GDx6s4sWLKyIiIs/9Y++8845Gjx6tpKQkVaxYUT/88IMCAgIkSb1799amTZvUvn17mUwmdejQQc8995x++eUXq8bavHlzZWdnWwRozZo10/fff69mzZoVuJ+Xl5d+/PFH9e7dW3Xq1FH16tU1evRo88Ip0qXFPEaOHKmXX35ZXbt2VefOnTVz5kyrxpfL399fbdq00axZsxQXFyfpUiZvyZIlGjBggB544AFlZWWpevXq+vjjj6+rj1yrV69Wenq62rZte0Pt3IlqN79fWRcvKmHel8q4cE6BIRX0UM/+cvP4byrr2bSTFlMAzp0+pW8++G+q6Z/LF+vP5Yt1V4WqeuS5wZKkbavjJUk/THrXor/m7buqWv38p/ACAADcKpgeaT2TcaM3bN2ggwcPKiwsTElJSVYtLHK727Jli1q2bKm9e/cWOG2zKDzxxBOqU6eOhg0bZtV+4378w0YjAiz1e5hAFQCA28k/G9dcu9INCKrb6NqVbjG356TP20BERITeffddmy7Fn5GRoVq1aumll16yWR8AAACABR6ubbUbnh4J27n8OXa24O7urldeecWmfQAAAAC4MTc9aAsNDb3hJfUBAAAA3CJu0xUebYkzBgAAAAAOjKANAAAAgN2YTCabbtaaOHGiwsLC5OHhoXr16ikhIaFQ+61cuVIuLi52WUyRoA0AAACA/TjQw7W//vpr9evXT8OHD1dSUpKaNGmi+++/X4cOHbrqfunp6ercubNatGhxI2ei0AjaAAAAANyRxo4dq+7du6tHjx4KDw/XuHHjVK5cOU2aNOmq+z3zzDPq2LGjoqKi7DJOgjYAAAAA9mPjJf8zMjJ0+vRpiy0jIyPPMDIzM5WYmKjY2FiL8tjYWK1atarA4c+YMUP79u3T66+/XuSnpiAEbQAAAABuG3FxcfL19bXY4uLi8tRLTU1Vdna2goKCLMqDgoJ07NixfNves2ePXn75Zc2aNUsuLvZbiP+mL/kPAAAA4M5hsvGS/0OHDlX//v0tytzd3a8yHsvFSwzDyHdBk+zsbHXs2FEjR45UlSpVimawhUTQBgAAAOC24e7uftUgLVdAQICcnZ3zZNVSUlLyZN8k6cyZM9qwYYOSkpLUp08fSVJOTo4Mw5CLi4uWLFmie++9t2gO4goEbQAAAADs5zqW5bcFNzc31atXT0uXLtVjjz1mLl+6dKkeeeSRPPV9fHy0ZcsWi7KJEyfqt99+07fffquwsDCbjZWgDQAAAMAdqX///urUqZMiIyMVFRWlKVOm6NChQ+rdu7ekS1Mtjx49qs8//1xOTk66++67LfYPDAyUh4dHnvKiRtAGAAAAwG6u5wHYttK+fXudOHFCo0aNUnJysu6++24tXLhQ5cuXlyQlJydf85lt9mAyDMO42YPArWfcj3/c7CHgDtHv4Xtu9hAAAEARSt21zabtB1StYdP2bwaW/AcAAAAAB8b0SAAAAAD24+Q40yNvFWTaAAAAAMCBkWkDAAAAYDe2frj27YgzBgAAAAAOjEwbAAAAAPtxoCX/bxVk2gAAAADAgZFpAwAAAGA/3NNmNYI2AAAAAHZjYnqk1QhzAQAAAMCBkWkDAAAAYD9O5I2sxRkDAAAAAAdGpg0AAACA3XBPm/XItAEAAACAAyPTBgAAAMB+yLRZjUwbAAAAADgwMm0AAAAA7IeHa1uNoA0AAACA3ZicmB5pLcJcAAAAAHBgZNoAAAAA2A/TI63GGQMAAAAAB0amDQAAAID9sOS/1ci0AQAAAIADI9MGAAAAwG5M3NNmNc4YAAAAADgwMm0AAAAA7Id72qxG0AYAAADAbni4tvWYHgkAAAAADoxMGwAAAAD7YSESq3HGAAAAAMCBkWkDAAAAYD8sRGI1Mm0AAAAA4MDItAEAAACwGx6ubT3OGAAAAAA4MDJtAAAAAOyH57RZjaANAAAAgP0wPdJqnDEAAAAAcGBk2nBdon8Ze7OHgDtE8w27bvYQcIf4fWT3mz0EALgjGCz5bzUybQAAAADgwMi0AQAAALCb7JybPYJbD5k2AAAAAHBgZNoAAAAA2I0h42YP4ZZDpg0AAAAAHBiZNgAAAAB2Y5BosxpBGwAAAAC7ySFqsxrTIwEAAADAgZFpAwAAAGA3Bpk2q5FpAwAAAAAHRqYNAAAAgN1wT5v1yLQBAAAAgAMj0wYAAADAbki0WY9MGwAAAAA4MDJtAAAAAOyG1SOtR6YNAAAAABwYmTYAAAAAdsPqkdYjaAMAAABgN8Rs1mN6JAAAAIA71sSJExUWFiYPDw/Vq1dPCQkJBdadN2+e/ve//6lUqVLy8fFRVFSUFi9ebPMxErQBAAAAsBvDMGy6WePrr79Wv379NHz4cCUlJalJkya6//77dejQoXzrr1ixQv/73/+0cOFCJSYmqnnz5nr44YeVlJRUFKemQCaD5VtwHdY91+ZmDwF3iCGlHrzZQ8Ad4veR3W/2EADgjnDoWKpN2w8JDih03YYNG6pu3bqaNGmSuSw8PFyPPvqo4uLiCtVGjRo11L59e7322mtWj7WwuKcNAAAAgN3YeiGSjIwMZWRkWJS5u7vL3d3doiwzM1OJiYl6+eWXLcpjY2O1atWqQvWVk5OjM2fOyM/P78YGfQ1MjwQAAABw24iLi5Ovr6/Fll/WLDU1VdnZ2QoKCrIoDwoK0rFjxwrV15gxY3Tu3Dm1a9euSMZeEDJtAAAAAOzG1vdmDR06VP3797couzLLdjmTyWTx2jCMPGX5mT17tkaMGKEffvhBgYGB1zfYQiJoAwAAAHDbyG8qZH4CAgLk7OycJ6uWkpKSJ/t2pa+//lrdu3fXN998o5YtW97QeAuD6ZEAAAAA7CbHMGy6FZabm5vq1aunpUuXWpQvXbpU0dHRBe43e/ZsdenSRV999ZUefNA+C6aRaQMAAABgN460eH3//v3VqVMnRUZGKioqSlOmTNGhQ4fUu3dvSZemWh49elSff/65pEsBW+fOnTV+/Hg1atTInKXz9PSUr6+vzcZJ0AYAAADgjtS+fXudOHFCo0aNUnJysu6++24tXLhQ5cuXlyQlJydbPLPtk08+UVZWlp5//nk9//zz5vKnn35aM2fOtNk4eU4brgvPaYO98Jw22AvPaQMA+9hz5B+btl+57NXvR7sVcU8bAAAAADgwpkcCAAAAsBtbP1z7dkSmDQAAAAAcGJk2AAAAAHbDkhrWI9MGAAAAAA6MTBsAAAAAuyHRZj2CNgAAAAB2w0Ik1mN6JAAAAAA4MDJtAAAAAOyGhUisR6YNAAAAABwYmTYAAAAAdpNDos1qZNoAAAAAwIGRaQMAAABgN4ZItVmLTBsAAAAAODAybQAAAADshtUjrUfQBgAAAMBuWIjEekyPBAAAAAAHRqYNAAAAgN0wPdJ6ZNoAAAAAwIGRaQMAAABgN2TarEemDQAAAAAcGJk2AAAAAHaTQ6bNardcpi0+Pl4mk0mnTp0qsI7JZNL3339vtzFdzYgRI1S7du3r2rdTp056++23i3ZAV2jbtq3Gjh1r0z4AAAAAXL+blmmbOXOm+vXrd9Xg61ZjMpk0f/58Pfroozfc1ubNm/Xzzz9r4sSJNz6wq3jttdfUvHlz9ejRQz4+Pjbt63YT2PQ+lW75iFx9S+pC8mH99c10nd23o8D6/vWbqvT/HpV7YGllXziv9O1JOjxvprLOnZUkVes3Sj5V7s6z36mtido98S2bHQduDU/H1NFD9arK29NdO44c1/ifV+ng8VOF2rf53RX02hPN9ceOv/TqnF/N5a3rV1PryHAFl/CSJB08fkqfxydp3d4jtjgEAAAkSSTarMf0SAf10Ucf6YknnpC3t7dN+6lZs6ZCQ0M1a9YsPfvsszbt63biV6+xQtp21V9zpurM/h0KvKeVqj7/ira80VeZaal56ntVrKYKT7+gQ9/OUNqWDXIr4afQDr0V+tTz2jtltCRpz5R35eTy3/+SLsW9dfewsTq5cZXdjguO6cl7auqJqLs1+vsVOnzitDo1ra33Ot+nzhO+04XMi1fdN8jXS8/GNtCfB4/lee94+jlN/XW9jp48LUlqVbuy3uzQUr0mf1/ogBAAAGsxPdJ61zU9MiYmRn369FGfPn1UokQJ+fv765VXXrFYCSYzM1ODBw9WmTJlVLx4cTVs2FDx8fGSLk1x7Nq1q9LT02UymWQymTRixAhJ0pdffqnIyEh5e3srODhYHTt2VEpKyg0d5NGjR9W+fXuVLFlS/v7+euSRR3Tw4EHz+126dNGjjz6q999/X6VLl5a/v7+ef/55Xbz435eh5ORkPfjgg/L09FRYWJi++uorhYaGaty4cZKk0NBQSdJjjz0mk8lkfp3riy++UGhoqHx9ffXkk0/qzJkzBY43JydH33zzjVq3bm1RnpGRocGDB6tcuXJyd3dX5cqVNW3aNEn/TRtdvHix6tSpI09PT917771KSUnRL7/8ovDwcPn4+KhDhw46f/68RbutW7fW7NmzrTyrd7bgex/W8VXLdHzVr/r32FEd+na6Mk+dUGDTVvnW9wqrqowTx/VP/EJlnkjR2X07dfyPJSpevqK5Tvb5s7p4+pR586lWSzmZGQRtUNtGNfRlwp9K2PGXDqak6Z35y+Xh6qKWNStcdT8nk0nDH2+mmfEblZx2Os/7q3cf1to9R3TkxGkdOXFa05Yl6kJmlqqXC7TVoQAAgOtw3fe0ffbZZ3JxcdHatWv14Ycf6oMPPtCnn35qfr9r165auXKl5syZo82bN+uJJ57Qfffdpz179ig6Olrjxo2Tj4+PkpOTlZycrIEDB0q6FOy98cYb+vPPP/X999/rwIED6tKly3Uf4Pnz59W8eXN5eXlpxYoV+uOPP+Tl5aX77rtPmZmZ5nq///679u3bp99//12fffaZZs6cqZkzZ5rf79y5s/7++2/Fx8fru+++05QpUyyCyfXr10uSZsyYoeTkZPNrSdq3b5++//57/fTTT/rpp5+0fPlyvfPOOwWOefPmzTp16pQiIyMtyjt37qw5c+boww8/1I4dOzR58mR5eXlZ1BkxYoQ++ugjrVq1SocPH1a7du00btw4ffXVV/r555+1dOlSTZgwwWKfBg0aaN26dcrIyCj8ib2DmZxdVDykok7v+NOiPH3HJnlVqJbvPmf375RbCX/51qgrSXLx9lXJOlFK35pYYD+lolvoROIfysnkv8udrHRJb/l7F9OGvUfNZRezc/TnX8dUo1zQVfftHFNbp87/q4Ubd1+zHyeTSc3vriAPNxdtO3xjP5QBAHA1hmHYdLsdXff0yHLlyumDDz6QyWRS1apVtWXLFn3wwQfq2bOn9u3bp9mzZ+vIkSO66667JEkDBw7UokWLNGPGDL399tvy9fWVyWRScHCwRbvdunUz/7tChQr68MMP1aBBA509ezZPgFIYc+bMkZOTkz799FOZTCZJlwKrEiVKKD4+XrGxsZKkkiVL6qOPPpKzs7OqVaumBx98UMuWLVPPnj21c+dO/frrr1q/fr05kPr0009VuXJlcz+lSpWSJJUoUSLPMeXk5GjmzJnmqY6dOnXSsmXL9NZb+d+ndPDgQTk7Oysw8L9fu3fv3q25c+dq6dKlatmypfn8XOnNN99U48aNJUndu3fX0KFDtW/fPnPdtm3b6vfff9eQIUPM+5QpU0YZGRk6duyYypcvn6fNjIyMPAFdZna23Jyd8x3/7c7Fy1smZ2ddPHPKovzi6XS5+pTId5+z+3dp38xxqtR9gEyurnJydlHan+v019ef5lu/ePlKKlamvA58+XERjx63Gj8vT0lS2rkLFuVpZy8oqETBn4l3lwvUA3Wqqsfk+VdtPyywpD7u8bDcXJx1IfOiXpvzq/5iaiQAAA7lujNtjRo1MgdBkhQVFaU9e/YoOztbGzdulGEYqlKliry8vMzb8uXLtW/fvqu2m5SUpEceeUTly5eXt7e3YmJiJEmHDh26rnEmJiZq79698vb2No/Dz89P//77r8VYatSoIefLgpDSpUubM2m7du2Si4uL6tata36/UqVKKlmyZKHGEBoaanFv2uVt5+fChQtyd3e3OL+bNm2Ss7OzmjVrdtW+atasaf53UFCQihUrZhHcBQUF5enb0/PSl8Irp03miouLk6+vr8X2WSF+ub/tXflLjimfsv/PI7isyj/RXUcXztW2dwZp14RRcg8IVGjHZ/KtXyq6pc4f/Uvn/tpbxIOGo2sZUVELh3U2by5Olz6m8/xyaDIVeCO3p5urhj0eo/cX/KHT56+eqT18Il09Js/Xc5/+qB827NTLjzVV+VIliuBIAADIn2HYdrsd2WQhkpycHDk7OysxMdEiEJJ01WzZuXPnFBsbq9jYWH355ZcqVaqUDh06pFatWllMZbR2LPXq1dOsWbPyvJebHZMkV1dXi/dMJpNycnIkFfzU9sKmX6/Wdn4CAgJ0/vx5ZWZmys3NTdJ/gZU1fZlMpkL1ffLkSUmW5+NyQ4cOVf/+/S3KNg/qVKjx3I6yzp6RkZ0tVx/LoN3V21cXz6Tnu89drdro7P6dOvbrD5KkC0f/Uvacf1V9wNs6smC2Lp5OM9d1cnWTX2RjHf1pju0OAg5r5a5D2n70vx9WcjPafl7FdPLsf9m2ksU98mTfct3l563SJb31dsf/mctyfwT69bWu6jzhW/2ddum+2qzsHP198oykM9r9d6qq3RWgxxvV0NgfVxb1oQEAgOt03UHbmjVr8ryuXLmynJ2dVadOHWVnZyslJUVNmjTJd383NzdlZ2dblO3cuVOpqal65513VK5cOUnShg0brneIkqS6devq66+/VmBg4HUvaV+tWjVlZWUpKSlJ9erVkyTt3bs3z+MKXF1d8xzT9ch9rtv27dvN/46IiFBOTo6WL19unh5ZVLZu3aqyZcsqICAg3/fd3d3l7u5uUXanTo2UJCM7S+cO7ZNPeC2l/bnWXO5brZbSNq/Ldx8nN3cZVwbqua9NlsV+9RrLycVVJ9YtL8ph4xZxIfOiLpy0XBHyxJnziqx4l/YeOyFJcnF2Uq3ywZry6/r8mtCh1HR1/XieRVn3e+upmLurJvyyRimnzxXYv8lkkqvzLfcITwDALYTVI6133X+ZDx8+rP79+2vXrl2aPXu2JkyYoL59+0qSqlSpoqeeekqdO3fWvHnzdODAAa1fv16jR4/WwoULJV2aMnj27FktW7ZMqampOn/+vEJCQuTm5qYJEyZo//79WrBggd54440bOsCnnnpKAQEBeuSRR5SQkKADBw5o+fLl6tu3r44cKdyziKpVq6aWLVuqV69eWrdunZKSktSrVy95enpaTGEMDQ3VsmXLdOzYMaWlpV2lxasrVaqU6tatqz/++MOi7aefflrdunUzL9ASHx+vuXPnXnc/uRISEsz39qFwjv32o0pFt1BA1L3yCC6jkMe7yq1kgFISlkiSyj7ylCo8/aK5/qktG1SydkMFNmkld/8geVWoppB2PXT2wG5dTLe8VkpFt1Dan+vMz28Dvl2zTU81qaV7qpVXaGBJvfxoU/17MUu/bt5vrjP0sabq0fLSPbcXs7J1MCXNYjv7b4bOZ1zUwZQ0ZWVf+sGgR4t6iggJUlAJL4UFllT3FvVUKzRYv26++jR2AABgX9edaevcubMuXLigBg0ayNnZWS+88IJ69eplfn/GjBl68803NWDAAB09elT+/v6KiorSAw88IEmKjo5W79691b59e504cUKvv/66RowYoZkzZ2rYsGH68MMPVbduXb3//vt5lr63RrFixbRixQoNGTJEbdq00ZkzZ1SmTBm1aNHCqszb559/ru7du6tp06YKDg5WXFyctm3bJg8PD3OdMWPGqH///po6darKlClj8VgBa/Xq1UszZ85Unz59zGWTJk3SsGHD9Nxzz+nEiRMKCQnRsGHDrrsPSfr33381f/58LV68+IbaudOcTFwpl+LeKvNAO7n6lNSF5EPaPfEtZZ48Lkly9Skpt5L/ZS5T1/wuZw9PBTa7X+Ue76Ls8+d0evcWHZ7/hUW7HoGl5V2punZ+ONKuxwPHNuePzXJ3cVa/h6Ll7eGmHUePa9AXiy2e0Rbo62X1L5clvTw1rE0z+XkX07l/M7X/n5Ma8sViJe7/u6gPAQAAM0Nk2qxlMq5jXcyYmBjVrl3b/IyyO9GRI0dUrlw5/frrr2rRokWRt//vv/+qatWqmjNnjqKiooq8/Vwff/yxfvjhBy1ZssSq/dY918ZGIwIsDSn14M0eAu4Qv4/sfrOHAAB3hOVbbLvQWrOISjZt/2awyUIkt6PffvtNZ8+eVUREhJKTkzV48GCFhoaqadOmNunPw8NDn3/+uVJTU23Sfi5XV9c8z20DAAAA4DgI2grp4sWLGjZsmPbv3y9vb29FR0dr1qxZeVZnLErXWt6/KFw+pRUAAACwNRYisd51BW3x8fFFPAzH16pVK7Vq1epmDwMAAADAHYZMGwAAAAC7uY4lNe54PIwHAAAAABwYmTYAAAAAdpNDos1qZNoAAAAAwIGRaQMAAABgN9zTZj2CNgAAAAB2Q9BmPaZHAgAAAIADI9MGAAAAwG5YiMR6ZNoAAAAAwIGRaQMAAABgN9zTZj0ybQAAAADgwMi0AQAAALCbHDJtViPTBgAAAAAOjEwbAAAAALshz2Y9gjYAAAAAdsNCJNZjeiQAAAAAODAybQAAAADshoVIrEemDQAAAAAcGEEbAAAAALsxDNtu1po4caLCwsLk4eGhevXqKSEh4ar1ly9frnr16snDw0MVKlTQ5MmTr/NMFB5BGwAAAIA70tdff61+/fpp+PDhSkpKUpMmTXT//ffr0KFD+dY/cOCAHnjgATVp0kRJSUkaNmyYXnzxRX333Xc2HSdBGwAAAAC7MQzDpps1xo4dq+7du6tHjx4KDw/XuHHjVK5cOU2aNCnf+pMnT1ZISIjGjRun8PBw9ejRQ926ddP7779fFKemQARtAAAAAG4bGRkZOn36tMWWkZGRp15mZqYSExMVGxtrUR4bG6tVq1bl2/bq1avz1G/VqpU2bNigixcvFt1BXIGgDQAAAIDd5BiGTbe4uDj5+vpabHFxcXnGkZqaquzsbAUFBVmUBwUF6dixY/mO/dixY/nWz8rKUmpqatGdpCuw5D8AAACA28bQoUPVv39/izJ3d/cC65tMJovXhmHkKbtW/fzKixJBGwAAAAC7sfa+M2u5u7tfNUjLFRAQIGdn5zxZtZSUlDzZtFzBwcH51ndxcZG/v//1D/oamB4JAAAAwG5yDNtuheXm5qZ69epp6dKlFuVLly5VdHR0vvtERUXlqb9kyRJFRkbK1dXV6nNRWARtAAAAAO5I/fv316effqrp06drx44deumll3To0CH17t1b0qWplp07dzbX7927t/766y/1799fO3bs0PTp0zVt2jQNHDjQpuNkeiQAAAAAu7H19EhrtG/fXidOnNCoUaOUnJysu+++WwsXLlT58uUlScnJyRbPbAsLC9PChQv10ksv6eOPP9Zdd92lDz/8UI8//rhNx2kyHOms4Zax7rk2N3sIuEMMKfXgzR4C7hC/j+x+s4cAAHeErxM22bT99k1q27T9m4FMGwAAAAC7IWdkPe5pAwAAAAAHRqYNAAAAgN3k3OwB3ILItAEAAACAAyPTBgAAAMBuuKfNegRtAAAAAOyGoM16TI8EAAAAAAdGpg0AAACA3eSQaLMamTYAAAAAcGBk2gAAAADYDfe0WY9MGwAAAAA4MDJtAAAAAOwmh0yb1ci0AQAAAIADI9MGAAAAwG5ItFmPoA0AAACA3bAQifWYHgkAAAAADoxMGwAAAAC7YSES65FpAwAAAAAHRqYNAAAAgN2QaLMemTYAAAAAcGBk2nBdnL18bvYQcIfwLeZ+s4eAO8Qf7Rrf7CHgDnHP3JU3ewjATcU9bdYj0wYAAAAADoxMGwAAAAC7IdNmPYI2AAAAAHbDw7Wtx/RIAAAAAHBgZNoAAAAA2A2JNuuRaQMAAAAAB0amDQAAAIDdsBCJ9ci0AQAAAIADI9MGAAAAwG4MkWmzFpk2AAAAAHBgZNoAAAAA2A23tFmPoA0AAACA3bAQifWYHgkAAAAADoxMGwAAAAC7Mci0WY1MGwAAAAA4MDJtAAAAAOyGe9qsR6YNAAAAABwYmTYAAAAAdkOizXpk2gAAAADAgZFpAwAAAGA3rB5pPYI2AAAAAHbDQiTWY3okAAAAADgwMm0AAAAA7IZEm/XItAEAAACAAyPTBgAAAMBuWIjEemTaAAAAAMCBkWkDAAAAYDesHmk9Mm0AAAAA4MDItAEAAACwG/Js1iNoAwAAAGA3TI+0HtMjAQAAAMCBkWkDAAAAYDcs+W89Mm0AAAAA4MDItAEAAACwGxJt1iPTBgAAAAAOjKANAAAAgN3kGIZNN1tJS0tTp06d5OvrK19fX3Xq1EmnTp0qsP7Fixc1ZMgQRUREqHjx4rrrrrvUuXNn/f3331b3TdAGAAAAANfQsWNHbdq0SYsWLdKiRYu0adMmderUqcD658+f18aNG/Xqq69q48aNmjdvnnbv3q3WrVtb3Tf3tAEAAACwG1uvHpmRkaGMjAyLMnd3d7m7u193mzt27NCiRYu0Zs0aNWzYUJI0depURUVFadeuXapatWqefXx9fbV06VKLsgkTJqhBgwY6dOiQQkJCCt0/mTYAAAAAdmMYtt3i4uLMUxhzt7i4uBsa8+rVq+Xr62sO2CSpUaNG8vX11apVqwrdTnp6ukwmk0qUKGFV/2TaAAAAANw2hg4dqv79+1uU3UiWTZKOHTumwMDAPOWBgYE6duxYodr4999/9fLLL6tjx47y8fGxqn8ybQAAAADsxtYLkbi7u8vHx8diKyhoGzFihEwm01W3DRs2SJJMJlOe/Q3DyLf8ShcvXtSTTz6pnJwcTZw40epzRqYNAAAAwB2pT58+evLJJ69aJzQ0VJs3b9Y///yT573jx48rKCjoqvtfvHhR7dq104EDB/Tbb79ZnWWTCNoAAAAA2JGtFyKxRkBAgAICAq5ZLyoqSunp6Vq3bp0aNGggSVq7dq3S09MVHR1d4H65AduePXv0+++/y9/f/7rGyfRIAAAAALiK8PBw3XffferZs6fWrFmjNWvWqGfPnnrooYcsVo6sVq2a5s+fL0nKyspS27ZttWHDBs2aNUvZ2dk6duyYjh07pszMTKv6J9MGAAAAwG5yHCfRZpVZs2bpxRdfVGxsrCSpdevW+uijjyzq7Nq1S+np6ZKkI0eOaMGCBZKk2rVrW9T7/fffFRMTU+i+CdoAAAAA4Br8/Pz05ZdfXrXO5VM/Q0NDi2wqKEEbAAAAALsxdIum2m4i7mkDAAAAAAdGpg0AAACA3TjS6pG3CoI2AAAAAHZzqy5EcjPdNtMj4+PjZTKZdOrUqSJpr0uXLnr00UevWicmJkb9+vW7ap2ZM2eqRIkS1zWGV199Vb169bqufQtr4MCBevHFF23aBwAAAIDr53CZtpkzZ6pfv35FFnxdr/Hjx1udug0NDVW/fv2uGcgVxj///KPx48dr8+bNN9zW1QwePFgVK1bUSy+9pLCwMJv2dbspFXWvgprdL1fvErrwz1EdWfCVzh7cXWB9vzpRCmp2vzwCgpT97wWl79qiIz/PUfb5c5KkgAbN5FcvWp5BZSVJ548e1NFF3+r84QN2OR44ticb11RsrUoq7uGmPckn9MnSdTqcml5g/UZVyqlto7tVuqS3nJ2clJx2Wj+s36H4bf9dT1N6P6pAX688+y7cuEtTlq63yXHAsQXHPqayrTvKrYS/zh85oP0zP9TpnX8WWL90qzYq3epxuQeWVkbqPzoy7zOlrFhkUce5mJfKd+ilgAbN5FLcW/+mJOvAFx8pLWm1rQ8HgINieqT1HC5ocxS+vr43tf9p06YpKipKoaGhNu0nMDBQsbGxmjx5skaPHm3Tvm4nJWs1UNmHO+rQ95/r3ME9CmjYXJW699e2McN08dTJPPWLh1ZWaPueOvzjV0rfvkmuviVVvs3TKt+2m/Z/PkGS5FWxmtI2rdXhg7OUk3VRwTH3q3KPQdo+Zpgunj5l5yOEI3msYXW1rl9NHy5crb9PntYT0REa2a6Fnvt0gf7NzMp3n7MXMvXN6q06ejJdWdk5iqxYRi88EKVT5//VpgPJkqSBn/0iJyeTeZ+QgBIa9WRLrdp5yC7HBccSENVCFbr01b5Px+j0rs0Kbvmoagx7Xxtf+j9lnPgnT/3g/z2q8h16a+8no3Vm3w55VwpXpWdeVta5MzqZuFKSZHJ20d2vjNPF02naMfYVZZ5Ikbt/kLL/PW/vwwOAW1qRTo+MiYlRnz591KdPH5UoUUL+/v565ZVXLKLpzMxMDR48WGXKlFHx4sXVsGFDxcfHS7o0xbFr165KT0+XyWSSyWTSiBEjJElffvmlIiMj5e3treDgYHXs2FEpKSmFHtuAAQP08MMPm1+PGzdOJpNJP//8s7msatWq+uSTTyTlnR557tw5de7cWV5eXipdurTGjBmT59j/+usvvfTSS+axX27x4sUKDw+Xl5eX7rvvPiUnJ191vHPmzFHr1q0tynJycjR69GhVqlRJ7u7uCgkJ0VtvvSVJOnjwoEwmk+bOnasmTZrI09NT9evX1+7du7V+/XpFRkaa+z5+/LhFu61bt9bs2bOvcQZxuaAmrXRi/QqdWLdC/6Yk68iPXynz1EmVanRvvvW9QioqMy1Vx1f+qsy0VJ07uEfH18SreNlQc52Dsz/R8dW/6ULyIWUcT9Zf386QyWSSd6XqdjoqOKqHI8P1zeqtWrP7sA6lpmv8z6vk7uqipuEFZ8e3Hv5Ha/cc1pETp3Xs1Fn9lLhLB1NOqXrZQHOd0xcydOrcv+atfqUySk47o62H835Bx+2vzEPt9c9vP+mf337UhaN/6cBn45WRmqLg2MfyrR/Y9D4d+/UHpa5epoyUv5W6apn++e0nlXnkKXOdoHsfkouXj3a897LO7NqijNR/dHrXZp37a6+9DguAA8oxDJtut6Miv6fts88+k4uLi9auXasPP/xQH3zwgT799FPz+127dtXKlSs1Z84cbd68WU888YTuu+8+7dmzR9HR0Ro3bpx8fHyUnJys5ORkDRw4UNKlYO+NN97Qn3/+qe+//14HDhxQly5dCj2umJgYJSQkKCcnR5K0fPlyBQQEaPny5ZKkY8eOaffu3WrWrFm++w8aNEi///675s+fryVLlig+Pl6JiYnm9+fNm6eyZctq1KhR5rHnOn/+vN5//3198cUXWrFihQ4dOmQ+rvykpaVp69atioyMtCgfOnSoRo8erVdffVXbt2/XV199paCgIIs6r7/+ul555RVt3LhRLi4u6tChgwYPHqzx48crISFB+/bt02uvvWaxT4MGDXT48GH99ddfhTiTMDk7q1iZUJ3evdWi/PSerfIKrZTvPmf/2itX35LyqVZTkuTi5aOSNSOVvrPg6a9Obu4yOTsr+8K5ohs8bjlBvl7y8/I0Z8ckKSs7R1sP/6NqZQIK3U7N8sEq4+ejbQUEZC5OTmpWPUzLNvNl+k5kcnaRV4WqOvXnOovyU5vXyafq3fnu4+TqqpyLmRZlOZkZ8q5UXSZnZ0mSX717dGbPVlXsPkANpvyoOu9/obKPdZZMt80t9QBgF0U+PbJcuXL64IMPZDKZVLVqVW3ZskUffPCBevbsqX379mn27Nk6cuSI7rrrLkmXFsJYtGiRZsyYobffflu+vr4ymUwKDg62aLdbt27mf1eoUEEffvihGjRooLNnz8rLK+89GVdq2rSpzpw5o6SkJNWtW1cJCQkaOHCg5s2bJ0n6/fffFRQUpGrVquXZ9+zZs5o2bZo+//xz/e9//5N0KTgtW7asuY6fn5+cnZ3NmcDLXbx4UZMnT1bFihUlSX369NGoUaMKHOtff/0lwzDM50iSzpw5o/Hjx+ujjz7S008/LUmqWLGi7rnnHot9Bw4cqFatWkmS+vbtqw4dOmjZsmVq3LixJKl79+6aOXOmxT5lypSRdClbV758+QLHhUtcinvL5Oysi2dPW5RnnTktV+/8p9We+2uvDsz+RBWeelZOLq4yObvo1LaNOvT9lwX2U+b+J5SZnqbTe7YX6fhxaynh5SFJOnX+X4vy9HP/qpRv8avuW8zNVdOebyNXZ2flGIY+WbJOfx48lm/dhlXKqriHm5Zt3V80A8ctxdWnhEzOLspMt5zenZmephIl/PPdJ+3PdQq+9yGdWLdC5w7skleFagpq/qCcXFzl4l1CF0+dkEfQXfIoVVcpfyzRtriB8ixdVhW7D5DJyVmHv5thj0MD4IC4p816RR60NWrUyGJqYFRUlMaMGaPs7Gxt3LhRhmGoSpUqFvtkZGTI3z//Pwq5kpKSNGLECG3atEknT540Z8wOHTqk6tWvPX3M19dXtWvXVnx8vFxdXeXk5KRnnnlGr7/+us6cOaP4+PgCs2z79u1TZmamoqKizGV+fn6qWrXqNfuVpGLFipkDNkkqXbr0Vad2XrhwQZLk4eFhLtuxY4cyMjLUokWLq/ZVs2ZN879zs3AREREWZVf27enpKelSRjA/GRkZysjIsCjLzMqWm4vzVcdy27vyA8dkkgr4DPIIvEvlHnlKyb8u0OldW+TqU0JlHmyv8m2e1l/fTs9TP6jZ/fKr3VC7J78jI+uiDQYPR9W0eqiebdXQ/PrNb3+/9I8rry1T3kvwShcyL+qlGT/L081VNcsHq9u99fTPqbP5Tn9sWbOSNu7/W2lnL9zgEeCWlt9FVcCFdvjbGXIr4adab02RyXQpwEtZvlBlH/k/KSdbkmQymZR5Ok17P3lXMnJ07sAuuZUMUNnWHQnaAMAKdl2IJCcnR87OzkpMTJSzs+UX/qtly86dO6fY2FjFxsbqyy+/VKlSpXTo0CG1atVKmZmZBe53pZiYGMXHx8vNzU3NmjVTyZIlVaNGDa1cuVLx8fEFrvp4o78GuLq6Wrw2mUxXbTMg4NKUp7S0NJUqVUrSf4GVNX3lBs9XluUGvLlOnrz0y2puX1eKi4vTyJEjLcp6RtfSM41rF2pMt5usc2dkZGfnyaq5eHnr4tn8V/MLbv6Qzh3cq3+W/yJJunDsiLIzM1TtueE6uvg7ZZ35b7+gpvcp+N6HtWfqu7pw7IjtDgQOad3eI9r9d6r5tev//3GkRHEPpZ37L6DyLeahU+euHmAZko6dOitJOpCSprL+vno8qkaeoK2UT3HVLB+s0fNXFNFR4FZz8fQpGdlZcrsiq+bmW1IX0/MuriRJORcztWdSnPZOeVeuvn7KTDuh4JatlXX+nC7+/8+0zFMnZGRlScZ/f3cuHP1LbiUDZHJ2kZGd/0I6AG5vJNqsV+STytesWZPndeXKleXs7Kw6deooOztbKSkpqlSpksWWO6XQzc1N2dnZFm3s3LlTqampeuedd9SkSRNVq1bNqkVIcuXe1/bbb78pJiZGktSsWTPNmTPnqvezVapUSa6urhbHlpaWpt27LZd3z2/s16NixYry8fHR9u3/TYurXLmyPD09tWzZshtu/0pbt26Vq6uratSoke/7Q4cOVXp6usXWtWFEvnXvBEZ2ts4fPSjvypbny6dyDZ09mP/9QE5ubjIMy2BZ/z94vjwzHdTsfpVu0Vp7p43R+SMHi3TcuDX8m5mlY6fOmrfDqek6efaCaoeWNtdxcXLS3eWCtPNo6lVaystkklyd82bIW0RUVPr5DG3Yd/SGx49bk5GdpbP7d6lEzfoW5SVq1tfpXVsL2Ct332xlnjwuGTkq1bilTm5caf5GdnrXFnkEl7108f1/nqXLKeNkKgEbcAdjIRLrFXnQdvjwYfXv31+7du3S7NmzNWHCBPXt21eSVKVKFT311FPq3Lmz5s2bpwMHDmj9+vUaPXq0Fi5cKOnSs87Onj2rZcuWKTU1VefPn1dISIjc3Nw0YcIE7d+/XwsWLNAbb7xh9dhy72v78ccfzUFbTEyMOXtX0DRLLy8vde/eXYMGDdKyZcu0detWdenSRU5OlqcvNDRUK1as0NGjR5Waat2Xqcs5OTmpZcuW+uOPP8xlHh4eGjJkiAYPHqzPP/9c+/bt05o1azRt2rTr7idXQkKCecXJ/Li7u8vHx8diu9OnRv6TsFgBDZrJP7KJPAJLq+zDHeRWwl+pay5NZbvrvrYKbd/TXD99+yaVvLueAho1l5tfKRUvX0nlHnlK5w7tMy/nH9Tsft3Vqo0OfjNdGSdT5eLlKxcvXzm5ud+MQ4QD+XHDDrWNulsNK5dTSICvXnwwShkXs7Rix3/PXOv7YLT+r2lt8+vHG9VQrdBgBfl6qYyfj1rXD1dMjQoWz2mTJJOkeyMq6Pet+27bP3QonKM/fa2gFg8rqPmD8ixTXmFPvyj3gCAdWzpfklS+Q29Vef4Vc32P0uVUqkmsPILLyqtiuKr2Hali5Sror9mfmOskL5kvF29fVejSTx6ly6lknSiVfayzkhd/Z/fjA4BbWZFPj+zcubMuXLigBg0ayNnZWS+88IJ69eplfn/GjBl68803NWDAAB09elT+/v6KiorSAw88IEmKjo5W79691b59e504cUKvv/66RowYoZkzZ2rYsGH68MMPVbduXb3//vt5lsS/Fl9fX9WpU8fiPrgmTZooJyenwCxbrvfee09nz55V69at5e3trQEDBig93XIq3KhRo/TMM8+oYsWKysjIuKFplb169VL37t317rvvmoPDV199VS4uLnrttdf0999/q3Tp0urdu/d195Fr9uzZeaY/4urS/lwnl2JeKt3yEbn6+OrCsaPaO32sMk+dkHTppv7LpxmdSPxDTu4eCoxuqXIPPamsf8/rzN4dOrpwrrlOqagWcnJxVcXOfSz6+nvp90pe+r1djguOaf7a7XJ3cdEzsQ3k5eGm3X+nasTcZRbPaCvlU9ziM8fd1UXP/K+B/L2LKTMrW0dPntYHP63Uyp2Wq8TWCi2tQF8vLdu8z27HA8eUunqZXLx9VO7xrnIr6a/zh/drW9xAZaRemk7rVtJf7gH/rVhscnJSmYc6yPOuEBnZWUrftlGbX+mtjOP/LXaTeSJF297sp7Cn+6rue58p42Sq/v7lGx25yiJMAG5/LERiPZNRhGctJiZGtWvX1rhx44qqyTuWYRhq1KiR+vXrpw4dOtisn59//lmDBg3S5s2b5eJS+Bg+cXAXm40JuNwb/i1v9hBwhxiYOOlmDwF3iHvmrrzZQwBuqmc/+d6m7U965lGbtn8z8KAUB2UymTRlyhRlZdl2zv+5c+c0Y8YMqwI2AAAA4HoZhm232xHf1B1YrVq1VKtWLZv20a5dO5u2DwAAAODGFGnQFh8fX5TNAQAAALjNsPCV9ZgeCQAAAAAOjOmRAAAAAOzGEJk2axG0AQAAALCbHGI2qzE9EgAAAAAcGJk2AAAAAHbDw7WtR6YNAAAAABwYmTYAAAAAdkOmzXpk2gAAAADAgZFpAwAAAGA3rB5pPTJtAAAAAODAyLQBAAAAsBvuabMeQRsAAAAAuyFosx7TIwEAAADAgZFpAwAAAGA3LERiPTJtAAAAAODAyLQBAAAAsBvuabMemTYAAAAAcGBk2gAAAADYTQ6ZNquRaQMAAAAAB0amDQAAAIDdkGezHkEbAAAAALthIRLrMT0SAAAAABwYmTYAAAAAdsNCJNYj0wYAAAAADoxMGwAAAAC7IdFmPTJtAAAAAODAyLQBAAAAsBtWj7QemTYAAAAAcGBk2gAAAADYDatHWo+gDQAAAIDdMD3SekyPBAAAAAAHRqYNAAAAgN3kkGizGpk2AAAAAHBgZNoAAAAA2A33tFmPTBsAAAAAODAybQAAAADshkyb9ci0AQAAAMA1pKWlqVOnTvL19ZWvr686deqkU6dOFXr/Z555RiaTSePGjbO6b4I2AAAAAHaTY9h2s5WOHTtq06ZNWrRokRYtWqRNmzapU6dOhdr3+++/19q1a3XXXXddV99MjwQAAABgN4ZuvemRO3bs0KJFi7RmzRo1bNhQkjR16lRFRUVp165dqlq1aoH7Hj16VH369NHixYv14IMPXlf/BG0AAAAAbhsZGRnKyMiwKHN3d5e7u/t1t7l69Wr5+vqaAzZJatSokXx9fbVq1aoCg7acnBx16tRJgwYNUo0aNa67f6ZHAgAAALAbwzBsusXFxZnvO8vd4uLibmjMx44dU2BgYJ7ywMBAHTt2rMD9Ro8eLRcXF7344os31D9BGwAAAIDbxtChQ5Wenm6xDR06NN+6I0aMkMlkuuq2YcMGSZLJZMqzv2EY+ZZLUmJiosaPH6+ZM2cWWKewmB4JAAAAwG5suViIZN1UyD59+ujJJ5+8ap3Q0FBt3rxZ//zzT573jh8/rqCgoHz3S0hIUEpKikJCQsxl2dnZGjBggMaNG6eDBw8WaowSQRsAAACAO1RAQIACAgKuWS8qKkrp6elat26dGjRoIElau3at0tPTFR0dne8+nTp1UsuWLS3KWrVqpU6dOqlr165WjZOgDQAAAIDd3IoP1w4PD9d9992nnj176pNPPpEk9erVSw899JDFIiTVqlVTXFycHnvsMfn7+8vf39+iHVdXVwUHB191tcn8cE8bAAAAAFzDrFmzFBERodjYWMXGxqpmzZr64osvLOrs2rVL6enpRd43mTYAAAAAdpNzC2baJMnPz09ffvnlVetcK4tozX1slyNoAwAAAGA3t2jMdlMxPRIAAAAAHJjJuBXvBARuMRkZGYqLi9PQoUMLvQQtcD241mAvXGuwF641gKANsIvTp0/L19dX6enp8vHxudnDwW2Maw32wrUGe+FaA5geCQAAAAAOjaANAAAAABwYQRsAAAAAODCCNsAO3N3d9frrr3MDNWyOaw32wrUGe+FaA1iIBAAAAAAcGpk2AAAAAHBgBG0AAAAA4MAI2gAAAADAgRG0AQAAAIADI2jDHa1Lly569NFHC3x/5syZKlGihN3Gcy2hoaEaN26c1fudOHFCgYGBOnjwYJGPKVdKSopKlSqlo0eP2qyP28W1rjtrmUwmff/99wW+f/DgQZlMJm3atOmq7cTExKhfv35W95+ZmalKlSpp5cqVVu9bWBkZGQoJCVFiYqLN+rgdxMfHy2Qy6dSpUwXWudb1Yk8jRoxQ7dq1r2vfTp066e233y7aAV2hbdu2Gjt2rE37uB0U5rqzRmE+IwvzeXUjf8NfffVV9erV67r2LayBAwfqxRdftGkfuH0QtAEOqKiDxbi4OD388MMKDQ0tsjavFBgYqE6dOun111+3WR/IX3Jysu6///5C1y/qL1hTpkxR+fLl1bhx4yJpLz/u7u4aOHCghgwZYrM+HImj/WBUFIoyWNy8ebN+/vlnvfDCC0XSXkFee+01vfXWWzp9+rRN+3EUjnLdjR8/XjNnzrRqn+v9UTM///zzj8aPH69hw4YVSXsFGTx4sGbMmKEDBw7YtB/cHgjagNvchQsXNG3aNPXo0cPmfXXt2lWzZs1SWlqazfvCf4KDg2/q84smTJhgl+vrqaeeUkJCgnbs2GHzvuDYPvroIz3xxBPy9va2aT81a9ZUaGioZs2aZdN+YMnX1/emBo/Tpk1TVFSUTX/olC792BkbG6vJkyfbtB/cHgjacNN8++23ioiIkKenp/z9/dWyZUudO3fO/P6MGTMUHh4uDw8PVatWTRMnTjS/lzvda86cOYqOjpaHh4dq1Kih+Ph4c53s7Gx1795dYWFh8vT0VNWqVTV+/PgbHvePP/6oevXqycPDQxUqVNDIkSOVlZVlft9kMunTTz/VY489pmLFiqly5cpasGCBRRsLFixQ5cqV5enpqebNm+uzzz4zZz7i4+PVtWtXpaeny2QyyWQyacSIEeZ9z58/r27dusnb21shISGaMmXKVcf7yy+/yMXFRVFRURbl27Zt04MPPigfHx95e3urSZMm2rdvn6T/pqa8/fbbCgoKUokSJczHOWjQIPn5+als2bKaPn26RZsREREKDg7W/Pnzr+fU2oWjX3eGYahUqVL67rvvzGW1a9dWYGCg+fXq1avl6uqqs2fPSsqbwVi3bp3q1KkjDw8PRUZGKikpyeIYmjdvLkkqWbKkTCaTunTpYn4/JydHgwcPlp+fn4KDgy2uvfxs3LhRe/fu1YMPPmhRfuTIET355JPy8/NT8eLFFRkZqbVr10r6b0rc9OnTFRISIi8vLz377LPKzs7Wu+++q+DgYAUGBuqtt96yaNPf31/R0dGaPXv2tU/kTRQTE6M+ffqoT58+KlGihPz9/fXKK6/o8seiZmZmavDgwSpTpoyKFy+uhg0bmq+jq30GfPnll4qMjJS3t7eCg4PVsWNHpaSk3NB4jx49qvbt26tkyZLy9/fXI488YjGVOvfz4P3331fp0qXl7++v559/XhcvXjTXSU5O1oMPPihPT0+FhYXpq6++ssh85H75feyxx2QymfJ8Gf7iiy8UGhoqX19fPfnkkzpz5kyB483JydE333yj1q1bW5RnZGRo8ODBKleunNzd3VW5cmVNmzZN0n/Z5cWLF6tOnTry9PTUvffeq5SUFP3yyy8KDw+Xj4+POnTooPPnz1u027p1a4e/5iTHvu4GDBighx9+2Px63LhxMplM+vnnn81lVatW1SeffCIp7/TIc+fOqXPnzvLy8lLp0qU1ZsyYPMf+119/6aWXXjKP/XKLFy9WeHi4vLy8dN999yk5Ofmq450zZ06e6ysnJ0ejR49WpUqV5O7urpCQEPNnVO7fhrlz56pJkyby9PRU/fr1tXv3bq1fv16RkZHmvo8fP27R7q1yfcEBGMBN8PfffxsuLi7G2LFjjQMHDhibN282Pv74Y+PMmTOGYRjGlClTjNKlSxvfffedsX//fuO7774z/Pz8jJkzZxqGYRgHDhwwJBlly5Y1vv32W2P79u1Gjx49DG9vbyM1NdUwDMPIzMw0XnvtNWPdunXG/v37jS+//NIoVqyY8fXXX5vH8fTTTxuPPPJIgeOcMWOG4evra369aNEiw8fHx5g5c6axb98+Y8mSJUZoaKgxYsQIc53ccX311VfGnj17jBdffNHw8vIyTpw4YR67q6urMXDgQGPnzp3G7NmzjTJlyhiSjLS0NCMjI8MYN26c4ePjYyQnJxvJycnm81K+fHnDz8/P+Pjjj409e/YYcXFxhpOTk7Fjx44Cj6Fv377GfffdZ1F25MgRw8/Pz2jTpo2xfv16Y9euXcb06dONnTt3ms+Lt7e38fzzzxs7d+40pk2bZkgyWrVqZbz11lvG7t27jTfeeMNwdXU1Dh06ZNF2u3btjC5duhQ4npvpVrnu2rRpY/Tp08cwDMM4efKk4erqapQoUcLYtm2bYRiG8fbbbxsNGzY015dkzJ8/3zAMwzh79qxRqlQpo3379sbWrVuNH3/80ahQoYIhyUhKSjKysrKM7777zpBk7Nq1y0hOTjZOnTplGIZhNGvWzPDx8TFGjBhh7N692/jss88Mk8lkLFmypMCxfvDBB0a1atUsys6cOWNUqFDBaNKkiZGQkGDs2bPH+Prrr41Vq1YZhmEYr7/+uuHl5WW0bdvW2LZtm7FgwQLDzc3NaNWqlfHCCy8YO3fuNKZPn25IMlavXm3R9uDBg42YmJgCx+MImjVrZnh5eRl9+/Y1du7cab4GpkyZYq7TsWNHIzo62lixYoWxd+9e47333jPc3d2N3bt3X/UzYNq0acbChQuNffv2GatXrzYaNWpk3H///eZ2f//9d/NnSUEuv17OnTtnVK5c2ejWrZuxefNmY/v27UbHjh2NqlWrGhkZGYZhXLpefXx8jN69exs7duwwfvzxxzzH07JlS6N27drGmjVrjMTERKNZs2aGp6en8cEHHxiGYRgpKSmGJGPGjBlGcnKykZKSYhjGf9dCmzZtjC1bthgrVqwwgoODjWHDhhU4/qSkJEOScezYMYvydu3aGeXKlTPmzZtn7Nu3z/j111+NOXPmWJyXRo0aGX/88YexceNGo1KlSkazZs2M2NhYY+PGjcaKFSsMf39/45133rFod+HChYa7u7vx77//FjgmR+DI192CBQsMX19fIzs72zAMw3j00UeNgIAAY9CgQYZhGEZycrIhyfy37MrPyGeffdYoW7assWTJEmPz5s3GQw89ZD5WwzCMEydOGGXLljVGjRplHrthXPob7urqarRs2dJYv369kZiYaISHhxsdO3Ys8DyePHnSMJlMxpo1ayzKBw8ebJQsWdKYOXOmsXfvXiMhIcGYOnWqYRj//W2oVq2asWjRImP79u1Go0aNjLp16xoxMTEW11zv3r0t2t2+fbshyTh48GCBYwIMwzAI2nBTJCYmXvVDqly5csZXX31lUfbGG28YUVFRhmH89wF5+R/XixcvGmXLljVGjx5dYL/PPfec8fjjj5tfWxu0NWnSxHj77bct6nzxxRdG6dKlza8lGa+88or59dmzZw2TyWT88ssvhmEYxpAhQ4y7777boo3hw4db/MG7st9c5cuXN/7v//7P/DonJ8cIDAw0Jk2aVOAxPPLII0a3bt0syoYOHWqEhYUZmZmZ+e7z9NNPG+XLlzf/gTUMw6hatarRpEkT8+usrCyjePHixuzZsy32femllxz2S/Wtct19+OGH5mvk+++/NyIjI402bdoYH3/8sWEYhhEbG2sMGTLEXP/yL+GffPKJ4efnZ5w7d878/qRJk8xBm2EU/AWrWbNmxj333GNRVr9+fYu+rtS3b1/j3nvvtSj75JNPDG9vb/MPFVd6/fXXjWLFihmnT582l7Vq1coIDQ3Nc83FxcVZ7Dt+/HgjNDS0wPE4gmbNmhnh4eFGTk6OuWzIkCFGeHi4YRiGsXfvXsNkMhlHjx612K9FixbG0KFDDcMo+DPgSuvWrTMkmb9cWxu0TZs2zahatarFWDMyMgxPT09j8eLFhmH893mQlZVlrvPEE08Y7du3NwzDMHbs2GFIMtavX29+f8+ePYYkc9B2Zb+58rsWBg0aZPGjxJXmz59vODs7W4x5165dhiRj6dKl+e6Te15+/fVXc1lcXJwhydi3b5+57JlnnjFatWplse+ff/55S3ypduTr7tSpU4aTk5OxYcMGIycnx/D39zfi4uKM+vXrG4ZhGF999ZURFBRkrn/5Z+SZM2cMNzc3cwBuGJeCNE9PT3PQZhiX/j5efr3lHo8kY+/eveayjz/+2KKvK+X+KHD5D5KnT5823N3dzUHalXL/Nnz66afmstmzZxuSjGXLlpnL4uLijKpVq1rsm56ebkgy4uPjCxwTYBiGwfRI3BS1atVSixYtFBERoSeeeEJTp0413wd1/PhxHT58WN27d5eXl5d5e/PNN83T93JdPuXPxcVFkZGRFve7TJ48WZGRkSpVqpS8vLw0depUHTp06LrHnZiYqFGjRlmMq2fPnkpOTraYUlOzZk3zv4sXLy5vb2/zVJJdu3apfv36Fu02aNCg0GO4vG2TyaTg4OCrTlO5cOGCPDw8LMo2bdqkJk2ayNXVtcD9atSoISen/z4igoKCFBERYX7t7Owsf3//PH17enrmmV7kKG6V6y4mJkbbtm1Tamqqli9frpiYGMXExGj58uXKysrSqlWr1KxZs3z33bFjh2rVqqVixYrlO95rufz6kqTSpUtf1/VVp04d+fn5FbhfaGioxf1IQUFBql69ep5r7la6vi7XqFEjiylaUVFR2rNnj7Kzs7Vx40YZhqEqVapYXGvLly/Pc61dKSkpSY888ojKly8vb29vxcTESNJ1f64lJiZq79698vb2No/Dz89P//77r8VYatSoIWdnZ/Pry6+LXbt2ycXFRXXr1jW/X6lSJZUsWbJQY7jyWijMNefu7m5xfjdt2iRnZ+cC/7/Idfn1HRQUpGLFiqlChQoWZfldc5K47m7guvP19VXt2rUVHx+vLVu2yMnJSc8884z+/PNPnTlzRvHx8QX+t9u3b58yMzMtPsf8/PxUtWrVQvVdrFgxVaxY0fy6MNeXJIvPtR07digjI0MtWrS4al9XXl+SLP5u3urXF24ul5s9ANyZnJ2dtXTpUq1atUpLlizRhAkTNHz4cK1du9b8ZXPq1Klq2LBhnv2uJfcP1ty5c/XSSy9pzJgxioqKkre3t9577z3zfTXXIycnRyNHjlSbNm3yvHf5B/yVwZDJZFJOTo6kS/csXTnf3rjsnoNruVrb+QkICMizMEjuHwlr+ylM3ydPnlSpUqWu2f7NcKtcd3fffbf8/f21fPlyLV++XKNGjVK5cuX01ltvaf369bpw4YLuueeefPe15lrKz/VcX1u2bLEou1Ovr8LKycmRs7OzEhMT81xbXl5eBe537tw5xcbGKjY2Vl9++aVKlSqlQ4cOqVWrVsrMzLzusdSrVy/fhTYuP8/X+kzLT2Gvxeu55s6fP6/MzEy5ublJKtw1d2Vf1lxzkrjubvC6i4mJUXx8vNzc3NSsWTOVLFlSNWrU0MqVKxUfH1/g8v22+Ey7WpsBAQGSpLS0NPN/8+u9vvIru12vL9gemTbcNCaTSY0bN9bIkSOVlJQkNzc3zZ8/X0FBQSpTpoz279+vSpUqWWxhYWEWbaxZs8b876ysLCUmJqpatWqSpISEBEVHR+u5555TnTp1VKlSpWv+mngtdevW1a5du/KMq1KlShYZgqupVq2a1q9fb1G2YcMGi9dubm7Kzs6+obHmqlOnjrZv325RVrNmTSUkJFgsJFBUtm7dqjp16hR5u0XlVrjuTCaTmjZtqh9++EFbt25VkyZNFBERoYsXL2ry5MmqW7dugavmVa9eXX/++af51+IrxyvJ/EW3KK6xOnXqaOfOnRZfgmrWrKlNmzaZv4wUJUe/vnJdec7XrFmjypUry9nZWXXq1FF2drZSUlLyXGvBwcGS8v8M2Llzp1JTU/XOO++oSZMmqlat2g0vQlK3bl3t2bNHgYGBecbi6+tbqDaqVaumrKwsiwVv9u7dm+eREq6urkVyzeU+1+3yz7WIiAjl5ORo+fLlN9z+lbZu3aqyZcuav8w7Mke+7mJiYpSQkKDffvvNnKlr1qyZ5syZo927dxeYaatUqZJcXV0tji0tLU27d++2qFdUfzcrVqwoHx8fi+srd+GwZcuW3XD7V9q6datcXV1Vo0aNIm8btxeCNtwUa9eu1dtvv60NGzbo0KFDmjdvno4fP67w8HBJl1aXi4uL0/jx47V7925t2bJFM2bMyPOQ048//ljz58/Xzp079fzzzystLU3dunWTdOmDfsOGDVq8eLF2796tV199NU+wZK3XXntNn3/+uUaMGKFt27Zpx44d+vrrr/XKK68Uuo1nnnlGO3fu1JAhQ7R7927NnTvX/Dya3F/mQkNDdfbsWS1btkypqak3NG2iVatW2rZtm0W2rU+fPjp9+rSefPJJbdiwQXv27NEXX3yhXbt2XXc/0qXpHYmJiYqNjb2hdmzlVrruYmJi9NVXX6lmzZry8fExB3KzZs0yf+HJT8eOHeXk5KTu3btr+/btWrhwod5//32LOuXLl5fJZNJPP/2k48ePm1ehvB7NmzfXuXPntG3bNnNZhw4dFBwcrEcffVQrV67U/v379d1332n16tXX3U+uhIQEh72+Lnf48GH1799fu3bt0uzZszVhwgT17dtXklSlShU99dRT6ty5s+bNm6cDBw5o/fr1Gj16tBYuXCgp/8+AkJAQubm5acKECdq/f78WLFigN95444bG+dRTTykgIECPPPKIEhISdODAAS1fvlx9+/bVkSNHCtVGtWrV1LJlS/Xq1Uvr1q1TUlKSevXqJU9PT4tZBaGhoVq2bJmOHTt2Q48FKVWqlOrWras//vjDou2nn35a3bp10/fff68DBw4oPj5ec+fOve5+ct0q15zk2Ndd06ZNdebMGf3444/mz7CYmBhz9q569er57ufl5aXu3btr0KBBWrZsmbZu3aouXbrk+aE0NDRUK1as0NGjR5Wammr1+HI5OTmpZcuWFteXh4eHhgwZosGDB+vzzz/Xvn37tGbNGvPqpDciISHBvOIkcDUEbbgpfHx8tGLFCj3wwAOqUqWKXnnlFY0ZM8b8gOAePXro008/1cyZMxUREaFmzZpp5syZeTIe77zzjkaPHq1atWopISFBP/zwg/nX0N69e6tNmzZq3769GjZsqBMnTui55567oXG3atVKP/30k5YuXar69eurUaNGGjt2rMqXL1/oNsLCwvTtt99q3rx5qlmzpiZNmqThw4dLkvlZW9HR0erdu7fat2+vUqVK6d13373uMUdERCgyMtLiy4u/v79+++03nT17Vs2aNVO9evU0derUq97jVhg//PCDQkJC1KRJkxtqx1ZupeuuefPmys7OtgjQmjVrpuzs7Kvet+Pl5aUff/xR27dvV506dTR8+HCNHj3aok6ZMmU0cuRIvfzyywoKClKfPn2sHl8uf39/tWnTxmJ6nZubm5YsWaLAwEA98MADioiI0DvvvFOoaaZXs3r1aqWnp6tt27Y31I49dO7cWRcuXFCDBg30/PPP64UXXlCvXr3M78+YMUOdO3fWgAEDVLVqVbVu3Vpr165VuXLlJOX/GVCqVCnNnDlT33zzjapXr6533nknT0BurWLFimnFihUKCQlRmzZtFB4erm7duunChQvy8fEpdDuff/65goKC1LRpUz322GPq2bOnvL29LaaNjxkzRkuXLlW5cuVuOFvaq1evPFM6J02apLZt2+q5555TtWrV1LNnT4vHeVyPf//9V/Pnz1fPnj1vqB17ceTrztfX13yva26A1qRJE+Xk5FzzXsT33ntPTZs2VevWrdWyZUvdc889qlevnkWdUaNG6eDBg6pYseINTzXs1auX5syZYzGV8dVXX9WAAQP02muvKTw8XO3bt7/hTLckzZ49+5a5vnCT3awVUIAbkbtSU+5qeLe6N9980yhbtqzN2v/555+N8PBwi5X5bKF+/frGrFmzbNrHzXS7XXdFZfPmzUZgYKDFCoC20LZtW+Ott96yaR9FoVmzZhar2t2JDh8+nGe1xqJ04cIFIyQkxPwYCVv56KOPjP/973827aOocN0VnZycHKNBgwZ5VhMuaj/99JMRHh5uXLx40ab94PbAQiTATTBx4kTVr19f/v7+Wrlypd57770bynZcywMPPKA9e/bo6NGj5l9Ui1pKSoratm2rDh062KR9OK6IiAi9++67OnjwoMVKaUUpIyNDtWrV0ksvvWST9nFjcjP3ERERSk5O1uDBgxUaGqqmTZvapD8PDw99/vnnNzQNrjBcXV01YcIEm/YBx2MymTRlyhRt3rzZpv2cO3dOM2bMkIsLX8dxbVwlwE2wZ88evfnmmzp58qRCQkI0YMAADR061KZ95t7XYCuBgYEaPHiwTfuA43r66adt2r67u7tV947Cvi5evKhhw4Zp//798vb2VnR0tGbNmnXDU66v5lpT6orC5VMLcWepVauWatWqZdM+2rVrZ9P2cXsxGcYNrqUKAAAAALAZFiIBAAAAAAdG0AYAAAAADoygDQAAAAAcGEEbAAAAADgwgjYAAAAAcGAEbQAAAADgwAjaAAAAAMCBEbQBAAAAgAP7fzluRaxr/kQGAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr = df.corr()\n", + "\n", + "f, ax = plt.subplots(figsize=(10, 6))\n", + "\n", + "mask = np.triu(np.ones_like(corr, dtype=bool))\n", + "\n", + "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n", + "\n", + "sns.heatmap(corr, annot=True, mask = mask, cmap=cmap)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "cc0f1366", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sepal length (cm)sepal width (cm)petal length (cm)
05.13.51.4
14.93.01.4
24.73.21.3
34.63.11.5
45.03.61.4
\n", + "
" + ], + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm)\n", + "0 5.1 3.5 1.4\n", + "1 4.9 3.0 1.4\n", + "2 4.7 3.2 1.3\n", + "3 4.6 3.1 1.5\n", + "4 5.0 3.6 1.4" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_2 = df.drop(columns ='petal width (cm)')\n", + "df_2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "0eb1b38b", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.decomposition import PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "8d8d4ed7", + "metadata": {}, + "outputs": [], + "source": [ + "X = df\n", + "# X = df_2" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "2834111e", + "metadata": {}, + "outputs": [], + "source": [ + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "3fa81850", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import KMeans\n", + "\n", + "kmean= KMeans(3)\n", + "kmean.fit(X_scaled)\n", + "labels_kmean = kmean.labels_" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "946b4bd9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)cluster
05.13.51.40.21
14.93.01.40.21
24.73.21.30.21
34.63.11.50.21
45.03.61.40.21
\n", + "
" + ], + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", + "0 5.1 3.5 1.4 0.2 \n", + "1 4.9 3.0 1.4 0.2 \n", + "2 4.7 3.2 1.3 0.2 \n", + "3 4.6 3.1 1.5 0.2 \n", + "4 5.0 3.6 1.4 0.2 \n", + "\n", + " cluster \n", + "0 1 \n", + "1 1 \n", + "2 1 \n", + "3 1 \n", + "4 1 " + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clusters=pd.concat([df, pd.DataFrame({'cluster':labels_kmean})], axis=1)\n", + "clusters.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "46888099", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)clusterReal_Label
05.13.51.40.210
14.93.01.40.210
24.73.21.30.210
34.63.11.50.210
45.03.61.40.210
\n", + "
" + ], + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", + "0 5.1 3.5 1.4 0.2 \n", + "1 4.9 3.0 1.4 0.2 \n", + "2 4.7 3.2 1.3 0.2 \n", + "3 4.6 3.1 1.5 0.2 \n", + "4 5.0 3.6 1.4 0.2 \n", + "\n", + " cluster Real_Label \n", + "0 1 0 \n", + "1 1 0 \n", + "2 1 0 \n", + "3 1 0 \n", + "4 1 0 " + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clusters['Real_Label'] = df_labelled['target']\n", + "clusters.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "43063b59", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARI: 0.620\n", + "NMI: 0.659\n", + "Homogeneity: 0.659, Completeness: 0.660, V-measure: 0.659\n" + ] + } + ], + "source": [ + "from sklearn.metrics import adjusted_rand_score, normalized_mutual_info_score, homogeneity_completeness_v_measure\n", + "from scipy.optimize import linear_sum_assignment\n", + "import numpy as np\n", + "\n", + "true = clusters['Real_Label']\n", + "pred = clusters['cluster']\n", + "\n", + "# 1. ARI\n", + "ari = adjusted_rand_score(true, pred)\n", + "\n", + "# 2. NMI\n", + "nmi = normalized_mutual_info_score(true, pred)\n", + "\n", + "# 3. Homogeneity, completeness, v-measure\n", + "h, c, v = homogeneity_completeness_v_measure(true, pred)\n", + "\n", + "print(f\"ARI: {ari:.3f}\")\n", + "print(f\"NMI: {nmi:.3f}\")\n", + "print(f\"Homogeneity: {h:.3f}, Completeness: {c:.3f}, V-measure: {v:.3f}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "382a6757", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster accuracy (after relabeling): 0.833\n" + ] + } + ], + "source": [ + "# Create contingency table\n", + "from sklearn.metrics import confusion_matrix\n", + "\n", + "cm = confusion_matrix(true, pred)\n", + "\n", + "# Hungarian algorithm to find optimal label mapping\n", + "row_ind, col_ind = linear_sum_assignment(-cm)\n", + "accuracy = cm[row_ind, col_ind].sum() / cm.sum()\n", + "print(f\"Cluster accuracy (after relabeling): {accuracy:.3f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "9bfdd598", + "metadata": {}, + "outputs": [], + "source": [ + "x = clusters.drop(columns=['Real_Label']) # features\n", + "y_true = clusters['Real_Label'] # ground truth labels\n", + "y_pred = clusters['cluster'] # K-Means\n" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "d92396ee", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Explained variance ratio: [0.81711805 0.13978153]\n" + ] + } + ], + "source": [ + "pca = PCA(n_components=2, random_state=42)\n", + "X_pca = pca.fit_transform(x)\n", + "\n", + "print(f\"Explained variance ratio: {pca.explained_variance_ratio_}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "4347670b", + "metadata": {}, + "outputs": [], + "source": [ + "centers_pca = pca.transform(kmean.cluster_centers_)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "b77897cb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAHqCAYAAADVi/1VAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3xURdfA8d/c3c2mV3rvRboFFESKolQRREQUQez1UV97AyuPXR97BQsoogiKCEoVBRQURKT3DoGQXja7d94/NgkJyZa0TTvfzwcld+fee3YTdidnZs4orbVGCCGEEEIIIYQQQogAMio6ACGEEEIIIYQQQghR80hSSgghhBBCCCGEEEIEnCSlhBBCCCGEEEIIIUTASVJKCCGEEEIIIYQQQgScJKWEEEIIIYQQQgghRMBJUkoIIYQQQgghhBBCBJwkpYQQQgghhBBCCCFEwElSSgghhBBCCCGEEEIEnCSlhBBCCCGEEEIIIUTASVJKCCGEEEIIIYQQQgScJKWEKGNKKb/+LFu2rELj7Nu3Lx07diyTa02bNg2lFGvXri2T6+W/5p49e8rsmhdeeCG33HJLoeO7d+/mrrvuon379oSFhREcHEyzZs245pprWLp0KVrrMosh0Jo1a8aECRM8Pj5hwgS/fl69XcNfzz33HHPmzCl0vDg/PxdccAF33313qWMRQggReLnv97l/rFYrjRo14rrrruPgwYMBieH0z8Vly5aVqF+2cuVKJk+eTGJiYpnGB+7P5mbNmvnV1jRNPvvsMy666CJq1aqFzWajTp06DB06lO+//x7TNAHYs2cPSimmTZtW5vECHDp0iMmTJ7N+/fpyuX5pPfXUU5xxxhl5rwe4++x33HFHobaTJk1CKcWtt95aoH1+ffv2RSlFixYtiuwn/vLLL3k/5+X1mpeHcePGcdlll1V0GKKGsVZ0AEJUN6tWrSrw9dNPP83SpUtZsmRJgeNnnHFGIMOq8ebOnctvv/3Gp59+WuD4d999x9ixY6lVqxa33HILZ555Jna7nR07dvD111/Tv39/Fi1axIUXXlhBkZevxx9/vECi7q+//uL222/nueeeo1+/fnnHa9euXep7Pffcc4waNapUnZ2nn36aAQMGcOutt9K2bdtSxySEECLwpk6dSrt27cjIyOCXX35hypQpLF++nH/++YewsLCAxnLmmWeyatWqYvfLVq5cyZNPPsmECROIjo4un+B8yMzM5LLLLuOnn35izJgxvPPOO9SrV4/4+HgWLFjAFVdcwcyZMxk+fHi5x3Lo0CGefPJJmjVrRteuXcv9fsVx6NAhXnjhBaZNm4ZheJ6TobXmP//5D2+88QYPPfQQU6ZM8XrdiIgIdu/ezZIlSwr1Ez/++GMiIyNJTk4uk+cQKJMnT6Zdu3YsWbKE/v37V3Q4ooaQpJQQZezcc88t8HXt2rUxDKPQ8dOlp6cTGhpanqHVaM899xwjRoygYcOGecd27tzJVVddRYcOHVi0aBGRkZF5j/Xp04frr7+eZcuWERMT4/XaVfl717JlS1q2bJn3dWZmJgCtW7f2+jObkZFBcHAwSqlyjzG/Pn360LZtW15++WXef//9gN5bCCFE2ejYsSNnn302AP369cPlcvH0008zZ84crr766iLPKa/P2sjISJ99tMrq3nvvZeHChXzyySdce+21BR4bOXIk999/PxkZGRUUXdkoi/7G66+/TnR0NCNHjvTYxul0MnHiRD777DNefPFF7rvvPp/XbdKkCREREXz88ccFklIpKSnMmjWLq6++mg8++KDEcVeEli1bMnDgQP773/9KUkoEjCzfE6IC5C6d++WXX+jZsyehoaFMnDgRcE8lnjx5cqFzilqGdeTIEW6++WYaNWpEUFAQzZs358knn8TpdJZJnGvXrmXMmDE0a9aMkJAQmjVrxlVXXcXevXuLbH/y5Emuu+46YmNjCQsLY9iwYezatatQu9yZR5GRkYSGhtKrVy8WL17sM55169YxdOhQ6tSpg91up0GDBgwZMoQDBw74PO+PP/5g3LhxBY6/8sorpKen8/bbbxdISOXXt29funTpkvf15MmTUUrx119/MWrUKGJiYvKSOpmZmTz88MM0b96coKAgGjZsyO23315oar+/3+PcZQ5Lly7l1ltvpVatWsTFxTFy5EgOHTpU4Nzs7GweeOAB6tWrR2hoKOeffz5//PGH19fFX7lx/PTTT0ycOJHatWsTGhpKVlaWxyUGua9T/ueclpbGJ598kjedvW/fvgXOSUlJ8fk8wT21fMaMGaSkpJTJ8xNCCFGxcpNCuf2LCRMmEB4ezj///MPFF19MRERE3i/9DoeDZ555hnbt2mG326lduzbXXXcd8fHxBa7p7+eip+V7v//+O8OGDSMuLo7g4GBatmyZt3x88uTJ3H///QA0b968yNIMM2fO5LzzziMsLIzw8HAuueQS1q1bV+j+06ZNo23bttjtdtq3b19oRrcnR44c4cMPP+SSSy4plJDK1bp1azp37uzxGv5+hgPMmjWLHj16EBUVRWhoKC1atMjruy5btoxzzjkHgOuuuy7v9cjf11m7di2XXnopsbGxBAcH061bN7766qsC9/DW34iPj+emm26icePGed/3Xr16sWjRIq+vk8Ph4KOPPmLs2LEeZ0llZmZy+eWXM2PGDD788EO/ElK5Jk6cyOzZswv09b788ksAxowZU+Q527dvZ+zYsXn92fbt2/PWW28Viun//u//6Nq1K1FRUcTGxnLeeecxd+7cQtfLXYb42Wef0b59e0JDQ+nSpQvz5s0r0M7f13DcuHEsWrSInTt3+v06CFEaMlNKiApy+PBhrrnmGh544AGee+45r9OJi3LkyBG6d++OYRg88cQTtGzZklWrVvHMM8+wZ88epk6dWuoY9+zZQ9u2bRkzZgyxsbEcPnyYd955h3POOYdNmzZRq1atAu2vv/56BgwYwIwZM9i/fz+PPfYYffv2ZcOGDXlT2z///HOuvfZahg8fzieffILNZuO9997jkksuYeHChR6XyaWlpTFgwACaN2/OW2+9Rd26dTly5AhLly71mZyYN28eFouFCy64oMDxn3/+mfr16+eN1hbHyJEjGTNmDLfccgtpaWlorbnssstYvHgxDz/8ML1792bDhg1MmjSJVatWsWrVKux2e7HvA3DDDTcwZMiQvNf1/vvv55prrimwJPTGG2/k008/5b777mPAgAFs3LiRkSNHlmniZuLEiQwZMoTPPvuMtLQ0bDab3+euWrWK/v37069fPx5//HGAQolAf54nuBOFDz74IMuWLWPYsGGlf2JCCCEq1I4dO4CCS8UdDgeXXnopN998Mw899BBOpxPTNBk+fDgrVqzggQceoGfPnuzdu5dJkybRt29f1q5dS0hICFC6z8WFCxcybNgw2rdvzyuvvEKTJk3Ys2cPP/30E+D+vEpISOCNN95g9uzZ1K9fHzhVmuG5557jscce47rrruOxxx7D4XDw4osv0rt3b/7444+8dtOmTeO6665j+PDhvPzyyyQlJTF58mSysrJ89guXLl1KdnZ2QOr/rFq1iiuvvJIrr7ySyZMnExwczN69e/M+n88880ymTp2a93yHDBkCQKNGjfJiHThwID169ODdd98lKiqKL7/8kiuvvJL09PRCg65F9TfGjRvHX3/9xbPPPkubNm1ITEzkr7/+4sSJE15j//333zlx4kSBkgT5paSkMGjQIFauXMnMmTO5/PLLi/XajBkzhnvuuYcvvviCW2+9FYCPPvqIUaNGFTnguWnTJnr27EmTJk14+eWXqVevHgsXLuSuu+7i+PHjTJo0CYCsrCwSEhK47777aNiwIQ6Hg0WLFjFy5EimTp1aKBH5ww8/sGbNGp566inCw8N54YUXGDFiBFu3bqVFixYAfr+Gffv2RWvN/PnzufPOO4v1eghRIloIUa7Gjx+vw8LCChzr06ePBvTixYsLtQf0pEmTCh1v2rSpHj9+fN7XN998sw4PD9d79+4t0O6ll17SgP7333+9xtWnTx/doUMH/5+I1trpdOrU1FQdFhamX3/99bzjU6dO1YAeMWJEgfa//fabBvQzzzyjtdY6LS1Nx8bG6mHDhhVo53K5dJcuXXT37t0LXXP37t1aa63Xrl2rAT1nzpxixay11oMGDdLt2rUrdDw4OFife+65hY67XC6dnZ2d98flcuU9NmnSJA3oJ554osA5CxYs0IB+4YUXChyfOXOmBvT777+fd8zf73Hua3DbbbcVaPfCCy9oQB8+fFhrrfXmzZs1oO+5554C7aZPn66BAtf0ZenSpRrQs2bNKhTHtddeW6j9+PHjddOmTQsdz32d8gsLCysyFn+fZy6Hw6GVUvrBBx/0+3kJIYSoeLnv96tXr9bZ2dk6JSVFz5s3T9euXVtHREToI0eOaK3dny2A/vjjjwuc/8UXX2hAf/PNNwWOr1mzRgP67bff1loX73Mx93Nv6dKlecdatmypW7ZsqTMyMjw+lxdffLFAPyXXvn37tNVq1XfeeWeB4ykpKbpevXp69OjRWmt3X6NBgwb6zDPP1KZp5rXbs2ePttlsRX625vff//5XA3rBggVe2+XavXu3BvTUqVPzjvn7GZ7bt0xMTPR4/dzvQf7r52rXrp3u1q2bzs7OLnB86NChun79+nn9LG/9jfDwcH333Xf7eJaFPf/88xrI+9nKD8j7k7+f5o/8/ejx48frs88+W2ut9b///qsBvWzZsiJfk0suuUQ3atRIJyUlFbjeHXfcoYODg3VCQkKR93M6nTo7O1tff/31ulu3boWeR926dXVycnLesSNHjmjDMPSUKVPyjhXnNWzYsKG+8sor/WorRGnJ8j0hKkhMTEyp1mrPmzePfv360aBBA5xOZ96fQYMGAbB8+fJSx5iamsqDDz5Iq1atsFqtWK1WwsPDSUtLY/PmzYXan14HomfPnjRt2pSlS5cC7qKgCQkJjB8/vkDMpmkycOBA1qxZQ1paWpGxtGrVipiYGB588EHeffddNm3a5PfzOHToEHXq1PG7/ciRI7HZbHl/7rrrrkJtTh9Jyx0tPH2074orriAsLMyv5YmeXHrppQW+zp2Kn7vMIff1Pf31Hz16NFZr2U2ILe7oYXH5ep65bDYb0dHRAdupSQghRNk699xzsdlsREREMHToUOrVq8ePP/5I3bp1C7Q7/XNn3rx5REdHM2zYsAL9iK5du1KvXr285XOl+Vzctm0bO3fu5Prrryc4OLjYz23hwoU4nU6uvfbaAjEGBwfTp0+fvBi3bt3KoUOHGDt2bIGlck2bNqVnz57Fvm95yl2aN3r0aL766qtiff7u2LGDLVu25H0v8r8mgwcP5vDhw2zdurXAOUX1N7p37860adN45plnWL16NdnZ2X7d/9ChQyilCs3uz9W7d2+io6N58skn82bs5TJNs0C8LperyGtMnDiRtWvX8s8///DRRx/RsmXLQrPzwb0kb/HixYwYMYLQ0NBCr0VmZiarV6/Oaz9r1ix69epFeHg4VqsVm83GRx99VGQfvF+/fkREROR9XbduXerUqVOgD1Wc17BOnTrSzxIBI0kpISpI7lTvkjp69Cjff/99geSJzWajQ4cOABw/frzUMY4dO5Y333yTG264gYULF/LHH3+wZs0aateuXWThzHr16hV5LHda8NGjRwEYNWpUobiff/55tNYkJCQUGUtUVBTLly+na9euPPLII3To0IEGDRowadIknx2T3CKZp2vSpEmR9bFefvll1qxZw5o1azxe8/Tv34kTJ7BarYV2qVNKFXgNSiIuLq7A17nLAHO/B7nXPv31t1qthc4tjdL+zPri63nmFxwcXOWLtwohRE316aefsmbNGtatW8ehQ4fYsGEDvXr1KtAmNDS00PKno0ePkpiYSFBQUKF+xJEjR/L6PqX5XMytTZW79Ky4cvs655xzTqEYZ86c6TNGT8dO16RJEwB2795dojiL44ILLmDOnDl5ybZGjRrRsWNHvvjiC5/n5r4e9913X6HX47bbbgMK91mL6m/MnDmT8ePH8+GHH3LeeecRGxvLtddey5EjR7zePyMjA5vNhsViKfLxzp07s2jRItLT0+nTpw/btm3Le2zixIkF4vVUYuKCCy6gdevWvPfee3z22WdMnDixyMLsJ06cwOl08sYbbxR6LQYPHlzgtZg9ezajR4+mYcOGfP7556xatYo1a9YwceLEvE1p8ivq59putxfoKxXnNZR+lggkqSklRAXxtIuI3W4nKyur0PHTkxq1atWic+fOPPvss0Vep0GDBqWKLykpiXnz5jFp0iQeeuihvOO5a9yLUtSH2pEjR2jVqlVezABvvPGGx51uTh8lza9Tp058+eWXaK3ZsGED06ZN46mnniIkJKRAjKerVatWkTEPGDCAt956i7Vr1xaoK5V/NzpPTv/+xcXF4XQ6iY+PL5CY0lpz5MiRvFFG8P977K/cjsiRI0cK7C7odDpLlQw7XVE/s8HBwUU+l7JIinpz8uRJj6OeQgghKrf27dv7rOdY1GdO7kYYCxYsKPKc3JkipflczP0M97WJiie5n01ff/01TZs29dguf4yn85VoAffMGJvNxpw5c7jllltKFGtxPsOHDx/O8OHDycrKYvXq1UyZMoWxY8fSrFkzzjvvPI/3yH09Hn74YY+737Vt27bA156+96+99hqvvfYa+/bt47vvvuOhhx7i2LFjHn8ecs9zOBykpaURFhZWZJuzzjqLRYsWMWDAAPr168eSJUto27YtkydP5o477shrl38m0uly62kppRg/fnyRbWJiYrBYLIwbN47bb7+9yDbNmzcH3DVYmzdvzsyZMwu8HkV9v/xVnNcwISGhyCL4QpQHSUoJUck0a9aMDRs2FDi2ZMkSUlNTCxwbOnQo8+fPp2XLlsTExJR5HEoptNaFinN/+OGHHqcvT58+vcCU65UrV7J3715uuOEGAHr16kV0dDSbNm0q8CFfkti6dOnCq6++yrRp0/jrr7+8tm/Xrh1z5swpdPyee+5h6tSp3H777SxatMhrZ8OXCy+8kBdeeIHPP/+ce+65J+/4N998Q1paWoHRNX+/x/7K3cVu+vTpnHXWWXnHv/rqqzLbidGTZs2acezYMY4ePZqXUHQ4HCxcuLBQ29NH7Erq0KFDZGZm5hWKFUIIUTMMHTqUL7/8EpfLRY8ePTy2K83nYps2bWjZsiUff/wx9957r8dNSjzN5r3kkkuwWq3s3LnT67L3tm3bUr9+fb744gvuvffevMTD3r17Wblypc/BxXr16nHDDTfwzjvv8Omnnxa5A9/OnTtJS0vzuANfcT7D8z/vPn36EB0dzcKFC1m3bh3nnXeex9ejbdu2tG7dmr///pvnnnvO63PyV5MmTbjjjjtYvHgxv/32m9e27dq1A9yvhbedCM8880wWL17MRRddlJeYateund+JmfHjx/P777/Tvn37AonQ/EJDQ+nXrx/r1q2jc+fOBAUFebyeUoqgoKACCakjR44UufteSXh7DZ1OJ/v378+bvSVEeZOklBCVzLhx43j88cd54okn6NOnD5s2beLNN98kKiqqQLunnnqKn3/+mZ49e3LXXXfRtm1bMjMz2bNnD/Pnz+fdd9/1OfU8OTmZr7/+utDx2rVr06dPHy644AJefPFFatWqRbNmzVi+fDkfffRR3k56p1u7di033HADV1xxBfv37+fRRx+lYcOGedOzw8PDeeONNxg/fjwJCQmMGjWKOnXqEB8fz99//018fDzvvPNOkdeeN28eb7/9NpdddhktWrRAa523Be+AAQO8Ps++ffvy8ccfs23bNtq0aZN3vGXLlnzxxRdcddVVdOrUiVtvvZUzzzwTu93OsWPH8nbZKWr3lNMNGDCASy65hAcffJDk5GR69eqVt/tet27dGDduXF5bf7/H/mrfvj3XXHMNr732GjabjYsuuoiNGzfy0ksv+RV7aVx55ZU88cQTjBkzhvvvv5/MzEz+97//FZm47NSpE8uWLeP777+nfv36REREFBod9UduvQVPO+kIIYSonsaMGcP06dMZPHgw//nPf+jevTs2m40DBw6wdOlShg8fzogRI0r9ufjWW28xbNgwzj33XO655x6aNGnCvn37WLhwIdOnTwfcn2kAr7/+OuPHj8dms9G2bVuaNWvGU089xaOPPsquXbsYOHAgMTExHD16lD/++IOwsDCefPJJDMPg6aef5oYbbmDEiBHceOONJCYmMnnyZL+W7wG88sor7Nq1iwkTJrBw4UJGjBhB3bp1OX78OD///DNTp07lyy+/9JiM8fcz/IknnuDAgQNceOGFNGrUiMTERF5//XVsNht9+vQB3H2qkJAQpk+fTvv27QkPD6dBgwY0aNCA9957j0GDBnHJJZcwYcIEGjZsSEJCAps3b+avv/5i1qxZXp9nUlIS/fr1Y+zYsbRr146IiAjWrFnDggULPM6+ypWboFy9erXXpBRA165dWbx4MRdeeGFeYqp9+/Zez8nVoEGDIgdAT/f6669z/vnn07t3b2699VaaNWtGSkoKO3bs4Pvvv8+rUTp06FBmz57NbbfdxqhRo9i/fz9PP/009evXZ/v27X7FlF9xXsMNGzaQnp4u/SwROBVaZl2IGsDT7nuedr7LysrSDzzwgG7cuLEOCQnRffr00evXry+0M5vWWsfHx+u77rpLN2/eXNtsNh0bG6vPOuss/eijj+rU1FSvceXuAFjUnz59+mittT5w4IC+/PLLdUxMjI6IiNADBw7UGzdu9LhL3E8//aTHjRuno6OjdUhIiB48eLDevn17oXsvX75cDxkyRMfGxmqbzaYbNmyohwwZUuSOb7m72mzZskVfddVVumXLljokJERHRUXp7t2762nTpnl9nlprnZSUpMPDwwvtjJdr586d+s4779Rt27bVISEh2m6366ZNm+orrrhCf/vttwV2xcndkSY+Pr7QdTIyMvSDDz6omzZtqm02m65fv76+9dZb9cmTJwu08/d7nPsarFmzpsD5Re0UlJWVpf/v//5P16lTJ29XwVWrVhX5c+ONt933To8j1/z583XXrl11SEiIbtGihX7zzTeL3H1v/fr1ulevXjo0NLTAz1lxnqfWWo8bN0536tTJ7+ckhBCicvD1eZKrqL5TruzsbP3SSy/pLl266ODgYB0eHq7btWunb7755gJ9Dn8/Fz191qxatUoPGjRIR0VFabvdrlu2bFloN7+HH35YN2jQQBuGUegac+bM0f369dORkZF5/YpRo0bpRYsWFbjGhx9+qFu3bq2DgoJ0mzZt9Mcff+xxV7yiOJ1O/cknn+j+/fvr2NhYbbVade3atfWgQYP0jBkz8na2K2r3Pa39+wyfN2+eHjRokG7YsKEOCgrSderU0YMHD9YrVqwocK0vvvhCt2vXTttstkI7Df/999969OjRuk6dOtpms+l69erp/v3763fffTevjaefj8zMTH3LLbfozp0768jISB0SEqLbtm2rJ02apNPS0ny+Rr1799aDBw8udBzQt99+e6Hjf//9t65Vq5auW7eux92s/dnF2tOOhLt379YTJ07UDRs21DabTdeuXVv37Nkzb7fqXP/97391s2bNtN1u1+3bt9cffPBBkf0rT88j/896cV7Dxx9/XNeqVUtnZmZ6fX5ClBWltdaBSX8JIUTFufPOO1m8eDH//vuvx3peovJLTk6mQYMGvPrqq9x4440VHY4QQgghKrlvvvmGK6+8kr1793pcWifcXC4XrVq1YuzYsR7r1gpR1mT3PSFEjfDYY49x8OBBvvnmm4oORZTCq6++SpMmTbjuuusqOhQhhBBCVAEjR47knHPOYcqUKRUdSqX3+eefk5qayv3331/RoYgaRJJSQogaoW7dukyfPl22t63iIiMjmTZtGlarlEQUQgghhG9KKT744AMaNGiAaZoVHU6lZpom06dP91g/VojyIMv3hBBCCCGEEEIIIUTAyUwpIYQQQgghhBBCCBFwkpQSQgghhBBCCCGEEAFXo4pymKbJoUOHiIiIkN23hBBCCOGT1pqUlBQaNGiAYdTMsTzpPwkhhBCiuPztQ9WopNShQ4do3LhxRYchhBBCiCpm//79NGrUqKLDqBDSfxJCCCFESfnqQ9WopFRERATgflEiIyMrOBohhBBCVHbJyck0btw4rw9RE0n/SQghhBDF5W8fqkYlpXKnnEdGRkqnSgghhBB+q8nL1qT/JIQQQoiS8tWHqpnFEYQQQgghhBBCCCFEhZKklBBCCCGEEEIIIYQIOElKCSGEEEIIIYQQQoiAk6SUEEIIIYQQQgghhAg4SUoJIYQQQgghhBBCiICTpJQQQgghhBBCCCGECDhJSgkhhBBCCCGEEEKIgJOklBBCCCGEEEIIIYQIOElKCSGEEEIIIYQQQoiAk6SUEEIIIYQQQgghhAg4a0UHIMrfsX3x/PD+ItYt3YjL4aRZxyYMuXkA7Xu0RilV0eEJIYQQQlQ6TtNk6e5dfL35Xw6lJBNht3Nxi1aMbN+BSLu9osMTQgghqgVJSlVzs1/7gXfv+wSlFKbLBGDn33v46ZNl9BrRnYc/vwt7iHSshBBCCCFyHU5JYfzcb9iRcAKLUri0RgG/H9jPy6t+5e0hl9K7SbOKDlMIIYSo8mT5XjW2YOpS3rl3GtrUeQkpAJfT/feVc9fwwvg3Kyo8IYQQQohKJz07m6u//YrdJxMAcGkNgM75k56dzQ3ffcvGY0crLkghhBCimpCkVDXlcrr4+JHpXttoU/PL16vZsX53gKISQgghhKjcvt2yiT2JiXnJqNNpwNSa//2+KrCBCSGEENWQLN+rptYsWM/Jo0k+21msBvM/WMxdb90QgKiEEELkp7UDMn9GO1aCdqCsTSDkcpSlQUWHJkSNNeOfv1G4k0+euLRm8e6dxKelUTssLFChCSGEyKGde9EZs8F1CFQwyn4B2PuhlKQ4qhr5jlVTB7YdwrAYBZbtFcXlNDmw7VCAohJCCJFLZ61GJ90NZgLuj2ONRkPqm+iQq1CRj6KUrYKjFKLm2ZN40mtCKpcG9iUnSlJKCCECSOssdNJjkDkXsOQcVeiMmWDUheg3UUFdKjJEUUyyfK+astltaNOfLhUEBcsvPUIIEUjasQ59ciKYiTlHnIALMAENGV+4O1xCiICzWSy+G+UIssj4rhBCBIrWGp34H8j8PueIK+eP0/2lGY9OGIfO3lpBEYqSkKRUNdW1f0e0h1oI+Sml6Na/UwAiEkIIkUunPIc7AeVpNquGzG/R2f8EMCohBEDvJk2xKOWzXZTdTpvYuABEJIQQAgDHSshaguf+kwlko1NeCmBQorQkKVVNNW3fiE4XtMewePkWK7DZrVw8oW/A4hJCiJpOZ2+F7L/x3KHKZUGnfRGIkIQQ+Yzr3M1jkfNchlKM7dQFu1VmSgkhRKDo9BmcWrLniQscv6BdUqKmqpCkVDX2fx/eSlhkaJGJKZUzAvh/H91GREx4oEMTQoiay7nZz4YucP6D1iY66xfMk7djxg/CPH4ZZsor0tkSopx0b9iIiV3P8vi4oRTtatXitrN7BDAqIYQQZP+De7meLxqyt6Jdx9Cpb2EeH+nuQyXchM78Ga2d5R2pKAYZ3qnGGraqzxu/P8ebd37M2p/WF9hGpmGb+tz84rWcO9Rzp0sIIUR5KM54kEYnjIXsv3CPDOZ0xJxb0GnvQ+TjqNCryyFGIWq2R3v3oUFEBG+v/Z2EjIy84zbDYES7M3jsgn6EBQVVYIRCCFET+d+H0o41kHg7BcoluPagHcvA2hZiPkZZapdHkKKYlPan8FA1kZycTFRUFElJSURGRlZ0OAF1eNdR/lmxGZfTRZP2jTjjvDZ5s6WEEEIEjnbuQR+/2I+WFjBic3bn8zwqqKJeQ4UMLrP4REE1ue+Qqya/BtkuF7/u38vR1FTCgoI4v3FTYkJCKjosIYSokczE/4PM+fieLWXgvUyCBawtUXGzUUoGGMqLv/0HmSlVQ9RvUZf6LepWdBhCCFHjKWszdNC54FiD906VC8x4n9fTqa9A8CAZaBCiHNgsFvo1a1HRYQghhABU6NXovJ33PLGACgedgufElAuc2yDzJwgZWsZRiuKSmlJCCCFEgKmIx0AF4fVj2NIM38U8Adc+yF5bRpEJIYQQQlRStm4QPMpLAwuoENBJ+N5QxkCnf1mGwYmSkqSUEEIIEWDK1gYV+0VO4gncyScroAA7Kvw/gA3/inkCzv3lEKUQQgghROWhlEJFPQ2hN+DuJync/aecQTxrGwi/z8+rmeDaUx5himKS5XtCCCFEBVC2M6DWj5C9Bp21EnCgLE0geCjKCEdnLfU7J4XUQxBCCCFEDaCUBRX5ADr8Rsj4Ae06CCoYZe8Lts7gWInfRbOVvRwjFf6SpJQQQghRQZRSENQdFdS98GP2Pujsjfgz/ZwizhdCCCGEqK6UEQNh13B6RU1t6wIEA5k+rmABe5/yCU4UiyzfE0IIISqjkNFQqKt1OgvYB6IsdQIRkRBCCCFEpaaMcAi9HN91OV2o0LGBCEn4IEkpIYQQohJSlrqoyKdzvyqihQWMuqjIxwIZlhBCCCFEpabC7wFLc7wlplTEgyhrq8AFJTySpJQQQghRSanQUajot3I6VvlZIHggKu5rlKVWhcQmhBBCCFEZKSMSFfclBI/AXRA9H0sjVNSLqLDrKyQ2UZjUlBJCCCEqMRU8AOwXQfbf4NoHyga2cyQZJYQQQgjhgTIiUdHPoc0HwPE76EywNADbWSglc3MqE0lKCSGEEJWcuyB6V6BrBUcihBBCCFF1KCMagi+p6DCEF5IiFEIIIYQQQgghhBABJ0kpIYQQQgghhBBCCBFwkpQSQgghhBBCCCGEEAEnSSkhhBBCCCGEEEIIEXCSlBJCCCGEEEIIIYQQASdJKSGEEEIIIYQQQggRcJKUEkIIIYQQQgghhBABJ0kpIYQQQgghhBBCCBFwkpQSQgghhBBCCCGEEAEnSSkhhBBCCCGEEEIIEXCSlBJCCCGEEEIIIYQQASdJKSGEEEIIIYQQQggRcJKUEkIIIYQQQgghhBABJ0kpIYQQQgghhBBCCBFwkpQSQgghhBBCCCGEEAFnregAhH+01qxbspGfP13GsX3HCYsKpddl3el7ZU/sIfaKDk8IIYQQolI6kZ7OV5v+4feDB8h2uWgTV4sxHTvTNq5WRYcmhBBC1HhKa60rOohASU5OJioqiqSkJCIjIys6HL+dPJrIY8P+y7a1OzEsBqbLRCmF1pqI2HCemvMAHc9vX9FhCiGEENVOVe07lKWq/Bp8sXEDk5YtxtQaM6fLa1EKl9aMbHcGz114MUEWSwVHKYQQQlQ//vYfZPleJZeVkcUDFz3FjnW7ATBdJuCeOQWQmpjGQ5c8w+6N+yosRiGEEEKIyua7rZt5dMnPOE0zLyEF4Mr5+7dbNvHI4p8qKjwhhBBCIEmpSm/x9F/Z8+/+vGTU6bSpyXY4+fypWQGOTAghhBCicnKZJlN+Xe61jQZmb9nE9hMnAhOUEEIIIQqRpFQlN+/dhShDeW1jukx+/fYPEuOTAhSVEEIIIUTltWLfXo6mpflsZ1GKL/7dEICIhBBCCFEUSUpVcvu2HESbvst+mS6TQzuPBiAiIYQQQojKbUfCCQzlfVAP3Ev5diTITCkhhBCiokhSqpKzFKP4psUqhTqFEEIIIayGgb97+dgM6Q4LIYQQFUU+hSu5Lv06YFh9f5vCokJp3rFxACISQgghhKjcejRshD8pKQX0aCj9JyGEEKKiSFKqkht++0BMZ9FFznMZFoMhN15EUHBQgKISQgghhKi82teuQ5e69bD4WMJnNQyuOKNjgKISQgghxOkkKVXJnXlRZwbdcKHHxw2LQaM29Rn76MgARiWEEEIIUbk9f9ElBFttXhNTT/e7iJiQkABGJYQQQoj8JClVySmluPvdm7h28mhCIoIBdyIKQBmK3iN78OqKpwmLCqvIMIUQQgghKpU2cbX4evRVdK5bD3Av1cstfl4vPJw3Bg5ldIdOFRihEEIIIZT2twpkNZCcnExUVBRJSUlERkZWdDjFlpmexerv13L8YAKhESF0H9yNWg3jKjosIYQQotqq6n2HslAdXoPNx+NZc/AATtOkVWwcvRo3wSIFzoUQQohy42//wRrAmEplypQpzJ49my1bthASEkLPnj15/vnnadu2bUWHFjDBoXb6XtmrosMQQgghRBUifShoX6s27WvVrugwhBBCCHGaKjNEtHz5cm6//XZWr17Nzz//jNPp5OKLLyYtLa2iQxNCCCGEqLSkDyWEEEKIyqrKLt+Lj4+nTp06LF++nAsuuMCvc6rD9HMhhBBCBE517DsUtw9VHV8DIYQQQpSvard873RJSUkAxMbGemyTlZVFVlZW3tfJycnlHpcQQgghRGXmqw8l/SchhBBCBEqVWb6Xn9aae++9l/PPP5+OHTt6bDdlyhSioqLy/jRu3DiAUQohhBAFaZ2FzpiDeWIcZnx/zOOXolPfRLuOVXRooobwpw8l/SchhBCVjXbuwEx+GjN+EGb8RZgnb0FnLUdrs6JDE6VUJZfv3X777fzwww/8+uuvNGrUyGO7okb6GjduLNPPhRBCBJx27kefnACu/bjHhHI7UQZgQUW/jAoeWGHxiaJVt6Vr/vShpP8khBCiMtGp76BTXwUsgCvnaM7fbd1RMe+ijPCKC1AUqdou37vzzjv57rvv+OWXX7wmpADsdjt2uz1AkQkhhBBF02Yq+uS14DqScyT/qJ4JaHTi3RD7GSronMAHKGoEf/tQ0n8SQghRWej0L3MSUnAqIZXv79l/ohPvgJipKKUCHZ4oA1Vm+Z7WmjvuuIPZs2ezZMkSmjdvXtEhCSGEEP7JnAuuQxTsTOXnnrSsU98MWEii5pA+lBBCiKpI62x06ms+WrnAsRKy1wcgIlEeqsxMqdtvv50ZM2Ywd+5cIiIiOHLEPdocFRVFSEhIBUdX9Tiyslnx9Wo2LP8Xp9NFk3aNuHh8H2LqRld0aEIIUe3o9C/9aGWCYxXadQhlaVDuMYmaQ/pQZWvXyQRmb97EkdQUwoKCuKhFS3o1boohI/RCCFG2slaAmeBHQws6YxYqqFu5hyTKXpWpKeVpKt7UqVOZMGGCX9eobnUhSmr1vD95YfybpJxMxWK1ABrT1BiGYvT9w5nw9BgMo8pMohNCiErPPNoNdJpfbVXs56ig7uUckfBXdeg7lLYPVR1eg7KQ5nBw388/snDnDiw5r6lC4dQmzaKjeW/IZbSOi6vgKIUQovrQaZ+iU56jYNkDD2xnY8TNKPeYhP+qXU2pKpI7q/T+/Plvnrjs+dyVIricp5aSuEzNF1O+xelwctOL11ZQhEIIUR0FAf4lpUBq+YiyJX2o0nOaJjd+P4c/Dh0AwJX3mrr/vz8pidFff8l3Y66hcVRUBUUphBDVjArCr4QUgJKZv1WVTIepQbTWvHHHR6C9d1BnvfI9h3cdDWBkQghRzdn74d4lxgcVDbb25R2NEKKYFu7YzuqD+zE99J9cWpPqyOJ/f6wKcGRCCFGNBfUC/FkarVD2PuUdjSgnkpSqQFprHFnZAbvfPys2c3D7YZ8jpoZh8MP7PwcoKiGEqP5U2DV4LnKey4DQsSgVFIiQhKjSHC6XxwRRefhsw3qfNaNcWjN362aSMjMDFJUQQlRvytoYgi7A+8CeAuwQcllgghJlrsos36tO1i/dyLf/m8/vP/yJy2kSHh3GoOv7M/yOQdRtWrvc7rtj3W6UodCm906c6TLZ/teucotDCCFqGmXrCOH35NvS+HQG2Dqjwm8JaFxCVCWJmRnM+GcDn/+zniOpqSjgrPoNmdC1GwNbtSnXQuP/xh/1KwnmNE12nkzgzPqyWYEQQpQFFfU0+sQoME9QeIDPPcdGRb+EMmpuzcOqTmZKBdgnk2Zy/4VP5iWkAFIT0/jmtR+4sdO9bPxtS7nduzjFyz0VRRVCCFEyKvxWVNR/wdL4tAdCIPRaVOwnKBVcMcEJUcntS0pk8IxPeWX1bxxJTQXc1Zz+OnKIO36cx38W/IDT9LPuSAkUp18kPSghhCg7ylIPFfcNBA+i0Iwpa0dUzFRU8MUVEpsoGzJTKoAWT1/B509/DZCXkMplukwy07N4dMhzTNv2BjF1yr5IZtvurXzOkgIwLAbtz21T5vcXQoiaToWMhODLIHs9uI6AEQq27igjtKJDE6LScpom4+d8Q3xaWqHZSrlfz9++lWbR0fzfeeeXSwxd69Vn1f59+QqcF81usdAqVnbgE0KIsqQsdVHRr6Bdj0L2OiAbLC1QtrYVHZooAzJTKkC01nwxZbbXkTZtajJSM/nxw8XlEkO77q1o3qkJyvA+hqe1ZvCNF5VLDEIIUdMpZaCCzkSFDEbZ+0pCSggfFu/eyd6kRK8JIQ1MXf8X6dnlU6vz2s5dfSakLEoxsn0HIuyyg6YQQpQHZYlDBV+ECh4kCalqRJJSAbLn3/3s3XTAZ5FxbWoWTltaLjEopfjPOzdhsRheE1Pjn7yS2o1klE8IIYQQFW/Olk1+1YtKz85m6e7yqYnZv3lLLmreEsPD4jyLUsSFhHJX9/PK5f5CCCFEdSVJqQBJPJbkd9uk+ORyi6NDz7a8sGgSdRrXAsBitWC1WUCBPdTOzS9dy9hHRpbb/YUQQgghiiM+Ld2vIuMKOJGRXi4xGErxxqChjO7QEUMpDKWwGgaWnGRZp7r1+Gb0WOqGh5fL/YUQQojqSmpKBUh4dJjfbcOiyncpR6fe7fl055v8+dPfbFi+CWe2iybtG9L3yp6EhIeU672FEEIIIYojOjgYhXuJnjcaiCzHpXN2q5XnLryYu8/tyXdbt3AkNZWwIBsDWrSiY5265XZfIYQQojqTpFSAtOzajDpNanFs33Gv7QyLQf+ryqdIZ4H7GAbnDOzGOQO7lfu9hBBCCCFKanDrNizZ43tZXpDFQr9mLco9njph4dxw5tnlfh8hhBCiJpDlewFiGAaj7h3mtY1SCsNQDLl5QICiEkIIIYSo3Ia0bktcSIjXulKGUoxq34Go4OAARiaEEEKI0pKkVAANv2MgF427AKBQoXGL1cCwKB754h7qNatTEeEJIYQQQlQ6dquVjy4dSajNllfDKT9DKbrVq8+jvfsGPjghhBBClIokpQLIMAzun3o7//fRbTTr0PjUcYtBr8u68/rK5+g9skcFRiiEEEIIUfl0rluP78eMY3SHTtgtlrzjDSIieLBXbz4fcQUhNlsFRiiEEEKIklBa+7GdSTWRnJxMVFQUSUlJREZGVmgsWmtOHEogIzWTmLrRxSqELoQQQojAqEx9h4pS2V6D9OxsjqSmEGSx0CAi0uuyPiGEEEJUDH/7D1LovIIopajVMK6iwxBCCCGEqFJCbTZaxMRWdBhCCCGEKAOyfE8IIYQQQgghhBBCBJwkpYQQQgghhBBCCCFEwElSSgghhBBCCCGEEEIEnCSlhBBCCCGEEEIIIUTASVJKCCGEEEIIIYQQQgScJKWEEEIIIYQQQgghRMBJUkoIIYQQQgghhBBCBJwkpYQQQgghhBBCCCFEwFkrOgBRMXas380vs1aRejKN6DpR9B97Po3aNCjQJiMtk0Wf/cL37yzkwLZDGBYLXfqewWV3DOLsS7qilKqg6IUQQgghAi89O5vvt21hc/wxDKXoWq8+l7Rsjd1asEv977GjfLphHQt27CDTmU3t0DBGd+jEVZ06Uzs0rIKiF0IIISofpbXWFR1EoCQnJxMVFUVSUhKRkZEVHU6FOHH4JM9c+Qobf92CxWqAUmhTY7pMzht2Ng9+egdhUWGcOHyS+/tPZv+2Qygg96fEYjVwOU0untCXez+4BYvFUpFPRwghhChX0neQ1yDXjH/+5rkVy0l3ZmM13IsNnKZJdHAwz/YfwKBWbQCYtv4vnvplKRalcOXrZhtKER4UxCeXjaJL3XoV8hyEEEKIQPG3/yDL92qQ5IQU7un9OJtXbwPA5TRxZbswXSYAv8//iwcGPEVGWiaPDZ3CoZ1HQJ9KSOWeA/DTJ8uY/vQ3AX8OQgghhBCB9tmG9Ty2dBHpzmzAnYxymu4+UVJmJnfM/54FO7azeNdOnvplKUCBhBSAqTWpDgfj53zNifT0wD4BIYQQopKSpFQN8s0r8zi6Nz4vsXQ602Wy/c9dfPTwDHas2+2xHQAavn71ezLTs8opWiGEEEKIipeclclzK5Z5fDw39fT40kX8749VGF7KG+Qmpmb++0+ZxiiEEEJUVZKUqiGc2U6+f/envFlR3vz86TIMq+8fjYyUTFZ/v7YswhNCCCGEqJS+3bIJh8vltY0GTmSk88+xo5g+KmOYWjNr08YyjFAIIYSouqTQeQ0Rf+AEKQmpPttpDenJGX5d07AYnDh00uPjmelZnDiUgC3ISq1GcRiG5ECFEEIIUbX8c/Qoxmn1oYpyeg0pb46lpXl8TGvNsbQ00p3Z1AoJJcJuL1a8QgghRFUiSSlRNMWp+egemC6TkIiQQscP7jjMVy/M5efPfyE70117oW6z2oy4czCX3n4JtiBbOQQshBBCCFE1hNoK94VMrfl600Y+Xv8X204cB9yJroGt2nDLWefQoU7dQIcphBBClDuZulJD1G4UR0RsuM92SkFMvWifCSlwz5Q6d+iZBY5t+WM7t571AAunLc1LSAEc3RvPe/d9ysMDn8WR6Shu+EIIIYQQFaJjnbo+l+SBu7B5dHCwz3YWpRjapm2BY6bW3PvTfB5a/BPbcxJSuddcsGMbI76aweLdO4sfvBBCCFHJSVKqhrDarAy9eQCGxfe3fMyDw4mMi8AwPBfqNCwGfUb3JLZeTN6xzPQsHh0yhax0R+Ei6do9HX3DL5v44MHPS/w8hBBCCCECaWT7M7BZLD7bxYaEcOtZ3fHce3LTwNWduhQ4NnX9X3y3dUve4/m5tMZlmtw+/3sOp6T4H7gQQghRBUhSqgYZde8wajeO81jE3LAYtOzWnCE3DeDp7x7EFhxUZBLLsBg0ad+Qu966ocDxpV/8SvKJFK/F1LWpmf/BItKSPNdSEEIIIYSoLCLtwTx8/gUeH89NQj3V9yImdjuLga1ao/Idz2UohQKe6z+AVrFxecddpsmHf3nfOEYDTtPky383lOQpCCGEEJWWJKVqkMi4CF779RnandMKAIvVgsVmwZKTpDr7ki68uGgS9hA7Z5zXlrf+mEKfK87LexwgIiaM0fcP57VfnyE8OqzA9ZfPWoXysg1yLkdmNmsWrC+7JyaEEEIIUY7GdzmTJ/teSIjVXY7VahhYczZwiQiy88bAoQxu3QaLYfC/gUN5ok8/GkZGFrhGj4aN+HTEKEZ36FTg+D/HjnI0zfdmNKbWebOphBBCiOpCCp3XMLUaxPL6b8+y7c+d/DJrFakn04iuE0W/sefTtH2jAm2bntGYR2bczR1vXM/h3cew2iw0bteQIHvRhcqTT6Sg/dx1JjUxvdTPRQghhBAiUMZ17sqIdmfw/bYtbIo/hqEU3erVZ1CrNtitp7rUFsNgfJczGde5G7tOJpDmcFAnLJz6ERFFXjcpM9PvGJKz/G8rhBBCVAWSlKqh2pzVkjZntfSrbWRcBJFxRXek8outF41hMbwu38sVXSfSZxshhBBCiMokPCiIqzp29qutoVSBZXqexIWG+n3/4rQVQgghqgJZvifKzIBxffxKSIVGhnDOwK7lH5AQQgghRCXXoXYdmkVH+yyQroBR7TsGIiQhhBAiYCQpJcpMz8vOoW6z2t53+FMw6p5h2EPsgQtMCCGEEKKSUkpx29k9Cu26l5+hFBFBdkad0SFgcQkhhBCBIEkpUWZsQTb+u+AxoutEoYyC4325iar+V53P2MdGVkR4QgghhBCV0uXtO3DLWd0BsJy2aYxFKUJtNqYOH0lsiCzfE0IIUb1ITSlRphq1acD7f7/EvPd+5vt3FnLi0EmUgg692jLizsH0GtEdw5BcqBBCCCFELqUUD/TqTc/GTZi2/i+W7d2NqTVRdjtjOnZmXOeuNIiQepxCCCGqH6X93S6tGkhOTiYqKoqkpCQiI+WDPRAcWdlYrAYWi6WiQxFCCCGKTfoO8hpUBFNrsl2uArv6CSGEEFWJv/0H+aQT5SrIbqvoEIQQQgghqhRDKUlICSGEqBFkHZUQQgghhBBCCCGECDhJSgkhhBBCCCGEEEKIgJOklBBCCCGEEEIIIYQIOElKCSGEEEIIIYQQQoiAk6SUEEIIIYQQQgghhAg42dZDAOByuljxzWrmvrWAbWt3AtD6zBZcevtALhh1Llab/KgIIYQQQpxuX1Iin29Yz5wtm0nKyiTSbmd42zO4pnMXmkXHVHR4QgghRKWmtNa6ooMIlOTkZKKiokhKSiIyMrKiwykTifFJrPpuLfEHTrD33/1sXbuTEwcTsNpt9BjcjeG3D6JT7/Zer5GZnsUTw59n3eJ/MCwGpssEyPt7l74dePr7hwgJCw7EUxJCCCEqjerYdyiu6vgaaK35/eABNh47yv7kJLadOM6Go0dwmiYNIiK5ulMXRnfoSKTde99n8a6d3Db/O0ytceXrUluUwlCKNwYN5eKWrcv76QghhBCVjr/9B0lKVVGZ6Vm8ffdUfpq2DJfTVWQbi9XA5TS56uERXPfMVSilimw35ZrXWfblb5hm0T8KhsWg98gePDbz3jKLXwghhKgKqlPfoaSq22uwYt8enli6mL1JiSigqN6PAuqGhTP98tE09zDbaeuJ4wz74jNcpunxGhbDYO6VV9O+dp2yewJCCCFEFeBv/0FqSlVBjqxsHhn0LAs/XuIxIQXgcrpnPH0x5Vt+/GhJkW2O7DnGki9+9ZiQAjBdJsu/XsWhnUdKF7gQQgghRAVaumcX182dzb6kRKDohFTu8fj0NMZ9O4ssp7PINh+vW4vW2us1tNZ8tO7PUkYthBBCVF+SlKqCfnjvZzb+usVrIul005/9BtM0Cx1fPH0FhuH7x8AwDBZ/vqJYcQohhBBCVBYOl4v7fvrRayIpP5fWHEpJYf72bUVea+7WLQWW7Hm6xvfbtnhMbAkhhBA1nSSlqhitNXPe/LHY5x3bG8+mVYU7VScOnUQZRS/ry08ZihOHEop9XyGEKAmtHeiMeZgnrsE81hsz/iLM5GfQzp0VHZoQoopauHM7JzMz/UpI5TKUYtbmjYWOp2Rl4XB5nq2eX7ZpkpSVWYy7CiFEyWnnHszkKZjxA9x9qBNj0Rlz0dpR0aEJUSTZUq2KSTqezKEdJVtGd+LQyULHQiOCPc9dz09DSERIie4rhBDFoV3x6JPXgXMb7rGTnFme6dPR6Z9BxIOosImBiUW7IGsZOvsfQKNsZ4C9P0rZAnJ/IUTZWXPwAFbDwFnEzHFPTK05kpJS6HiozeaxHlVRQm1Bft9TCCFKSqdPRyc/hbv/lJM4N+PRSWsh9W2I/QRlqReYWFyHIXM+2kxAqWgIvgRlbRKQe4uqRZJSVYwz279RuaKERhZOKjXt0NhrXapcLqeLXiO6l/jeQgjhD62d6JMTIW9GVP5fHt3vVTrlv2DURoUMK99YMpeikx8H8xi5H5caJxixEPEEKmRwud5fCFG2ipOMyi/Cbi90zGIYNI+OYVdi4QG/Au2UonvDRoQHSVJKCFG+dOZCdPKTOV/l//0u573PtQ+dMAFqfYdS5feepM00dPJjkDkf95YPBhoTUl9C2/ujov6LMqLK7f6i6pHle1VMTJ0owqJCi31eaGQInS9oX+DY7/P/4uXr3/Z5rmExaNGlKR16ti32fYUQoliyloJzKwU7U4Xp1NfIv3ms1g73DCszvUzC0JlL0Im3gBmfc8SZ8wcwE9BJd6Mzvi+TewkhAqNVbByuYiamFIrBrdsUOJbldDJx7jc+E1Lgrik1sdtZxbqnEEIUl9YanfI67iSQJy5w7YLMnwqeZyaizQS0LlnivmAcDvfgYuaPuOeSmrj7T6b766xl6IRr0GZaqe8lqg9JSlUxFquFITdehGHx/1unDMWwWy7GHnJqpO/4oQSeGvUSpsv7m48yFFG1Ipj09X0o5bv2lBBCAGgzHZ0+E/P4CMyj3TGPXYCZPBmdvd37eemzAIvvG7j2Q/af6Ox/MRP/D320Kzq+F/pYN8yE69FZv5Ysbq0xs/5EJ95Nzt5ZntsmP4HWGSW6jxAi8Ea0OwOLH5u75FKA3WLhijM6Fjj+4spfWX3wgF/XuOWs7lzYvGVxwhRC1HA6exNm0mOYx85396FOXIFOn43WXmrTOTeBawe+FxUb6PSZaJ2FTvsEfXwA+lh39LFz0fE9MVP+hzZ9J9yLjNtMQSfeD9nrKDjTPT8XOLdD+mcluoeonmT5XhU08p6h/PTpcpJPpPiVVOrSpwPXPnklSceT+eH9Rfzw/s/E7z+Ojw1jAAiy23hj9RTqNq1dRtELIao77dyPPnktuA5CbtUVDaTPRKfPgIiHUWHXFX2yax++Zknl3SdjPmTMyLlH7jkaHCvRjhUQfg8q/Fb/43adQCfeAdl+bt+u0yDjBwgd5fc9hBAVJyYkhDu7n8urq1f6bGtRCqUUbw0ZRkxwCL/u28unf69jxb49ZPlZ4Hz0GR15oFfv0oYthKhBdOrb6NTXcA/Q5bzXZCehs/+GtPc814Ry+ZcoBxNce9EJ10D2htMeSoC0t9EZsyFuBsrSwP+407/OWTqY5VcMOn06hN2EUjJHRlSxmVK//PILw4YNo0GDBiilmDNnTkWHVCHi6sfwyvInqdOkFsCpWVOnTWSKaxDDxGeu4rkfH+HQjiNc3+Eepj3xJcf2+ZeQAsjKcBB/4EQZRi+EqM60zkSfnACu3A0Z8r/Z5NaEmuJOKBVFFWNDhYwZuEfiTv8FMec+qa+iMxf7dSltprsTadnr/b8/VnSx2gtRMaT/dMod55zLHeec665y4mUGeP/mLfj6iqvo27Q5T/+ylGvnfM3SPbv8TkgpYH9yUtkELYSoEXT6NzkJKSjYt8npS7n2oRMmonV24ZOL03/SqZCzgUvhmVUmmEfRJ28uUCbB6+UyvkMnP4J/Canc2xzNVyJB1HRVaqZUWloaXbp04brrruPyyy+v6HAqVOO2DZm29X/8/sNfLPvqN5Lik4mpG805A7vSoGU9gsODadK+IRaLhYzUDB4c8BQpCaloszgbIbulJcqaXyGEnzLnu5fWeaXQqW9A8KBCy4JVcH906mY8T/vO5c+YioFO+wAVfKHvphnfgNOfae+nK339BSHKm/SfTlFKce95vbiyYydmbvyHf44dRQGd6tale8NGRATZaRARSa1Qd/3Oqev/Ytrf6wB3fSh/aSAx08tSGyGEyEdrE536Px+tXO4lellLIPiSgg/ZzgSCAV/vO4Y7KeXrPs6t4Pgd7Of6iNuBTn7Wx/U8nl3C80R1U6WSUoMGDWLQoEEVHUalYbFa6Dn8HHoOP8dru8XTfyXhaGKJ/91H15HdEYQQ/nHXhDLwnqzR4NoJzn/BVrBWCyFXQuo7Ps7PrTnla8aCCdl/oV1HUZa6PuKe7uNaRXGhrO1KcJ4QgSX9p8IaRkRy73m9vLZxmibvrP29RNc3lKJ2aFiJzhVC1ECONWAe9qOhgU7/GnVaUkoZ4ejQKyB9Oj77YLmlFbyyoDN/QPlISpG1FHQJalCpKDDiin+eqJaq1PK94srKyiI5ObnAn5powdQlKK87MRRNKUWDlnVpc7YU6BRC+Ml1EL9nD7kOFTqkLHVQUf8ldwvhwixgaYa/dacAMBO9Pqx1zm40xc7c2yDksmKeI0TlJ/0nt1UH9nE8vWQ7eppaM7L9GWUckRCi2vIrIQXumlBF149S4feAtS1F959yfhcM6otfG8pggh8Fz3X2Foo/z8UCoVehlK2Y54nqqlonpaZMmUJUVFTen8aNG1d0SBXixMEEv9cE56e1ZsxDI2TXPSGE/1RoqduqkEtRMR+CtcNpjwRD6JWouJmgijEDwYj2FQjet1D2cFbEPSgjstjnCVHZSf/JLT6tZOULLErRICKCS1q2LuOIhBDVVnFqQnnqPxnhqNjpEHpN4etZ26Gi30PZe+LfwJ4BRozvUJSF4g3qWcCogwqbUIxzRHVXrZNSDz/8MElJSXl/9u/3VeekegqPLt708dzC6aPvH87Aif3LIyQhRHUVPAC/PlpUKASd5flhe2+MWt+g4uahot9BxXyMqrMSI3KyOxEUfCm+R/oMsJ3lc+meUgbYOvsXd54gdMZ8dMZstC5GYU8hqgDpP7lFBNmLfY6hFLEhoXx62Sjs1ipVJUMIUZGCzgWC/GhooIIHeHxUGeEYkY+haq9ExUx196HivsOoNRcV3C+nFpU/A3EuVPBQ381s3SjW7HVM0Jno1DfQzh3FOE9UZ9U6KWW324mMjCzwpybqM7onhuH/LIDOF5zBlAWPcePz18gsKSFEsajQMfju7BgQciXKj1FBZWuDCr4QZT8fZYSfOh42zo9oTFTYDX60AxV6DcUrWu4A57/opIfQJ0ahXbJLqag+pP/k1rNxE0KKkVgKtlr5T4/zmD/2WlrExJZjZEKI6kYZURAyAu8Dbsr9eMgVflwvDGXv5e5D2U7Vv1SWehA8BO9pAIt7GWBQd9+BB50HloY+rpefdtegSv8SfXwIOv1LP88T1Vm1TkoJt0E3XIjF5l+nyrAaND2jEWdf3KWcoxJCVEfK0hAVNQXPNaEMsHVCRdxduvtYW6GiXs65x+kdOPfXKvyeInfe0zoT7dyFdu45ta1y8BAIOt9DzJ7kJLGcO4q1dbIQomoICwriqo5dMPwcoHO4XFzZoRNxocVYxiyEEDlUxINgbYXH/hMKFf0KylK6AuEq8smcGeJFlS8wwKiLinmvyMkJ2nUE7dyBNhPc11IGKtJbv88TF6DRyU+gs34p0fMQ1UeVSkqlpqayfv161q9fD8Du3btZv349+/btq9jAKrm4+jE8PP0uv9qaTpMFU5fichZnGqYQoipzmSZL9+zi0SU/858FP/DcimVsOR5f4uupkMtQMR/ldHjyPxABYTegYj/1a5aU7/sMRsV9kzPil5t4VxDUyz1lPfzWAu216whm8lPooz3Qxweij1+MPnY+ZsrroDNRMe9AyCjcSS2Vc01/PiZd4NwAjtWlfk6VjdYOdPa/aMffeR1QUfVI/6nk7uvZiwbhEX63n7NlczlGI4SobLTrKDr1bczE+zATH0Snf43WGSW6lrsm1BcQOr5w7Uzb2e7+02m77pX8Pp+hIh4FS76agUYcKvx2VK1vUZYGeYe11uiMHzCPj0THX4A+Phh97FzMhOvQWatQ9nNRMVPBUj/nDAv+Fz9X6NS3Sv2cKiPtOoR2rENnb0Xr4szGr3mUrkJDu8uWLaNfv36Fjo8fP55p06b5PD85OZmoqCiSkpJq3FT0hCMnubLBTX63n3X0Q6JrR5VjREJUXQdTklm+Zzfp2dk0iIigf/MWBFur5g4iW47Hc/O8uexPTsKiDDQaBbi0pl+z5rx2yRAi7MWvq5JLO3e7d9lTdvcMKVXya3m9j3aAmQxGWJEJL+3chU4YC2YShWsfGGBpjoqbgTJi0K7jkDkfbZ5wx545148IDAi+FCP6hbJ4OhVOm6notHcg/UvQKTlHDbBfjAq/A2VrU6HxBVJ16DtI/6l0Hlq0kK83/4vpo8tsNQzGdOjEU/0uClBkQlQtWjvB8Ss4dwM2COqBslXNDQG0NtGpL0PaR/mOKsAFKhwV9V9U8MWluH4GZG8E7QBLY5S1SaljLvo+GnQy7rij3XU2T3tcp/wX0qfiHqjLn1yxACYq8klU6Bh34sWxCrLXuXc2zvgKTP8GOVWtReX2HANNZ/2GTn0bstecOmg0QIWNh9Brc4rD1wz+9h+qVAXGvn37yvKIErKHFu8XweK2F6ImOJGezqNLf+bnne7CjEopTK2JCArilrO7c8tZ3atUHba9iYmM+XomadkOAFynjeL8sncP1303my9GjsZmKdkHqLI2B2vzUsfq8z4qCCy1inxMaxN98mYPCSlwb6+8B530MCrmXZSlFoRdiwJ02lR05nf43lnGfY3qQJtJ7gSecycFO58mZP2MzloGsR+jgs6uoAhFcUn/qXTCg+wYOe/3voTYquYAhRDlTWfMRae8kJOkMHB/rmq07SxU1LMoa4sKjrB43ImaaR4eTEMn3gkx76HsfUt0faVCIOicEsfn/30UKC8TETLn5ySkoHDtTXefSidPcg882jqAvRfYe6EAs0DCzgfzKFD1k1I6fRY6+TEKLYs0D6FTpoDjT4h+vUYlpvxRpZbviZILiwylfY/WPgueGxaDjue3IyQsOECRCVE1nMzIYNSsL1i8a2dON4q8X1BSHA5eXPkrTy5fUqExFtfrv68kLduBy8MvWi6t+evwIX7csS3AkZUxx6/g2ov33WFckLUU7TxtOZMKw++tjs2kEgZYuejkyeDcRdGF312AA33yVrTODGhcQlSUvs2a4zR9L71wmib9mlWtX6yFCASdPh2ddH++WTMmeZ+t2evRJ65AO3dVVHjFpp17PSek3C3c/01+usoPCOi0j/CdMjDQaZ8VPqz82U0w5z7VIC2hnTvQyY+T81tC0Y2yfob0TwIZVpVQ9b/7wm8j/jME0/T+xmi6TEbcNThAEQlRdbz2+0oOJCd5TOAAfLphPWsPHQxgVCWXlJnJvO1bvT4fcG9v/tmG9YEJqpzozAV4380ml3J3FvKfa23r/42qQc0l03kQMn/EewLPBJ0EGfMDFZYQFapn4yY0jYrG4mUmrEUpWkTH0KNhowBGJkTlp11H0cnPeGnhAp3uHhCpInTGV/juV2hw7QfH74EIqVxo1xFwbsT37sQuyPyh8GGj6BnsRXLuLU5olZJOfd+fVui0T9zLG0UeSUrVIH2v7MnAiYVrSuQ3+MYL6X35uQGKSIiqIc3h4OtNG30mcCxK8enf6wIUVensOpng18i/qTWbS1H0vFIwU/HdoQIw0GZygSPK31lSADq9WGFVJlo70anvwPEh+PdaKXTWT+UdlhCVgqEUbw8eRrDVVmRiyqIUoTYbbw25tEot4RYiIDJm4XvGsQscq6vObKnsTXgfvMllgHNLeUdTfswU323yZLlrhuVn+FufWKHM48W4V+WiszdjJlwHmXPwqw9lHgbn1vIOq0qpUjWlROkopbjn/Vto3rEps17+juMHT43q12oUx+j7LuWyOwdJh0qI0/wbf4wMp9NnO5fWrDxQNrtZxaelsWzvbtKzHdQNi6Bfs+bYrWX3lu3vFucAqtB2wVWMJRb3GIyvDqQLdfqonhHu/31U1dwGXmsXOvEeyPoJv5cqoovZWRWiamtfuw5zrhzLiyt/ZdHunXnLtw2luKhFS+7v2ZsWMbEVHKUQlY92rMa/wQ7AsQZKWVvKXWx7tXsZurJC0Dkoa8tSXbMwf+d16GK0rYSMYrynqQiUOq2faqkH2Qq/+hbF6W9VItqxHp0wDvD9e0LBE9PKJZ6qSpJSNYxhGIy8ewjD7xzIlt93kHQ8mahakbTr0QpLCQsZC1HdufyYUXSqbelqByRlZjJp2WLmbd+Kqd074WkgIsjOrWd35+azzimTxHGr2DhCrFafyTaLUpxZv77XNpWdCh6OTp/hR0sDggcVPGRp4d4u2XUA750qCwQPLEWUFSjja8haWMyTLPm2fhaiZmgZG8e7Q4dzJDWFLcfdo/rta9WmbnjV/GVKiIA4ffaMV6Vb0qQzF6KTp4B5CDiVDNG27qiop8qsmLoK6oZ2/IbvZJsGW5cyuWdFUJY4dFDPnCWI3r43FggZWfh8+0XozB/9u5nd+2qeykhrJzrxDiAbvxOvuYw65RFSlVWFU7eiNCwWCx16tqXnpefQoWdbSUgJ4UXzmBi/5goZStEqtuQj5clZWYz++kt+yElIwak0SIojixdWrmDy8iVlUjQzLCiIy9t38FojBdyzv67t3K3U96tQtq5gOxPv9R8MCLncvfNePkoZqNDr8Gf3PRV6denirABau2sbFNolxicXKmREeYQkRKVXLzyCvs2a07dZc0lICeGLtQ3+1XXEPRBUQjp9tnvHO/NQ7pFTD2b/mVNMfWeJr19AyBV+NDLA2hZsncvmnhVEhd2E94SUAiyo0GsKPxR8CRhxeE85WMA+AFUVB7qyloJ5jOIlpAywdUFZm5ZXVFWSJKWEEMKHeuER9GnW3GcCx9Saazp3LfF93lqzmp0nE7zWrvpsw3r+OHigxPfI784e51EnLNzj81LAJS1b0a951d5NSimFin4LrM1xP6v8zzfnYzDoPFTk40VfIHQsBA/JvdppD7rPV5GTUbZ2ZRd0oJjx4NqB/8v2ACxgPQOCziuvqIQQQlQTKnQ0vmdAKfes5KDuJbqHNhNydj3zJKeYepK3Nv5TlrqoiPu8tDAAKyry6SpfFkXZe6IiJ5ObfCrIAthQMW8VmWRRKggV/S4oexHnAhhgaYqKerqsww4InfULxV94ZqLCbiuPcKo0SUoJIYQf7j23FxbD8FiLyaIUHWrXYVCrNiW6fqYzmy82bsibIeWJRSk+3VA2xdRrh4bx9RVXcWb9hnnXthoGCrAaBtd07srrA4cWq/5UZaUscajYr1ERj4OlWe5RsHVCRb2IivkApexFn6sMVNTLOeeetrOW7UxUzEeo0KvKNf5yozOLf46lWc7rJV0IIYQQ3ilbR7APxvuvnRoV8WDJP1fSv8F3TR8XZK9FO3eU7B6nUWE3uPsFKne2pJW8BIWlESr2U1RQ1zK5V0VToWNRcV9D8FAgp6+kwiH0GlStH1D2Pp7PDeqCipudUx4hXwJHRUDYRFTcVygjplzjLzc6E/8H9dyDoiricVRw1VuqWN6ULot1IFVEcnIyUVFRJCUlERkZWdHhCCGqmFX793Hr/O9IzsrKq1RgUQqX1pxZrwHvDxtObEjJil3/feQwI77yp+4RRNrtrL/5jhLdx5OtJ46zaNcOUh0O6oWHM6R1O2qFVs3C3f5wb8Writ0B1lqDayeYaWCpjbI0KJ8AA0Sb6ehj5+Cuh+CLARFPoUKHoVRIeYdWaUjfQV4DIUTpaJ2FTnoIMn/APWMmd+aUAqyoqKdRRdQk8peZcD04VvjRUqEinyjT5fZaZ0LmgpylgVZU0Dnu2dfVYECvKO7UgROlbMU/10wE1z7ACtaWHgcDqwoz5XVIexe/aqHZzkRFTkLZ2pd7XJWJv/0HKXQuhBB+Oq9xE1ZNvJnvtm1h0a6dpGU7aBgRyRVndOScBg1L1QHJLkYxdWcx2vqrbVwt2sbV8t3QD1pryF6HTp8Ojj8BE2wd3Z3AoJ6VoqOmlHsaudYaHCvRmQtBJ4NRCxVyKcpDDQilFFhbBTLUcqWMUHTwUMj8Du+dKgPCbsAIGx2o0IQQQlQTStlR0a+is29CZ3wFzp1AEMp+HoSMLIOZMv4MrAAo0P629fOKKhhCLiuzfYq1mQwZ36IzvgXzOBhRqOChEDIaZYkro7uUnLsP505IadcJyJiNdm4BDPfMsODhKA876SkjGozoAEVa/lTICHTa2360DELFvIcyoso9pqpKklJCCFEMITYbV3boxJUdOpXpdZtGRefbJ8YzBZV623GtXe6aDZlfU2A0NCsenbUI7P0h+nW/R8d09nZ0xkxw7sA9AtkDQi9HFWeb4tPiI2s5OnMeuA6Cczvo1JxYNaDQ6Z+ibWejYt4s8X2qEhV+IzrzB9yFOov6CTRAhRVdxFQIIYTwk7K1R9kmlf2FrS3AsQbfM1ZMd9tKSmdvQCdc7x4ky/08No+hU1+H1Hch5m2UvZd/19KZkDEfnbUYdAoY9d0blAT1KPHgoHYdQafPBMcGMPeBaz+5fSdQ6MzvIPl5iJyECr28RPeoSpS1CTr4Msici9di52ETJCHlgySlhF8yUjNYMuNX1ixcjyPDQb1mdRh4fX/anNWyokMTolqoHRbGhc1bsnTPLq+FzjVwTafKu72wTnk5JyEFBTuHucmpZeikx1DRL3q/jnbkJLe+JX9ySztWQOqrEDk5p3hqMWJz7kWfvAFce3HXtsjfgTitI5u9Dp0wDmJnoYzqu4wRQFlbQcwH6MRbQWdwKjGV02lVkajYj1GWehUVohBV2sZjR/nq33/Yl5xEsNVK7ybNuKxte8KCgio6NCGqBRUyGp3uRwkEoy4E+ZfUCTTtOoxOmAA6ncIDRCaQiT55M8TNRtm81y/VjrXok7eBToRTBSfQmd+CtTPEvFesWVdaa0h7C536Zr54CrTI9/dMdPLDoKyokOF+36OqUlFPo3UqZP1MwaWpOX8PuRIVfk/FBVhFSE2pKiz5RAoLpy5l0+ptmC6T5h2bMPjGC6nTpHaZ3uf3+X/x7FWvkZGagVIKbWosVgOX0+TcoWfxyIz/EBJec+qLCFFeNsUf4/KvZpBtmkUWPLcoRYuYWOaOuZpga/HX8pc3bZ5EHzsf39PoFarWzyhrE48tzMQHIXMO3uaOqahXUSFDPD5eIDbXCfSJS8FMwK+1/7lxRjyGChvnZ/uqTZsJ7mn4Gd+DeTJnKeMICBnhcSp+TVDd+g4lUd1eA601fxw8wJytm4lPSyPSbmdgq9b0b94Sq1F2BfzTs7O5e8EPLNq9M6/+YO6vh2E2G68NHMKFzWVwT4iyYCbeA5nz8d5veBkVMixwQRWDmfIipH2M9z6KBYKHYUS/4LGFzt6KPnEF4KDo2TsWsLZCxc1yLz30g059H536kl9t86gYVJ0VKFX9k+/uUhB/uMtWODfi3kjnTFToNaigyjuQHAj+9h8kKVVFff/uT7x991RcThdo9z8Gw2KgTc0V/zeM6/97NUYZdKz+WbGZ+y+cjOnSFPWjYlgMuvbryJQFj5bJ/YSo6Vbt38ctP8wlxeEoVEy9Q+06fHzpSGqHhVV0mEXSaZ+jU57G9yJEC4TdjBFxd9HXyd6OPuFHssmoh6q9NK8+lDfuYpTv4HV6dSEKLE0xav9UjHNEdVOd+g4lVZ1eg2Npqdz4/Rz+OXY077019/8NIyL58NIRZVJfT2vNhLnf8Nv+fUUOMijctVmmj7iCHo0al/p+QtR07hnWDxZRTN3gVIHzyrlTrtbavemITvajtRVVZw3KKLovaJ68E7IW4WsATkVOcS+xczhAa7AXUVYhMxNNGjqxL5DlR2yn3SP6dVTwoGKfJ6oPKXRejS2ctpT/3fZBoeOmy/3L1lcvfYcyFDf8t/T1Pz546HO0WXRCKveefy3awPolGznzoqILAwsh/Hde4yasuv4Wvtu6mZ927iDFkUWDiAhGte9IryZNMSq4SLjWmrWHD7J49y7SHA7qh0dwWbv2NIiIRJuHcHcEfW3LDLgOeL5HxkwKdig9MI+A4zewX+AjZhPSZ1C8hBSABtcetHaCmeje2cdMA0s9sF9QI0b/hKhO0hwOxs7+ir2JiQB5S6Vz/38kNYUxX89k3lXjaFjK5NvKA/tYsW+vx8dzq7A8v3IFs0ePLdW9hBCgVFBOMfUb3XWPnNtB2dy1KEOuQFnKdiVJSWgzCTLmol27gZzY7H0Bh58JKQAnmCegiKSUdp3IWUbmq79joNOno9IugL59ITMTfvkFGjY81eTgQbjgAgjKgll2qOV7ALAgKzp7K9gvAccf4NoFWCGoO8rarJjXEtWdJKWqmGxHNu/d96nPdl+99B2X3TmIWg1LvkvD3k372bxqm892htXgu3cWSlJKiDISarMxuHVbLm7Ziih7MJZKMgtx18kEbp//PVtPHMeiDJQCU2teXvUro87oyDPn2LD4nCUFoEB5WfLr3I5/S+wM9w4+PpJS6GTQJ/24nofTEx+ArB9zYsqZv6aiIPwWCJ1YKXYTFEL4NmvTRnafPOnxXcqlNamOLN798w+e7ndRqe41458NeTOwPDG1Zv2Rw2w9cbzMdj8VosaztkaF3wVGKMpbXyOATtVkehd3iYOcHYDTp7nrXEW9AH5td5PD07I71178G4Az4ehWuKIPbN/uPtS7N6xY4U5MHTzo/nr/ftAmaqQVPbsh1Cpm6sC5C338okIDkTroXFTkU5KcEnkkKVXJbP9rF3PfWsAf8//CkZlN/RZ1GXrzAPpf3ZuQsGBWzl1LSkKqz+soFD9+tIRxT1xR4lj2bvI8kyE/02mye8O+Et9HCOGW7XLxzeZ/mfb3OradOA5AlD2YsZ06M6HLmRW6bO9gcjJXzPqC5Cz39G2XNgv0nb7Z/C+RhoWHz/AnmeRE2ft4edzfelka/z7GSvpRp4CgfAmp3HsCOgmd8jy4jqIiHynh9YUQZSXN4WDO1s3M+OdvDiQnYbda6d+sBdd26cYZtesA8NmG9T6v49Kabzb/y8Pn9yHUVvLafVuOx3tNSOW348QJSUoJUUrauQOdNg0y5pK71EwHnYsKnYAK7l+xsaW+DGnv5zuSb0a5GQ8nrwdrR3BuwvugnAJrazA8zPpSfvZ3jjtRI/fDbic4c2LZv9+diJo5E6680v210+lOle1yoEYeQM9uVIzElBOyFpC3aUp+jjXuuldxsyQxJQD3IltRSXz+9NfcdvaDLPpsOSePJpGWlM7O9Xt47db3uaXrfRzbF8+ejfuw2HxPn9Ro9m7aX6p4rDb/f5Gz2ORHSYjSyHI6ueH7b3lkyc9sz0lIASRlZfLen2sYPONTdp1MqLD4Xln9G8lZWR5/yTK15qON2aSYLcgdASya4R4VtPfz2EIF9aDITkwhGoK6+26mwtydOL+uedr1ceC1g5g+De1YW8zrCiHK0v6kJAZN/4THly5iy/F4UhwOjqen883mfxn6xWe8u/YPXKbJ7kTPs6Tyy3Q6OZTi71KaohWnYHplmQ0rRFWls1agj18GGd9QoPaRYw068RbM5Oc9liIp99ic+yCtcNmVU0z3H782YtGo0PGeZ2hb27j7PN44NOryg7Ar61RCCtx/378funfPS0jlUi5gV7b7PIefM+LzxVyYC3Sqe5dlIZCkVKWxYOpSPpk0EwCX89S0S601aDi6N54HL34652vfbwZKKSzW4q79Lahdj1YYFt8/IobVoGu/TqW6lxA13fMrV/DrPveMw0IbAWtNYmYGE+Z8Q7bL353jyk5iZgbfb9vic9TfogymbLgMVDhFJ6YsgB0V/ab34uShl3s4/7Rr2bqibG19tHO/H6rQcfg9LR5wfzwafpxjQad97vFR7TqBTn0P8/hIzPiLMROuRWd8h9aOYsQihPAky+lk3LezOJyaAhT8F5v7nvXCyhV8t21LsdLSpU0UndeoMRY/lvYaStGtXv1S3UuImky7DqNP3oZ7WdzpfaScr9M/gsxvAxyZm874Et+/cptgHgT7YO/N7IMg5HKPDysVDCFX4rUPpTVkmUXHlJuIcnqoDZpl+vF7qL/vtC7I/h3t3OkhTI3OWol58k7M+IGYx4diJj+Ldu7y8/qiKpGkVCVgmiafPTXLaxuX0+TAtsN5f/fnmh17tStVXLH1Yjh/ZHcMq/cfE9Npcultl5TqXkLUZMlZmcz452+0lwSIS2sOpCSzeHfgP4y3nTiB0/T9vuPSmoV7Xai4b8B+EQU/YhQEnY+K+8rn9rjKiEVFTvbSwgIqGBX5rD/hu4VcDkE98d1ZUoABQb3xry6DCxwri3xEZy5Bx/dFp77q3iLYtce9ZXDSfejjg9yjp0KIUpm/fRv7kpO8Js0V8L/fV9GtXn2/NouICwmlcWRUqeK6ulNXPxL5iktatqJueHip7iVETabTv8SdkPL2702hUz+omNlSjr/xr04mEHSOu/9jNCh43IhDhd+Hin4Fpbz/XqbCbwNLUzwmpuwG+sdboUkTsPq3KkZbLNDQhv62Mdg93T/nvdWoB9Yz/LouKHcR9NPvZ6ahT16PPjnBvZOgaxc4t0H65+jjA9Gpb/t5fVFVSFKqEvj3t60c2xvvs51hMdi8ehsNWtXDMLx3quzBQVx4jY/ivzkyUjNY/tVK5r61gCVf/EpaUlreYze/NJ6ouAgsXhJTYx8ZSbMOsp2xECW1ZPcuHH7MgDKU4vttm8vsvpnObJKzsorcrrw0lLUJRswbqNorUDHvo6LfQ9VeihH7gV8zmwBU6GhU1CvupX5A7pbOANg6oWJnomyt/Y9J2SD8XnwnpYIh9ltU+E1+X9vdGS5IO9ajE+/Avfwvf3Ir5++uQ+iE8WjTd41AIYRnX236x2eiSQN7kxLp06y5z/c7Qymu6dzF7+V3/x47yhcbNzDjn7/5+8jhvF96W8fFcWf3cz2eZ1GK6OBgHjm/r1/3EUJ4kDEX34NIGlw7wbmjTG6ptQttJpf5rGf3zO6xqNpL3P2c6LdRsdPd/anwm7zPMs+9hhGJivsC7AM49at+zv9VGCr8LlS711ArVkDjxr4TU1YrqkkT9A/Dob63thqCh6NqLwUV6s/TzTmtiD5U0j35Bvzy94/df9epr6HTZ/h/D1HpSaHzSiB+/3HfjQDTZXJ033Hun3o791/4JDhdmGbRnav/vHsToRHed5xwZjuZ+tiXzH1rAVnpWSil0FoTFGxjyE0DuOH5a6jTuBb/W/UcL9/wDuuXbHS/WRoK02USHh3GuCeuYMR/fEw1FUJ4lZCRgaGUz1+WTK05np5e6Hh8WhonMzOIDg6mTpj3EXeXafLd1i1M+/sv/jl2FICY4GCu7tSVcV26Uju0cC2C1rFxWA3D52wpi1J0rls372tlqQ2Wvl7P8UaFDIXgQeD4FZy7AIt7K2FbCWeBpk/Fd1IqC+VYBCGj8W8nHAMszQsd1alv5pzrcZ8vMA9BxhwIu8bHPYQQnhxITvY7sd48OoYLm7dgye5dRf7LtChFq9g4ru92ts9rrT9ymEnLFue9j+ZqG1eLJ/teSPeGjbi7R09igkN4/feVJGVlYcl5n9fAOQ0b8fyFl9AwMtKv2IUQHujEYrQtuBOv1o5TO8NZGqKU3fvpzn3uHfMyvgGdASh00HnuOk/BHmpl2jpD9l/4NVvK2gHAPRsqqJvv9h4oIwYV8z+06whkLQOd5h7kC77w1I6EDRu6i5p391Gb0+lET38Faj3g+8aZCyFyElhb+vmcNVgL9qF09gZ3zL7OTHkdQq5wDzqKKk+SUpVAcLiHbT2LEBoRQsde7Xhx8SReufEd9m85hGFxb83ucprE1o/htteuo88V53m9jsvl4unRr7Dqu7V5o3q5/3dkZjPnzR/Zu2k/z/7wCPWa1eHFRZPYv/Ugaxf+TVaGg/ot6nLesLMICg4q+RMXQgAQExzi1y9VhlLEhZwafVqyexfv/7mGPw6d2inzrPoNuPmsc7ioRatC52e7XNzx4zx+3rWjwMyCk5mZvL32d77YuIEvLx9Ny9i4gvGFhDC0dVufdaVcWnNt55J3ooqilAXsfdx/SkGbKZC5AN8dJBOd/iVG+J3ooD7gWOHjHBMVenXBe7mO5Jzn+3uq02egJCklRImFB/nfD4kIsvPW4EuZ8utyZvzzN07TxGIYuHIS7he3bMVz/S/2ec0/Dx/k6tmzikzUb084wTXfzuLjS0dyfpOmTOh6Jld17Mzi3TvZn5yE3WKld5Omhd5nhRAlpKJAFx6wK7ptNADaTECnfQTpX4JOyXksHB0yGhV2I8pS+N+ndvyBTriRghugaHD8jnasRIdOREU8WKgIuQodg07/yEdghntDFltn/56Hn5SlHoSOKfrBgwfdu+xZrZ5rSIH78auuh29joL6vGaSZkLkAFXplTi0tH4x6OaUVTtHpX+Neeuijv6ZPupNXwQN830dUepKUqgS69O1AULANR2bh6Yv5KUNx/ogeAHTs1Y6P/n2Njb9uYdOqbZguk+admnDOoK5YLIWndjoyHRzbfwLDUNRpUoslM35l5dw1Hu+lTc26xRuZ/8HivHpRjds2pHHbhqV4pkKIolzYogVBFovPJXym1gxt454l9N6ff/D8bysKLVtZd+QwN82by73n9uKO05aOvLp6JYt27ci71unXTszMYPzcb1hy7fUEnfY+cs+5vVi6ZzepjqJ34DOU4oImzejXvIV/TzrQzKP4XdPBjEdrJyriLvSJ33AvCyhyXoV7hC9kSMHDrkMe2p9OnxqhFUKUyMUtW7E94YTPxH6ozcY5DRsRZLEwqU9//tPjPBbs2M7x9HQi7EEMaNGKBhFFz1qKT0sjOSuTmJAQooNDuOvHH8h2uYr8V25qjdZwz8L5rJx4EzaLBbvVyuDW/i1dFkIUU8hwSHsf70v4FFiagbU12nUEnXAVuI5QoF+gUyH9E3TmfIj7EmU5VddJu46jT96Ee2e/0++TW0z9Y7C2gtBRBe9sbYoOuwHSPvQQm3tjFRU5yfOuemXt4EHo3bvQLntFcjrhwEnUZSnoOY18LOGzol37MUJHoe0DIesnvH1fVMT9hZckuvbiX3/NAFfpdpoXlYckpSqBsMhQBl1/Id+/+xOmq+h/uLm76Q26vn+BY516t6dT7/Yer33i8ElmvTiX+R8tJiMlE4DIuHAyUjP9iEzz7f9+YNitF3t9k9y7+QCLPvuFE4cTCIsIpdeI7nTp2yFwb6xCVHGR9mDGdOjE5//87fEXK4tS1A0PZ0CLlqzcv4/nf1sBFJ1cAnhl9W90rluPC5o2AyDN4eCTv9d5TZW4tOZQSgo/79zBkDYFf4FqHBXF11eM4dYfvmPHyYS8eitaa0ytuaxte57tP8CvIsIVw/uU/IIsgAVl6wgxH6ATb3dPfc9bzpczgmdti4r5wL3bTX4+pv8XbCuzTYUojas6dubdtX94TUoZSnFVx86E2k4t84gODmFMR++zEhbs2M4Hf61h3ZHDeceaREbm7fTniUZzIiOdn3ft8JqMynI6mb99G2sPHyTbdNEmthYj259BbEgx6rEIUcOp0KvQaVNxz2Dy9D6gUWE3oZTCTLy7cEIqj8s9MHXyToj7+tTvMhlfgc7EV+JLp70HIZcXni0Vfj8aO6S9l3Pf3ESM013EPOolVJDvZcNlIjMTLrjAv4RUDuXS6IPZqBH70cubeil2rvP6RCr6RXSihqyFFJz55K4RqiKfQIUMK+IawfhXPkEXr78lKjVJSpWBQzuPsODjJRzefYygYBtnDejC+SN7EGT3f43r9VPGsnn1Nnas24N52nRww+L+h//I9P8QUze6WHHd0/txEuOTCyS7kk/4V1hXaziw7TCJ8cnE1Cm8C01acjrPj3uDVd+vxWI10IBCMefNH2nSviFPfvsAjdo0KHxhIUQhD5/fh10nE/htv3tHtvwfxRaliAoOZtrwy7FZLHy87k8sSnldSmdRio/Wrc1LSi3fu5sMp/fZmOD+5W3O1s2FklIALWPjWHjNBP44eIBFu3eSnp1N/fAIRrQ7o/LXRbE0AkuTnFE1bx0dCwT1zutQKntPqL0CMr9HZ/7sHkk1GqBCL4egXkXvgmNtDSqmUO2KIu9VymWJQlRlDpeLn3fuYPm+3WQ6nTSKiGLUGR1oERPr9zXqhUfw8sWDuHvhfKBwot5Qis5163Hvub2KFduLK1fwzto/CiXa9yUn+3W+1TBYdWC/x6TUTzu388CihSRnZWE1jJwEP7ywcgW3n9ODu7qfJ4N7QvhBWepDzJvok7fhThrlTzblJENCJ0DISHT2vzm1jrxxgfMfyN4AObsF64w5+FdMfS84N4Ot4O5zSilUxH/QYddCxly0czcoKyqoB9j7o1QAfyU3DAj2UDomdymfpyV9dgO8vi+5wO7eaEspOyrmDXT2P+j0meDcDioIFXQuhIx21x0tgrKfj3Ys8+OJaAgq3vu6qLwkKVUKjqxsXr/1fX6atsydONIaZSh+mraMyLgIHpt5D936d/LrWiHhIby07ElmPPMN37/7E2lJp9ZGd77gDK6dPNrrjKjTaa154rIXOHksCe2hGLq/nI7Cb0rZjmweGfwcW37fDrjrWeV3YPth7j7/Md7+8wXqNK5VqvsLURPYrVY+unQkX23ayCfr/2LHyQQAIu12rurYmeu6nkmdsHCynE6W7im6SG9+Lq1ZsW8vqQ4H4UFBnMjI8GvcyV1MPc3j40opejRqTI9GVWvHTaUUhF6LTnnWR0sXKmxcwXONcAi9ChV6lZ/3CkKHjoW0d/DeiXWhQqWelKiZ/jh4gNvnf8+JjHQsSuUMbMG7f/7BpW3b8fyFl2D3c7vyoW3aUSs0jNd/X8nvB08tiY2y27m6U1fu6N6DYKv/A4ULd27nnbXubcpLsztptocl2Ut27+LWH77L+zp/bSqnqXn991W4TM2958kvXEL4Q9n7QNwcdNrHkPk97llTgO0sVNh4sF/kniWV+RN+1SvCgs5cgMpJSmEm+B+M6XlAShkxEDbB55Yr5SooCJYtgz59YPv2U8knq9W9G9/Mme5aU/lmUmmrBZrb0N80hCBP0VvAegbK1qHAUWXrhIry7/dhAEIug5QXcS+V9PT+a4GgHihrM/+vKyo1SUqVkNaaF659g1++WQ1waiZSTgIo5WQqjwx6lpeXPckZ5/lXRyAkLJjrp1zNuElXsGPdbhyZ2dRrXod6zeoUO76fPlnG3n9Lv842JDyY6DqFZ0Asm7mSTSu3ejzPdJqkJKYx49nZ3P3uqa3V05LS2LVhH6bLpHG7BsTWiyl1jEJUFzaLhas7dWFsx84kZWWSbZrEBIcU2Jo8LdvhV7WiXKmOLMKDgogODvbrPAPKZOmINhPAdRyMMPfMosow4h86FrJ+BcdyPHZ0Qq+FoPNLfSsVfjPa8Zt7pNVTYirsVlTO7jrujSZ00TOvhKhm/jl2lGvnfJ2XjDl91ue8bVtJd2Tz3tDhfr93nNuoMec2upJ9SYkcTE4m2GrljNp1/E5s5TK15unlS4t1jqfrFDXjy9SaScsWA94HCd5as5qrOnamfkSEu63WbE84QXx6GhFBdjrUroPFkPcLIXIpW2tU9BS0fhLMJFAh7kGl/HQyvnfhxd1G55sVaUSBy79ZkhjRfkZcNK2dObO6XWDURxmFd0Uutdq1YfnyU4kpcCekVqxw78q3YsWpmlOAat0a/fOrYLnXHVehfo0FVDgq+qVSh6aMCIh+GZ14J+7vVRH3MqJRUacGGbU2pf9UxUlSqoQ2rdrG8lmrPD6uTY2JyfsPfMZrK54p1rWDgoP8TmQV5cD2w7x2y/slPj+XMhSDrr8QW1Dh0cXv3lqAYShML7OwTKfJT58s5cYXrsGR4eCTJ2by02fLyc4p6K4MRc/h5zDhqTE061C1Zl0IUZ6UUkQHhxT5WESQHZthkF3Erk+nsyhFdM4U7b5Nm2O3WMjyVUwdGFbE0j1/acdadOp74PiFvF+5rK0h9Loi6ywEklJWiHkLnfo2pH9WsMMJYDQBa1fcHa7SfTwqFQyxn6BTXoH0mUC+On5GfVT4bejgy9Dps9Hpn4FzEwDa2hoVOg5CLvO5NXVF0zoTMn9EZ28GDFRQV7BfKNszC5+e/3U5TtP0OAvJ1JpFu3ey+sB+zmvcpFjXbhIVTZOo6BLH9uiSnznko2aUPxQwsn2HQsd/27+Xgym+f7lVSjHt7794+Pw+/LBtK2+uWc3WE8fzHq8XHs713c5mQpdukpwSIh+lgsDT0jCjNtrfjUiMfNcIvtSP2c8KLA3A6v/KlgJ3NNMhfSo6fTqYuf/Wg9Ahw1FhN6OsxXsv9Ck3MdW3r7vO1C+/uBNScCoxdcEF7qV+y5ahateG7C/QyS9C9u+nXcwC9gGcqpVVOip4AMRMRae8CM6N+R4x3P2MyEdAZ2AmT4aM70CnolUoBA9FhY5D2Sr/xhI6exs6cwHoZJQRB8FDyv57XIUorUsxL7mKSU5OJioqiqSkJCJLWf/kv9f+j2Vf/lZo2VpRPtz4Ck3PCFzS5dGhz7Hmx3WU9jsbHGbno02vFbn8bnDIVWRn+VccL7Z+NI7MbNJTMjBPe70Mi4HNbuPFxZNo36N16QIWoppwmiYr9+/jSGoKYbYgejVpUiBJ9X8//ch3Wzf7rCk1qFUb/jdoaN6xp39ZyrT16zx2yCxKERsSyi8Tbij27AIAnTEXnfQg7l/H8ie/chYOBo9ERU2p8FlTWmehE26D7BWnYgPc88RM95Tw6HfLbHRSm6ng+MNdLN1SF2xngc5En7wBsv88LYacv1s7o2KnukcMKyGdPgudMsVdYysvgecEIxYV+Qwq+KKKDK9MlWXfoaoqy9dgT+JJ+n/6sc92FqW4uGUr3hp8aanuVxz/HDvK8C8/L5Nr3XJWdx7o1bvQ8ff+/IOXVv7q9f07v/a1arP5eHyRy68VMKR1W14bOKQSbzIhRGBp10Fw/Ana6d4h19Y1r9+hnfvQx/37fFK1FqCsLXKueQQdPwDvxdRx76AXenXxYzZT0QnXgHMLRc9CCkHFfo46rVZVmXA43IWE7UUMhGVluWtIBZ3alEVnrUCfvIXCM6YsgEJFv+5OKpURnb0ZnDtBWcHWDWWpi85ciE68B/f34vQaYhoV9QIqJHCfHcWhXcfRifdC9mpyX7O8XZ7tF7v7yafP8KvC/O0/yEypEtr+5y6/ElIAuzbsC1hS6sieY/zx4zr/diP34fGv/s9jPaji/FKZcDjR42OmyyQ7K5tJlz3PjH3vYrXJj6SoubTWfLZhPW+uWc3x9FN15WyGwcj2HXjk/D5E2O1c3+0svtu62fu1gOvPLLiTywM9e7P9xHGPxdTDgoKYNnxkyRJSzp05Cami3hdz7pQ521001M/aTOVFJ02C7F9zv8r3SE7sjjXopIdQMW+Uyf2UEQ7B/QscMxMfgex1RcSQ83fnRnTS/6FiSj/rtazp9C/RyU/kO5JvgMI86d6tMPptVPCFAY9NVH75Z/t449KajceOlXM0BX2+YZ3PTST80Somlvt6Fr0M2Mipn+WvzcfjgaK7dRqYt30rPRo15upOXYodpxDViXYeQCc/VXiJvqUlRDyACu6HsjZB2y+BrJ/xPOvJAvYL8hJSAMpSz0sx9ZwBrZDREDK2ZLEnT/aQkMJ9L52BPnkj1F7qnglWloK8XO+0RJV27sxJSBW1cY4LUOjE/7h3LiyjBJqytQfbqdlnOntLTkLKReF3Rvf3RSc9AJamp2qCVRLaTEYnjM1ZngmFaptl/Yw+eRRiPy/773MlJ/N9Syh3Rzy/2hqBG73a8vv2UieklFKcfUkXug/q5rFN23NaFes18MZ0mZw8msRvc9aUyfWEqKpeWLmCycuXFEhIAWSbJrM2beSq2TNJczg4o3YdXh84BItSWE5LEFuUwlCKly8eRJe69Qo8lltMfVKf/jSLPlXPLdRmY1yXbvww9lra1y5+DTsAnT4D33UaFDrtIypygq7pPOxOjnl9ozQhayHauadcYtDO/ZC1AO/LAEzIWoZ27iiXGEpKmynoZG/F4t2vq05+3F0XQ4jTnP6e5U2gZ//8fvBAqRNSAC9fMthj7J3r1CtV8fTTKeDjdX9W6PuqEBVNO/ehT1wOjhUU+nx37UIn3oLOmAeAipoCttxkRf5/pzl/t3ZARRWujaTsfVBx37qX8uWf12HrhIp6BRX5dIlmgmtXPGTOw9fGKJjxkPlzsa9flnTK/yg6IZXXAtDugvPlFUPatLz7eKbKNYaS0mlTwbUPz4X2TcheDxmzAxhV5SBJqRLqdH57LFY/Xj4Fbbu3Kv+AcuQVXC8hw2IQWSuCu9+92Wu74bcPLPW9Tr/v6nlry+x6QlQ1fx0+xHt/ek7Mmlqz5fhx3lzj3lxhcOu2zB87nis7dibU5q7hE2K1csUZHZl31TiGty26poHNYuHaLt1YNO46/rjhVn677ib+uul2nrigHw0jSrEsJ+MHfO9mo90fxhWZaEl6yM+GFnTG3PKJIXMe/hVataAzvvPdLJAy5pK3q5FH2l0PI6v0xaJF9dOpTj2/kk0WpeieW98kQFyl3K0Y4Laze9CpTl2Pj3dv2Ijm0TFltvuWBnYnnmR/clIZXVGIqkcnP5FTJ7KofkhOoiTpIbSZiDLCUbGfoSKfBWtb3J/HCqyt3YmluOkel84rWxuM6OdRdf9E1V6OqvM7RtwsVMjQkpcmyFqC94RULgOdubBk9ygDpvMwZP3oR0sXZM5H64wyj0FrZ04fyld/0+UeXCyHGEpKayekz8D391qh0z4LREiViqyVKqFht17M9+/+5LWNYTE46+IuJdo9r6Sad/K/QJoyFNrUp8qZKDjzos78550bqdu06AKBuc6/vAdnX9KVP3/+232NUjJNk4zUTN8NhaimPtuw3ueyEVNrvti4gbt79MRutdI6Lo5n+l3EM/0uwmmaBXbp80UpRa3Q0u+yl0enFaOtnzvYlDFtJuSs4ferNZhHyymO4+RN9/fF9G+pU6Do7H9wx+6rQ2hFZ28o07oSonqoGx7OgBYtWbRrp9f3O5fWXN2pa+ACAzrUrsOR1BS/Zkvl6zqhgdiQEO7qfh7jOnf1fp5SPNd/ANd8OwsNZTZrKi3b2+wFIaov7dwDjpV+tMx2z0AJm+heGhV6BSr0CrR2fxYXZ/c2pULAUvSGNMWmU3HXFvL1uWqCTiybe5ZE2nvFaOwEM7HsXqNcOhXfA2O5zPKJoaRcR0Cf9KOhBtd2tHbUqCV8kpQqoeadmjLq3mF8/cr3RT5uWAxCwoO59ZXxAY+rXfdWbF2702ey6IVFT2A6TQ7uOIItyEqXvh2o38Lz6F5+FouFybPv43+3f8jPny4vdWLKYjGo3TCuVNcQoipbvne3X78IJWdlsfl4PF3r1S9wvDgJqXJhxIJ52M+23pPe5SbjW4q1vlmVwzbMACrSzzgUqMpW6FyWCInSe6hXH1YfOECqI8vj+964Tl3ofNoS5PJ2decu/LTL+0xOBXStW593hl7Kin17ycjOpn5EBBc0aYbN4t/OUz0aNeaTy0Zx388/ciQ1tdRxK6BOaDm9XwlR2Tk874ZekEZn/YoKm1jgaHGSUeXCiMN3QgrAAkbgJjrkp7UDMos5e7w8+lAqFL8H9aCS9aGk/+SNLN8rhZteHMeEp8ZgD7W7Z33aLBg5S/qad2zMa78+Q+O2gZ16DnDzS9diGAbKQy0rZSh6X34uXfp04MyLOjPslosZOLE/QSFBfPnfb3n5+rf5320f8MvXq3Bme64JYg+xc//HtzNj7zsEhZQuk+tymlw8oW+priFEVZZdjOWwDpc/nZcAC7kcXx8pLlOR5GpTYVveuusz+btdsYmyl88Ocu7ZQ/58D52o4IHlEkNJuQuX+vOz6kTZOpR3OKKKahodzTejr+KMnBp2FqWwGgYKsFss3Nn9XCb1DXyh/F6Nm9KnabMilxfanE6CnS5sFguT+vanTlg4l7fvwDWdu9KvXgNW7dzB5GWLeWDRAl5bvZJ9SYle79WzcRNWTLix1AXKLUrRr1kL4spy5qsQVYnOxu9fabW/s2wCyH4REOxHQxfYK6hPYB4v3ox4a1eUUfa71SoVBPa++O7LWSCoZ+Xaxc5SN2dQ0hcFluY1apYUyEypUlFKcfVjlzPiP4NZ/tVKDu86SlBwEGdd3IV23VtV2LbnHc9vzzPzHubZq14l9WQahsVAmxrDonA5TS4c25t7PrglLz6Xy8VHD03nm9d+QGuNYRig4Pt3fyK6ThSPzPgP3fp38ni/Wg3jGH7bJXzz2g8lqjNlWAzOvKgTrc9s4buxENVU0+hoNscf8zmOooAmUVGBCKlYVOiVmGkfY5oZWIyin4XF0DyysgW39joS8BkQblb8q+UEqGgI6l4uUSjbGWjbWe5ilh6TUxZ3rQtb13KJocRCRkDKS/icPq9iwC677wnPWsTEMnfMNWw4eoRf9u4hw5lN48gohrRuS0RRW5MHgKEUbw++lPt/XsD8HduwKIWpNbVS0/jsjbcJdTo5Nv/HAu9f2zf8TehFF1HPYuHHu24nIdw9O+CNP1YxvG17plx4sccdTS2GwT3n9mTmv//gNIvff8pdOnjrOeXzXiVElWBtgn+DJRawNi/vaIpNGeHosHGQ9oHvxhmzIaR8Bsy8K2bKIGxc+YQBqNAJ6KwlPlq5UGETyi2GklAqCB06BtI+xNfPqwq9JjBBVSJK16DtOpKTk4mKiiIpKYnIyLLP3lY2WRlZ/DJrNX8u+htHZjYNWtRl4MT+NGrToEC7N+74kO/eWVjkrEJlKAzD4KWlk+nYq53Hex3dG88NHe/BkeHA9LKUz7AYeYmr3L936NWWZ+c9TFiUTD0XNdeXGzfwyBLvu6pYlOL8Jk2ZOvzyAEVVPF//PY1L4l7Abriw5ktMOU2F1dBM+ftcpm3rykUtWvLOkOEBj09nzEUn3e9f48gnMUKvKr9YXEfRJ8aAeYTCiSkLGHGo2C9R1kblFkNJ6bSp6JQpXtuoqFdRIUMCFFH5qml9h6LUxNdg+4kTzNr0D4n793Pvw49S5+AhlFKoxo1hxQpo2JC9/27E0qcv9U6664Tsrl2Lq+66jYRw9+i8oRR9mjbjg2EjvBZ3f2r5Ej75e12xFndYlEIpxSsXD2JoG8/9MyGqO62d6Pg+7t3pfFBx36BsngfaK4rpSoL4HviTXFNx36Nsbcs/qHy0NtHHLwTXQd+NVSyqzqpynZyhUz9Ap75I4aV8OV+H3YERcVe53b+ktJmAPj4yp2ZpUYOSFnfB/biZ7rpl1YC//QdJStVwe/7dz42d7vXaRhmKVl2b8/ba57222/DLJh4bOoWsdAdmvhE/w2IAmjEPjWTf5gP888smTJdJiy5NGXbrQHpddg5Wm0zaEzVbRnY2Q774jP1JiUXWWFG4R9W/GjWmUD2pyqLnx++hzMNc03ITV7TYQqw9k0yXhZ8ONOOzHR1Zd8I9u8BQijU33EpMSMEPXJ29xb2zjE5FGXEQPLRMkzJaZ6GPngP42FTBiEPV/hWl/F3qV8J4zAR02oeQPhN0ivugCoOQK1BhN6Estcr1/qWh0z5Bp7yIe2vo3NfJCSoMFfkkKuTSCoyubEnfoQa/BvHx0KcPbN8OzpxyBlYrNG4MM2cSP2woMfHHseb0eZyGUSgxBfDxpSPp28zzDI1sl4u7F87nx5zZWbmfAUbOTK1OderSv3lLvtu6mePpaYQH2RnWpi1jO3WhSVR0uT19IaoKnT4bnextd10D7H0xYt4NWEzFoTNmo/3aHdgCoeMwIh8peL7OgIwf0c6tgIEK6gr2C1Gq7H6/MlPfgtTXfTeMfA4jdFSZ3dcTnbnU3YfKzrdzta0rKuwGVPDF5X7/ktKuw+iTd4DzH9wz0HL7/C4I6oWKfhVlRFdcgGVMklJFqLGdKg9OHk3k9nMeIv7ACb/av732eZ9L7I4fSmD++4v46ZNlJB5LIiwqlH5jejH01kto1Lpy/iItRGVxOCWF8XO/YUfCiQK/mCjAbrXy1uBh9GtW8N9gtsvFuiOHScnKolZYGJ3r1K2QpcNaa1q+8UqBY4YyMXXRdR5+uGoc7aIOozN/ANdh91I28yjuBIfCPfKlIXgQKvJZlFH6mZTaecA90udrPoKtN0bcR6W+n7+0doBrv/sLS0OUKlxbQpuJkPENOmOOu7aDikKFDHMnsCwVVPjUTIGMOWjnFsBA2bpAyJBqM7qXS/oONfQ1cDigWzfYtu1UQiqX1QpOJ07DyEtI5XIaBrvq1GbY/feQbbViUYoLmjbjo0tHer2dqTVL9+zis7/X89eRQ2itaVerNuM6d2VQqzZ+F1EXoqZyz+L9L6f6EJC3q11QX1T0ayijYO017ToIzu3udrYOKCM2sEHnxpH6Bjr1HcBzLV83BfaLUFHPQ+ZcdPZGcO6C7H9xL6vPTUI5wajl7j8F9yuTGM2TD0LWt74bxi3EsAVumaR2HXPvsmdEoSyFN+zSWkP2WnTadMj+E9Bg64gKHQtB51dIoXt3TH+jM39070htxKKCh6Fs1W/WqySlilAjO1UepCam8f/s3Xd4FFUXwOHfndlk0zu99947SG+CogIiCKioWLD33nv77L0rYgMRUIqASO+9915DSSN1d+Z+f2wSCGx2J8mmct/nQcnu3ZmTaHbvnLn3nHs6PMmRXRa7ZQGtezfDL8AP/0B/WvduTu9RlxEYUrYuPhSluDlNk3n79jBx62aOJCUS4menf916XNuoCeEBATnGfblmFd+tX8vp1JTsx6uHh3NX2w4Ma9y0yJNTjT55n3QLRdjLBSTz39XrCZCb8d5FRQO/VoioHwpc9NFMegeSv8F7kXE/RPnFCC2yQOfzFZmxARl3a+ZqqvM/sjXADxH5KcLetZiiK/vU3OES/Rmkp0PjxnDw4MVJKQ+cmsaRyAj6P/UYGZm1pEL8/eleoyapDidVw8IY1rgpTcpb63asKIp10jiCTPnV1ZFPZoCtPiJoBPi1yTEnko6tyKT/QcZizn2u2lw3wkIfQehFeyNdJn+NTHoH79v3NLA1AedOztV2zO1SXgACEfk5wt6jYPGZCcjYzrhWR3uJL/gWtNDHCnQ+X5HSiUx4GtL+JDtBCeRIVkZ+6PZmoOIbKinlxiU5qbpA6tlUVs/eyD/fzmPlrHVID/WfLiQ0gTSl699SEhgcwBM/3Ufnq9oVYsSKolzIME3umfk3s/fsynUqMq5tex7tXLSJinHTpzJ3755cW7wDhPmlM63fFKoGJ2GtA52LCHsdEVSwWlrmqUHg3GHtfBGfIgKKo5hoTtI4ijx1JcgU3E9WBWBDRE8u8hoTlwo1d7iEfwZHjkDXrnDokKXElFPTOBoZwfD77uZERM6GFFlb8bJWwfaqWZv3L7+CEP9Lq8OSohQ3mbEWeeYmXKuS3NV0jEBE/Y6wVSu6mBw7kKcHFcKRBWgVEOX+K1BJApk2Dxl/p7XBtnpoMdPzfS5fMhPfgJTvyD1xp0HAFWgR/yvKsC4pVucPRb9eTSkWGekOvnz0R66rdBsvXfsOK2aszVNCCsgeL00JEtKS03hx6Dusm7epMEJWFCUXv2ze6DEhBfDZ6pUsOXSgyGICuKlFa48JKYDRdbdQOSiBvCSkQCBTxhcoNgCkl1pSOcamF/x8PiCTx4NMJfe7pxIwXXUVFEXxrSpVYNEi0itXwtA8T5k9JaTAtT0PyH6PnH9gH3f8PQUjH133FEXJHykdyPh7cK34cTcPMcCMRyY8UqRxCb8G4NeGczUa3Y7Kx5Glq6FKxqJ8RpYlD3OivMy1CpE0z0DKj3gu2WBC2l9IZ9HOl5WL5SkpdezYMX766SdmzJhBRkbOdtDJycm89NJLPg1O8Q2nw8lzV73BpPf+Ji3ZdxdaUrr2xH75qA8uFhVFsURKybfr13gdpwvBjxvWFUFE53SsWo1xbV2tyd1NnTQktzTYjhB5XaArwbkNKQt48abXwvOE7zy26gU7lw9IKSH1d7wn8AxIm440k4siLCWf1ByqdFpiOhl53VB0L8kjm2ly302j3Sak3DGlZNnhQyw8uN8HUSqKYknaHFddRo/b5AxwrEM6thVVVACI8LdAi8D9PEUj/2tJbMiMjfmOCwDd6pxIz5xrlQCp07F2A1RHpk4u7GgULyz/371q1SoaN27M3XffzbXXXkvTpk3ZsmVL9vNnz57lxRdfLJQglYL5+4s5rJ27Mc8ro6yQpmT3un3sWrvX58dWFOViR5IS2R8f77V1uCEl8/fvo6h3aD/S6TJe792PKqE5l+hGBATwaKfmRPgn5eteny+IoOvwPkERoNcDW9OiCMkzmXquK59XTjCtNa1Qip6aQ5VOGYbBKz9P4P3vfsRpYaXUhz/8RIX4BMvH14Xgp43rCxiloihWyfQFWLs5pUH6gsIOJwdhq4aIngwBl3NRjP4dIaAf5wqZFzFbY7DVx/tqLQMRNLwoIvJKGkexfCPSOFKosSjeWU5KPfXUUwwZMoS4uDhOnDhB37596d69O+vWFe2deCVvpJT8+eEM8rfk07r9Ww4V6vEVRXFJdVgvuOswTa/b6XxNCMHwJs2YP2Ysfwy7ns+vuIoJg4ex/NY7ub1Nh/weFWz1Ct4hxd4DbM3wPEmRiNAHi6WD4UWEP3l67y5jXe/KEjWHKp0WLl3MF2//j0px8Rd12buQzTSpHBfPbx9+YjkxZUjJ9lOnfBGqoiiWpOG9mDiAhiyGbWhCr4QW8R6i3CJE5JeIiM8RMXPRor4HrVw+j+pE+DUuWFxCIEIe9jJKdxVht/um21+BiUC8dlvOHhvkfYxSqCzP8NesWcPjjz+OpmmEhobyySef8Nhjj9G7d29WrVpVmDEqBXD6WBxHdx8v9NUSuk21KlaUolAhJBjNYsIkJigIm5e7+4VFE4JWlSrTr049OlWrjr+ugwgDvQp5T5JLRNDoAsckhA0R9ZXrjh+QMzmlAXpm++TiL3AOrnjx74L3O30CbA1AiymKsJR8UHOoUigtjVbDR1DZQkIqS1Zi6tcPP8HfYsc+XSsBCXBFuVRolbF2+Wsg9MqFHU2uhB6DsPdABPRCZJYTEH7NcRVnzyMtxnVTrqAxBfREhL2Oa05y/s8wc45ia4iI+sY1dykBhL071rbvGQXuTqgUXJ7+r0lLy5kxfuyxx9A0jX79+vHtt9/6NDAl/wynQezBUxhOA8NCe3Z3NF0jNCqYxNNnvW/7E9C4U/18nUdRlLwJswfQv049Zu/Z5XEVlCYE1zdtXoSReSeEgKAbkElv5uFVOtgaQuA1volBi4Lo3yF9ITL1N3DuBxEA9p6IoOEIvaJPzuMrIvgmZMZiL6MkImhMyVjdpeRKzaFKh/i0VE6npBAqBKaf+854Tk3DZprZ/75Qup+fpd9HXQg6VS26Dl+KcqkTQUORKd9YGOkPAQMKPZ48CegPiS9lbuu3sthAABIR9rzPEkUiaAjYOyNTfof0ea6i5raaiMDrwN69QB3+fM6vuWvllnM7uSenNNDKg717UUamuGH5/9CmTZuydOlSmjfPeZHzyCOPIKXk+uuv93lwSt6knk3lj/emM+3TWcSdcC0dDwiyo+kapmHtLp9u0zGcBi16NOGWV0dyb8cnPY7XdI22/VtQsWb5AsevKIo149q2Z87e3Qgp3U5LNCEI9bczqlmLIo/Nq6DrIXUaOHfg+Q6W7nrevzMi4l2ECPBZCELoENATEVBClph74t8Ngm7ObGnsmmBeJOBKCBxc1JEpeaDmUCXfqqOH+Xz1SlctvszHGjx4Dx++8Q61Tp7KTj5lddm776bRfPjDTzlWUjk1jQPly7H7j0n0T0pg+s4dHm8eGFIyunmrwv7WFEXJJGx1kfb+kD4Hj9v4gm9FaKFFFpcVQtgh7CVkwgNeRmqACSIYEfYyIqC/b+PQKyJC74PQ+3x6XF8TQkDEu8jTI0AmcvGcUwfhj4j8uGQl0y5Rlvd13HjjjSxZssTtc48++igvvfQS1asXf7eiS9XZ+GQeuOxZxr/4e3ZCCiAtJd1ygfPKdSsy5P6BfLb2Ld6a8xwN29flphdzL1an6RrBYYHc9f7NBY5fURTrmpavwGdXXIW/rufYyicy/4Tb7YwffC3lg0OKLcbcCBGIiPoxs+aAwPUx5Ef2lj69mivJEnwrIno6WtQ3CM1aN6uySAiBCH0CEfZy5tbH82jlEKGPI8LfKXi9LaVQqTlUyfbHti2MmPQbCw/sz5H23aXrXH/fXewrF4NT07ITUsPvu5uNNaoz/L67ORoZgVPTMDSN5Jo1qbRmLQM7X8YTXboRFRiE7mHF1C0t29CsfIXC/wYVRckmwt8E/86ZX52fjMj8e+BwREjJTLiIwIGIiA9ARGY+YuPcGpNA8OsIgcMQ4W8gyi9FBF5RTJGWDMJWCxH9h5vi8cK1sitqUua2SKW4CVnUrZmKUWJiIuHh4SQkJBAWFub9BaXIy8PfZfHkFZZXRLlTrWEVvtnyXo4l51JKpn48ix+e/42z8cnoNh1pmpimpFGn+jz23d1UrV98e64V5VJ24uxZft2ykb937iAxPY1yQcFc27gpQxo1Jszuu5VFhUU6D0LaDKQZh9AiIWBgdu0E5WJSmuDYBOYZ0MLBr3mJqd1QlpXluYNVZflnsP3USa78ZTymh+lw1Nmz/PzRZ9gdDkbcdzcnIs4lyivEJ/Drh58QHRlFyNKlUO5cMeIjSYk8PmcWSw8fQhMCDYFTmgT7+XFXuw7c2aa92narKMVAShMyFiGTJ4BzG6CBfztE0EiEf+viDs8rKR2QPhfp2AyA8GsK9t4I4X7LsQLSOA3OrYAEW/0SV66hrLI6f1BJqTIg9tApRte8yyfFzD9Y8gqNOzW46PGMdAfLpq7i6J4T+NlttO7TnNrNa+T5+DvX7GHap/+wYf4WDKdJ7RY1GHRnP9pd3hKtmAoyK4qiKEpuyurcIS/K8s/g6Xlz+H3LJq+dSv2cTgSQYbs4ERzoNGhXtRrfX+d+G+aeM6eZf2A/aU4nVULD6F+nLoF+fnmKMzkjgyk7tjFp62ZOJJ8l1N/OwHr1GdGkORVCSt6qWEVRFEWxOn9Qt1jLgKVTVuVaaiQvNF1j44KtbpNS/nY/ul/X2c2rrJFS8sUjP/LHe3+j2zQMp2tF1+mjZ1jx9xpa9WrKi1MeIzBEtTRXlMIkHVvBscX1hV8zhF/D4g1IURSlGP21c7vXhBSAw00yKkuqTWdZ7PFcn68TFU2dqOh8xQew8/QpbvhzEidTkrOne8c5y0crl/PZ6pV8ePkV9KtTL9/HVxTFO2kmQ8YiMONBiwT/rggtqLjDUpQyQSWlSplTR05zbG8sNn8bdVrUwD/An7PxyWiahmHmr9NeFiEETkfBjpGb396cwh/v/Q2QnZACsrcbbliwlddGfsDL054olPMryqVOZqxDJr4Mzs05H/drgQh7Vu2pVxSlTHOaJttOnSTV4aBSSCjVwl1b8JIzMnxyfENKpJQ+3453JjWFUZMnEp+WCuS8/2hKicMwuHvGX0wcdj0tK1by6bkVRQEpM5Bn34fkCUDquSdEEDLoBkTIfQiRt5WPiqLkpJJSpcSOVbv58cXfWTlzXfaMJDg8iCtu70t05cgC1ZLKYjgNqjeq4n1gHqWlpPPz65M9jjENk+V/r2H3un3UbVXL5zEoyqXkdEoKsSnJhPj5UzUsDByrkGfG4LbTjGMT8vRIiPoB4d+mqENVFEUpVBmGwVdrV/HDhnWcSknJfrxd5Src16ETEQGBxKWlejiCdwKoGR5RKPWhft28ibi01FxrXmU9+smq5Xw1SHXhVJSCMJwGR/ccx+kwqFCjHIEhfsi4uyFjIRdtSZEpkPwl0rkbIlQHN0UpCJ8lpU6fPs348eN54IEHfHVIJdOqf9bz3FVvYJoyx/thckIKk979i2oNKqPZNIwCrnIKiw6l01VtCxjtxZZOWUlqUprXcbpNZ9a387jno1t9HoOilBS7z5xm4tbNHEpIIMBmo1uNWgyoWw+7h60hVq0+eoTPVq9g47GthPhlcCY9gEqhFfij55cE6ibu2x+bgBMZ/zCUm6e6uCmljjROgBkHWkSpLVyq5lCFI8MwuGXaZJYfOoR5wQXlmmNHufHPSXSrUZPFBw9Y2sLnyejmLQv0+tz8umWjxyLs4FqlNW/fXk6lpBATpLYTKWVTRloGCyYuY82cDWSkZlCpdkUG3NrLJw2XUpPT+OPdv5n6yUziYxMBsPnrPPBeJH2uWUDu+WYJ6f9C2lQIHFLgOBSlKEmZDsYh1xd6VYQoviZJBboKklIye/ZsvvnmG6ZOnUpYWJiaUPnY2fhkXrr2HQzDRJoXT0pMw+TQjqNUqVeRwzuPuR0DWKo5detrI/Hz9/3y0+P7T6LbdAyn56SZ4TQ4vj/W5+dXlJIgzeng0TmzmL5rJ7oQmFKiCcGUHdt4eWEAHw8YRKdq+e88N3XHNv7Z8gl31d9Aq/YnADAlbDxTjkA9zsurTTCPuu4E2nvkOwZFKUoy7V9k8pfgWHfuMb8WiOCxiID+xRiZNWoOVfg+XbWCZYcOId1MgLISPYsO7Mem65iG4XGaJBBujyOAqmFhXNu4qY+izulYUpKlcRI4djZJJaWUMmnNnA28OuJ9kuLOouka0pQITfD721PpPaorD311J/4B+es8l5KUyoOXPcPeTQdzPO7McLJr7Ta69NUICvG0I0VDJv+IUEkppZSQ5hnk2S8g9XeQya4HRTAy8FpE8B0IPabIY8rXLfH9+/fz3HPPUaNGDQYOHEhAQADTp0/n+PHcizwq+TPnxwWkp2TknmzClZg6uvs4LXu6JkSadl46X7hqRVWpW5E+N3TLfsyd396awq61e30VeraAIDum6X17odAEAcF2n59fUYqblJK7Z/zFzN27gMzaI5n/BkhIT2fM1D/YcCJ/76H74s5w4thzfNx5Ns2iziV2NQHNo05ibQGADZm+PF/nV5SiJs9+howfB44NOZ9wbELG34uZ9GHxBGaBmkMVjQzD4MeN69wmks4nhKBPrdr46zr6Bcshsr6+pWVrogLdN2KRwNGkJD5YvhSnhblOXuVlFW2gD1bcKkpJs3nJdp6+4nXOJrgunk3DREqZXbpk3i+LeX30h/nuQv7mTR9dlJDKMu27GB4ZXIezCZ4umU1wbnUVQleUEk4ax5GnhkDKj+cSUuD6e8pPyNODkc7DRR6X5aRUeno6v/zyC71796ZRo0Zs3ryZd999F03TeOKJJ+jTpw+6Xvh7aT/99FNq1apFQEAAbdq0YdGiRYV+zuK0ZMpKrxMqcBUP73dTDx7/8V7qt62Tvcy0Uu0K3PHOjXyy6k0e+/4eOl/TLtcVU8f3n+Sh7s+xb7P7N+b8atO/hcekWhZpStoPaO3TcytKSbD08EH+278v1y0YppQYUvLm4oX5Ov6afV8ztqHr4tym5TyHlqcSJ458nV9RipJMX4o8+17mVxcmATK/Tv4Ymb6gKMPySM2hit6GE8eIT/NeOsCQkk2xscwcdRM3tGhFiL9rtYWfpjGgbn0mDbueZ7r15NurBuOnuf9vZEjJt+vX8PS8OT79HgB61qx1UbLMnUohodSOjPL5+RWluH352Hik6X7HCLiuHxZPXsGWJdvzfOzTx+NcXczdEkhTsHdbIO8+WM3C0dQcSin5ZPx9YJ4A3O1gMsA8hYy/N99J3vyyfEulSpUqNG7cmNGjRzNp0iQiIyMBuP766wstuAv99ttvPPDAA3z66ad06dKFL774ggEDBrB161aqV8//tpeSLDkhxeu2uywZqRkMvK0PfUZ3wzAMpCmx+Z37T7x1+U4Pb7yuOw8ZaQ6+fGw8r894uqChZ6vRqCotejRh8+JtOTrvnU9oguDwILpf18ln51WUkuKnjRvQhfBYs8SUkuVHDrEvPo5aEZF5On7joGkYpkDX3B/fWu1dA6HXyNN5FaU4yOTvAB33E6osOjL5O4S9exFF5ZmaQxW95AzrF4jJjgxqRkTyXLeePNetJxmGgZ+m5Shc/vbSRZgy95VQEpi4dTMjm7WgRQXf1Ta7sUUrpu/a6XGMAMa0bIVWCIXWFaU47d9yiG3LPP//D6DbNP76fDZNL2uUp+P//uYUr2OkKVgyK5yPn6rC2GeOEhDkZq4lwkCE5uncilLUpGMTONZ7GWWAc4trJbp/yyKIysXySinDMBBCIIQokrt57rz77rvceuutjB07lkaNGvH+++9TrVo1Pvvss2KJpyhUqFEOTbf2nym6yrk7ZLqu50hIAfz12T/oNs/HMg2T1f+s93ltp0e/u5vwmDC359d0Dd2m8+zvD2MPVNv3lLJn68lYy0V0d54+ladjS+MoDSNic01IWecHgVcX8BjeSeM08uwXmHF3Y8bdhTz7EdJQ25YUa6RMz+yC5K2xhwEZS5Hm2aIIyys1hyp6FUNCLI0TQMWQnBeT/rqeIyF1ID6exYcOen0f14Vgwsb1eQ3Vo3aVq3Jv+465Pi8QdK1ekzEt1EpzpezZl8u2ugsZTpPda/fl+fhblnpPeLkI/v4hmsevq0NayoXJXx2CRhR69z0pTWT6EsyEJzHP3IEZ/xgy7T+kLFijK+XSIdPm4Lqp542OTPunsMPJwXJS6tixY9x+++388ssvVKxYkaFDh/Lnn38WSvtbdzIyMlizZg39+vXL8Xi/fv1YunRpkcRQHPrf3DN7z7Qn4eXCaNO3uccx25bvzHWlUg4SduXjjd2TCjXK8fHKN+h+XWd0W85fhubdGvPugpdo3buZT8+pKIVFSsmSQwd4Y8lCXlowj+/Wr+VMakqu461svcjyx9YtvL54AXP37sawUp/ETLB8bI+Cb0No4b45Vi5k8nfIk5e5tl6lz4X0uciznyBP9sBM+qDIlworpZBMxvLy4ezxxU/NoYpeg+gYGsbE5FZGM4fhTTzPP7acPGHpnIaUrD1+zNLYvHiwYxfe6tOfamE536PD7Xbuad+BLwddg18xJTsVJa/iTyYw+f3pfHL/t3z1+E9smL8l189/qzfmARJOJ/HpA9/x65tTiD1k7QZfXuYdUgp2rg/ih7fPXwmpgwhDBN1g+Tj5IY1jyNNXIeNuhtQpkPEfpP2FjL8Deao/0un7msBKGSSTyLW4dA4ic2zRsbx9LyAggFGjRjFq1Cj27NnDd999x3333YfT6eTVV19lzJgx9OrVq9DuAJ46dQrDMKhQoUKOxytUqJBrcdD09HTS09Ozv05MTCyU2ApT+4GtqNm0Goe2H/GYUBr19NCLVkaVNOWqRvPkT/dz57tj2Ll6D4bToEbjqlSpW6m4Q1MUy7bEnuDeWX+zPz4em+aaLBmmyeuLF3BrqzY80ukydC3nJKp9laocSkywtFrqv/17mX9A8NXa1VQIDuatvpfTtXrN3F+gFaSGSOYWqKBbECH35umVu06fZtrObZxKSSHcbmdA3fq0qJj777JMmYBMet3NM1k1gD4BYYOQu/MUh3KJESGAH9Zqd+hQyIlWq0rbHKoszJ+EENzXvjN3zZiW6xhdCGKCghjcsHERRpY/1zZuytBGTdhw4jixyWcJ8bfTplLlPBVCV5TiZBgGXz/+E39+OBPTNNF1DSnh97enUrVBZZ797SFqN89ZRqBh+7qWOogDJJ5K5K/P/sE0Jd8+9TO9R3XlgS9u97gLo1az6uxcvcfy92Caghk/RXPTo7EEBBmgRSMiv0XoFby/OJOU6ZA2A5mxATARfg0h4CqE5n51pzQTkGdGgZGV8DZy/ts4gjwzGqKnIPTyluNQLj1Ci7FUqxokaOUKPZ7z5av7Xp06dXjllVc4cOAA06dPJz09nSuvvJLy5Qv/F+HCu4pSylzvNL7++uuEh4dn/6lWzUqRupJF13Ven/k0leu4svLivKrFWVvhhj08iGvuHeD1WA071PO6fc91Eqjbqma+4rUisnw4HQa2pvNV7VRCSilVdpw+xfA/fuNQgmt1ktM0cZomMvPvX6xZxfPz/73odaObt7S8fc+QMruDU2xyCjdPncySQwdyHS/0Cjj01hhmXldcBELQaETMTLSwJxDC2sdBQloat0z9g/4Tvufz1Sv5Y9sWvlm3lsG//8zg3ya4bV8uzRRk0ttejy3PfoI0z+Tx+1AuJUL4Q8CVeF9+rkPAAIQIKIqw8qQ0zKHKwvwJ4PK69Ximaw8g54pVkfknOjCI8YOHZRc3z02TctYuOHUhaO0hOV9QQghaVqxEvzr16FytukpIKaWGlJL37/iCP977G8PpqnvrdBgYTldi5eju4zzQ9RkObMvZ9atCjXJ0GNja0oopKcHpMLK78837eRHPXvVm9jnc6XdTjzx/L2nJOpvXtkeEv4MoNw/hV9/ya2XqDGRsZ2TC45D6O6ROQia+6Hos+Uf3L0r5BYyj5L5t3QAzLrPeoqJ4EDCIixvEuGMgAgcVdjQ55Csplf1iTWPAgAFMmjSJI0eO8PTTviuOfaGYmBh0Xb/ojl5sbOxFd/6yPPnkkyQkJGT/OXToUKHFV5hiqkTz6Zq3ePDLO6nbsiZBoYGERYfSbVgn3l/8Cre/faOlLQBXjevvdfuepmu07duCSrWsZ/wV5VLx6sL/SHc6PSaYft68kU2xObd6NC1fgTEt817vQyKREp6eN8fjEnP/sHF5rymlV0ILexphq2P5JWlOBzdMmciig64kWVYCzcgs/rs59gTDJv1y8VbGtFkgc9/eeI4BqX9ajke5NIngMZxLK+RGIoJvKZqA8qkkz6HKyvwJ4JZWbZg+8kaua9KM6MAggv38qBMVxdNdezD7hjHUjYr2eowaERF0qVbd61ZsQ0pGNWvhq9AVpczYtmIXs779j9ymMqZhkp6SwZePXpyYufPdMQSFBeZpKx+AaUrW/buJBROX5TqmWddG1Gtd22JDmHPStbsQgVe5bpRYJNP+QSY8CDKr1qEz848E0pBJryCTv8/5GimRKRPwnkgwIPU3pMywHI9y6RG26mDvj+cUkAb23ghb7aIKK+us1sTFxfHRRx+5XcKdkJDAL7/8wtixY30a3Pn8/f1p06YNc+bkbLc7Z84cOnfu7PY1drudsLCwHH9Kq4AgOwPH9ubT1W8xNeFH/jj5LU9NeIAmnRtYPkajjvXpc0O3XBNYmq7hH+DH7e/c6KuwFaXMKGih22e79uDBjp0JzLyzbdM0S7u6JZKDCQksO5z7RaGwd0eEPmnhaFk00CvnYbzLxK1b2Bybe9F2Q0pOnD3L12vX5HhcOndibbe4hnTuynNcyqVF+DVCRLyHa7XUhSumXI+J8P8h/JoWfXC5KG1zqLI0fwJoFFOOV3v1ZdVt49g07j5mj76ZW1q1IcxufSXdU1174KfruXa4E8C1jZrQ3Ied9xSlrLDabGnlzHXEHjyZ4/Gq9SrxwZJXqduqFpDZIMnP2lZnTdeY+smsXJ8XQvDStMepXDdvv7flquatdIKUDmTi87gSULnPI2XS28jza4XKFDCt1bRDngXzpPdxyiVNhL8Oflk3ys//ncz8u19zRLj33Q2+Zjkp9fHHH7Nw4UK3E5Pw8HAWLVrExx9/7NPgLvTQQw/x9ddf8+2337Jt2zYefPBBDh48yJ133lmo5y0rhBA88s1dXH3P5Wi6hqYJdD89+429fPUY/jf/RWo1LXutoRWloPJW6PboRY8LIbi3fSdWjB3Hm336M65te0t36MGV6NpwwnPxXBF8M0ROAKxcZJmIoGGWzn2+Hzes85pIM6Tk580byDDOW2ZuuSONwFpXEOVSJwL6I2L+hqDrz7XhFiEQOBwR8xci8IriDfACag5V+jWKKccvQ4dTObNTn03TsGkamhDoQjCmZWte692vyIrXK0ppsm1ZwZotVW9YhU9WvsEnq95gzEsjuPzmXpbOaxomO1ft9jgmpnIUn6x6kx7Du3g/oICq9SvRoF1dS+fPlj4PLJUncOZcMS7yukVXzaEUz4QWjIj6HhH+Btga40oHaWBriAh7HRH1U671zQqT5f/T//jjD/73v//l+vwdd9zBI488wlNPPeWTwNwZPnw4p0+f5qWXXuLYsWM0bdqUGTNmUKNGDe8vVgDQbTp3f3ALI54YzNzxCzm29wT2QH/aDWhF6z7N0LQC7ehUlDIrL43hLhwbl5rKvvg4NCGoGxXNsMauFRw7Tp1i95nTeekl5pFmb4cMex6Z6GnVlA56dbD3ydOxHYbBnjhr9Z4S09M5fjaJ6uERAAi/tki+svBKJ8K/TZ7iUi5dwlYbEfYchD2HlKblumjFQc2hyoYWFSoyf8xYFh3Yz8KD+0k3DKqHhTO4YWPKBQcXd3iKUmLlbQ4lc/x9/5ZDJMcnE1E+nPpt6lC/TR32bNjP9C/neDhK3gSHBfHod3exY9VuThw4mXvncwk3PH9dnpPP0rEV12W308tIDenYkn0DUAg70tYQnDvxuoVPqwSaKnSueCeEPwQOQQQOyf59K+4bKpaTUnv27KFevXq5Pl+vXj327LHevSC/7rrrLu66665CP09ZF10pkuGPXV3cYShKqdHYYhFiPbMQLbi2/L2/YinTd+3ILl4eYLMxtFET7uvQicblyjN33x6vLYkNKWkcY+38ImgomCeQZ98nu7ue6xlAgl7NdYdE+Fk6nk/Yu4FWMXMJem7fq3CtdAkYWHRxKWVGSU5IgZpDlSWaEHSvWYvuNWsVdyiKUmo0aF+XEwdiva+WElCnZU2klEz/ci4T/zeNo7vP1cKr07ImI58aQrvLW2IP9Cc91XMNJaEJajW3lnj3D/DnzTnP8liflzi+PxaByJ6f6TYNw2ly25uj6XX9ZZaO5ysi6EZkorcbFgIRfEOJ/yxUSp7iTkZlsZyU0nWdo0ePUr26+61dR48eVatsFEUpNg7DYOHB/RxNSiLIz4+u1WtQPth3y09rRUTSsUo1Vh097LGulCElo5u1YNupk4yY9CspDkeO8WlOJ79u3si/+/bwxRVX8+HK3AtwgiuVVCk0lK41alqOVYTcBfYeruKY6fNBZriSUUEjIfAKhAi0fKwsfrpOvahoSyu7IgICqJS5xQVACB3C30DG3YrrTt+FR3B9IIrw14qkW5qUEhyrkWn/gkxG6BVd7ZhtpbPDmFLyqTmUoigl2bG9J9gwfwuOdAdV6lWiZa+mPn1PumpcP/77ZbHHMZqu0bp3MyrWLM97d3zBzK//veiCee/GA7x83buMeXkE/cb0ZMZXczwmuqQpGXyv9ZtdlWpV4MuN/+O/nxfz9xezObYvFnugP50GtWXQuP7UtpjgupDwa4r0ukoKwET4Ncv5UODVkPY3ZCzH/WopDWxNIGh0vmLLK2nGQ+o0pHMPCBvCvz3YexXtzU6lzLGclGrVqhVTpkyhY8eObp//888/adWqlc8CUxRFsUJKyfiN6/lw5TLOpKZmrQdCE4LL69bjpR69iQoMytexjyQmsvb4UQzTpF5UNE937c61E39Fmgamm8SUAAY3bEyTcuXp9eO3FyWkshhScjI5mVcXL+De9h35YEXuiSkJPNihc67FdXMj/Bojwl/N02u8ualFK575b67HMboQjGzaAj89Z10DYe8Mkd8hE58F4wDn6h4YoFVEhD2PCLBWI8Iq6dyLTPkJUqeBTAIRBvae4FgPxn6yPgIlEs5+iAy4EhH+apEkxpRLi5pDKYpSEp04cJIPxn3Jqn/WuyYcmZOo8tVjuPX1UfleFWQ4Ddb/t5kzx+IJCgukZa+m9BzRhfm/LXW7OlzTNfzsftz21g3M/WkhM7/+F+CisdJ0ff39s7/y3MSHWfTHcpLOJOWamKpavzLdh7tviJWbwOAABt7Wh4G35a3MgUf2nqDFgHkaT4XOwQ8Cr8nxiBB+EPkFMvFVSJ2EawW8hitBJSDgCkTYiz6du0iZAWnTkck/gXOb60FbY9ArQvp/uLYhuuZxMmU8aNEQ/g7CbqEul6K4YTkpdc899zBixAiqVq3KuHHj0DMvOAzD4NNPP+W9997j559/LrRAFd8xDIOVM9ax6I/lnI1PJrJ8OL1GdaV5t8YlZgmfolj13vKlfLxqefbXWR/1ppT8s3sXW2JjmXzdSCIDra8O2h8fx0sL/mPBgX05pg5NypXnycu68fmalRw/exZb5l3ErATV6GYteKZbTxYc2MfhpIu7bJ3PkJKVRw7zQvdeaELw/vKlbqcpGvDKogU0KleexuV8Xytg44njLDiwj1SHkyphYVxZrwHhAe4nNkMbNWHSti1sOnHcbbJNF4IqoWGMbe2+LpSwd4SY2ZCxAhwbAQl+jcG/i8+XnMu0Wcj4h1znyNrCKBMgbcp5oy64a5k2HWmegcivXau7FMVH1Byq7DiWlMRvWzax/fRJdKHRqmIlhjZqkqfPGEUpCU4cOMk9HZ4k8XTSuclT5r9jD57i9VEfcDYumavu6m/5mFJK/vxwBr++8SdxJ851kbMH+nP5rb24/NaezPr2P4QQ2dcchtMgpkoUz018mFrNqvPWTR8hNJGdgHJHt2nM+2Ux7y9+mScvf5Vje903ozm88yif3P8tD3x2u8+vcVKSUlnw+1KO7j6Of4A/rfo0o0nnBm7PI4QNwl5Gxt9FdubPDRH6BEK7uCGGEHZE+EvI0AcgbbaraLoWDva+CN23c0NpnkXG3QaONZxLfgHOja4/2c6bQ5lnkHFjIfJ7hL2DT+NRLg1Ceitmcp6nn36a119/ndDQUGrXro0Qgj179nD27FkeffRR3njjjcKMtcASExMJDw8nISGh1Lc3zq8DWw/xzKA3OL4vFs2mYTpNdJuO4TSo37YOL019nOhKkcUdpqJYsiX2BIN+/cnjGF0IRjRtzss9rd3x2ht3hqG//8LZjPSLEi8agBB8OnAQuqax6ICr0G21sHCGNmpChRDXdsGn/p3NpG1bsutIeYptTMvWnEpJZuqO7R7HRQQEsnDMWAL9fLM8el98HA/Mms6m2BPoQqAJgdM08dN1bm3Vhoc6dkF3s3Q/KT2dR+fMYvbe3eiZk0opJYaUtKtclY8GXOHTbZP5IR1bkKevxf1WQe9ExMeIgH4+j0spnXw1dyjNcyg1f3LdfPjfssV8vnpl9vteFpum8Wy3noxu3rL4AlSUPHr6ytdYNWu9x+SPpmtM2P8pMVW8dwuWUvLZg9/z54cz3B9LEzTu3IBHvr2bBb8vzdFsqW3/Fui6zqmjZ7i+6h2W4tdtGs/89hBv3PChq7aUh4/7ce+NYcj9vunKKqXk1zemMOGVSaSnZWCz6a55kNOkRpNqPDXh/ly3+cm02ciEZ0HGcW5tiBNEkCshFTTCJzEWhBl3D6TPxWth9YtooNdGxExXixyUbFbnD3lKSgGsXLmSCRMmsHv3bqSU1K9fn5EjR9K+ffsCB13YLvVJVeyhU4xr/Rhn45PddpXQbRqV61Tk45VvEBSq7vgpJZspJQMm/MCuM6e9jg2w2Vhx652E2u1exw79/Wc25rISCFz3t4L8/FgxdhxBuSSI7pv1NzN27XS7xe/CY+XlDfj13v0Y3qSZ94FeHE5M4OpffyIx/eLEW5bhTZrxWq++uU4s9sfH8dfO7ZxKSSHcHsCAuvVoVAgrufLDjH8Y0mZwrsh7Xmjg3x4t6kdfh6WUUr6cO5TWOdSlPn8C+N+yxXyyaoXHMW/26Z/dXVVRSrJVs9bx1MDXvI7TdI2RTw3hpheHex279t9NPN73JY9jhCYY89IIRj41xO3zh3Yc4ZZGD3g9V15FV45kwoHPslepFsQ3T07g1zenuH1O0zXsgf58uOw1ajZxX6fStTVuDtKxAZAIWwMIGIjQ8ldqwpekcx/ylPWVce6IqF9UJ2Ulm9X5g+Xte1nat29f4idPinu/vTmFswnuE1IAhtPk8M5jzPp2ns/uJihKYXl32RJLCSlwFRffFHuCztXcFxnOsu3USdYdP+ZxjASSHQ6m7tjG9U2bux1TMTgEK/eI8pKQEsCU7Vt9kpR6c8lCjwkpgN+2bOLaxk1oU6mK2+drRkRyb/tOBY7F16RMh7SZ5C8hBWCCY7MvQ1KUbGoOVTrFJp/ls9UrvY57ffECrqrfELstz9NrRSkysYdO8dKw/1kaaxoma+dutJSUmvrxzOwudbmRpmTqJzMZ/tjV6LaLE0QR5cO9bt3Lj9NH49i6dCfNujYq0HEObDuca0IKXD+v9NQMPrn/W96e+7zbMUL4u5rOBJa8ay2ZOo2cnZvzSoBjC6iklJJHlot4pKSkcPfdd1OlShXKly/PyJEjOXXqVGHGpvhQemo6/3w/H9NLK1aJZOons4ooKkXJn1MpKXy5dlWeXuMwvH/ALjl4wFJBcZE5NjeDGzXxmPDJD4nr+y6okynJzNq9y2t8uhD8tHFDgc9X5Mx4LqoVpSjFTM2hSreJW60lquPT0pizd3chR6MoBTP5vb9JT8mwPN6Rbu0zdc3sDR4TUlnOHIvn8M6jbp8LjQyh81Xt0HTfdyNNOOW51qcVf38+G83mOTbTMFk/bzOHd3m+yVkimSfB0m1VRfEty7/xzz//PN9//z1XXHEFI0aMYM6cOYwbN64wY1N8KPbgKdJT0r0PlHB093EMZ34z5IpS+KZs3+p1a9yFakbkrJXmMAzSnI4cj6UbBpqFD2MJpBu5T9IaxZSjZ81a6D7cUy+AKB8U0t0SG2spYWZIyaqjhwt8viInggt4AB381PYbxbfUHKp023HaWgLRpmnsPG1tBa+iFAenw8mMb/512wHPHd2mUb1xzhXTUkpSk9MwLrjZ53RYvyGUkebI9bnhj19j+Th5ERpV8HqXmxdv93qDP8uOlaUwQS1CC3gAqeZQSr5YXl88efJkvvnmG0aMcBVgGz16NF26dMEwDJ/sz1UKV17uOAjh2vOtKCXV3rgzaEJYSkwJoEOVatSIiMAwTf7etYMfNqxjfeY2vfLBwdzQvCWjmrWgRng4Tul9sqELQfXwCI9j3u9/BbdMm8yaY0dzxJrXOlJZJHBVg4ItOwdy/Zn5aQZ9K++nV+UDBNkcHE8NZsGJ0teiXmghSP9OkLGS/C0/NxBBN/g6LOUSp+ZQpZtusTuolFhabasoxSX+ZCKpSWmWxxtOkytv7wvAsb0nmPLRTGZ9N4+UxFQ0TdD+itYMuf8KWvVqRoWa5Tm6+7jXY2q6RvnqMbk+36hDPZ6acD+vj/4QKWWuZUfyIqJ8OE27NCzwcUwvDWzOl5ps/edcUoiAvsiUb/L5ag30OuBX+uaOSvGznJQ6dOgQXbt2zf66ffv22Gw2jh49SrVq7gu5KSVHxZrliawQnqM9qzuaJmjQri6am65bilJS+OXxIu6hTl1wGAb3zvyb2Xt357hoiE1O5r3lS5mwaQM/Xn0tof52kjI8ryo0pPRa2ynUbufnIdcxa88uftywju2nTiKEwK7rnE5NzVP8mhCE+tu52gdJqQbRMRclxlpEneDzLv9QLjAVpynQhMSUghvrbcE8sw/C30SIIBDBpaKjiggag8xYlo9XauDfBey9fB6TcmlTc6jSrW3lKkzdsc3rOEOatK3svg6fopQEfv55q3fWum9zmnRpyIYFW3j6itdxZDiyVwqZpmTVzHUs/2sNNzw3jCvv6MdXj4/32s2vyzXtCY/x3DCh+3Wdqdu6Fn99Npv/fllMckIKwRFBnDkWn6f4ARBw7UOD3Nawyqv6bepwYMshS9sUP3vwe4LDg2jXvyX2IH/8/H3TPblQ+bUCWyNw7iRvN/Y0QEOEv1Aq5olKyWM582AYBv7+/jkes9lsOJ2qdkdpoNt0Bo3rj+ZlBZRpSq65d0ARRaUo+dOxajWcFu9W3du+I20rV+F/yxZn1/q4cLWQKSUnk5O5ffoU7u/guXi3JgRX1mtA/ejc7/Jl8dN1BtVvyMRh17Np3H1svPNerm7QOE/b+nQhCLT58d3VQwi54D04P6qEhdG1es3sGOqFnWF8j7+Jsrvu6Nk0iSZc/wYgYwmcvAwZ2xp5sjPy7EdI80yB4yhMIqAnBN+d+dWFH3Pn/+xtmX801+MBVyEiP0UItXJF8S01hyrdrm7QiEAvxcs1oFpYuNeGGopSnMKiQ6nWsDJWpiFBYYG88McjnDkezzNXvk5GWsZFW9eykjPjX5pISEQQMVWict2dITSBbtMY+bT7znsXqlK3Enf+7yZ+O/oVfydP4KuN7+ZpJ0fW2J4jLmPYI4Msv86TK+/oaykhBZCRmsFr17/P4KgxXBE0iqeueI01c0p2rU4hBCLiY9CicBU8v2jEef/OmkMBWjQi8huEf7siiVMpeyyny6WUjBkzBvt5LdXT0tK48847CQ4+V8Nj8uTJvo1QsSTxdBI71+zFNExqNK5KhRrlsp9LTkzhv1+WcPrIGUKiQkg6c9btXQyhCdpd3pLu13UuytAVJc/61KpDdGAQZ1JTkblshhNAhZAQ7uvQmbMZGfy4cb3HbXOGlOyPj6daWDj3d+jEByuWoQuRXX8p6++9a9Xhrb75b5c7rElTvl2/xtLYAF1nWJNm3Nqqjdftgnnx+GXdGPr7z0jD4P4mq/HXDHTNwqZC8zTy7CeQ8jtETUDYSu7FlxZ6P9KvPvLs1+DcdO4Jv+YQdCtCr4BMnwsyGaFVgMCrEXrl4gtYKdPUHKrkklKy+WQssclnCfW306pipRyrcTecOM4/u3fRqmJllh4+6PYYmhBoQvB238vV9j2lRBNCMPjegXx4z9dex971/s0EhgQy6X9/k5Hq8LgCSmiCPz+cwVtzn+PJy1/l+L7YHF30hBDYA/15YfKj1G1ZK1+xh0WH0uWa9iydusrSlr66LWsy+L4r6D26q892gDRoV5c+o7vx74RFlutygavr4JrZG1g1cx2jnhnKmJdG+CSewiBs1SD6T2TyF5A6CWTm6n4RBIHXQuAoRMYSpLEXsLkSUfaeCKG6jir5Z/n/nptuuumix0aPHu3TYJS8O3XkNN889TPzf12C05G5zFJA274tuPnV69m0cBvfPfML6WkZ2Gw6ppQ5PiA0XcM0THSbxoCxvbnz3TE+Wd6qKIXJT9d5//KB3Dx1Mqa8eOWTJgS6EHxw+RVoQvDvvj2kWViRoAvB1B3b+HjgIAbVb8jPmzay/MghnKZBo5jyjGrWgjaVKhdoaXKD6Bgur1OP2Xt3e6yJdXvrtjzYsUuhtBZvFFOOCYOH8dScX+hbdT+6yEuVKxPMU8i4sRAzs0SvKhIBAxABA5DGEVdXPi0yR+JJ+Ku6B0rRUHOokunPbVv5aNUy9sfHZz8WFRjImBatuapBQ+6bNZ2NJ46jCw0hXKuhsi6Fs1abGlJSPTycN3r3p32VqkX+PShKXg0Y25slU1ay9t9N7m9SC0HHQW3oc0M3AP754T+vtZSkKdm36SCG0+Sbre+zePIKZn//HyePnCEkPIjuwzrT96buhEYWrNj49U8OZvlfq5Gmq4bbhTRdIzgiiA8Wv0K1BoWzlfbhb8bhH+TPjC/n5ul1WYm0Ca/8QY3G1eg5okthhOcTQi+PCHsWGfoIODOT8bbqCJHZcMevlurRp/iUkHlJ85ZyiYmJhIeHk5CQQFiY573MpUHswZPc2+lpEk4mXLSUVNM1EHjuECGg96iuNLusEV2HdiQsuqAdFxSlaK08cpgXFvzL9gtaqzctV56XevahZcVKAHy7bg2vLV5gqTB6u8pV+O3awr2DlepwMG76NBYe3O92NdbNLVvzTNcehb4v35G6DD3h4otlq0TEF66tcopShpW1uUN+lMWfwfvLl/LhymW5Np+w6zpO03TbrVQAVULDGN6kGW0rV6F9laqqjopSqmSkO/jmiQn8/cVsMtIcCCGQUmIPsnP13Zdz8ysjsPm5booNCruBtLPWina/898LtOjepDBDZ8WMtbx07Ts4Mpw5brRLJJHlw3lzznPUalr4K7nv6fAEO1btyfPrhBDUaladz9e9rd43lDLP6vxBrbMrxd4a8zHxsfGYxsUTJivLWgWCTYu289j396jC5kqp1L5KVaZffyMbTxxny8lYAJpXqEjT8hVyjAsPCLCUkNKEICowsFBiPV+gnx/fXj2EJQcP8NOmDWw9GYuuCTpWqcao5i1pdkH8hcWm++WrE6CLjkz7SyWlFEUpdVYeOcyHK13NEHJ7D0w3ci/yK4HDSYlUDg2jQ1VVqF4pffztfox7bww3vjCMFTPWkXTmLOExobQf2Jqg0JzzoJDwIMtJqbCogq2EsqLDwNaM3/sJM7+Zx4Lfl3I2LpnoKlH0H9OT3qMuIzCk8OdxAAHBAfl6nZSSvRsPcGTXMarWV2UDFAVUUqrUmjN+ARvmby3QMaSUxB44yZo5G2nXv6VvAlOUIiaEoEXFSrTIXBXlTq+atfHTNBxelp+bUjKwXgNfh+iWJgRda9Ska42aRXI+t2wNATvgudugewaYJ30ckKIoSuFKdTh4et6cAh9HE4IfNqxlcKPGPohKUYpHcHgwva6/zOOYXtdfxqT3/vZ6w7tynQrULIIVSgBRFSMZ9fRQRj09tEjO506zro3YtGibpYUA7sTHJqiklKJkUstjSqEFE5fx9piPfXIs3aaxa81enxxLUUqqyMBAhjTyvpw8wGajX+26eT6+lJLE9HQS0tIsF748lZLCvvg4EtOt3X0sDEILgcAhuO+w4o2W2Z1FURSldEhxOLh+8u/siSt4B1FTSracjM1TsWNFKY2uHNfPUv2gXqO65Ws7miPDQcKpRDLSMiyNz0jL4Oie45w4cBLDw4rGwjbwtj7uC1tZFFoEq8oUpbRQK6VKmZOHT/PG6A8K8h6oKJekhjHlvI5JczpZcuggvWrVtnTMNKeDXzZv4ocNazmYkABAheBgbmjeitHNWxJ2XqctcCWvZuzaydfrVrPhxHHAdbe9d63a3NGmPa0rFf0dMxFyLzJ9PpixQF4mdyYiYGAhRXWOlBIcG5Epv4GxE/AD/46IoOEIvWKhn19RlLLjzSUL2Rx7orjDUJRSpXy1GALDAjkbl5zrGCEEy6at4sbnh1lOTO1cs4c/3vubBROXYTgMNE3QcVBbhj54Jc27XbwC8eTh00x8Zxqzvp1HauZ2wugqUVx91+Vcc98AAvO5nS6/ylWNZuwbo/nysfF5ep0QULVBFao3KvzGCNI8C6lTkOlzwEwCvQoicAjYu5XoRjXKpUclpUqZ6V/OwfTQkjWvDKdJvdb5a82qKEUhMT2daTu2sSfuDLrQaF+lCr1q1cGWhzpoUkombFyfa0HbLHrmdgwrSanE9HRu+HPiRRc4J5KTeXf5EiZt28yvQ4dTPjgkO4ZXFs3nu/Vrc7QMN6Vk3r69/LtvL+/0HcA1DRtZ/r58QegxEP0bMuEJyFiKawGtxMtPCrQKYO9doHNL4zQ4VoN0gK062JrlmMxKmYaMfxjS57jOmZU0c6xDJn8GoU8hgm8sUAyKolwaEtPT+X3LJkv1Ba3QhKBxufKqULFSYkkp2bZiF8umriIlKZXoylH0Gd2V8tW936Q739Jpqz0mpLLOtWf9frav3E2jDvW8HnPuTwt5a8zHaJqG4XR9tpumZMX0NSyduopx745hyANXZI8/sO0wD3d/jqT45BxNnE4fOcN3z/7Coj+W8/a85wkOC8rT91ZQwx65ioCQAL59+mfOxiWj27SLmk9dSEq47tGrC/TeYZomW5ftJPbASQKCA2jevTEhEcE5z5O+BBl/N8jUrEfAuQ2Z/g/Y6kPkNwi9aGqYKoo3KilVyiyctDzfe5cvJISgXLVo2vRrcdFzUkriTyZiOJxElA/P7sChKEVFSsmXa1fx/vJlZBhO9Mwk1Lfr11A+KJh3+g3gsuo1LB0rNjmZ3Ra2axhSsvjgAQzTzD5fbh6fO4utJ2Pdpm5MKTmUkMC46dOYNOx6hBBM2b6N79avzX7+wvMCPDJnJk3KladedLSl78tXhF4REfU90rkX0v9DmomQNgOMA3BRKk8HEYaI+hoh8ve+II1TyKTXXec4f3WWXg9CH8kuni7jH4X0fzOfPH8Vl+s9UCa9AlooInBwvuJQFOXSsfTQQY/Fy/PKlJKbWrRy+1ya08GZ1FRC/P0Jsxft6g1FATi29wQvX/c/dq3dh27TEcKV9Pn+2V/pPborD3x+O/ZAu/cDAatnrbOUbNFtGqtmrvOalNq9fh9vjfkYaUoMM+fvZNY5Pnvoe2o2rUbrPs0xDINnrnydpLhkt9dA0pTs2bCfD8Z9xVMT7rf0PfnSoDv70f/mniybuopDO45yeNcx/vtlMSBzNKPSdA3TMLnm3gH0H9Mj3+f7d8Iifnj+N47tPXdT1M9uo++NPbj9rdEEhwcjHZuRcbcDTnLO4TJ/3s49yDM3QswUhCiawvCK4onKNJQyKUmp3gdZkJWcH/7Y1Ux85y/SU9KpULMcHa9sw7yfFzPl45kc3e3aXhQUFsSAW3tx7UNXElOlaC+WlUvXRyuX8/6KpdlfO88rUn4yJYWbp/7B+MHD6Gih81Ga02n5vBJwmIbHpNTBhHhm79ntcS2RISXrjh9j44njNK9QkS/WrvK6UksA4zeu46WefSzH60vCVhtstV1xhtwNKb8gU34E41DmgBAIHIYIvjnfW+ekcRJ5ehiYJ7hou6CxGxl/J4S/4bqLl/6P9+MlvQMBV6ll6IqieJTssFav5nyaEG5XVmlC0LJCRUwpeX/5Uuw2ncuq10QXgq/WrmbGrh3ZjTXaVKrMLa3acHmdempVlVIkTh05zf1dnibxdBJA9kqkLP9OWET8iQRemf4kuu79szM9LcNS2RAhBOmp3n/P/vxgBpomMDzs/NB0jYnvTKN1n+asmL6W4/tiPR7TNEzm/7aE29++gZjKRV/v0t/uR/frOmd/fe2DVzLxf9NY8Puy7J9/ww71GHL/FXS7tmO+3wsmvjPN7XZBR7qTWd/OY+uyHby/+BUCjY9w3cDL7WdsgLEPUv+CoOvyFYui+JJKSpUQx/fHMv2LOaz9dxOOdAc1mlTlytv70bx74xxvXOWqRnPmaJylwpr1WtfmsiHt+emVP3CmO9FtGhIwHAbBEcFEVYzgo3u+QdM1hCYwHAZCE0hT5jhnSmIKf344g7njF/C/+S9So7Fqf6wUrmNJSdntut2RSEwJz8ybw5wbbvb64R4TFIRN03IktnITERCAXff81jh91w6EEF5/D21CY9rO7UQEBLLz9Cmv5zak5K+d24stKXU+Ifwh+CYIuhHMU4ATtGjX4x5I525k6jRXZz4RggjoC37tsv8bycRX3CekXM+6/pnwNAQMIseWvdyYJyFjEdh75PE7VBSlLHCaJnP37mHi1s0cSUogxM9Ovzp1Gda4KZGB51YAVAi2XlRYAC/37MOvmzey+WQsNqGBcK3gNaSkXlQ0O06f4rG5/2DTNKSUvL10MeDaBm6c99mw7vgx7p7xF2NatOLZbj1VYkopdD+9/AcJp5NybHM7nzQlq2dvYMmfK+l2bSevx6tgcbuf4TSpWNPzWNM0+e/XxV5XXZmGyeo5G0iKO8vCScuyVxl5JGHplFVcdVd/S/EWprqtavHkT/fzwBd3kHgqicDQAMKiQj2+JiMtgwUTl7FlyQ4Mp0HNJtXoe2N3wqJdrzuw9ZDH+lWmYXJw2xG+f+Y7xj01H8+3QQEEMuVnhEpKKSWASkqVAJPfn87nj/yAECL7DffgtsPM/3Upbfu14LlJDxMY4ppYDbilF9tX7PJ6zOjKkXy4/FVsNhtX3305/05YzP7NB9F0jWqNqjD+xYkc3nUMcL2JZV33ycy7FhdebJuGSVJcMk8NfI0fdn2ktvMpherXLRu9jpHA3vg4Vh87QrvKnotFBvv7M6h+Q6bt2JbjYuFCmhBc37S514uGuNRU9FzuoOeMURKXmkpiRrrHcec7m5H3u/mFSQgBuvcJqTTPIhMegfR5nOvmJ5ApP7hWPUV8AiIwc/WTt+SgCY5VWCu8roFzP1jbhaAoShlyLCmJm6b+we4zp3Osalp3/CjvLV/KxwOupHftOgB0rFqN8kHBxKZ4ro0D8GKP3oxs1oLrmzZn/fFj/LNnF0kZGZQLCiYuLYXxGzdkj73wZseFnzFZMX2/YR2NypVnWOOmBfqeFcWTlKRU5vw4P9eEVBZN15j26T+WklL9b+7Jz69N9jrO5q/TY0QXj2PSU9JxpFtcvS4h6cxZzuaybe9Cmq6RFHfW2rGLSGBwgKUC7EumrOSdWz/NrEvlmkOZpsnXT/zE6OeGMfKpIfz12Wyv2yhNw2TWd0sYc78gMNhbUkqCsT8P342iFB7rlYKVQjH7h/l89tD3SFPmeMPNesNZ++8mXhn+XnaSqOfIy4ipEoWme/5Pd9ubN2CzuRJHweHBXHVXf+779Dbu+ehWNi/eRlLcWa8fWBcyDZPYg6dYNm11nl6nKHm18cRxS8VoNSHYeMJaJ6U72rTDpmmIXBoba0IQ4u/PDc1bej1WRECgx+RWFiEEEYGBRAVa368fEVD66o9ImYGMuwXS52c+YmT+yZx4Ovcgz4xAps3Ge0IK1xgzwerZwcvqLUVRyp5Uh4PRf05kX2a9wPM/MySQYTi5c/pU1h47CoBN07i7fUePx9SFoGZEBNc1aQa43sNbVarME5d159VefbmqQcMcCam8EMCXa1ZZWumuKPl1cNthMtIcXseZhsmOVbstHbNynYr0uaEbQvNww07A0AcHERrpeUWiPciOzd/6je2QyGAiyoWj27xfshqGQWT5cMvHLilWTF/Di0Pf4Wy8K2FuOA0Mp4E0JU6HwffP/spPL01ixYy1XleYAaQlO9i+1mrBd78CRK4ovqOSUsXIMAy+ffpnj2NMw2TlzHVsX+n64AgMDuCtuc8RWSHctYLhvM+HrDfsm1+5nt6juro9XlxsAosmLc9zQiqLpmvM/32p94GKUsLUj47h66sGE2DTcySmROafcLud8YOHUTHE8/JqgIH16ltKmjlNkyvrNaBKaBitKlbK0XXPHV0IhjZq4vW4JU7adHCsJ/eEkwFmPKR5rxGVTQRCLgnEnCT4t7d+XEVRyoRpO7axLz4u1xsEWY+eX5twdLMW3NGmHeB6v82S9TlQOTSMH6+5Fv9c6uxM2LQhx+vyQgJ74s6w+4z3phuKUtI8+MUddBrUFgDtvARR1rXHFbf14eZXRng9jqZpdL+uk9ckk6ZrtOrdjLCoUHqN6mopGWOz6Vw2pIPXcSWJaZp8ePfXgPS42278yxNJPZtm+bgZGVaSUjr4d/Y+TFGKgEpKFaO1czZy+mic13G6TWPGV3Ozv67WoApfb36PO965kar1K2MP9CckMpheI7vy8YrXGfnUkFyPtXP1Hktv7LkxDZOEk4n5fr2iWNG0fAWvCRxw3RlvVt56O9su1Wqw6ObbeKzLZTSKKUelkFCaVajA8917Mf+msZaPVTMikt616ni8ONGFoHmFirSqWAmAcW3be0xkCVx38kdbWKlV0sjkn/D+cWKAY53FI+rg1wzvO8x18GuPsNW1eFxFUcqKCZs3ek1bZ3VUPZLkmrcIIXi8Szd+v3YEl9etT5jdTqDNRt2oaJ7v3ovpI2+kaljuKy1WHDlsaZWsJ/HpvmlYoyjuVGtYBT+799Uvmq5Rr01ty8f1D/DnhcmP8va/z9Pl6vZUrFmeSrUr0GtkVz5c9hoPfH4HmpeuxVmG3H9Fjq507piGybBHrgKgVa+m1GlRw2MiS2iCAWN7Z9dfKi3WzNlI7MFTXgvJCyGwB/qjeVqtdp5KDfphZV4mgkdbOp6iFDZVGKgYHdl93FKxZMNpcmjH0RyPhUQEM/TBKxn64JV5Oqf00OnCCk3XiKxQ+pbGKqXLiCbN+XTVCo9jBK5tFu0qV8nTsaMCg7ijTXvuaFOw1TXv9L2c6yf/zo5TJy+6uaUJQeXQMD6/4qrs+lR9atfliS7deGPJwosK4epCYNM0vrjyGo8XRCWWcxvWtuVlgFYeTM9ddMBABI2GgP7IhMczH7vwp6y7CqmHv5LncBVFKf0OxMd5LeOb5VBCAlVCw7K/blu5Cm3z+NkBrlUNBRUVoNqvK4UnOCyIPqO7MvuH+V5rD1191+V5OrYQgpY9m9KyZ8HqotVvU4eHvh7Hu2M/Q9NFjjizCprf9uZo2vVvmX3el/96kkd6Ps+xfbE5rmWyGjS16duCO98dU6C4isOedfssFXE3TZPwcmHEHvTcNEdogobt61Kj9UPIM6vAuZtc63MGjUH4t8tn5IriW2qlVDHyD/C3XFvAHuibPb81mnguCO2NaZj0vP4yn8SiKLmpEhbG3e1yr/0hACHgpZ69i62TUXhAAJOGXc/jXbpROfTcnbnowCDua9+JqSNGXbQV8PY27fh16HD61ambvcoqyM+PUc1aMH3kjXSrUdPncUqZgUz7D5nyGzJ1OtIsjJWOefhvEHSDlwE6+LUB/06IwGsQEZ+AXv3iYf4dEdGTELaaeQlUUZQywt9Ll9ScY723vbeicbny+d6+J4AG0THUjiz6dvXKpWX0c8MIiQzJdWWRpmm07Nm0WLe6XX5zT95f8gpdrml/rk6ugLb9W/Dm7Ge57tGrc4wvVzWaT1e/ydjXR1G+Rkz24/Va1+ax7+/hlb+ewN/CCrG8OrzrGP98/x8zv/mXbSt2+b4mnMX3EwHEVI6ieqMqnrc+SrjpxeEILQQR9TMEXMVFa1BEJCL0CUTok/kOW1F8Ta2UKkatejV1vct4W7KpCdr0beGTc1aqVYHWfZqx/r8tljpZXBhHpdoV6HBFa5/EoiiePNixM366xscrl+M0TfTMZeFO0yQyMJB3+g6gS7UaxRpjkJ8ft7dpx9jWbTmTmopEEhUQmB2rO+2rVKV9laqYUpJhOLHrtkJJrElpQvLXyOSvQJ5fNNwfGXQtIvRxhPDRHXu/puDYgNfVUiIIEXwjiEBk0qu47otk3cHTXX/3a46I/BwhXD9DEdAH7L3BsRqcewA/8G+HsLlJVCmKcsnoXqMmU710VAUI9fencTlrLe29GdWsBZO3b83XayVwZ9v2xXYjRbl0lK8Ww/uLX+HFoW+zf/Oh7G5uUkpM06TrtR15+Jtx2Y8Xl8Yd69P494dJS0nnbNxZgsODsruNuxMcHsx1j17NdY9eTUa6A13XCu17OLj9CB/d/TXr/9uc4/EaTaox7t2bfHZd1qBdHWvXY0LQsEM97vvsNp7o/woHthzKscJK0wRC13jsu7uzYxNaKCLiTaT5OKQvBpkMWkWwd0GoBjFKCSPkJdQGJDExkfDwcBISEggLC/P+giLw5IBXWTt3o8c3JJu/jd+OfJmnfdJOh5Nl01azdu5GHOlOKtetSL+buhNTJZqda/bwwGXPYDgMzDxs5wuNCuGj5a9RpW4ly69RlIKKT0vlz+3b2H3mNDZNo33lqvSrUxc/H9z5TkpPZ8auHRxOSsSu2+hWoybNK1S8aNzaY0cZv3E9Sw8dwGlK6kdHM6pZC/rXqeeTOHxNSolMfA5Sf8tlhOZK/kT9iBAF7/YnU/9GJjzkZZQOQaPRwp52vcZ5CJn6K6QvApkBtlqIoBHg3zU7IaUoJUFJnDsUtZL4M9hw/BiDf/fcLEYTgrGt2/JEl255OvahhAT+2LaFI0mJBNps9KhZm+41aqIJwb2z/mbW7l2Wml2c7662HXiks1pprhQdKSWbF29nyZSVpCalElMlmt6ju1K5zsXznPwce8eq3ayZvZGMtAwq1a5At2GdCArNmVRKTkhm9g8LmPntv5w6fIag0EC6Du3IoHH9fBJHYdi/5RD3d3matOT0i67PsppMvfDHo3S+uuBb36SUjKl/70XbEi+k2zR+OfQFkRUisq/xZnz9L8f3nSAgJIDOV7VjwNjexFRWKzGVksXq/EElpYrZiQMnuafDkySdSbpo77cQAonkyfH30Wuk+2567mxYsIVXR7xH3ImEzDsIEildb3zX3DOAO965kS1Ld/DStf8j4ZS1rTx+dhs/7PyIctVivA9WlBLOlJIPVyzjizUryTAMdE1DSomRWTj9vf4DqR0ZhZSSVxbN57v1a3PUgdKEwJSS5uUr8P01Q4koYTVCZPoiZNytXkZpiJD7ESHjCn4+6UTGjYWM5bhfLaWDVh4RPRmhRxf4fIpSlEri3KGoldSfwbvLlvDxquVun9OEoGFMDL8NHUGwv7VVAelOJ8/8N5fJ27ZkN9sQQuA0TaqEhvHpFVdRPyqap+bN4c88rJi6rnFT3ujT3/J4RSnJDmw9xOujP2TP+v1ouobQBIbTwB5o5/onBzPyqSEIIdi3+SCP932J+NhE5Hnd5bK26z3yzV30vbF7MX4n7t3d/gl2r9uX64IBISAgOIDfjn1FYHDBb+ytm7eJJ/q/gjRlrtsDb3/rhuzC74pSmqiklBsldVIVe/Akn9z/Hcumrc7xZlSjcVVue3M0Ha5oY/lY21bs4qHuz2E63a+CEgL639KLh78aR0a6g7k/LeTDu77CcORSBC/TyKeGcPMr1+f6/I5Vu5k7fiGnj8cRHBpIl8EdaDegJXoJXEWiKC/M/5cfN653+5wuBCH+dqaOGMWMXTt5a+miXI+jC0HrSlX4deh1JWpLhnnmNshYTK7FLbNo5UgImYVTakQGBmKz2DnHHSnTkAnPQto0XPuSNVwzUAP8WiMi3kfoJfOuqKJ4UlLnDkWppP4MpJT8snkjH65cRmxycvbj/rrOkIaNefKy7oTa7ZaPdef0afy7b4/bVVCaEATYbEy+biT1o2PYG3eGJ/6dzeqjRzweN8jPj4VjxhIV6L5Fe1J6OlN2bGPNsSMYpkm9qBiGNW5KpdDS1UVMuTQc3nmUezo8SerZtFyTNsMeHsSIJwdza+MHSTyd5CG5I3hzzrO06tWsMEPOk51r9nB3uycsjb3n41vpck17AkMCCA5z//tt1Zo5G3hrzCecORaH7qcjAKfDICDYzq2vjeKaewcU6PiKUlxUUsqNkjqpyhJ76BSbF2/HmeGkWsMqNGxfN88Xuvd1eoodq3Z73Zb32dq3qNuyFgCbF2/jictfxZnhyLFaSwjXJWWHK9rwwh+PYPO7uARZ4ukkXhr2Dhvmb0W36ZiGmd1Jo0LNcrw87QlqNVW1X5SSY1PsCa7+9SePY3Qh6FmrNisOHyIpI8PrMX+7djjtKhesiYAvmcebAt7jBug/8zr2JEUS6m/n+qbNuLllGyqEhOT73NI4Bql/Ic2Tru54AX0Rfo3zfTxFKW4lfe5QFEr6z8AwTZYdPsTxs0kE+fnTpVp1wgPytoJh8cED3DhlkscxuhD0rFmbLwddA7hqHN43829m7dl1UYlQV1dVnW+uGkznau7nQVO2b+PpebNJczovmu+Nbd2Wxzp3zV6xpSglwdNXvsbqfzZ4rYM09IErmPzhDI9b0jRdo1nXRrwz7wUfR5l/v701lW+f/tlSnaeszn8Azbo2YsgDV9DlmvzXjTOcBitmrGXL4u0YToMaTarRY0QXn6zGUpTiopJSbpT0SVVB7dt0gNtbPOJ1nG7T6H9zLx784o7sxw7vPMrvb09l7k8LcaQ7AajaoDJD7hvIwNv6uC0kmJGWwf1dnmHvxgNu37w1XSM4LJBPVr9JpVoVCvCdKYrvPD53FpO3bfVaHNdCDwLAdeExpFET3iwhWzOklMgTjfBadDzTlf9cy/YE15Y6XQjCAwL4dehw6kapbXaKAmV/7mDFpfAzuPPvqfy7b4+lz4bFN9+evZLJME0mbt3Mt+vXsvvMaQD8NI2rGjTi9tbtqBft/r10xq6d3DPzL4/nuq11W568rORtb1IuTScOnGR07bu8To50m4Y9OICUhBRLx52w/1PKV/dNM4KCmvDKH4x/aSKG08tK8wtkFR0ffP9Axr07pkStnleU4mR1/qC675Uhu9fttzTOcJrsWLU7x2NV61fmoa/GcdcHtxB3PB6/AD+iK0XidDjZtGgbyQkpRJQPp1HHemiZW3zm/rSI3ev25Xoe0zBJSUrl51cn8/DXBa9boyi+sOrIEa8XHeCac1lJTBlSciTRWm22oiCEQOpVwTjodazTFBxNObcqypCShLQ0xkz9g/9uvLVEFnFXFEUpDBtjj1v+bNh++mR2UkrXNEY0bc7wJs04mZJMmtNJTFAwQX5+HEpI4N+9exBC0Kx8BcoFBwOuRNbLC+d5PdfXa1dzY/NWVCmjiUCldNm+crelu3WG0yQ10VpCCuDk4TMlJilVpV7FPCekgOyb839+MIPazWty+c09fR2aopRpKilVhgjNelY+twx+QJCdSrUrYDgNfn51MpM/mE7i6aTs58tXj+H6J4dwxe19+Ouzf3IsXXXHcJr8O2Ehd757U4H3WyuKL1i56MhiZaRAEOTnl/+ACoEIGolMehNP34HTFMw4VIdER856K4aUHE1KYs7ePQysV7+QI1UURSkZNPIwh3IzVghB+WBXkn9L7AneXLKQxYfO3RzQhODyOvV44rJu7DpzmhPn1cDK9TxC8NuWTTzUqYvl2BSlsFjZ0pZFCJFr0e4L2YOsNSIoCp2vbkdIRDBn473/frojBPz21hT6j+mhVkspSh6opFQZUr9tHUvjNJtGk84Ncn3eMAxeHv4uS6es5MLPk9iDp/hg3Jcc2XWM/ZsPekxIZXGkOzm290R2DStFKU5Ny5fnaFJinpJTnkgkvWtb+90rMoHDIPlHME/grti5YQqcpsZn21q5fbkmBGsO/sflMW+D8xAIP7D3huC70LSSM3lUFEXxlVaVKnFi91mvnw2aEDQpVz7X51cfPcINf07CaeZ87zWl5J89u1h2+CBDGzXJ0dE1N6aUbD910vo3oSiFqHZzazVidZtGhRrlOHHg5EWdxS8UXTmSWs1KTu1Z/wB/bnppOJ/c922+Xi8lHN5xlE8f/J5NC7fiSHMQUzWam1+9nobt6vo4WkUpO/Lfakkpcao3rEKzbo2yW63mxnSaDBrXL9fnZ3w5lyVuElLnm/Su5zoIF9IK0NVLUXxpVLOWli46OlWtRu9addA93OnShCDU35+r6jf0dZgFIrRQRNR40LOKr7t+/6R0/Ul2+nHzwoHsSoy66LU24WRS70k81fh/kL4AjL3g3AHJn0Jsc8zkX4rwOyl+UkpkxhrMhKcwz9yIGXcnMuVXpJm/u6iKopRMNzRv5fWzQReC/nXqZm/Du5DDMLhrxjQcpuH2WFlbpP/etdPiSlzQ8rAKXlEKU43G1Wjcqb7X/ycNp8nIp4Z6TUgJIbjm3oElrlP31Xdf7uo4LvB6TZWbKR/OYM/6/RzcfoS1czdyb4cnuaXxA6ScTfVxtCWbNBOQyd9jnrkN88xNmAkvIB1bizsspQRSmYIy5u4PbsHP3+bxTXTg2N6snLmerx4bz4RX/uDA1kPZz0kpmfzBdEuL2ANCAiy9WQeHB1G1fiUr4StKoetUtRp9atXJtaORJgQ2TePxLt14rXdfKoeGuU1M6UKgC8FnV1xNYAnbvgcgbNUQMTMQER+BvTvYGnPK2Yzn1nal69+jWHWqstvX/dXvD5pFnsL9j8eEpOcxU/8s1NhLCmkmIs/ciDxzPaT+CRnLIf0/ZOJzyJNdkemLiztERVF8pF3lKgxu0CjX+Y8uXFu1u1avyTtLF/PWkkVM2b6VdKcze8ycvbs5lZKC6SG5ZQLHzyZ5HHO+1hXdv1crSnG4450b0XQt15IhQhN0u7Yj/cb04M7/3ZT9mLtxbfu34NqHrizUePNDCMHIp4bw4+6PGfbwIBp2qEf9NrWxB9u9v9iDQ9uPMLbxg5im9W2QpZlMnY6MvQyZ9DpkLICMZZD6G/L0NZhx9yBlWnGHqJQgqvteGbRj9R5eG/k+R3cfR7fpCOG6a6H7adRoVI29mw647r7pGqYpMQ2TVr2b8cT4e3FmOBlV8y6fxaLpGkPuv4I73rnRZ8dUlIJKdzp5fO4/TNu5HV2I7KLmhpREBwbyycCraF/FtcrodEoK761Yyh9bt5BuuC4+BNCtRk0e7NiF5hUqFtv3kVeJ6Wm0//pzMgz3RTwHVtvNh53+tXCkYLSK63wbXAkjpRN5ZiQ4NuFuC6Tr/wIdEfULwr9FEUenFKVLZe7gyaXyM3CaJm8sXsCPG9djmhJNc9XFMaSkalgY6U4nJ1NSsGWu/naaJqH+dp66rBvDmzbnsbmzmLx1i6XepyF+/qQ4HR6TU36axrJb7yAqUNXkVEqOdfM28crw90g8nYRu01ylPITANEz63tidB764A3+762bdoskr+OmliezdeCD79RHlw7nmngEMf/xqbH6lp5LMd8/8wq9vTslTbS137nz3JoY+UPKScb4k0+cj47K6vLt7j9PA3gMR8ZmqvVXGWZ0/qKRUGSWlZN28zaybuxFHuoOKtSqw+M8VbFy41W0dKN2mUb56OZ746T7u7/y05fPUbV2LPev3uz2mpmtUrFmOj1a8TlhUaIG+H0UpDHvjzjBx62aOJCZit9noXqMm/erUw9/NUvKk9HS2nIzFaZrUioykSmjpfA95acE8ftiwHulmkjCz/2/UDYvPZZXUBSI+Rwvo5fsASwiZ9g8y/l4vozTw74AW9UORxKQUj0tp7pCbS+1ncDolhWk7t3M4MYFAmx8xwUG8unA+psTteyfAiz16s+rIYabv2mFpa16Qnx8ZTicm5JqYerFHb25o3jLf34eiFJaMdAeL/1jO6jkbcKS5rjMuv6UnVepevDNCSsmBrYc5deQMQaEB1G9bp1Qlo7LEHjrFzQ3vx5HmsFzE3Z2YKlH8cugLH0ZWskgpkacGuso/eHk3FFG/Ifzd1zdVygar84fS946gWCKEoHXvZrTu3QyAeT8vYsP8LbmON5wmJw6cZP6vS9B0gWlY7JgR6M+gcf2Y/sVcTMNEy7xjYhomrfs047Hv71EJKaXECvH356oGjYiwB2S3985NqN1Ox6rViiiywvN4l27siTvDooOuFZPn/6ZXDU6ylpACSJ8PZTkplfIzrh3unu6ImpCxDOk8iLCVnEKtiqIUTHRQEDe3bA24EkY9f/gGSe4JKYBXFv7HyGYtLCWkAFIcDl7o3ovv1q/lQEI8uhAIIXCaJhEBATx5WXeGNW5a8G9GUQpJnVa1qNOyJhVqlicgKPetbUIIajapRs0meZhDZWS4imDa3Rw3LQ00DfyLtvFK+WoxvDD5UZ6/5k1Mw8xZM+vCCZUHZ47HF0Z4JYdjPRh7LAzUkSm/qKSUAqik1CVjysez0DSB6aFbnmmYzP5hPk26NGDTwu2Wjnt4x1HeX/QKNzw3jIUTl3PmWBxBYYF0vqY9VeupOlJK8XMYBkeTkgCoFBqKv67z3/69fLF6FSuPHs4e17xCRW5v3ZaB9XLvTFkW2G02vrlqCH9s3cz3G9ax4/QpACICAjK3pLjf2nfJce7Gc0LqPMY+UEkpRSmTlh0+yKHEBK/jnKZJoC1v02o/XWfejbew/PAhVh87gtM0qR8VQ986dd2u2FWUohZ/MoGkM2cJiQwhsnw4iaeT+O2tqUz/cg7JCSkABATbufyWXgx//BpiKl/cQCXPTp6EHj1cyaeFC6FKlXPPHTkC3bpBQADMnw/lyhX8fHnQrn9LPlv7Nn++P505Py0kIzUDgIo1y3F8n+qUCYBzr8WBBjh3FmooSumhklKXACklO1fv9piQypKckELrPi0sJ6X0zOW3EeXCuequ/gWKU1F8KT4tla/XruHnzRuIT3MVUwz1t9OkfHmWHz50UaHzzbEnuGfm34w7GcujnbsWR8hFxqZpDG/anOFNm5OUno7TNAmz2xGnZ4Cxy9pB7GV3lZRLXi4I1UepopRV648fQxfCa2c+IQSHEhOICgjkTJq1Dls2TUMIQadq1elUTSW2lZJj1T/rmfj2VNbN25z9WMMOdTmx/yQJp5Jy1FVKS05n2qf/sGDiMt5f9DKV6xSg1ubJk9C9O+zKnIt07QqLFrkSU0eOuL4+lNmgqXt3WLCgyBNTNRpV5YEv7uCej2/lbHwyAcEBHNx+hLvbPm7p9dGVIws5wmIm8jB/Emr+pLio7nuXCHc1n3LTtl8L/Py9v0noNo02fZsXJCxFKRSxyWe55tcJfLFmZXZCCiApI53lh12TmQtreGR9/dnqlczeYzExUwaE2u1EBgaiaxqE3GfxVTqCdKR0eh9aWvl3xlpiyh/81BYbRSmrXJ8N3vc1SykxJVzfzNq8SAAdMhtqKEpJMundv3hqwKtsWLA1x+PbV+wm7kSC20LfpmGScDKR5we/lf96S+cnpJxO159Dh1yJqFWrziWksp7btcs1/mTxrFCy+dmIKBdOQJCd+q1rE1UpwtLrqtavzPH9sYUbXHHya4OV90xXXc5OhR2NUkqopNQlQAhBjabVLHU3sAfZqdm0OgPG9kbTPf/vYThNtTpKKZHunTmdI0mJXu9su6MJwTfr1hRCVCWfFtgf9PoWRprI+HuRp69BGicKPa7iIIJH4X0row4BVyG08KIISVGUYtA4pjyG9L6VVwhBo5hyjG7WEt3LfEsXgsuq16B6eISPolQU39iwYAtfPPIjQJ67zJmGyf7Nh9i4cKv3wRfKyHBt2ctKSGXJSky1b38uIXX+c7t2uV6XkZH3c/rYo9/ebWnc+v82c2Pde5jy0cxCjqh4CFs18O+K9xt7EhE0oihCUkoBlZS6RFxz9wCvdy40m0b/MT0ICLJz00vDqVS7gsfE1HWPXEXD9vV8HaqiFMjWk7GsOno4XwkpcN0VX3X0CHGp1rZflDnRU8CvpZdBmT9b5x5k3M1IWfyTQV8Tfs0geKyHETpoFRChDxVZTIqiFL3uNWtRPijY0tjrmjSlQkgIz3fPfXuzLgRhdjsv9+zjqxAVxWf+eO9vdFv+Lw91m87iP1bk/YVSumpIuZOViHLmsjo7Lc31+mLWtn9Lnpv0MDYvu02kKZGm5JP7v2XeL4uLKLqiJcKeAxGKp8SUCH0MoVfJ9Xnl0qKSUpeIPjd0o17r2rkmmXSbRlhUKNc/ORiAsKhQPljyCl2HdMh+TdZKq7DoUMa9O4axb44umuAVJQ9m7d7l9S61FcsPHypQy9/SStNsaNG/Q8xsEN5WABmuguBpZfRuX8ijiNDHQWS1sNVwLUkXYO+GiP4doccUY4SKohQ2m6bxfA9XksnTJ8s97TpSPjgEgNHNW/J+/4FUCgm96HWdqlbjz+Gj1CoppcTJSHew/O81ObvK5ZHhNNi2Yidn45Pz9kK73VXUvFo1sNowwGZzjV+40H2XvmLQdUhHpqdMYNCd/SyN//bpnzHN/P+8Syphq46Ingh+bbMeITvtoEUjwl5FBN9aXOEpJZCQl9BVV2JiIuHh4SQkJBAWFub9BWVMUtxZXhnxHmvnbES3aUjpSjQZToPqjarw4pTH3XbMO3X0DKv/2UBachrlq8fQ7vKW+Pn7FcN3oCjevTD/X37evBGnDz7kL6teg08GDCK0hEx2ipJ07kWeutzCSA38WqFF/1LoMRUXKdMh/T8wjoIIBP+uCJuqBXOpuNTnDqB+BgDTdmzjqXlzSHE4sm98mFKiaxr3tOvIve07XlQmwZSSJYcOsC8uDruu06FqNWpGlPEix0qplXg6iaHlbvHJsfwD/Xnyp/u4bHCHvL3w/GLmua2MgnMJqawi6CXMK9e/x+I/lltK8L0z7wVa9GhSBFEVD+ncDenLAQfoNcDeFSHUdeSlwur8QSWlLkG71+/j358WEXcinqCwILoO7UDLnk0t1ZxSlJLuo5XL+HDFsnxv3zufLgTtKlflpyHDLurWV9bJ9PnIuNutDdai0covK9yAFKWYqLmD+hlkSXE4+GvHNlYfO4opJQ2iYxjaqAnRQUHFHZqiFJjT4WRQyGicDm/1FL0TQoCAN2c/S6tezfL24lWrXDWkvFm5Etq1y1+AhezO1o+yZ/1+S2Mf+upOBtzau3ADUpRiYnX+oPowljJSSnau2cveDfsRmkajDnWp0bhano5Rt2Ut6rasVUgRKkrxGlS/Ie8tX+qTYxlSsvzIIRYfPEC3GjV9cszSIy+rw3y7kkzKDEj7B5nys2t7oLCBf2dE0CiEf2ufnktRlEtHUno6Cw/sJzEjnejAQLrVqEmAzfod+yA/P4Y3bc7wpqrzsFL22PxsdB/emfm/LinQFj5wXa8IIfj6iQl8svIN6y88cgSGD3ethPK2Umr48BK7Usoe6G95rH+A9bFWHN55lL8+m83CP5aTejaVclWjGXBrb/rd1IOQCGv18RSlqKmkVCmyYcEWPnvgO/ZsOJDj8aaXNeTej8dSu3mNYopMUUqOmhGR9K9Tlzl792S28i4YXQh+3rTh0ktK+TV3bVWT3gq+6xDQw2enleYZ5JmbwbkNV/0B01VXPW0GMu0vZNBNiNCn1MpORVEsS3c6eXPpIn7ZtJF049yFbqi/P7e0asM97Tqia6rMqqJc++Ag/vtliU+OJU3JztV72LfpALWaWbhGsbp1D8515evatUQmptoPaM22FbuQppcmU7pGi56+27o369t5vHv75whNYGYmFpMTUvj8oR/45fU/eWvuc9RqWt1n51MUX1GfwKXEqn/W83jfl9i76eBFz21dtpP7Oj/NrrV7iyEyRSl53upzOc0rVARyFpjN+nu9qCi6VLP2oWxIyc7Tp3wbYCkgtGAIHIb3lr4GInCUT84ppUTG3QnOnZmPnH+nNnM7QcoPkPy1T86nKErZl2EY3Dx1Mj9uWJcjIQWQlJHBByuW8cicmZdkYwtFuVDdVrV48qf70G3aRV34dJsGAq64rQ9+dusrDA9uP+p9UFoadOtmLSGVJSsx1a0bpKdbjqcoDBjby2MHcwBN0+h8dTtiKkf55JyrZ2/gf7d9hjRldkIKAOmaXyWeTuKxPi+RFHfWJ+dTFF9SSalSICMtg9dHfoCZ2UL0QqZh4kh38MYNH6pJlaIAoXY7vwy5jtd69aV+9LnuaHUio3i5Zx+mjhjN6OYtLR/PT/eWmCmbRMgDYKuDu4+KrLeitzZ24O7Z2zh+NqngJ8xYAY71ZCegciGTv3AVH1cURfFi/Mb1rDhyyOPK2ak7tjNrz64ijEpRSq4ew7vw2dq36T+mZ/Y2NP8AP/rc0J3P1rzFA1/cQaXa5S0fz8/fwsYcTYOAAPfPZXXjy60rX0AAlLDV01EVI3noyztBkOvKbtM02bpsJ7O+neeTc/708kSP9U9NwyThZCL/fPefT86nKL6ktu8VMSklGxdsZd+mg+g2jSZdGnrddrdw0nKvWW3TMDm47QibFm2jebfGvgxZUUolu83GiKbNGdG0OU7TREqZI7nUulJldCG8FkTXheCy6pfm1lihhUDUL8ikNzFSJqOLc3cvjySH8sGWtkw5UB9d7Gb98WNMHj6Sipkt0PNDpk7GtTLLS5FVmQjp8yGgf77PpShK6XMqJYX5+/eSlJFB+aBgetWqTaBf7is2TCn5Yf1ar8fVhOCH9esYULe+L8NVlFKrVtPqPPjlnTzwxR040h342f1yJFda92nO4V3Hcq7IcUO3aTTqZOH3yt8f5s+H7t1h165zq6Wyuuz99purhtT5K6lsNqhXz/U6f9/WZfKFfjf1IDQqhC8fHc/hne5Xi505Fsf/xn7GmePxjHxqSL7PdWzvCbYs2eF1nJSSGV/N5dqHBuX7XIpSGFRSqggt+2s1nz30Pcf2nEAIgUSChEYd6vHAF3fkmpxaP28zuk3zWnRQt2msn7dZJaUU5QI2N7VCygUFc3nd+szavdNjYsqQklHNWhRmeCWa0EKJ1Z9g4NRg2pY7QqDu5GhKCGtOVURmbog0pORkSjIvzJ/H51denf+TGUfwmpACQAPjWP7PoyhKqZKUns5LC/9j6o5tOE0TTQhMKQn28+PWVm25t737mlDHziZxOCnR6/FNKVl19DCGaaraUopyHiGE20Lcg8b1Z8pHMz2+VrNpdBvWicjy4dZOVq4cLFhwLjEFroRUVs2oRYvO1ZwCV0JqwQLX60qoToPasvqf9RzZfcxjfanvnvmFjle2yXd94JOHT1sfe+RMvs6hKIVJffIWkfm/LeG5a97k+N4TgCtTTeZ7047Ve7iv89PsXr/P7WsdGQ6s7MoTQuBId/gqZEUp857p2oOYoCB0D8udW1eqzPrjx0hzXrq/W79t2USCw86cI7WYdrAeq09Vyk5IZTGkZO6+PRxLKsA2PhEMWFmCb7qKsCuKUualOByMmvw7f27fitN03ZzL2oqX7HDw4cplPDb3H7flCzIM663tJWQfX1EUz6o3rMKYl0fk+rzQBP52PyIrRLB/yyHrB85KTNWvD9Wr5yxinpWYql7d9XwJT0gBpCSl8s/3870WPNdtGn999k++zxMQbL0LckAeOgMqSlFRSakikJyYwju3fgbgNrmUVRPqnZs/cTupqlK3kqXzOJ0GVepZG6soClQICWHydaPoVqNmdirk/JSIJgQbTxznkTmz6PD150zaurk4wix2Cw7ss9TJ0JSSFUcO5/s8IqAX2dl6jzSwd8/3eRRFKT2+WruKradOenwP+nP7Vubtv7jZS4XgEPwt1gQsHxSMPbeaNYqiXGTU00O5/7PbichcCXX+9j5pShzpDqZ8NJPbmj3EY/1eIv5kgrUDlysH69bB1q0Xd9WrUsX1+Lp1JT4hBbB95W7SU7zXwDScJitnrcv3eeq0qElkxQiv43SbxmVDOuT7PIpSWEpNUurVV1+lc+fOBAUFERERUdzh5Mm/Py0iPTXd47WWaZjs2XCA7St3X/Rc/5t7es2wAwQE2el+XaeChKool5xKoaF8c9UQ5t80luubNsvxa2pKmX3nPCkjg8fm/sPvWzYVT6DFKC+rDTIMi11z3AkYBCIUz6uldLD3RegV838eRbnElNY5lMMwGL9xvdekuC4EP264+IIuyM+Paxo08rgaFlw3IPLS/EJRFJcr7+jLL4c+59mJDxNdOTJHYspwmpiGaw61Yf4WHur+PMmJKdYO7O8P9lxW/9jtJbKGlDvODOtzIkd6/udPuk1n8L0DEZrn9zrDMLnqLlWPUyl5Sk1SKiMjg2HDhjFu3LjiDiXPNizYkmvnhfNpusaG+VsuerxCjXJcdVd/r8cY/ewwAkPUlhalbItLTWXK9q38uGEds3bvIt1q62AvKoSEMHO39+5LLy34jxTHpbWVr3ZklNeLuiw1IyLzfR6hBSMiPsJV7tDd6gYd9KqI8BfzfQ5FuRSV1jnU/vh4zqSmeh1nSMnyw+63CN3Ztj12my3XrlS6EMQEBjGyWfMCxaooJZ2Ukk2LtvHXZ/8w46u5HNiah211Htj8bJw+cobTR+Ny7QJuOk2O7DzKlA8916EqayrXqWBpnKZrVC3gbpdhjwyiTd8WbhNTWY/d/cEt1Gp2aTbvUUq2UrNO+cUXXRch33//ffEGkg+Gw2lppZMQAsPhfkXCuPfGkJ6Wwaxv5uUoeq7pGqZhMurpoVz36FU+jVtRSpKzGRm8svA/JmfWFRG4Fh+G+tu5rXVb7mrXwWMrXG9m79lFfFqa13EpTgfTdmxjRNNL5wJmRJNm/LVzu9dx1cPDaVe5itdxngh7Z4j+FZn0IWQs5NwS00AIGooIuQ+hRRToHIpyqSmtcyinaX2VpiElUsqLbuDVjIjkp8HDuHXaZOLS0rI/O7KKpVcMCeWHa4YSFRjk2+AVpQRZMWMtnz/0PYd35mwS0qxrI+779DZqNqmW72NLKZny8UxXAycPTFMy9dNZjHjyGnSL22pLu6r1K9OkSwO2LduJ6eFa0DRMrryzX4HOZfOz8fK0x/ntralM+Wgm8bHntkvWbVWL0c9eS+er2hXoHIpSWEpNUqo0q9agCpq+JnsJa24Mp0G1hpXdPqfbdB7+ahzX3DOA6V/MYefavWiaRtMuDbjijr6W604pSmmS7nQyY9dOZu/dxdJDB0nKyMh+LuujPSkjnXeXL+FQYgJv9O5naVWiOxtPHMemaV4L3do0jY0njl9SSamOVavRqWo1Vh457LFT4WOdu+b7538+4dcMEfUV0jgOzn0gbGBrjNCCC3xsRVFKjyphYZbelwVQMzwi1/eflhUrsfjm25m2czvTd+4gLi2V8sEhDGnYmL516lquO6UopcmBbYeZ+dVcNizYyu517pspbVm6g/s6PcUHS17J9wqatOQ0ju4+bmls3PF44k4kEFM5Kl/nKo1ufvl6Hu3zoqvzups5lKZr1Ghcla5DC17ryeZnY9TTQxn+2NXsWruP1KRUYqpGU71hwW4YKkphK9NJqfT0dNLTzxWXS0z03ha4MAwY25tf35zidVxoVAidrmrrcUydFjW579PbfBSZopRcK48cZtz0qTnubHsycetmBtStT4+atQo9NiuluMsSIQSfX3E146ZPZenhQ+hCZCenNCEQwIs9ejOwXgPfnlevCKp2lKIUuZIyfwqzBzCofkOm7djmMSEOeK0JFejnx/AmzRjepJkPI1SUkseR4eDd2z5n7viF2TsqcmMaJumpGbx98yd8uvqtognQSkvxMqRFjyY8+9tDvD76Q5zn7Z7J+m9Tq1l1Xp/5NH7+fj47p83PRqMO9Xx2PEUpbMVaU+qFF15ACOHxz+rVq/N9/Ndff53w8PDsP9Wq5X9pakFUrlORgbf38bqCYOwbo336hqQopdXWk7HcNGUSCZkXRVamL7oQ/LBhbb7P2bhcBUvtwJ2mSZNy5fN9ntIq1G5n/OBh/DR4GAPq1qdRTDlaVqzE3e06sOjm2xjZrEVxh6gol5TCnEOVlPkTwN3tOmDXPdeEqhYewbWNmxZxZIpSMr1zy6f8O2ERgNddGlljdq3dx47Ve/J1voDgACrUtNYJL6J8uKUucWVN16Ed+fngZ9z62iiadG5A7eY16DSoLS9Pe4JPVr1BZIWI4g5RUYqVkLlVpCsCp06d4tSpUx7H1KxZk4CAgOyvv//+ex544AHi4+O9Ht/dnb5q1aqRkJBAWFhYvuPOD6fDyQd3fcWsb+ah2TTM82pCAdz+1g0MffDKIo1JUUqqsdP+ZMGBfV7vjF/Irutsu/uBfJ0z3emkwzefk5juuXVvgM3GyrHjCCklnV8URSmYxMREwsPDi2Xu4ElhzqFK0vwJYP3xYxfVhMpasVkvKprvrh5C5dCS899GUYrLrrV7uavt43l+naZr3PraSK579Op8nXfSu3/x5WPjPdbQ1XSN0c9cyw3PD8vXORRFKX2szqGKdfteTEwMMTExhXZ8u92OPbd2okXM5mfj4a/GMfSBK5n+5Rz2bjyAbtNp1rURA8b29sne6tSzqfw7YTELfl9K0pkkoipH0feG7lw2pL1agaWUGsfPJvHf/r352iJnZaWTO6dTUpi7dzddq9dk+q4dHsc+eVl3lZBSFKXYFeYcqiTNn8BVE2rJLbczfddOZu3eSUJaOhVDQhjSqAndatQsUJOLLJtjTzBh0wa2nDyBLjTaVq7CyGYtqFWAjqKKUtSmfzk3R0Mkq4QQODLy3s1YSsmG+VvISHMQUS6chJMJbgt6azaNCtXLcc19A/J8DkVRyr5SU1Pq4MGDnDlzhoMHD2IYBuvXrwegbt26hISEFG9weVCzSTXu/uAWnx93y9IdPDPodc7GJyNwFdLbt+kgq2auo0KNcrzxzzNUre++iLqilCR74s7kKyElgOrhEXl6TarDwcsL/2PSti0YpnnRhY1Nc61kdJomgTYbT17W3WvdEkVRlJKmLMyhAmx+DG3UhKGNmvj0uA7D4Ml/ZzN5+9Yc9fI2x57gm3VruLd9Rx7o0NknTRwUpbDt3XggzwkpyGy21CBv1wlr527kg7u+4uju42i6hpQyR72krN8Zw2nQsF1dnp34MKGRpeP9RlGUolVqklLPPfccP/zwQ/bXrVq1AuC///6jR48exRRVyXBoxxGe6P8yGakZIMluyZp1p+Lk4dM80usFvtzwP8KiQ4sxUkXxzibyX+ruhjwkjDIMg1umTWbV0SOYmRch528XFEBUQCA9a9WmWfkKXNWgkVohpShKqaTmULl7YcE8/ty+Fcj5GZD1949WLifE35/bWqtW6krJZ/PLXydJK82Wzrdq1jqeGfRGdje5HLWrBJimSdu+LajdvAbdrutMg7Z18hWXoiiXhmItdJ4X33//vSsDf8GfS30yBfDbm1NwpDvcLpcF1wfFmePx/P3FnCKOTFHyrnG58tjz2J5bF4JqYeF5uoP+25ZNrDxyODshdSEJxKYk06RceUY2a6ESUheQZjIyZRJm0tuYSe8h05cgZf62TyqKUrjUHMq9QwkJ/Lp5o9fVuR+sWEaKw1EkMSlKQTTv1ji7Xm1e3PraSMulPpwOJ2+N+QRpSvc1pCQIBLvX7+fmV69XCSk3dq/bx/gXJ/Lloz8y+YPpxJ2IL+6QFKVYlZqk7DFG6wAAQRNJREFUlOJe6tlU/v15sdelutKU/PX5P0UUlaLkX6jdzpBGTdAtbJXIegOrFRHJhKHXEWqxBoqUkh/We+/UJ4AfNqyjGPtBlDhSSmTyt8iTnZGJT0Hyd5D8FTLuZuSpvsiM/HdAVBRFKUoTt262VI8qxeFg5u6dRRCRohTMwNv7gMU5i6ZrCE1w+9s3csXtfS2fY+nUVcTHJnicG0kpiY9NYNm0/HdRL4uO74/l3k5PMa7NY/z0yiT+/HAGnz/8AyOq3cGH93yNI0Mlv5VLk0pKlXKnjpzBabEw4anDZ3A68l7EUFGK2oMdu1AxJNRjYio6MJC+tevy1ZXXMHPUTVTJQ+elxPR09sbHeb07LnHVuErK8NyR75KS/Bky6Q2QqZkPODP/AMYR5JkbkRkbiis6RVEUy/YneP8cAFd9wf3xcYUej6IUVPlqMdz21g25Pi+EQNM16retw/VPDOanfZ8y7OFBeTrHpkXb0C1sE9T9dDYt2panY5dlp46e4f7OT7NzzR7AtZPF6TCQpsR0mvz92WxeG/kBZj6b9ihKaVZqakop7tn8rf8n1DSRryW9ilLUYoKC+OO663l87j8sPLAfAC2zAG2Qnx+3t27HPe075rvjkiOPH/gOQ00QAKRxFHn2Aw8jTMCJTHweETOliKJSFEXJH39Nx8qniJQS/zxuK1eU4nLtQ4MICgvi26cmkHAqCd2mYWZutWvQrg6PfHsXNRpXy/fxDYdhaZwAnBbHXgp+fOF34k8lYuayu0VKyeLJK1g1az0dBrYu4ugUpXippFQpV6FGOcrXKEfsgZMex2m6RovujdE0lZRSSofywSF8d/VQDsTH89/+vaQ4HFQODaVfnXoE+Vmre5CbyIAAIgICiE9LszxWAZnyG65ppqe1BSY4tyIdmxF+TYsoMkVRlLzrXK06kzOLnHtiSEnnatWLICJF8Y2BY3vT76buLP97DYd3HMXmb6Nlr6bUbVmrwMeu0aRaromV8xlOk5pN8p/8KkuSE5KZ+9NCrz83TdeY9ukslZRSLjkqQ1HKaZrGNfcMQGie7/WZhsnV9wwooqgUxXdqREQwpmVr7mrXgWsaNi5wQgpA1zRGNm3htW6VJgQjm7VAV8lcF8d6XKuhvBHgUFv4FEUp2a6o14Awu93jaildCOpHx9C6YuUii0tRfMHmZ+OywR0Y8cRgrn1okE8SUgC9R3XF5u995aDNbqP3qMt8cs7Sbv+WwzjSvNeLMg2TrctU/Trl0qOutMqAa+693NVtw0Niqt+YHnS+WrUzVpQsY1q2JjowKNfElC4E5YKCuKmFult1Th62MapOfIqilHB2m433+1+BJoTbCbEuBHabjff6DUDkc7u4opQ1IRHB3Pj8dV7H3fj8dQSHBxdBRCWfzEPZCLcdDRWljFNJqTLAz9+P12Y8xdX3DMAemLNtfUhEMGNeHsHDX49TEypFOU9MUBC/XjucqmHhANnJqax/VwsP55ehw4kJCiq2GEscWxPASl0VCX6NCjsaRVGUAutRsxY/DR5Gw3LlLnqubeUqTL5uJI3KlS+GyBSl5Br++DXc+Px1iAvq1WqaQGiCG1+4juGPXV2MEZYs1RpWQbd5nz9pukbdVr5Z0aYopYmQl1Cv88TERMLDw0lISCAszHqnrtIkOTGFNbM3cDY+hcgK4bTp1wJ/e8G3OylKWWWYJvMP7OPvnTs4k5pCVGAQg+o3pHuNmmrb3gWkcx/yVH8vowTotRAxM1UiXCkTLoW5gzeXys9gU+wJtp86iSYErSpWonZkVHGHpCgl2snDp5n59b/ZHeXqt6nDwNt6E1MlupgjK3leH/0B839f6rWu1HMTH6br0I5FFJWiFC6r8weVlFIURVEsMxNfgZQfc3lWAAIR+Q3C3qUow1KUQqPmDupnoCiKUlBHdh/j7nZPkHo2DdNNV2dN12h6WUPemvOcpVVVilIaWJ0/qO57iqKUWUnp6fy5fStTd2zjTGoq0YFBXN2wEdc0aESo3V7c4ZVKIvQppPCH5G+zHsn8twEiFBH+tkpIKYqiKEopt33lLqZ99g/bl+8CoHGn+gwa158G7eoWc2SlU5W6lXh3wUs8P/gtju+LRbfpSCkRwtWpsNOgtjz+4z0qIaVcktRKKUVRyqQNx48xZupkEtPTAJCcS5+E2QP4/uohtKhYqdjiK+2kEQupfyCd+0DYEP4dIOByhFDJPqVsUXMH9TNQlEuJ4TR4744v+Oe7/9BtGkbmdrOsv19+S08e+OIOdF0lT/LDNE3WzN7A0qmrSEtJJ6ZyFH1v6kH1hlWKOzRF8Tm1fc8NNalSlEvDoYQEBv78I6lOB6abtzhNCIL8/Jgx8kYiAgL5Y9tmxm/cwIH4OHRNo0OVqtzYohW9atZWdZEU5RKn5g7qZ6Aol5JPH/yOKR/OILcrRCFgyANXcuf/bmL7yl1M+XgmS6asIj0lnaiKEQy4tTdX3tmP6EqRRRu4oigljtq+pyjKJevb9WtIyyUhBWBKSarDwUcrl7PyyGEOJsQDrtVUhmGw9NBBFh08wOCGjXmrT39V8FxRFEVRlDLvzPE4pn48K9eEFICUMOWjGQSFBTL+xYk5VlOdPhrHz69N5s8PZ/DGP8/QsH29IopcUZTSTF1pKYpSpjgMg4lbNmN4WQRqSMmkrZs5nJiAxJWQOv85gD+3b+WjlcsLL1hFURRFUZQSYu74hXjMSGUyDZPxL04EyE5Inf9calIaT1z+CvEnEwolTkVRyhaVlFIUpUyJT08jxemwNFaC1+TVN+tWk+qwdrzS5EhiIosPHmDF4UOczcgo7nAURVEURSlmx/aeQOjeLw/l+YU63TBNk5TEVGZ9M893wZUQjgwHW5buYPXsDRzYeqi4w1GUMkFt31MUpUwJ0H37tpbscDBv316uqN/Ap8ctLhtOHOfdZYtZdPBA9mMBNhtDGzXhoY5diAwMLMboFEVRFEUpLvZAf+uDvSyokqZk5rfzGPHE4IIFVUI4Mhz8+sYUpn48k4RTSdmP12lZkxueG0aXa9oXY3SKUrqplVKKopQpoXY7zcpXQPNRgXJNCGJTkn1yrOK26OB+hk38haWHDuZ4PM3p5NfNGxn8+wROp6QUU3SKoiiKohSnNv1aYDgMnx0v7ni8z45VnBwZDp4d9AbjX5qYIyEFsHfjAV4Y8jZ/fjijmKJTlNJPJaUURSlzxrRonWuR8/NZSVuZUhLin4c7hyVUckYGd03/C8OUbrcsGlJyJDGRZ/6bUwzRKYqiKIpS3Nr0a0GFmuXQPGzhE5r1m36BoWVj9fXEd/5i7b+bkObF86esxz598Dv2bjxw0fOKoninklKKopQ5VzdsxKD6DT2OaVmhkreV5wDYNI2eNWv7JrBiNHXHNpIdGUgP37UhJbP37OZYUlKuYxRFURRFKZs0TePZ3x/Gz+7nNjGl6Rp+dj8iK4R7P5au0XN458IIs0gZToMpH81wm5A6n65rTPv0nyKKSlHKFpWUUhSlzNGE4N1+A3i4UxciAwJyPBcZEMDDnS5j/OBriQoI9LjNTxeCq+o3JCYoqLBDLnT/7ttjaWWYBBYe2FfY4SiKoiiKUgI1aFuHD5e+SsueTS56rmXPJny8/DVGPD7Y0nLzK8f1L4QIi9aeDfuJO+G9i6DhNFkyZWURRKQoZY8qdK4oSpmkaxp3t+vIba3bseLIIeJSU4kMDKRDlWr46zoAXw26hhv+nES64bxoS5smBA1jyvF8917FEb7PJWc4LK0M04Qgxeks9HgURVEURSmZajevwZuzn+PonuPsXue6UVW3VS0q16kIQI0m1di2Yifzf1vqSk6dN8HQdA1pSh797m6q1qtUDNH7VlpyuuWx6SnWxyqKco5KSimKUqb56zpdq9d0+1yrSpWZdv1oPlm1gr92bsdpmgBEBQYyqlkL7mjTniA/vyKMtvBUDQtjzTHhtp7U+UwpqRQSWkRRKYqiKIpSUlWuUzE7EXU+TdN4csL9NO/WmD/en86RXcdcTwho3bsZ1z81hObdGhdxtIWjXLVoawNFHsYqipKDSkopinJJqx0Zxf/6DeD57j05nJiITdOoFRGJX+ZqqrLi2sZNmbx9q9dxYXY7PWvWKoKIFEVRFEUprTRNY9C4/lx5Zz+O7D5O2tk0oipFEFUxsrhD86lKtSrQ9LKGbF26EzPz5qU7AsHAsX2KMDJFKTtUTSlFURQgzB5A43LlqR8dU+YSUgAdqlSldcXK6B5qaAHc3a4Ddpu6X6EoiqIoindCCKrWq0TdVrXKXEIqy+hnr8WUuSekNF0jonwY/cb0KLqgFKUMUUkpRVGUS4AQgq8GXUOjcuUAchR4z0pU3dqqDWNbtS2W+BRFURRFUUqiNn1b8PDXd6FpImdXQuH6E1EujLfmPk9oZEixxagopZm6Ha4oikemlBxLSiLDNKgQHFJmaixdiiIDA5k0bCSz9+xi/MYN7D5zGpum0aVadW5s0YqWFUt/QVJFURRFKSmSE1OIOx6PPchOTJUohJfVykrJdfnNPWnWtSF/fz6HhZOWkXo2jXJVoxkwtjd9b+xOcFjp79SsKMVFSOml6m0ZkpiYSHh4OAkJCYSFhRV3OIpSomUYBj9tXM/3G9ZyODERcBUNv6ZBI+5o255aEWVzibaiKMr51NxB/QwUJa92r9/Hb29NYdGk5RhO17avGk2qMeT+K7j8lp5omtqsoihK2Wd1/qBWSimKcpF0p5Nbp01m2eFDOR7PMAz+2LaFv3fuYPzga2lVqXKxxCel5OjZJJIzMigfHExEQGD2cw7DYM7ePfy8eQN7487gr+t0q16T0c1bUj86Jm/ncR5Gpv4CqX+DTAItGhE4BAKvQ+iqw4qiKIqiKDmtmLGWFwa/hZQyOyEFcHDrYd77f3v3HR5Vmb9//D4zyaSQBgkQSiD0usgCgnQCSrGigqCiuKK7KuIiimv7Ka74hVVcdVUQG7i6rqKIKKsUC1WR3psEQkkIhJIEkkCSmfP7IyYaSRmGZM5M8n5dV7ySOc/M3PNEkk8+85zn/PkNbfx2ix794AHZLdq/MudMjo4dOqGAQLtim9QpluPI/qNa8MYS/TB/jXLOnFNsfG0NuWuA+o3ooaCQILefw5nv1KrP1+iL6YuUuDlJNptN7Xq20nVjB6vT5R1YMQagGFZKATjP5OVLNXvzBrlK+fFgMwyFO4K08k93q4bD4bVcpmnqkx3b9M7G9fr55AlJBafzD2jSTPd26arGUVH60/zPtPXYUdkMoyi/3TDkNE091L2Xxl7azb3nOrtIZvqDkkxJzt8csUlGqIyab8twdKrQ1wfA91A7MAeAu46nnNTo5vcr71yeSv0Ly5DunjpKN028zqvZUhJT9dHUefrmg+XKO5cvSYquX1PX3jdYNz54lb7/6Ae99Oc3JEkuZ0EzzbAZMl2m6jWtq+e/eUqx8XXKfZ7s0zl68pop2rp8p2x2W9Fj2QNscua7lHBzL/3tvftlD6h6F5UBUJy79QNNKQDFnMnNVde3Z+hsfn65Y/+v/xUa2b6DF1IV7G01cclCzdu1Q4YKWkWF7IYhU1JcRIQOZ2bKWcaPtSkDBmpEuz+U+Vxm7maZJ0dKcv3umQrZJCNERsz/ZNitWS0GwDuoHZgDwF3vP/OJPpj8aVEjpjS16tXUhwdmeK0xs2d9oiYOeEbnss8VW70lFTSeGjSP1eE9R0q9vy3AprqNauvNLS8qOLTsFVP/79qpWvP1xtLnwJCGPXi1/jJt9AW/DgD+xd36gROaARSz4mCSWw0pQ9KCPbsqP9AvPtiySfN27ZB0fpvIaZpymaYOZGSU2ZCSpJdWr5LTVXaxaGa9WfhZKSNcknlWZvZ/yg8OAACqhe8/WlluQ0qSTh45pV1r9nohkZR7NldPXDVFZ7POb0hJkukyy2xISZIr36Uj+47q+/+uLHPc/q0HtHrB+rLnwJQ+f22hMk+edis/gKqPPaUAFJN59qxb40xJp9wce7Fcpqm3N6yrkMc6lpWlHw4dVO/G8SUeN10Z0rlvVbBKqixOKXuOFD6xQnL5g7TsLM3Zvk0bjiTLaZpqHVNbI9v9QfFseg8AgE6fynJ77JlTZyoxya+Wf7pa6ccyLvpxDJuh/725REPGDCh1zOL3lskeYJcz31nqGEly5jm17OMfdM29gy46lz9wuVza+O1WffPBcp08ckphNcPU+4Zu6nl9VwU6uKo1QFMKQDExoTXcGmczDNWp4d7Yi7X7eJoOn86ssMdLLuuxXGkqvyH1CzNDppknw6j6BcV7mzdo8vKlMqWivbpWHTygN9ev1ehL/qgne/eTnasJAQCqsZp1I91uAEXVjarcML9YMXd10d5QF8N0mUpNSitzTNrh43KVsxpdKthfKu3wiYvK4y+OJ5/Qk1dPUeLmA0X7atnshpZ/8qOi69fU5AWPqXnHJlbHBCzFXxAAiunVqLEigsq/worLNHV967ZeSCRlnjtXoY8XHFBGP94Iu4BHClB16O1/vG2Lnln2fdFpkoUKT5V8b/NGTVm5zKp4AAD4hIGj+5V/ZTlDqt+srlp2buqVTKdPnrnohlShoJCyL24TEhYimxtvULlcpkLCQsod5++yT+fo4f7PKGl7wdWsC0+fdDkLvh+njmbo4YRJOrLvqGUZAV9AUwpAMUEBAbrrj13KHGM3DNUPD9egZi28kikmNLTCHstmGOoZ17iMAXWlgBYq2DWrLHYpqH+Vv6zxufx8TV21vNxxszZtUEoFrmYDAMDfDLyjn2pEhZbdmDGlkY9e77X6oVa9mrLZL/5PPnuATT2uvbTMMZdd3bncU/ekgqv7XXZN54vO5OsWvvOdUvamlriXl1QwDzlZZ/XxPz73bjDAx9CUAnCee7t0LVoFZftd0WQzDNUKCdW/hw5TUFkrjipQ05q11CamtoxyG0VlsxuGrmzeUrXLOO3QMAwZoX9S6ZucF3LKqHH7ReXxB0v27VWGGyvVDMPQnO3bvJAIAADfFFErXFO+fkIh4cHnNYLsAQVf3zTxOg2+s7/XMl0+qo9bm6+Xx+l06ep7B5Y55rKrOyumYXSZTTBbgE3te7dRk/aNLjqTr5s/faHMcupJV75Li99fppwzOV5KBfgemlIAzmO32TTtisGafuW1urR+g6JWUJ3QGvprt+76+tbb1bRmLa/lMQxDYy/tVuYvdpthKMgeIEPnN9KkgoZUg4hITernRiEYcoMUPLS0NAX/DXtAhqNr+Y/l5/aePKkAN5bim6a092T12B8CAIDStO7aQm9t/aduevhahdcq2BLAZjPUZVBHTVn4pO7+xyivrrK+dEhHxbVuUNQUK5EhRZeyoqow69hX7lTjNg3LfC57gF3PzJuooFBHiY9lD7CpZp1IPfb+uAt7EX7I5XLpSGJq+e9xSso7m6djB49XfijAR1X9zVAAeMQwDA1u3kKDm7eQ0+VSvsvltZVRJbmyRSs9lJ6uF39cKbthFO1nJBU0nIIDAjTruhuV53Rq2o8rtTH118sbO+x23dC6rSb26K2aIeXvYWAYNilyqhTYXmbWu5Ir5deDAS1k1LhHRsjVFfr6fFWAzSbTPL+iaheVplubb1ePuskKMFzakxGtPTkDZZpXyjDsFiQFAMA31G4YrTFTbtWYKbcq91yeAgLtbu21VBnsdrumfP2EHkp4WscOHi+2v5TNbpPL6VLf4T304Jt/0Qd//1T/e2uJck7/enXlxu0a6vZJI9T7hm5uPV/Lzs302k9T9e9JH2vF3J+KVmkFBgfqilF9dPszIxRdr+pftdcwDBk2m0w3V6mlp2WqjM0lgCrNMEv6a6OKyszMVGRkpDIyMhQREWF1HAAeWJtyWLM3bdQ3+/Yqz+VSzeBg3dTuDxrVoaMahP/673rvyRNKSj8lhz1AHWNjFREU7NHzmaZLyt8luTIke23J3qzK7yP1W2uSD2vk3I9/c4upRzr8pD+33qx8l6EAW8GvkKLPA7vIqDlThi3cmsBABaN2YA6AquBMepa+fvtbzZ++UEeT0mSzGWrXq7WuH3elel7ftahpdjb7nHb8sFtns86pTqMYNesY73Hdc+pYhg7tSpbNZqjJHxqpRqR3rtrsKyb0e0rbV+126/RJe4Bdj33wgPre1MMLyQDvcLd+oCkFwC+Zpimnabp1ahk8Z5qmBn4wW/vTT8llmhrTarMeu2R1GfewS47LZNR8t1o171B1UTswB0BV43Q6ZbPZ+D1dyZZ/+qOevemf7g02JJvNphe/n6T2vdpUbjDAS9ytH/hrDoBfMgzD6w2p5MxMvb52tZ76/hs9v2qFNqUeKfHUtqrEMAxNu2KwAm02hdidGttmQzn3cEq5q6S8LV7JBwAALozdbvdqQ8qZ79TKeT/pjQmz9dq4d/TlG4uVlZnttee3Sq8buqnPsMvcm+tfyskPnv20ckMBPog9pQCgHDl5eXrs28X6cs8uGYYhm2HINE29sX6N2tepq+lXXqOGEZHF7pPvcunb/Yn6cOtmJZ48qUC7XX0bx+vWP3RUi+hoi16JZy6JraePho3UV1tfVoQj14172GXmfCrDcUmlZwMAAL5r3eLNev6O13QqNV32QLsMSfn5Tr0xYbbu+PtIDXvomvOaNkcPpGnBzCVa9fkanT1zVnWb1NGVYwao703d5Qh2WPNCPGCz2fTYf/6q2CYfac60+eVueu5yurR+yRYdTz6hmAb+VSsCF4PT9wCgDPkul/40f65+PHxIrhJ+XNoNQ9Ehofri5lGqU6PgKjuncnL0p/lzteXYUdkMo+h+hRu0P9S9l8Ze6t6Gob7EdeYtmWdelCE3Nu109JSt1qzKDwVUMmoH5gCAZzZ+t1WPDpos02WWurL8jmdH6tYnbiz6evF7S/XiXTMkqWgvJsNmyHSZqte0rp7/5inFxtep/PAV7MqQW5R3Ls+tsa/88JzaXtaykhMBlY/T9wCgAizcu0erDh0ssSElSU7T1ImcbL22pmCfJZdp6q4v52l72rGir387VpJe/HGlPt7mf6e3GUaIDHeubSxDMsq/yiEAAKiaTNPUy/e8KdMsvSElSf9++mMdTzkpSVq7aJNeuPN1uZyuYpuDF14x8OjBNE0c8IzOZp+r3PCVICjE/RVeFzIWqApoSgFAGf69eZNs5ewF4DRNzd25XVm5uVp16IA2ph4pakCV5qWffpDT5d5lgn1GUB+Vu/ZckmTKCOpXyWEAAICv2rJsh1L2phY1lMry9dvfSipoUJW1/5Ir36XU/cf03YcrKyynt1x2TWfZA8r/0zu6fk3Ft4/zQiLAd9CUAoAybD2WWuoqqd/Kyc/X/vRT+mT7Ntnd2NDyWFaWVh06WBERvcYIaCQ5ekuylzHKJhlhUvDV3ooFAAB8zJ51ibLZy/9T0+UytWddog7tTtauNXvLbWIZNkP/e3NJRcX0muvGDpYzv+w3Iw2boaH3D5HdXladBVQ9NKUAoAIdzEgvd5VUocOZGZWcpuIZkc9JthiV3JiySbLJiHpVhi3Uy8kAAIC/OnrguFvjTJep1P3HKjlNxWvdtYX+NPlmSVJJ710aNkN/7N9ewx66xsvJAOtx9T0Axew7dVIfbt2itSmH5TRdal+7rm75wyXqUDfW6miWaFe7rjYdPVLuaqnggADFR9VUSGCg248dEuD+WF9h2GOl6LkyT78onf1SUv6vBx1dZYRNkOHoaFU8AAAskXsuTys/+0lL3l+mE8knFV4rTH2H99Dlt/VRaHj122exeacmxfaFKo3NZqhFp6YXtudSqH/uuXTL4zeobuPa+uDZT3R4z5Gi28Nr1tC1Ywfr1idvVEAgf56j+uH/egCSCjakfGn1D3pt7eqiq8RJ0u7jxzVnxzZd16q1/nH5YDmq2ZLi2y/pqA2LUsocYzcM3dimncIcDvVv0lRrkg+Xu/OSzTDUs1GjigvqRYa9joyof8h0PSrlbZPMfCmgqYyAxlZHAwDA6w7vSdGjgybr6IG0oivFGYa0ZfkOvfvkh5r8xaNq36uN1TG9qmNCe9VrVlep+46VudG5KenKuwcoIjpcNSJDlZWRXebj2gJs6nHtpRWc1nsG3Npb/W/ppT3r9+lEykmFhoeobY9WcgT53xuVQEXh9D0AkqS3N67Ta2sLriDnLOGKcV/s3qWnl35rSTYrDWneUt0aNCx1s3O7YSgqOERjL+0mSRrWpr0C7XaVtauU3TA0uHkL1akRVgmJvcew1ZQR1FtGcAINKQBAtZR54rQeSpiktMMnJP16pTjTlGRKOZk5enTwczqw87CFKb3PMAw98PrdBRfkLWOvzVFPDlNMg2g5gh26+i9XlLsPlcvp0jX3DqzouF5lGIZadWmmHtdeqo4J7WlIodqjKQVA2Xl5euWnH8scY0qas32rDmakeyWTrwi02/X2NddrcLMWkgoaSgE2mwJsBT8+W0RH69PhNys2LFySVDMkRP8ceKUMwyixkWU3DDUIj9CkvgO89yIAAEClWDBziU4dTS/1VDWXy1R+bp7mPD/fy8ms12XgJXp2/t8UEV3wJpw90C57oF2GYSgwKEB/mnyzbnt6eNH4UU8NV8vOTWWznV8/FTa27v3nHWrclqvTAVWJYZa1nrKKyczMVGRkpDIyMhQREWF1HMBnzN25XROXLCx3nN0wdE+Xrnqoey8vpPI9Semn9PmunTqWdUZhDoeuaNZcXeo1KPEdwB8OHdS0H1dqU+qvewY47HYNbdVGj/TsrVohbAQO+ANqB+YAKMvNjf6i44dPljsuINCuucdnVcv9pfJy87Rq3hptW7lL+XlONW7bUJff1kfhNc9fMX42+5xm/7+P9NVb3yjnzNmi2xu3bajbJ92kPsO6ezM6gIvgbv3AnlIAdCA9XQE2m/JdZW9IaaqgMVNdxUfV1PjLerg1tkdcI30Wd4t+PnFCSemnFGi364+x9RQZHFzJKQEAgDc4851uNaQkKT/PqbTDJ9S4TcNKTuV7Ah2B6jeip/qN6Fnu2ODQIN3z4mjd8exIbV+1S2ezzql2XLRadGpa5mmAAPwXTSkActjtZW5CWciQ5LDzY+NCtIiOVovoaKtjAACACmaz22Sz29y6ypwk9g66AMGhQep8xSVWxwDgBewpBUA94xoV29y8NE7TVM84/7xiHAAAQEUyDEMdE9qVuzm3JNVpXFt142t7IRUA+BeaUgDUMbaeWsfEyF7GsmhDUkRQkK5q0cp7wQAAAHzY0HFXlrtSyrAZGnr/ENls/OkFAL/HT0YAMgxD/xx4pYIDAktsTNl+uZLcy4OuUlAAp+8BAABI0mVXd9bgMf1LPW7YDHXo01ZDxw32YioA8B80pQBIklrH1NZnN92ibg3O34CzbUxtfXD9cPWLb2JBMgAAAN9kGIYenPkXjfm/WxReq/jV5IJCg3TDA1fq/756XIEO9pMCgJIYpju7G1cRXNIYcM/+9FPanHpETtNUq+gYta9Tt8Rxx7OzlXjyhAzDUOuYGEUEcWU5AFULtQNzALgr91yeNn6zRaeOZqhGVA11vqKDQsNDzhvncrmUuClJZ9KzFFUnUvHt4riyHIAqx936wS/Ow0lKStKzzz6r7777Tqmpqapfv75GjRqlJ554Qg6Hw+p4QJXTJKqmmkTVLPX4vlMn9c8fV2lh4s9y/dLXdtjtGtqqjR68rKfqhoWVel8AgPdQQwHe4wgKVLerOpd63OVy6YvXF+mTf36pYwfSim5v3Lahbn7sBg24tbc3YgKAT/GLptSuXbvkcrk0c+ZMNW/eXNu2bdPdd9+trKwsTZs2zep4QLWy7dhR3Tx3js7m5xU1pCQp1+nU3J3b9X3Sfn120y1qwLvpAGA5aijAN5imqWl3TteSfy8779jBncmaetu/dHhPikY/M8KCdABgHb89fe+FF17QjBkztG/fPrfvw/Jz4OI4XS71fe9tHT1zRs5SfnTYDUMdY+vpk+E3ezkdAFS8qlg7XGgNVRXnAPC2RbO/17Q7p5c77vlvntIf+//BC4kAoHK5Wz/47UbnGRkZqlWrVpljzp07p8zMzGIfADy3NGm/Uk6fLrUhJUlO09T6IynamXbMi8kAAO4qr4aifgIqlmmamvvSAhm2sveNsgXY9PmrX3spFQD4Br9sSiUmJurVV1/VPffcU+a4KVOmKDIysugjLi7OSwmBqunb/YkKMMr/sWE3DH273/1VjAAA73CnhqJ+AirWiSOntH/rQZmusk9QceW7tHrBerlcLi8lAwDrWdqUmjRpkgzDKPNj3bp1xe6TkpKiwYMHa/jw4brrrrvKfPzHHntMGRkZRR+HDh2qzJcDVHln8nLlUvln/NoMQ9l5eV5IBADVU2XWUNRPQMXKOZ3j9liX06X8PGclpgEA32LpRuf333+/Ro4cWeaY+Pj4os9TUlKUkJCg7t2768033yz38YOCghQUFHSxMQH8on5YuNy5YHG+y6VYrsAHAJWmMmso6iegYtWKjZLNbpPLWf4KqLCoGnIEBXohFQD4BkubUjExMYqJiXFrbHJyshISEtS5c2fNmjVLNptfnnkI+LUb2rTTmxvWlTvObrPp6patvJAIAKonaijAf9SIrKGeQ7vqh/lr5MwvvTFls9s0ZEx/LyYDAOv5RVWSkpKifv36KS4uTtOmTVNaWppSU1OVmppqdTSgWmkZHaMrmjaTzSh9vZQh6bYOHVUrJNR7wQAAJaKGAnzDiL8NlSQZpdRQhs1QUIhD190/xIupAMB6lq6UctfixYu1d+9e7d27Vw0bNix2zCzjKmAAKt4/B16pu76cp5+SD8tmGHL98m/QbhhymqauatFKj/Xqa3FKAIBEDQX4ilZdmunJjyfouZEvyeUyi53KZ9gMBdcI0v/973HVbVzbwpQA4H2GWY0qkszMTEVGRiojI0MRERFWxwH8Vr7LpW/2Jer9LRu1Iy1NNkPqXK+BbuvQUb0aNS71XUAA8DfUDswBUJGOHkjTgjcW67v/rtSZ9CxF1YnUoDsSNOSuAapZJ9LqeABQYdytH2hKAQAAlILagTkAAAAXzt36wS/2lAIAAAAAAEDVQlMKAAAAAAAAXkdTCgAAAAAAAF5HUwoAAAAAAABeR1MKAAAAAAAAXkdTCgAAAAAAAF5HUwoAAAAAAABeR1MKAAAAAAAAXkdTCgAAAAAAAF4XYHUAVA+nT53RgR2HJUmN2zZUeM0wixMBAAD4NtM0tefkCaXn5CgqJEQta0XLMAyrYwEAUGFoSqFSHT2Qpn9PmqPv/rtS+bn5kqSAQLsSbu6l0c+MUN3GtS1OCAAA4FtM09SnO7dr5ro12pd+quj2plE19ZcuXTWsTTuaUwCAKoGmFCrN4T0p+mvPJ5WVkSVnvqvo9vw8p777cIV++t8GvbJqshq2rG9hSgAAAN9hmqaeW7FU727aoN+3nfann9Lfvlmk3cfT9ETvfjSmAAB+jz2lUClM09Qzw6bpTHrxhlQhZ75LZzKy9MywaTJN04KEAAAAvuebfYl6d9MGSdLvK6TCr9/dtEHf7Ev0ai4AACoDTSlUim0rdylp2yG5nOc3pAq58l1K2nZI21ft8mIyAAAA3/XupvWylbMCymYYmvVL4woAAH9GUwqV4scv1soeYC93nD3Arh/mr/VCIgAAAN+WlZurn5IPy1XOKnKXaWp18iFl5eZ6KRkAAJWDphQqRc6ZszpvI4SSGL+MBQAAqOay8/MqdTwAAL6GphQqRUzDaJmu8veKMl2mYhpGeyERAACAb4sMCpbDXv5Kc0ly2O2KDAqu5EQAAFQumlKoFJeP6iOXq/T9pAqZLlOXj+rjhUQAAAC+zWG3a2irNrKXs6eU3TA0tFUbtxtYAAD4KppSqBR1G9fW5aP6yLCVXlQZNkMDRvVW3ca1vZgMAADAd435YxfZbbZSd0EwJNltNo35YxdvxgIAoFLQlEKlGf/Gn9VlUEdJks3+6/9qhZ93GdRRD878ixXRAAAAfFKL6GjNvOo6Oez2867CZzMMOex2zbzqOrWIZvsDAID/C7A6AKquoJAgPfvF3/TT/zZo/mtfa/e6RElSqy7NdN3YIep2dSfZWXYOAABQTN/4Jvr29jv10bat+mzXdmWcPavI4GBd37qtbm7fQfXDI6yOCABAhTBMs5xrzlYhmZmZioyMVEZGhiIi+GUOAADKRu3AHAAAgAvnbv3A6XsAAAAAAADwOk7fAwAAwEUxTVP5+flyOp1WR8FFsNvtCggIkFHO1f8AAKgoNKUAAADgsdzcXB05ckTZ2dlWR0EFCA0NVb169eRwOKyOAgCoBmhKAQAAwCMul0v79++X3W5X/fr15XA4WGXjp0zTVG5urtLS0rR//361aNFCNhs7fQAAKhdNKQAAAHgkNzdXLpdLcXFxCg0NtToOLlJISIgCAwN14MAB5ebmKjg42OpIAIAqjrc/AAAAcFFYUVN18L0EAHgTv3UAAAAAAADgdTSlAAAAYJ3cXOncuZKPnT1bcBySpKVLl8owDKWnp5c6Zvbs2YqKivJaJgAALgZNKQAAAFgjLU364x+ltm2l5OTix5KTpXbtCo6npVXK06empmrcuHFq2rSpgoKCFBcXp2uuuUbffvtthT1Hv379NH78+Ap5rB49eujIkSOKjIyskMcDAMBqbHQOwCeYpqkdaceUlJ4uh92uTvXqK5pNcwGg6kpLk/r2lX7+ueDr3r2lFSukBg0KGlK9e0uHDhUc69tXWrZMql27wp4+KSlJPXv2VFRUlJ5//nl16NBBeXl5WrRokcaOHatdu3ZV2HOVxzRNOZ1OBQSUXZo7HA7FxsZ6KRX8RVZmtrYu36mzWWdVp1GM2lzWkqtgAvAbrJQCYLllSft19X/f1zUffaBxCxfoL/+br+7vztSERV8pLTvL6ngAgIr224ZUfn7Bx6FDBY2otWt/bUgVHvv554LxFbhi6r777pNhGFqzZo2GDRumli1bql27dpowYYJWr14tScrIyNCf//xn1alTRxEREerfv782b95c9BiTJk1Sx44d9f777ys+Pl6RkZEaOXKkTp8+LUm64447tGzZMr3yyisyDEOGYSgpKanoNLxFixapS5cuCgoK0ooVK3Tu3Dk98MADqlOnjoKDg9WrVy+tXbu26PlKOn1v9uzZatSokUJDQ3X99dfrxIkTxV7n5s2blZCQoPDwcEVERKhz585at25dhc0jrJN9Okev3v+2boq9S//v2ql67uaX9deeT+qOVg/ouw9XWB0PANxCUwqApb7YvVN3fvGZdh0/Xuz2fJdLX+7ZpRs+/pDGFABUJbm5Ur9+vzakChU2prp2/bUh9dtjP/9ccL8K2GPq5MmTWrhwocaOHasaNWqcdzwqKkqmaeqqq65SamqqvvrqK61fv16dOnXSgAEDdPLkyaKxiYmJ+vzzz7VgwQItWLBAy5Yt09SpUyVJr7zyirp37667775bR44c0ZEjRxQXF1d030ceeURTpkzRzp071aFDBz3yyCOaO3eu3nvvPW3YsEHNmzfXoEGDij3fb/3000+68847dd9992nTpk1KSEjQ5MmTi4259dZb1bBhQ61du1br16/Xo48+qsDAwIueQ1gr50yOJvR9SgtmLlHu2bxix1ISUzVl1L/0yYtfWpQOANxHUwqAZY5nZ2vikoUyJZkyzzvuNE2lnjmtSUsrbm8PAIDFTLNgA/OSFDaiftuQ+q2zZwvuf5H27t0r0zTVunXrUsd8//332rp1qz755BN16dJFLVq00LRp0xQVFaVPP/20aJzL5dLs2bPVvn179e7dW7fddlvRnlSRkZFyOBwKDQ1VbGysYmNjZbfbi+7797//XVdccYWaNWum4OBgzZgxQy+88IKGDBmitm3b6q233lJISIjeeeedEjO+8sorGjRokB599FG1bNlSDzzwgAYNGlRszMGDB3X55ZerdevWatGihYYPH65LLrnkYqYPPuC9p+do/9aDcjld5x/85Z/ImxP/rf3bDno3GABcIJpSACzzyY6tcpbzx4XTNLUoca+OnjnjpVQAgEoVFCQtXy7FxUnl7KFUJCCgYPzy5QX3v0jmL797ytp3Z/369Tpz5oyio6MVFhZW9LF//34lJiYWjYuPj1d4eHjR1/Xq1dOxY8fcytGlS5eizxMTE5WXl6eePXsW3RYYGKiuXbtq586dJd5/586d6t69e7Hbfv/1hAkTdNddd+nyyy/X1KlTi2WHfzqbfU5fvf1NyQ2p37AH2PTljMVeSgUAnqEpBcAyS5P2y+XGO94u09SPh3mnDwCqjAYNCjY1d6cxVdiQKtwEvQK0aNFChmGU2uyRClZA1atXT5s2bSr2sXv3bk2cOLFo3O9PhTMMQy5X2c2CQr89dbC0RplpmqU2z0w3fodOmjRJ27dv11VXXaXvvvtObdu21bx589zKB9+0e+1e5ZwuZbXhbzjzXfrpf+u9kAgAPEdTCoBlcvLyyh/0i7OlncoBAPBPDRpIH39c+ql6hfLzC8ZVUENKkmrVqqVBgwbp9ddfV1bW+fsWpqenq1OnTkpNTVVAQICaN29e7CMmJsbt53I4HHI6neWOa968uRwOh1auXFl0W15entatW6c2bdqUeJ+2bdsWbcpe6PdfS1LLli314IMPavHixbrhhhs0a9Yst/PD9+TmuL+v2rkLGAsAVqApBcAy8VE1ZXfzksUNIyIrOQ0AwKuSk6URI9xbKTViRMH4CjR9+nQ5nU517dpVc+fO1c8//6ydO3fqX//6l7p3767LL79c3bt319ChQ7Vo0SIlJSXphx9+0JNPPnlBV6+Lj4/XTz/9pKSkJB0/frzUVVQ1atTQvffeq4kTJ2rhwoXasWOH7r77bmVnZ2vMmDEl3ueBBx7QwoUL9fzzz2vPnj167bXXtHDhwqLjOTk5uv/++7V06VIdOHBAq1at0tq1a0ttcsE/1Gta161xhs1QfTfHAoBVaEoBsMyI9n8od08pSaoXFq7uDePKHQcA8BPJyVLv3udfZa8khVfl6927QhtTTZo00YYNG5SQkKCHHnpI7du31xVXXKFvv/1WM2bMkGEY+uqrr9SnTx/deeedatmypUaOHKmkpCTVrev+H/oPP/yw7Ha72rZtq9q1a+vgwdJPR586dapuvPFG3XbbberUqZP27t2rRYsWqWbNmiWOv+yyy/T222/r1VdfVceOHbV48WI9+eSTRcftdrtOnDih22+/XS1bttRNN92kIUOG6JlnnnF/ouBzGrasrzbdW8pmK/uNPdNl6qq/XOGlVADgGcN052T0KiIzM1ORkZHKyMhQRESE1XGAas80TY349GNtTE0pszk17YrBuqFNOy8mA4AC1A5lz8HZs2e1f/9+NWnSRMHBwe494NmzUrt20sGD5TekfisgQGrUSNqxo0I2O0fJPPqewus2fLNFjw6aXOq+YrYAm+o3ras3Nr6goBD+vQDwPndrKFZKAbCMYRh665qhuiS2niQVO5XPbhgyJD3eqy8NKQCoSmw2qbRmR+GpfKWd0hccLLl52jdQlXW6vIMefX+c7IH2YiumCj9v0CxW/1jyFA0pAD7PzevwAkDliAwO1sc3jtCyA0n6cOtm7Tt1UoF2u/o0jtetf7hE8VEln7IAAPBTDoe0dKnUt6/088+/rpYqvMrexx8X7CH121P7AgKkFi0K7udwWJUc8Cn9b+mtDn3b6qu3vtWqz9fobNY51Y2vrSvvGqCe13dVoCOw/AcBAIvRlAJgObvNpv5Nmqp/k6ZWRwEAeEPt2tKyZb82pqSChtSKFQVX2Vux4tc9p6SChtSyZQX3A1AkpkG0bp90k26fdJPVUQDAI5y+BwAAAO8rbEy1bFmwV1RhQ0r6tTHVqFHBcRpSAABUSayUAgAAgDVq15Y2bpRM8/zNyxs0KNjU3DA4ZQ8AgCqKphQAAAAuykVdzLmshhNX2fO6anRhbgCAD+D0PQAAAHgkMLBgI+Xs7GyLk6CiFH4vC7+3AABUJlZKAQAAwCN2u11RUVE6duyYJCk0NFSGYZRzL/gi0zSVnZ2tY8eOKSoqSna73epIAIBqgKYUAAAAPBYbGytJRY0p+LeoqKii7ykAAJWNphQAAAA8ZhiG6tWrpzp16igvL8/qOLgIgYGBrJACAHgVTSkAAABcNLvdTkMDAABcEDY6BwAAAAAAgNfRlAIAAAAAAIDX0ZQCAAAAAACA11WrPaVM05QkZWZmWpwEAAD4g8KaobCGqI6onwAAwIVyt4aqVk2p06dPS5Li4uIsTgIAAPzJ6dOnFRkZaXUMS1A/AQAAT5VXQxlmNXrrz+VyKSUlReHh4TIMo+j2zMxMxcXF6dChQ4qIiLAwof9h7jzH3HmGefMcc+c55s5z/j53pmnq9OnTql+/vmy26rnrAfVTxWPuPMfceY658xxz5znmznP+Pnfu1lDVaqWUzWZTw4YNSz0eERHhl99sX8DceY658wzz5jnmznPMnef8ee6q6wqpQtRPlYe58xxz5znmznPMneeYO8/589y5U0NVz7f8AAAAAAAAYCmaUgAAAAAAAPA6mlKSgoKC9PTTTysoKMjqKH6HufMcc+cZ5s1zzJ3nmDvPMXdVF99bzzF3nmPuPMfceY658xxz57nqMnfVaqNzAAAAAAAA+AZWSgEAAAAAAMDraEoBAAAAAADA62hKAQAAAAAAwOtoSv3Otddeq0aNGik4OFj16tXTbbfdppSUFKtj+bykpCSNGTNGTZo0UUhIiJo1a6ann35aubm5VkfzC88995x69Oih0NBQRUVFWR3Hp02fPl1NmjRRcHCwOnfurBUrVlgdyectX75c11xzjerXry/DMPT5559bHclvTJkyRZdeeqnCw8NVp04dDR06VLt377Y6ll+YMWOGOnTooIiICEVERKh79+76+uuvrY6FSkQN5RlqKM9RP7mP+skz1FCeoX7yXHWsn2hK/U5CQoLmzJmj3bt3a+7cuUpMTNSwYcOsjuXzdu3aJZfLpZkzZ2r79u166aWX9MYbb+jxxx+3OppfyM3N1fDhw3XvvfdaHcWnffzxxxo/fryeeOIJbdy4Ub1799aQIUN08OBBq6P5tKysLF1yySV67bXXrI7id5YtW6axY8dq9erVWrJkifLz8zVw4EBlZWVZHc3nNWzYUFOnTtW6deu0bt069e/fX9ddd522b99udTRUEmooz1BDeY76yT3UT56jhvIM9ZPnqmP9xNX3yvHFF19o6NChOnfunAIDA62O41deeOEFzZgxQ/v27bM6it+YPXu2xo8fr/T0dKuj+KRu3bqpU6dOmjFjRtFtbdq00dChQzVlyhQLk/kPwzA0b948DR061OoofiktLU116tTRsmXL1KdPH6vj+J1atWrphRde0JgxY6yOAi+ghvIcNdSFoX4qG/VTxaCG8hz108Wp6vUTK6XKcPLkSf3nP/9Rjx49KKY8kJGRoVq1alkdA1VEbm6u1q9fr4EDBxa7feDAgfrhhx8sSoXqJiMjQ5L42XaBnE6nPvroI2VlZal79+5Wx4EXUENdHGooVBTqJ/gC6ifPVJf6iaZUCf72t7+pRo0aio6O1sGDBzV//nyrI/mdxMREvfrqq7rnnnusjoIq4vjx43I6napbt26x2+vWravU1FSLUqE6MU1TEyZMUK9evdS+fXur4/iFrVu3KiwsTEFBQbrnnns0b948tW3b1upYqETUUBePGgoVifoJVqN+unDVrX6qFk2pSZMmyTCMMj/WrVtXNH7ixInauHGjFi9eLLvdrttvv13V9SzHC507SUpJSdHgwYM1fPhw3XXXXRYlt54nc4fyGYZR7GvTNM+7DagM999/v7Zs2aL//ve/VkfxG61atdKmTZu0evVq3XvvvRo9erR27NhhdSxcAGooz1FDeYb6qXJQP8Eq1E8XrrrVTwFWB/CG+++/XyNHjixzTHx8fNHnMTExiomJUcuWLdWmTRvFxcVp9erVVXrJXGkudO5SUlKUkJCg7t27680336zkdL7tQucOZYuJiZHdbj/vXb1jx46d9+4fUNHGjRunL774QsuXL1fDhg2tjuM3HA6HmjdvLknq0qWL1q5dq1deeUUzZ860OBncRQ3lOWooz1A/VSzqJ1iJ+skz1a1+qhZNqcICyROF7+6dO3euIiP5jQuZu+TkZCUkJKhz586aNWuWbLZqsRCvVBfz/x3O53A41LlzZy1ZskTXX3990e1LlizRddddZ2EyVGWmaWrcuHGaN2+eli5dqiZNmlgdya+Zplltf5/6K2ooz1FDeYb6qWJRP8EK1E8Vq6rXT9WiKeWuNWvWaM2aNerVq5dq1qypffv26amnnlKzZs2q5Tt8FyIlJUX9+vVTo0aNNG3aNKWlpRUdi42NtTCZfzh48KBOnjypgwcPyul0atOmTZKk5s2bKywszNpwPmTChAm67bbb1KVLl6J3kg8ePMi+G+U4c+aM9u7dW/T1/v37tWnTJtWqVUuNGjWyMJnvGzt2rD788EPNnz9f4eHhRe80R0ZGKiQkxOJ0vu3xxx/XkCFDFBcXp9OnT+ujjz7S0qVLtXDhQqujoRJQQ3mOGspz1E/uoX7yHDWUZ6ifPFct6ycTRbZs2WImJCSYtWrVMoOCgsz4+HjznnvuMQ8fPmx1NJ83a9YsU1KJHyjf6NGjS5y777//3upoPuf11183GzdubDocDrNTp07msmXLrI7k877//vsS//8aPXq01dF8Xmk/12bNmmV1NJ935513Fv1brV27tjlgwABz8eLFVsdCJaGG8hw1lOeon9xH/eQZaijPUD95rjrWT4ZpVtPdJwEAAAAAAGCZ6nvCOgAAAAAAACxDUwoAAAAAAABeR1MKAAAAAAAAXkdTCgAAAAAAAF5HUwoAAAAAAABeR1MKAAAAAAAAXkdTCgAAAAAAAF5HUwoAAAAAAABeR1MKAAAAAAAAXkdTCoDfuuOOO2QYhgzDUGBgoJo2baqHH35YWVlZxcbNnTtX/fr1U2RkpMLCwtShQwf9/e9/18mTJ4uNy8nJUc2aNVWrVi3l5OSU+/zbt2/XjTfeqPj4eBmGoZdffrkiXx4AAECloIYC4CtoSgHwa4MHD9aRI0e0b98+TZ48WdOnT9fDDz9cdPyJJ57QiBEjdOmll+rrr7/Wtm3b9OKLL2rz5s16//33iz3W3Llz1b59e7Vt21afffZZuc+dnZ2tpk2baurUqYqNja3w1wYAAFBZqKEA+ALDNE3T6hAA4Ik77rhD6enp+vzzz4tuu/vuu7VgwQIdOXJEa9asUbdu3fTyyy/rr3/963n3T09PV1RUVNHXCQkJGjlypEzT1Jw5c/Tdd9+5nSU+Pl7jx4/X+PHjL+IVAQAAVD5qKAC+IsDqAABQkUJCQpSXlydJ+s9//qOwsDDdd999JY79bTGVmJioH3/8UZ999plM09T48eO1b98+NW3a1BuxAQAALEUNBcAKnL4HoMpYs2aNPvzwQw0YMECS9PPPP6tp06YKDAws977vvvuuhgwZUrQfwuDBg/Xuu+9WdmQAAADLUUMBsApNKQB+bcGCBQoLC1NwcLC6d++uPn366NVXX5UkmaYpwzDKfQyn06n33ntPo0aNKrpt1KhReu+99+R0OistOwAAgFWooQD4Ak7fA+DXEhISNGPGDAUGBqp+/frF3tFr2bKlVq5cqby8vDLf6Vu0aJGSk5M1YsSIYrc7nU4tXrxYQ4YMqbT8AAAAVqCGAuALWCkFwK/VqFFDzZs3V+PGjc8rmm655RadOXNG06dPL/G+6enpkqR33nlHI0eO1KZNm4p93HrrrXrnnXcq+yUAAAB4HTUUAF/ASikAVVa3bt30yCOP6KGHHlJycrKuv/561a9fX3v37tUbb7yhXr166ZZbbtGXX36pL774Qu3bty92/9GjR+uqq65SWlqaateufd7j5+bmaseOHUWfJycna9OmTQoLC1Pz5s298hoBAAAqGjUUAG8xTNM0rQ4BAJ4o6XLGJZkzZ45ef/11bdy4US6XS82aNdOwYcM0btw4vfPOO5o8ebKOHTt23ruE+fn5qlu3rp544glNmDDhvMdNSkpSkyZNzru9b9++Wrp06cW8NAAAgEpDDQXAV9CUAgAAAAAAgNexpxQAAAAAAAC8jqYUAAAAAAAAvI6mFAAAAAAAALyOphQAAAAAAAC8jqYUAAAAAAAAvI6mFAAAAAAAALyOphQAAAAAAAC8jqYUAAAAAAAAvI6mFAAAAAAAALyOphQAAAAAAAC8jqYUAAAAAAAAvI6mFAAAAAAAALzu/wO1B6p8VXJaKAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 5))\n", + "\n", + "# Left plot\n", + "plt.subplot(1, 2, 1)\n", + "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=y_true, cmap='viridis', s=50)\n", + "plt.title('True Labels (Ground Truth)')\n", + "plt.xlabel('PCA 1')\n", + "plt.ylabel('PCA 2')\n", + "\n", + "# Right plot\n", + "plt.subplot(1, 2, 2)\n", + "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=y_pred, cmap='viridis', s=50)\n", + "plt.scatter(centers_pca[:, 0], centers_pca[:, 1], c='red', marker='X', s=100, label='Centroids')\n", + "plt.title('Predicted Clusters (K-Means)')\n", + "plt.xlabel('PCA 1')\n", + "plt.ylabel('PCA 2')\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2095c54a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=y_pred, cmap='viridis', s=50, alpha=0.6)\n", + "\n", + "\n", + "plt.scatter(centers_pca[:, 0], centers_pca[:, 1], c='red', marker='X', s=200, label='Centroids')\n", + "\n", + "\n", + "for i, center in enumerate(centers_pca):\n", + "\n", + " cluster_points = X_pca[y_pred == i]\n", + " if len(cluster_points) > 0:\n", + " radius = np.max(np.linalg.norm(cluster_points - center, axis=1))\n", + " circle = plt.Circle(center, radius, color='red', fill=False, linestyle='--', alpha=0.5)\n", + " plt.gca().add_patch(circle)\n", + "\n", + "plt.title('Predicted Clusters with K-Means Centroids & Circles')\n", + "plt.xlabel('PCA 1')\n", + "plt.ylabel('PCA 2')\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4535aa40", + "metadata": {}, + "source": [ + "### PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "d0055f1e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x, y = X_pca[:, 0], X_pca[:, 1]\n", + "\n", + "colors = {0: 'red',\n", + " 1: 'blue',\n", + " 2: 'green'}\n", + "\n", + "df = pd.DataFrame({'x': x, 'y':y, 'label':labels_kmean})\n", + "groups = df.groupby('label')\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 8))\n", + "\n", + "for name, group in groups:\n", + " ax.plot(group.x, group.y, marker='o', linestyle='', ms=5,\n", + " color=colors[name], mec='none')\n", + " # color=colors[name],label=names[name], mec='none')\n", + " ax.set_aspect('auto')\n", + " ax.tick_params(axis='x',which='both',bottom='off',top='off',labelbottom='off')\n", + " ax.tick_params(axis= 'y',which='both',left='off',top='off',labelleft='off')\n", + "\n", + "ax.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d9fda7a6", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Harish/Task 6/Task_6_3.ipynb b/Harish/Task 6/Task_6_3.ipynb new file mode 100644 index 0000000..01b5e65 --- /dev/null +++ b/Harish/Task 6/Task_6_3.ipynb @@ -0,0 +1,418 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1838f269", + "metadata": {}, + "source": [ + "Part 3: PCA + K-Means\n", + "\n", + "sklearn has a digits dataset. Perform PCA on that to reduce the features down to features that would explain most of the variance. You need to find some sweet spot for the number of the features here. Then perform K-means clustering on this to cluster the images. Each cluster will most probably correspond to a digit.\n", + "\n", + "\n", + "Also, do you people how to make pipelines? Try to use this in part 3. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "490781f1", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from warnings import filterwarnings\n", + "filterwarnings('ignore')\n", + "from sklearn.datasets import load_digits\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "866f5ba0", + "metadata": {}, + "outputs": [], + "source": [ + "df = load_digits()\n", + "df = pd.DataFrame(data=df.data, columns=df.feature_names)\n", + "df_labelled = df.copy()\n", + "df_labelled['target'] = load_digits().target\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "21744421", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1797, 64)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d5c45841", + "metadata": {}, + "outputs": [], + "source": [ + "X = df.copy()\n", + "y = df_labelled['target']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3571107", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import warnings\n", + "warnings.simplefilter(action='ignore', category=FutureWarning)\n", + "\n", + "m, n = X.shape\n", + "\n", + "fig, axes = plt.subplots(8,8, figsize=(5,5))\n", + "fig.tight_layout(pad=0.13,rect=[0, 0.03, 1, 0.91])\n", + "\n", + "\n", + "for i,ax in enumerate(axes.flat):\n", + "\n", + " random_index = np.random.randint(m)\n", + "\n", + " X_random_reshaped = X.iloc[random_index].values.reshape((8,8))\n", + "\n", + " ax.imshow(X_random_reshaped, cmap='gray')\n", + "\n", + " ax.set_title(y[random_index])\n", + " ax.set_axis_off()\n", + " fig.suptitle(\"Label, image\", fontsize=14)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d486a3ad", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9578629a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pca = PCA()\n", + "pca.fit(X)\n", + "\n", + "\n", + "explained_variance = np.cumsum(pca.explained_variance_ratio_)\n", + "\n", + "plt.figure(figsize=(6, 4))\n", + "plt.plot(range(1, len(explained_variance) + 1), explained_variance, marker='o')\n", + "plt.xlabel('Number of Principal Components')\n", + "plt.ylabel('Cumulative Explained Variance')\n", + "plt.title('Explained Variance vs. Number of Components')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9d09b8c1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal number of components: 21\n" + ] + } + ], + "source": [ + "n_components = np.argmax(explained_variance >= 0.90) + 1\n", + "print(f\"Optimal number of components: {n_components}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d5aa75df", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster labels: [3 2 6 ... 6 9 6]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " File \"c:\\Users\\bhada\\anaconda3\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py\", line 257, in _count_physical_cores\n", + " cpu_info = subprocess.run(\n", + " ^^^^^^^^^^^^^^^\n", + " File \"c:\\Users\\bhada\\anaconda3\\Lib\\subprocess.py\", line 548, in run\n", + " with Popen(*popenargs, **kwargs) as process:\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"c:\\Users\\bhada\\anaconda3\\Lib\\subprocess.py\", line 1026, in __init__\n", + " self._execute_child(args, executable, preexec_fn, close_fds,\n", + " File \"c:\\Users\\bhada\\anaconda3\\Lib\\subprocess.py\", line 1538, in _execute_child\n", + " hp, ht, pid, tid = _winapi.CreateProcess(executable, args,\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n" + ] + } + ], + "source": [ + "pca = PCA(n_components=n_components)\n", + "X_pca = pca.fit_transform(X)\n", + "\n", + "kmeans = KMeans(n_clusters=10, random_state=42)\n", + "kmeans.fit(X_pca)\n", + "\n", + "cluster_labels = kmeans.predict(X_pca)\n", + "\n", + "print(\"Cluster labels:\", cluster_labels)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "595f970b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "centers_original = pca.inverse_transform(kmeans.cluster_centers_)\n", + "\n", + "fig, axes = plt.subplots(2,5, figsize=(8, 4))\n", + "axes = axes.ravel()\n", + "\n", + "for i in range(10):\n", + " axes[i].imshow(centers_original[i].reshape(8, 8), cmap='gray')\n", + " axes[i].set_title(f'Cluster {cluster_labels[i]}')\n", + " axes[i].axis('off')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "fdb8fefe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARI: 0.647\n", + "NMI: 0.742\n", + "Homogeneity: 0.732, Completeness: 0.753, V-measure: 0.742\n" + ] + } + ], + "source": [ + "from sklearn.metrics import adjusted_rand_score, normalized_mutual_info_score, homogeneity_completeness_v_measure\n", + "\n", + "true = df_labelled['target']\n", + "pred = cluster_labels\n", + "\n", + "# 1. ARI\n", + "ari = adjusted_rand_score(true, pred)\n", + "\n", + "# 2. NMI\n", + "nmi = normalized_mutual_info_score(true, pred)\n", + "\n", + "# 3. Homogeneity, completeness, v-measure\n", + "h, c, v = homogeneity_completeness_v_measure(true, pred)\n", + "\n", + "print(f\"ARI: {ari:.3f}\")\n", + "print(f\"NMI: {nmi:.3f}\")\n", + "print(f\"Homogeneity: {h:.3f}, Completeness: {c:.3f}, V-measure: {v:.3f}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "ccdb737f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn.metrics import silhouette_score\n", + "\n", + "scores = []\n", + "components_range = []\n", + "x_ticks = []\n", + "for i in range(10,101,5):\n", + " n_components = np.argmax(explained_variance >= (i/100)) + 1\n", + " components_range.append(n_components)\n", + " x_ticks.append(i/100)\n", + "\n", + "for n in components_range:\n", + " pca = PCA(n_components=n)\n", + " X_pca = pca.fit_transform(X)\n", + " kmeans = KMeans(n_clusters=10, random_state=42)\n", + " labels = kmeans.fit_predict(X_pca)\n", + " score = silhouette_score(X_pca, labels)\n", + " scores.append(score)\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "plt.plot(components_range, scores, marker='o')\n", + "plt.xlabel('Number of PCA Components')\n", + "plt.ylabel('Silhouette Score')\n", + "plt.title('K-Means Clustering Quality vs PCA Components')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "e5e836bb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.1, Components: 1, Silhouette Score: 0.5389\n", + "0.15, Components: 2, Silhouette Score: 0.4004\n", + "0.2, Components: 2, Silhouette Score: 0.4004\n", + "0.25, Components: 2, Silhouette Score: 0.4004\n", + "0.3, Components: 3, Silhouette Score: 0.3597\n", + "0.35, Components: 3, Silhouette Score: 0.3597\n", + "0.4, Components: 3, Silhouette Score: 0.3597\n", + "0.45, Components: 4, Silhouette Score: 0.3428\n", + "0.5, Components: 5, Silhouette Score: 0.3398\n", + "0.55, Components: 6, Silhouette Score: 0.3266\n", + "0.6, Components: 7, Silhouette Score: 0.3051\n", + "0.65, Components: 8, Silhouette Score: 0.2905\n", + "0.7, Components: 9, Silhouette Score: 0.2784\n", + "0.75, Components: 11, Silhouette Score: 0.2282\n", + "0.8, Components: 13, Silhouette Score: 0.2476\n", + "0.85, Components: 17, Silhouette Score: 0.2263\n", + "0.9, Components: 21, Silhouette Score: 0.2154\n", + "0.95, Components: 29, Silhouette Score: 0.1948\n", + "1.0, Components: 61, Silhouette Score: 0.1765\n" + ] + } + ], + "source": [ + "for i in range(len(scores)):\n", + " print(f'{x_ticks[i]}, Components: {components_range[i]}, Silhouette Score: {scores[i]:.4f}')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3969a460", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Harish/Task 6/customer_segment.csv b/Harish/Task 6/customer_segment.csv new file mode 100644 index 0000000..b4e2aae --- /dev/null +++ b/Harish/Task 6/customer_segment.csv @@ -0,0 +1,8951 @@ +CUST_ID,BALANCE,BALANCE_FREQUENCY,PURCHASES,ONEOFF_PURCHASES,INSTALLMENTS_PURCHASES,CASH_ADVANCE,PURCHASES_FREQUENCY,ONEOFF_PURCHASES_FREQUENCY,PURCHASES_INSTALLMENTS_FREQUENCY,CASH_ADVANCE_FREQUENCY,CASH_ADVANCE_TRX,PURCHASES_TRX,CREDIT_LIMIT,PAYMENTS,MINIMUM_PAYMENTS,PRC_FULL_PAYMENT,TENURE +C10001,40.900749,0.818182,95.4,0,95.4,0,0.166667,0,0.083333,0,0,2,1000,201.802084,139.509787,0,12 +C10002,3202.467416,0.909091,0,0,0,6442.945483,0,0,0,0.25,4,0,7000,4103.032597,1072.340217,0.222222,12 +C10003,2495.148862,1,773.17,773.17,0,0,1,1,0,0,0,12,7500,622.066742,627.284787,0,12 +C10004,1666.670542,0.636364,1499,1499,0,205.788017,0.083333,0.083333,0,0.083333,1,1,7500,0,,0,12 +C10005,817.714335,1,16,16,0,0,0.083333,0.083333,0,0,0,1,1200,678.334763,244.791237,0,12 +C10006,1809.828751,1,1333.28,0,1333.28,0,0.666667,0,0.583333,0,0,8,1800,1400.05777,2407.246035,0,12 +C10007,627.260806,1,7091.01,6402.63,688.38,0,1,1,1,0,0,64,13500,6354.314328,198.065894,1,12 +C10008,1823.652743,1,436.2,0,436.2,0,1,0,1,0,0,12,2300,679.065082,532.03399,0,12 +C10009,1014.926473,1,861.49,661.49,200,0,0.333333,0.083333,0.25,0,0,5,7000,688.278568,311.963409,0,12 +C10010,152.225975,0.545455,1281.6,1281.6,0,0,0.166667,0.166667,0,0,0,3,11000,1164.770591,100.302262,0,12 +C10011,1293.124939,1,920.12,0,920.12,0,1,0,1,0,0,12,1200,1083.301007,2172.697765,0,12 +C10012,630.794744,0.818182,1492.18,1492.18,0,0,0.25,0.25,0,0,0,6,2000,705.618627,155.549069,0,12 +C10013,1516.92862,1,3217.99,2500.23,717.76,0,1,0.25,0.916667,0,0,26,3000,608.263689,490.207013,0.25,12 +C10014,921.693369,1,2137.93,419.96,1717.97,0,0.75,0.166667,0.75,0,0,26,7500,1655.891435,251.137986,0.083333,12 +C10015,2772.772734,1,0,0,0,346.81139,0,0,0,0.083333,1,0,3000,805.647974,989.962866,0,12 +C10016,6886.213231,1,1611.7,0,1611.7,2301.491267,0.5,0,0.5,0.166667,4,11,8000,1993.439277,2109.90649,0,12 +C10017,2072.074354,0.875,0,0,0,2784.274703,0,0,0,0.25,3,0,3000,391.974562,376.579631,0,8 +C10018,41.089489,0.454545,519,0,519,0,0.416667,0,0.333333,0,0,8,2500,254.590662,73.203221,0.25,12 +C10019,1989.072228,1,504.35,166,338.35,0,0.666667,0.083333,0.583333,0,0,9,13000,1720.837373,744.613395,0,12 +C10020,3577.970933,1,398.64,0,398.64,0,1,0,1,0,0,12,4000,1053.980464,12465.54938,0,12 +C10021,2016.684686,1,176.68,0,176.68,0,0.666667,0,0.666667,0,0,8,2000,223.0686,13557.29726,0,12 +C10022,6369.531318,1,6359.95,5910.04,449.91,229.028245,1,0.916667,1,0.333333,6,92,11250,2077.959051,1659.775075,0,12 +C10023,132.34224,0.636364,815.9,0,815.9,0,1,0,1,0,0,17,1800,2359.629958,86.329554,0,12 +C10024,3800.151377,0.818182,4248.35,3454.56,793.79,7974.415626,1,0.083333,0.916667,0.333333,13,13,9000,9479.043842,1425.426525,0,12 +C10025,5368.571219,1,0,0,0,798.949863,0,0,0,0.363636,4,0,6000,1422.726707,1657.002877,0,11 +C10026,169.781679,1,399.6,0,399.6,0,1,0,1,0,0,12,3000,215.306142,163.005536,0,12 +C10027,1615.96724,1,102,102,0,244.840485,0.166667,0.166667,0,0.25,5,2,1700,890.178845,971.183209,0,12 +C10028,125.694817,1,233.28,0,233.28,0,1,0,1,0,0,12,1000,207.773715,164.748819,0,12 +C10029,7152.864372,1,387.05,204.55,182.5,2236.145259,0.666667,0.166667,0.416667,0.833333,16,8,10500,1601.448347,1648.851345,0,12 +C10030,22.06349,1,100,0,100,0,0.416667,0,0.416667,0,0,5,6900,160.767773,159.684442,0,12 +C10031,12136.21996,1,3038.01,1013.2,2024.81,3183.583301,1,0.166667,1,0.5,10,64,13000,4230.323491,3292.01503,0,12 +C10032,1162.273324,1,1347.71,400,947.71,175.815755,1,0.083333,1,0.166667,2,45,6000,645.998299,256.848991,0,12 +C10033,6732.823064,1,324.95,324.95,0,1189.533753,0.083333,0.083333,0,0.166667,3,3,10500,1720.118876,2506.745366,0,12 +C10034,125.660453,1,636.79,636.79,0,0,0.916667,0.916667,0,0,0,11,1200,423.449696,196.301885,0.3,12 +C10035,3517.101616,0.727273,547.28,0,547.28,0,1,0,1,0,0,14,11000,8735.607835,17862.55831,0,12 +C10036,1656.350781,1,0,0,0,99.264367,0,0,0,0.083333,1,0,1800,351.500199,634.569311,0,12 +C10037,7427.076941,1,0,0,0,8873.375046,0,0,0,0.727273,11,0,9000,1636.361601,1986.843608,0,11 +C10038,4047.480828,1,2380.55,1642.17,738.38,1697.660901,0.75,0.5,0.75,0.333333,7,41,5000,1617.894416,1541.141605,0,12 +C10039,6269.418144,1,204,204,0,2925.699862,0.083333,0.083333,0,0.333333,12,2,9000,1237.111661,2049.408839,0,12 +C10040,1411.60223,0.454545,963.24,963.24,0,6173.682877,0.083333,0.083333,0,0.333333,6,6,7500,20071.07544,719.948985,0.333333,12 +C10041,663.44781,0.727273,0,0,0,3133.063934,0,0,0,0.25,3,0,1800,3067.05783,283.333445,0.166667,12 +C10043,784.889762,0.909091,1526.59,786.3,740.29,2188.419607,0.583333,0.416667,0.333333,0.25,11,27,3000,1262.309666,363.142736,0.111111,12 +C10044,4104.710798,1,203.82,203.82,0,0,0.083333,0.083333,0,0,0,1,4500,868.275275,1801.264841,0,12 +C10045,1360.742377,1,0,0,0,1481.587093,0,0,0,0.083333,1,0,1500,378.294227,321.354137,0,12 +C10046,5315.945594,1,1525.44,469.8,1055.64,0,1,0.333333,1,0,0,20,8500,1430.341501,1318.71492,0,12 +C10047,2242.311686,1,437,97,340,184.648692,0.333333,0.083333,0.333333,0.166667,2,5,2400,0,,0,12 +C10048,474.447149,0.5,109.74,0,109.74,1013.659552,0.375,0,0.25,0.125,1,3,1700,176.013005,147.199792,0,8 +C10049,3910.111237,1,0,0,0,1980.873201,0,0,0,0.5,7,0,4200,0,,0,12 +C10050,229.867179,1,2390.6,1402.93,987.67,0,1,0.666667,1,0,0,87,3300,2543.953559,175.657825,0.916667,12 +C10051,863.809833,1,507.5,507.5,0,695.097159,0.166667,0.166667,0,0.083333,2,3,4000,587.866451,286.448719,0.083333,12 +C10052,4931.331857,1,901.42,646.07,255.35,8530.648614,0.625,0.375,0.25,0.875,37,9,12000,8113.297346,1012.415961,0,8 +C10053,1078.888565,1,3107.85,2221.74,886.11,0,0.666667,0.583333,0.5,0,0,18,2500,1399.82834,1322.446601,0,12 +C10054,1565.681099,1,0,0,0,321.359135,0,0,0,0.25,3,0,3500,691.825279,581.481917,0,12 +C10055,464.674156,0.888889,1979.22,1979.22,0,1981.265503,0.666667,0.666667,0,0.111111,1,11,3000,3110.052742,132.446091,0.2,9 +C10056,6.660517,0.636364,310,0,310,0,0.666667,0,0.666667,0,0,8,1000,417.016763,,0,12 +C10057,1311.995984,1,1283.9,1283.9,0,0,0.25,0.25,0,0,0,6,6000,0,,0,12 +C10058,3625.218146,1,313.27,313.27,0,668.468743,0.25,0.25,0,0.416667,5,4,4000,0,,0,12 +C10059,2386.330629,1,5217.62,4789.09,428.53,0,0.916667,0.916667,0.5,0,0,42,7500,5678.729613,1311.514878,0.083333,12 +C10060,3971.138765,1,0,0,0,224.575517,0,0,0,0.181818,3,0,4000,764.938728,1600.212243,0,11 +C10061,5493.90406,1,229,0,229,970.591332,0.416667,0,0.333333,0.333333,4,6,6000,2110.557023,1895.02617,0,12 +C10062,1879.114033,0.727273,113,113,0,0,0.166667,0.166667,0,0,0,2,6500,3509.686561,548.105836,0,12 +C10063,1555.793701,1,66.2,66.2,0,0,0.083333,0.083333,0,0,0,1,1600,338.083661,837.215674,0,12 +C10064,809.582978,0.909091,0,0,0,3819.672466,0,0,0,0.545455,7,0,4150,4372.148648,241.645387,0.090909,11 +C10065,7.152356,0.090909,840,840,0,0,0.083333,0.083333,0,0,0,1,1600,0,,0,12 +C10067,1923.886805,1,1887.64,0,1887.64,1605.949371,1,0,1,0.083333,4,61,1850,3688.045998,3266.996777,0.083333,12 +C10068,1758.059987,1,412.33,325.21,87.12,0,0.583333,0.333333,0.166667,0,0,11,1800,777.451648,897.905444,0,12 +C10069,809.847455,0.875,0,0,0,908.423608,0,0,0,0.125,1,0,1500,146.074769,179.412493,0,8 +C10070,1576.305029,1,0,0,0,382.908547,0,0,0,0.416667,6,0,2500,540.022225,352.883804,0,12 +C10071,3990.523579,1,263.5,190.6,72.9,0,0.666667,0.083333,0.583333,0,0,8,6000,6876.836205,1001.607366,0.083333,12 +C10072,1699.435486,1,1363.69,1363.69,0,0,0.333333,0.333333,0,0,0,4,1700,1623.816348,923.505868,0,12 +C10073,5487.683724,1,419.1,0,419.1,625.399386,0.916667,0,0.833333,0.333333,4,11,6250,1288.214909,2180.881868,0,12 +C10074,2990.422186,0.909091,4523.27,1664.09,2859.18,27296.48576,0.666667,0.5,0.583333,0.833333,27,33,7000,28232.69446,1107.030803,0.454545,12 +C10075,656.01301,1,0,0,0,1474.349901,0,0,0,0.125,3,0,7000,910.457985,140.983193,0.25,8 +C10077,1808.972419,1,713.9,503.08,210.82,0,0.5,0.1,0.4,0,0,8,2250,889.017418,622.757696,0,10 +C10078,532.334517,0.909091,791.94,516.64,275.3,0,0.272727,0.090909,0.181818,0,0,7,6000,1305.177304,175.510344,0,11 +C10079,5860.433624,1,561.87,249.5,312.37,0,0.833333,0.166667,0.75,0,0,14,6000,1990.044998,2161.428274,0,12 +C10080,1727.638449,1,606.11,606.11,0,0,1,1,0,0,0,17,11000,2959.920544,623.656993,0,12 +C10081,578.809679,1,320,0,320,0,0.75,0,0.666667,0,0,8,1500,1438.910569,190.186542,0,12 +C10082,1205.716678,1,0,0,0,38.325801,0,0,0,0.083333,1,0,1200,29.278671,8242.687678,0,12 +C10083,6593.820644,1,388.66,388.66,0,4621.93458,0.583333,0.583333,0,0.416667,7,7,7000,1624.583114,2503.40234,0,12 +C10084,17.357563,0.909091,244.85,40.21,204.64,0,0.666667,0.166667,0.583333,0,0,13,5000,357.802082,121.523416,0.181818,12 +C10085,81.584711,0.272727,0,0,0,2985.300006,0,0,0,0.166667,5,0,9500,116.569033,164.692136,0,12 +C10086,3.78631,0.636364,133.05,28.2,104.85,0,0.416667,0.166667,0.25,0,0,5,12000,210.053432,99.533735,0.444444,12 +C10087,42.46443,0.545455,396,0,396,0,0.5,0,0.416667,0,0,12,1200,725.606194,140.809454,1,12 +C10088,1935.362486,1,4915.6,4515.34,400.26,293.844792,1,1,0.333333,0.083333,1,50,9000,4921.066897,594.756686,0,12 +C10089,134.917202,1,1247.8,1247.8,0,0,1,1,0,0,0,22,16500,1275.229436,171.357189,1,12 +C10090,7069.950386,1,1603.78,1445.14,158.64,5626.004046,1,0.833333,1,0.75,23,23,11000,4589.873897,1876.262988,0,12 +C10092,8181.251131,1,2258.01,1318.78,939.23,5251.228934,1,0.75,1,0.75,21,60,13500,3021.575846,2074.581541,0,12 +C10093,4037.305658,1,45,45,0,104.238064,0.083333,0.083333,0,0.083333,1,1,4500,1073.844885,968.941265,0,12 +C10094,6110.265264,1,0,0,0,2717.253917,0,0,0,0.416667,14,0,6500,1502.205631,2864.380327,0,12 +C10095,9381.255094,1,5100.07,1147.83,3952.24,370.737197,1,0.25,0.916667,0.083333,1,46,9000,6409.496345,9827.045323,0,12 +C10096,1977.00709,1,1032.04,226.9,805.14,4335.919227,0.909091,0.090909,0.818182,0.545455,21,17,4000,3056.424974,910.707525,0.090909,11 +C10097,1321.47608,1,45.65,45.65,0,495.657934,0.083333,0.083333,0,0.083333,1,1,1800,440.840439,312.560636,0,12 +C10098,1307.717841,1,405.6,405.6,0,0,0.166667,0.166667,0,0,0,2,2400,0,,0,12 +C10099,2329.485768,1,213.34,213.34,0,0,0.25,0.25,0,0,0,3,2400,0,,0,12 +C10100,1139.782882,1,0,0,0,120.612912,0,0,0,0.083333,1,0,1200,151.823651,2906.110765,0,12 +C10101,1619.955708,1,739.44,739.44,0,0,0.666667,0.666667,0,0,0,11,6000,417.128532,389.138517,0,12 +C10102,3505.671311,1,0,0,0,1713.984305,0,0,0,0.5,6,0,4000,0,,0,12 +C10103,4.708041,0.363636,79,0,79,0,0.25,0,0.166667,0,0,3,7000,217.820198,121.781205,1,12 +C10104,0,0,0,0,0,89.849004,0,0,0,0.142857,1,0,3000,138.021428,,0,7 +C10105,4.875885,0.666667,20,20,0,0,0.111111,0.111111,0,0,0,1,1500,26.487919,60.913577,0,9 +C10106,23.394411,0.272727,1346.28,0,1346.28,0,1,0,1,0,0,12,2000,712.149153,54.79166,0,12 +C10107,3539.801912,1,2823.8,1540.41,1283.39,0,0.916667,0.916667,0.833333,0,0,75,5700,9172.788366,2103.796148,0.083333,12 +C10108,0.62424,0.090909,389.96,0,389.96,0,1,0,1,0,0,31,4500,0,,0,12 +C10109,862.07238,1,0,0,0,920.309805,0,0,0,0.083333,1,0,4000,2236.890255,214.828158,0.083333,12 +C10110,2441.542991,1,808,808,0,959.857263,0.25,0.25,0,0.333333,6,4,4000,532.741699,1026.976,0,12 +C10111,408.656365,1,941.64,0,941.64,0,1,0,1,0,0,12,2500,1097.78942,176.610605,0.083333,12 +C10112,4986.400804,1,0,0,0,5439.467563,0,0,0,0.583333,40,0,8000,1241.538024,1439.230899,0,12 +C10113,1246.624558,1,423.7,177.64,246.06,412.399058,0.666667,0.166667,0.5,0.083333,2,10,2000,577.050373,498.365419,0,12 +C10114,6644.201651,1,4478.75,2721.59,1757.16,7205.520805,1,0.916667,1,0.583333,21,64,9000,10857.94321,2469.571326,0.083333,12 +C10115,156.216753,0.818182,1354.86,585.63,769.23,0,0.916667,0.333333,0.833333,0,0,34,5500,858.976682,108.319927,0,12 +C10116,3393.351236,1,0,0,0,1008.348672,0,0,0,0.083333,2,0,4200,0,,0,12 +C10117,5322.994094,1,2812.2,857.12,1955.08,2510.352951,1,0.25,1,0.333333,8,81,8500,1509.423237,1834.031569,0,12 +C10118,6458.56209,1,0,0,0,3360.228794,0,0,0,0.25,11,0,7000,1277.76778,2760.115734,0,12 +C10119,175.341651,0.818182,1508.9,1252.36,256.54,0,0.666667,0.416667,0.333333,0,0,14,5000,1884.227778,136.639824,1,12 +C10120,680.195157,1,1045.57,667.95,377.62,0,1,0.583333,1,0,0,25,3000,552.432305,207.720441,0,12 +C10121,223.763616,0.636364,2309.78,0,2309.78,0,0.583333,0,0.5,0,0,12,6500,1206.81188,99.372848,0.333333,12 +C10122,1785.626943,1,0,0,0,576.206382,0,0,0,0.25,10,0,1800,687.691735,2439.136113,0,12 +C10123,54.933231,0.272727,495,0,495,0,0.166667,0,0.166667,0,0,2,7000,1969.845566,147.049952,1,12 +C10124,2662.629852,1,0,0,0,509.023801,0,0,0,0.333333,4,0,3000,932.418855,709.207016,0,12 +C10125,8504.876253,1,6724.26,4100.08,2624.18,1686.599777,1,0.916667,1,0.5,10,85,17000,1888.756861,2167.446204,0,12 +C10126,1464.324632,1,1174.39,1174.39,0,0,0.25,0.25,0,0,0,8,9000,0,,0,12 +C10127,2114.158683,1,5580.85,0,5580.85,0,1,0,1,0,0,75,8500,3564.977774,630.00413,0,12 +C10128,2876.396444,1,0,0,0,998.84867,0,0,0,0.166667,2,0,3200,1065.426905,1412.648089,0,12 +C10130,14224.11541,1,0,0,0,4614.427403,0,0,0,0.333333,9,0,19000,3066.614272,3406.258999,0,12 +C10131,2392.917738,1,12462.44,12462.44,0,0,0.916667,0.916667,0,0,0,217,2800,11628.71557,2000.990921,0,12 +C10132,57.453201,0.75,0,0,0,272.713302,0,0,0,0.125,1,0,1200,385.853874,84.697292,0.166667,8 +C10133,4245.855092,1,1957.3,1077.3,880,0,0.833333,0.166667,0.583333,0,0,19,5000,1004.35474,1086.428906,0,12 +C10134,11167.23403,1,150.64,150.64,0,8362.154254,0.083333,0.083333,0,0.5,14,1,17000,2606.059389,2894.077159,0,12 +C10135,69.405545,0.090909,0,0,0,2799.714934,0,0,0,0.083333,3,0,13000,0,,0,12 +C10136,116.654149,0.272727,907,907,0,273.558033,0.25,0.25,0,0.083333,1,8,5000,0,,0,12 +C10137,4637.848144,1,1271.12,351.54,919.58,0,0.833333,0.25,0.833333,0,0,33,5000,1906.032044,3572.279251,0,12 +C10138,24.28497,0.636364,250.6,0,250.6,0,0.583333,0,0.5,0,0,7,3000,319.762903,173.632006,0,12 +C10139,9354.06045,1,796.33,796.33,0,13748.47131,0.083333,0.083333,0,0.666667,16,1,13000,10664.65866,2600.875721,0.083333,12 +C10140,231.108995,1,440,0,440,0,0.916667,0,0.916667,0,0,22,4000,554.116542,185.091037,0,12 +C10141,1562.633343,1,1330.62,1169.63,160.99,0,0.5,0.166667,0.25,0,0,8,2000,1020.783647,709.610053,0,12 +C10142,2494.868559,1,5491.79,1390.5,4101.29,0,1,0.5,1,0,0,52,17000,1015.311953,615.92402,0,12 +C10143,706.132889,1,897.86,714.52,183.34,586.268966,0.916667,0.333333,0.916667,0.25,3,18,1200,972.358048,184.524376,0,12 +C10144,19043.13856,1,22009.92,9449.07,12560.85,0,1,0.75,1,0,0,216,18000,23018.57583,18621.01331,0,12 +C10145,2235.103331,1,720.6,720.6,0,723.308724,1,1,0,0.083333,1,12,2500,1061.292471,689.118919,0,12 +C10146,947.13081,1,197.06,148.66,48.4,0,0.333333,0.25,0.166667,0,0,5,1000,492.200419,509.384182,0,12 +C10147,764.042156,0.818182,0,0,0,1307.102516,0,0,0,0.166667,3,0,7500,1566.806897,172.959728,0,12 +C10148,5347.814547,1,0,0,0,4002.353384,0,0,0,0.5,9,0,7000,0,,0,12 +C10149,10598.46777,1,2084.48,1300.48,784,0,0.666667,0.416667,0.583333,0,0,13,21500,3219.621433,3068.125648,0,12 +C10150,2163.678757,1,5779.36,3436.53,2342.83,0,1,1,1,0,0,97,6500,4416.41268,546.439139,0,12 +C10151,3057.400553,1,1025,1025,0,0,0.083333,0.083333,0,0,0,2,7500,698.854095,819.682666,0,12 +C10152,19.354559,0.909091,689.7,0,689.7,0,0.833333,0,0.833333,0,0,10,10000,746.691026,,0,12 +C10153,264.811595,1,28.65,28.65,0,384.26178,0.083333,0.083333,0,0.083333,1,1,9000,1235.630069,194.324456,0.083333,12 +C10154,1108.22253,0.909091,944.96,164.96,780,0,0.5,0.25,0.416667,0,0,9,1500,1955.198953,992.652486,0,12 +C10155,906.573724,1,1039.2,80,959.2,103.102091,0.833333,0.083333,0.833333,0.083333,1,11,13500,1855.235407,468.196732,0.083333,12 +C10156,7679.62904,1,4059.93,0,4059.93,555.469352,0.583333,0,0.5,0.166667,7,14,7000,3685.61062,12854.9397,0,12 +C10157,1523.911458,1,4075.37,3322.28,753.09,0,1,1,1,0,0,31,6500,2254.26002,329.29648,0,12 +C10158,49.206256,1,870.24,0,870.24,0,1,0,1,0,0,24,8000,835.839952,193.011166,1,12 +C10159,13673.07961,1,9792.23,3959.81,5832.42,2444.445738,1,0.75,1,0.75,26,216,20000,11717.30794,6042.391629,0,12 +C10160,106.455975,0.636364,2463.12,789.53,1673.59,0,1,0.5,1,0,0,46,4000,2573.722764,95.342224,0.636364,12 +C10161,119.760904,0.363636,1859.34,0,1859.34,0,0.333333,0,0.25,0,0,4,20000,3104.275623,288.903628,0.25,12 +C10162,5837.105453,1,3488.49,3262.25,226.24,3303.1523,1,1,0.5,0.75,15,46,7900,0,,0,12 +C10163,1734.510004,1,0,0,0,66.275851,0,0,0,0.166667,2,0,1800,363.474455,2827.997525,0,12 +C10164,2765.748281,1,7283.31,5087.31,2196,0,1,1,0.666667,0,0,77,11000,14373.3929,1058.128452,0.25,12 +C10165,1046.37041,1,295,295,0,93.579809,0.083333,0.083333,0,0.083333,1,2,1200,439.407082,362.838185,0,12 +C10166,2737.367678,1,0,0,0,429.691164,0,0,0,0.416667,5,0,3000,778.827993,721.798576,0,12 +C10167,4014.818167,1,0,0,0,988.356213,0,0,0,0.083333,1,0,8500,1009.185035,1177.149934,0,12 +C10168,871.568977,1,648.22,115,533.22,0,1,0.083333,1,0,0,27,1200,1110.886425,208.298424,0,12 +C10169,1610.040203,1,557.19,525.64,31.55,0,0.25,0.083333,0.166667,0,0,5,4000,422.711848,616.005839,0,12 +C10170,114.593817,1,469.98,0,469.98,0,1,0,0.833333,0,0,6,1000,367.109312,86.102479,0.5,6 +C10171,5800.587339,1,0,0,0,369.950794,0,0,0,0.083333,1,0,6500,1346.365584,1972.526015,0,12 +C10172,823.103926,0.363636,131.64,0,131.64,0,1,0,1,0,0,12,8000,2916.071564,243.199498,0,12 +C10173,595.677343,1,5078.14,4330.53,747.61,1424.442602,0.916667,0.666667,0.75,0.083333,1,42,15000,4756.654374,241.894073,0.916667,12 +C10174,1128.124563,1,924.6,0,924.6,0,1,0,1,0,0,12,1000,1202.711782,1747.037345,0,12 +C10175,349.441102,1,1975.4,1393.5,581.9,0,0.666667,0.416667,0.333333,0,0,17,4000,1795.012223,167.219681,0,12 +C10176,840.804076,0.666667,0,0,0,3671.777443,0,0,0,0.222222,5,0,4000,3621.266477,193.171404,0,9 +C10177,975.942008,1,10221.35,7141.38,3079.97,1620.685551,1,1,0.833333,0.583333,18,130,10500,10693.49585,347.641073,0.75,12 +C10178,23.111088,0.363636,300,0,300,0,0.25,0,0.166667,0,0,3,12500,291.948834,43.452683,0.181818,12 +C10179,2187.732265,0.857143,0,0,0,3905.326256,0,0,0,0.285714,9,0,3000,1423.788603,461.365626,0.2,7 +C10180,11972.01104,1,5715,4685.54,1029.46,1626.351366,1,1,1,0.166667,3,90,14000,4639.513745,3192.306018,0,12 +C10181,1608.451822,1,0,0,0,205.737165,0,0,0,0.166667,2,0,1800,470.565984,408.799147,0,12 +C10182,1872.926275,1,766.61,766.61,0,1017.120578,0.833333,0.833333,0,0.25,5,12,2300,0,,0,12 +C10183,2933.240476,1,0,0,0,2040.433925,0,0,0,0.583333,13,0,3000,2431.578544,1739.74883,0,12 +C10184,336.799916,1,3535.8,1614.7,1921.1,0,1,0.416667,0.916667,0,0,44,20000,2814.231227,186.230835,1,12 +C10185,36.236312,0.454545,256.11,0,256.11,0,0.416667,0,0.416667,0,0,5,5300,831.375322,189.036967,0.166667,12 +C10186,903.29781,1,2697.48,150.5,2546.98,0,1,0.333333,1,0,0,39,2500,1686.196344,303.361632,0,12 +C10187,0,0,23,0,23,0,0.083333,0,0.083333,0,0,1,5000,0,,0,12 +C10188,2881.253586,1,117,0,117,17661.49486,0.25,0,0.166667,0.75,28,3,4500,17301.83238,931.618475,0.166667,12 +C10189,5.465999,0.090909,196.81,173,23.81,0,0.083333,0.083333,0.083333,0,0,3,12000,0,,0,12 +C10190,117.442684,1,653.73,493,160.73,0,0.666667,0.416667,0.416667,0,0,15,10000,441.588141,136.827952,0,12 +C10191,168.522709,0.818182,2009.05,0,2009.05,0,0.833333,0,0.75,0,0,22,1200,2612.760497,197.638558,0.142857,12 +C10192,1706.014379,1,147.78,0,147.78,1657.090283,0.166667,0,0.166667,0.25,4,2,6000,1186.062765,374.595505,0,12 +C10193,874.583247,1,516.54,159.07,357.47,0,1,0.333333,0.916667,0,0,30,900,579.749308,693.894717,0,12 +C10194,861.001207,1,969.56,969.56,0,446.233197,0.416667,0.416667,0,0.083333,1,6,2400,0,,0,12 +C10196,966.251742,1,311.45,311.45,0,955.959749,0.333333,0.333333,0,0.083333,1,15,1500,277.522439,286.299328,0,12 +C10197,38.615644,0.727273,280.4,280.4,0,0,0.25,0.25,0,0,0,3,6150,254.392984,55.79974,0.090909,12 +C10198,189.687964,1,66.14,66.14,0,0,0.083333,0.083333,0,0,0,2,6000,0,,0,12 +C10199,40.417255,0.363636,79.2,79.2,0,1631.576375,0.083333,0.083333,0,0.083333,1,1,4000,1647.880773,24.815878,0.083333,12 +C10200,5462.897068,1,1453.32,0,1453.32,0,0.5,0,0.5,0,0,18,16500,1382.269127,1755.253802,0,12 +C10201,3983.923705,1,756.54,756.54,0,0,0.5,0.5,0,0,0,15,4000,1110.870941,1431.201171,0,12 +C10202,5588.846272,1,3507.35,603.75,2903.6,0,0.916667,0.166667,0.833333,0,0,34,11500,1412.597253,1825.176503,0,12 +C10203,281.170378,0.818182,3163.69,56.8,3106.89,0,0.75,0.083333,0.666667,0,0,36,8000,2422.911622,187.046284,0.888889,12 +C10204,130.251538,0.909091,1343.19,1082.79,260.4,0,1,1,0.583333,0,0,33,15000,1043.55929,182.429461,0.545455,12 +C10205,1973.814964,1,873,873,0,0,0.166667,0.166667,0,0,0,5,8000,541.722532,762.682834,0,12 +C10206,5698.539876,1,47.55,0,47.55,2039.52804,0.166667,0,0.166667,0.75,14,2,6000,2976.579866,3463.174962,0,12 +C10207,43.103899,0.454545,370,370,0,0,0.166667,0.166667,0,0,0,2,23000,1212.054219,68.725483,0,12 +C10208,566.546048,0.909091,405.75,313.75,92,1044.651618,0.5,0.166667,0.416667,0.333333,6,12,2000,1249.835142,313.052687,0,12 +C10209,24.527253,0.909091,261.64,0,261.64,0,0.833333,0,0.833333,0,0,10,4000,376.758504,169.78292,0.818182,12 +C10211,8350.145568,1,1989.28,842.8,1146.48,893.757903,0.333333,0.166667,0.166667,0.083333,2,8,14000,4720.900413,2557.044576,0,12 +C10212,4559.779234,1,10848.5,8208,2640.5,0,1,0.666667,1,0,0,123,7500,9423.715495,2925.275522,0,12 +C10213,2.67713,0.090909,43.39,0,43.39,0,0.083333,0,0.083333,0,0,1,4000,130.107234,29.700051,0.090909,12 +C10214,1570.682346,1,645.32,645.32,0,1665.331678,0.166667,0.166667,0,0.416667,9,2,1800,2591.391006,808.217224,0,12 +C10215,7201.736985,1,987.1,862.1,125,5468.620604,0.333333,0.333333,0.083333,0.25,16,9,10500,1941.541158,2391.987571,0,12 +C10216,6467.885013,1,1464.14,978.71,485.43,3947.86784,0.833333,0.583333,0.666667,0.416667,10,23,11500,1658.563509,1887.413517,0,12 +C10217,64.080909,0.454545,927,600,327,0,0.25,0.083333,0.166667,0,0,4,5000,1260.16384,59.04439,0.222222,12 +C10218,5635.860679,1,393.62,153.72,239.9,5933.467329,0.916667,0.916667,0.166667,0.75,24,15,10000,1919.630466,1731.549385,0,12 +C10219,3670.50596,1,965.5,876.13,89.37,0,0.5,0.5,0.083333,0,0,9,7500,1034.932404,941.496383,0,12 +C10220,2458.376257,0.818182,0,0,0,102.275984,0,0,0,0.083333,1,0,7500,4543.63481,647.20869,0,12 +C10221,768.004936,1,336.41,336.41,0,0,0.75,0.75,0,0,0,9,6000,947.696134,217.027653,0,12 +C10222,75.647479,0.727273,540,0,540,0,0.25,0,0.166667,0,0,3,4000,548.967281,48.659935,0,12 +C10223,2.433254,0.181818,36,0,36,0,0.166667,0,0.083333,0,0,2,7500,0,,0,12 +C10224,1121.730896,1,878.52,103.1,775.42,197.648111,1,0.166667,0.916667,0.083333,1,39,1500,542.836917,471.496776,0,12 +C10226,7.56809,0.545455,144.26,67.08,77.18,0,0.333333,0.083333,0.166667,0,0,7,11500,134.710832,75.515008,0.111111,12 +C10227,2053.441598,1,493.85,441.35,52.5,1738.33378,0.5,0.333333,0.25,0.833333,16,10,2000,2795.059574,2661.324808,0,12 +C10228,2422.311938,1,4490.69,3456.25,1034.44,188.783221,1,0.916667,1,0.083333,1,52,8500,5763.666926,582.589765,0,12 +C10229,9047.621884,1,11188.62,6099.16,5089.46,0,1,0.75,1,0,0,151,10000,11994.41815,8517.258683,0,12 +C10230,3061.213971,1,1829.2,1792.7,36.5,0,1,1,0.083333,0,0,17,7000,971.234118,985.954762,0,12 +C10231,41.642389,0.857143,75.99,75.99,0,0,0.142857,0.142857,0,0,0,1,2700,69.163384,99.401747,0,7 +C10232,5431.622968,1,1824.16,1598.56,225.6,0,1,0.916667,0.75,0,0,23,14500,1508.016452,1370.519926,0,12 +C10233,6571.484039,1,9325.22,9325.22,0,0,0.333333,0.333333,0,0,0,5,8500,11036.72668,1824.680131,0,12 +C10234,28.461629,1,100,100,0,0,0.083333,0.083333,0,0,0,1,4000,125.769169,104.857518,0,12 +C10235,4178.625215,1,1431.89,430.69,1001.2,0,1,0.416667,0.833333,0,0,39,4000,2384.542045,3868.70983,0,12 +C10236,3019.019487,1,2260.41,1356.33,904.08,0,0.833333,0.416667,0.75,0,0,25,8500,2187.930651,739.224894,0,12 +C10237,1.045584,0.333333,0,0,0,466.643895,0,0,0,0.111111,1,0,1200,1068.581252,25.537,0.5,9 +C10238,2723.369217,0.909091,10410.49,1158.84,9251.65,0,0.75,0.666667,0.583333,0,0,41,19500,9695.650901,726.696049,0.363636,12 +C10239,1070.999446,1,990.7,482,508.7,0,0.75,0.25,0.583333,0,0,13,1400,505.317328,438.324017,0,12 +C10240,279.608696,1,3034.92,0,3034.92,0,1,0,1,0,0,12,2900,2928.909865,2733.317012,0.083333,12 +C10241,1255.901821,1,1038.81,1038.81,0,1092.634704,0.916667,0.916667,0,0.083333,1,21,5700,1215.454299,422.331098,0,12 +C10242,2229.857287,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,2500,542.7463,628.211031,0,12 +C10243,2363.489077,1,2641.98,1386.3,1255.68,263.884743,0.833333,0.666667,0.75,0.083333,1,41,3000,1839.928884,1075.456585,0,12 +C10244,4014.388265,1,1189.52,1189.52,0,0,1,1,0,0,0,12,8000,0,,0,12 +C10245,7623.224897,1,300,0,300,2800.728343,0.5,0,0.416667,0.25,3,6,12000,1975.974183,1774.584333,0,12 +C10246,3421.571922,1,126.69,42.88,83.81,154.341344,0.333333,0.083333,0.25,0.083333,1,5,10500,2515.435738,975.504012,0,12 +C10247,48.898611,0.545455,247.09,0,247.09,182.357669,0.5,0,0.416667,0.166667,3,7,5500,409.594792,69.921472,0,12 +C10248,1874.716289,1,301.1,83,218.1,0,0.583333,0.166667,0.333333,0,0,10,1950,586.974046,1089.040271,0,12 +C10249,3215.511032,0.818182,1112.2,1112.2,0,7616.064965,0.25,0.25,0,0.25,4,4,7200,0,,0,12 +C10250,237.235398,0.636364,2410.07,1670.5,739.57,0,0.5,0.083333,0.333333,0,0,15,4000,3773.727455,169.879335,1,12 +C10251,1272.927288,1,5350.19,4783.34,566.85,0,1,1,0.916667,0,0,101,8000,5825.602115,318.305326,0.166667,12 +C10252,558.476701,1,630.03,630.03,0,0,0.090909,0.090909,0,0,0,1,5500,426.092563,213.369694,0,11 +C10253,2814.207626,1,3197.24,2080.02,1117.22,0,1,0.666667,1,0,0,49,3000,3574.480603,1328.897516,0,12 +C10254,8.061012,0.363636,133,0,133,0,0.25,0,0.166667,0,0,3,3000,130.61272,41.436595,0.181818,12 +C10255,435.862142,1,1646.16,1023.42,622.74,0,1,0.583333,0.75,0,0,33,12000,1055.835407,236.619362,0,12 +C10256,6.390383,1,79.66,0,79.66,0,1,0,1,0,0,12,1500,75.896288,75.967742,0,12 +C10257,9612.21512,1,319.92,0,319.92,13439.5704,1,0,1,0.416667,12,12,12000,10993.89211,2501.560923,0,12 +C10258,7938.559134,1,3677.52,3543.73,133.79,0,1,1,0.5,0,0,98,12500,2657.856602,1912.298544,0,12 +C10259,2344.478291,1,1041.63,1041.63,0,4003.968939,0.25,0.25,0,0.333333,6,14,4000,3033.665478,716.70488,0,12 +C10260,996.48222,1,675.96,0,675.96,0,1,0,1,0,0,12,1000,1851.602411,1382.292833,0.083333,12 +C10261,19.508047,1,193.14,0,193.14,0,0.416667,0,0.416667,0,0,5,2000,220.46377,71.965063,0.25,12 +C10262,185.640313,1,1703.23,1703.23,0,0,1,1,0,0,0,13,11500,1449.039414,183.298253,1,12 +C10263,5335.302925,1,0,0,0,468.958688,0,0,0,0.166667,2,0,6000,1350.318606,1249.937085,0,12 +C10265,22.189283,0.363636,234.16,0,234.16,0,0.363636,0,0.272727,0,0,4,1500,479.910499,149.977816,0.5,11 +C10266,5.871769,0.818182,29.68,29.68,0,0,0.083333,0.083333,0,0,0,1,10000,76.943584,75.595199,0,12 +C10267,1049.496471,1,1322.67,1096.71,225.96,774.260436,0.833333,0.75,0.416667,0.25,6,28,11000,802.38543,229.655091,0,12 +C10269,5570.190127,1,1607.88,0,1607.88,0,1,0,1,0,0,84,13500,1583.411686,2216.638394,0,12 +C10270,1668.591831,1,0,0,0,1716.941235,0,0,0,0.166667,5,0,1800,2166.981163,568.063083,0.083333,12 +C10271,2224.590946,0.818182,3183,3183,0,0,0.166667,0.166667,0,0,0,2,9000,3823.346244,629.080506,0,12 +C10272,2903.781184,1,3014.23,1340.34,1673.89,103.610197,1,0.833333,1,0.083333,1,93,4500,1350.370286,655.633916,0,12 +C10273,2041.480046,1,7323.38,4944.88,2378.5,191.331735,1,0.833333,0.75,0.083333,1,81,3000,3792.095079,1737.893866,0.083333,12 +C10274,7755.698607,1,8533.54,4072.76,4460.78,7540.30735,1,0.5,0.833333,0.5,12,72,10000,4758.209146,7256.951816,0,6 +C10275,614.263149,0.727273,408.93,74.8,334.13,0,0.5,0.083333,0.5,0,0,10,9000,2161.153147,312.343947,0,12 +C10276,8097.334733,1,3999.92,200,3799.92,0,1,0.083333,1,0,0,14,7500,5624.074339,9952.672511,0,12 +C10277,1082.33027,1,2980.46,657.78,2322.68,0,1,0.5,1,0,0,50,6000,1116.967993,289.439818,0,12 +C10278,2734.66412,1,560.73,560.73,0,0,0.916667,0.916667,0,0,0,11,7500,717.798364,670.049653,0,12 +C10279,80.708806,1,569.9,569.9,0,0,0.166667,0.166667,0,0,0,3,9500,634.000055,92.012927,0.083333,12 +C10280,2554.525229,1,6186.77,6099.08,87.69,1898.690655,0.916667,0.75,0.25,0.083333,1,38,10950,11198.92613,608.36886,0.083333,12 +C10281,535.947221,1,4550.81,3016.98,1533.83,438.469118,1,0.916667,1,0.083333,1,99,8500,4317.191232,208.73456,0.916667,12 +C10282,3905.365959,1,150.8,150.8,0,1659.19931,0.166667,0.166667,0,0.416667,5,2,7500,990.524408,989.783286,0,12 +C10283,156.278339,1,1385.1,1005.1,380,0,1,0.5,0.75,0,0,21,14000,1280.473571,193.369942,0.833333,12 +C10284,5131.319584,1,32539.78,26547.43,5992.35,0,1,1,1,0,0,98,11500,26652.34432,1971.129435,0.083333,12 +C10285,5265.763713,1,410.24,44.71,365.53,15452.97758,0.916667,0.083333,0.916667,0.333333,13,21,16500,12005.3074,1055.547896,0.083333,12 +C10286,2.564117,0.181818,47.95,47.95,0,0,0.083333,0.083333,0,0,0,1,1500,294.507498,86.245988,0,12 +C10287,1873.084577,1,126.57,126.57,0,181.139378,0.25,0.25,0,0.083333,1,4,2100,483.557464,524.426392,0,12 +C10288,32.124999,0.272727,380.89,380.89,0,0,0.083333,0.083333,0,0,0,1,5700,0,,0,12 +C10289,1473.495809,1,414,0,414,0,0.75,0,0.666667,0,0,9,10500,5863.94034,570.250342,0.5,12 +C10290,1504.82705,1,2010,630,1380,1189.292764,1,0.166667,1,0.083333,1,14,8500,859.829946,479.831475,0,12 +C10291,7645.108427,1,4693.15,4332.65,360.5,0,0.5,0.416667,0.333333,0,0,12,13500,4786.64868,1741.158024,0,12 +C10292,1129.33758,1,498.96,0,498.96,72.259355,1,0,1,0.083333,1,12,1000,829.505486,1623.389428,0,12 +C10293,668.956687,1,224.2,148.12,76.08,0,0.583333,0.083333,0.416667,0,0,9,9500,568.336995,272.270427,0,12 +C10294,2302.184366,1,2856.57,922.84,1933.73,0,1,0.25,1,0,0,62,2500,2914.419813,2173.680619,0,12 +C10295,272.711518,0.818182,0,0,0,682.156051,0,0,0,0.083333,2,0,3000,2755.877257,144.621645,0.181818,12 +C10296,4246.430225,1,0,0,0,9270.408108,0,0,0,0.666667,16,0,7000,6010.525656,1793.262654,0.083333,12 +C10297,2420.761135,1,0,0,0,567.233798,0,0,0,0.083333,2,0,3000,871.713321,609.206784,0,12 +C10298,2935.324966,1,409.63,351.87,57.76,1876.241162,0.583333,0.583333,0.083333,0.25,4,12,5000,580.13865,1114.588285,0,12 +C10299,83.148283,0.636364,843.34,843.34,0,0,0.5,0.5,0,0,0,17,6500,1024.267592,122.850835,0.5,12 +C10300,5469.851311,1,0,0,0,512.792701,0,0,0,0.166667,3,0,6000,1362.966798,2019.027883,0,12 +C10301,280.142117,1,2236.49,758.52,1477.97,0,1,1,0.666667,0,0,34,10000,1986.838064,233.614975,1,12 +C10302,5790.930626,1,464.51,399.41,65.1,2516.727082,0.416667,0.25,0.166667,0.166667,6,10,6000,1515.594331,2092.915898,0,12 +C10303,3605.714046,1,1779,1779,0,0,0.166667,0.166667,0,0,0,2,5000,856.05828,761.012234,0,12 +C10304,3992.261885,1,0,0,0,348.834361,0,0,0,0.583333,9,0,4000,1057.678259,1229.820066,0,12 +C10305,41.833264,1,456.36,0,456.36,0,1,0,0.916667,0,0,14,6000,370.996177,163.287618,0.333333,12 +C10306,635.090434,0.818182,5758.71,2252.37,3506.34,0,0.75,0.25,0.75,0,0,48,2900,7943.57021,197.416104,1,12 +C10307,1521.1681,1,245.98,245.98,0,2792.67597,0.166667,0.166667,0,0.25,3,2,6000,2261.523522,388.258009,0,12 +C10308,5547.092593,1,0,0,0,3298.958165,0,0,0,0.083333,2,0,12000,1786.142816,1351.998523,0,12 +C10309,2503.107213,1,733.9,733.9,0,0,1,1,0,0,0,13,3000,1620.193277,857.535876,0,12 +C10310,191.450711,1,1641.07,1641.07,0,380.972341,0.666667,0.666667,0,0.083333,1,15,500,1583.918811,137.046292,0.636364,12 +C10311,3621.70204,1,674.73,674.73,0,1684.957411,0.25,0.25,0,0.166667,8,12,4000,1139.058595,1403.477006,0,12 +C10312,2762.479434,1,2702.47,1526.31,1176.16,0,1,0.25,1,0,0,27,11000,7596.768364,1013.086448,0.083333,12 +C10313,4338.606862,1,0,0,0,1817.569093,0,0,0,0.083333,4,0,8000,8019.800702,964.118618,0,12 +C10314,388.873921,0.727273,1579.15,1462.35,116.8,0,0.583333,0.5,0.25,0,0,15,2700,451.600059,199.955286,0,12 +C10315,9261.310686,1,0,0,0,8603.045938,0,0,0,0.416667,10,0,11000,1933.413908,2576.552758,0,12 +C10316,208.131845,1,2161.38,451.5,1709.88,0,1,0.166667,1,0,0,41,4500,2059.879468,165.05215,1,12 +C10317,169.088238,1,1482.19,446.07,1036.12,0,1,0.583333,0.666667,0,0,26,6000,1289.570234,173.686552,0.666667,12 +C10318,133.911556,1,1446.05,544.45,901.6,0,1,0.083333,1,0,0,16,3500,1364.121036,186.240772,0.833333,12 +C10319,1613.34907,0.909091,0,0,0,1606.322681,0,0,0,0.181818,3,0,4500,312.433361,648.139459,0,11 +C10320,566.908563,1,397.06,303.7,93.36,0,0.666667,0.166667,0.583333,0,0,12,2100,0,,0,12 +C10321,53.208422,1,498.17,459.02,39.15,0,0.916667,0.916667,0.083333,0,0,14,15000,611.606459,162.94308,0.909091,12 +C10322,1329.967543,1,2009.12,1296.68,712.44,1763.794583,1,1,1,0.25,10,36,2500,2715.972095,956.330023,0,12 +C10323,515.904786,1,5359.02,2399.78,2959.24,0,1,1,1,0,0,60,6000,0,,0,12 +C10324,927.041961,1,0,0,0,402.974164,0,0,0,0.333333,5,0,1000,719.974244,339.553093,0,12 +C10325,1872.767651,1,0,0,0,3394.509419,0,0,0,0.166667,3,0,5500,1151.721386,627.015802,0,12 +C10326,185.396312,1,0,0,0,842.456926,0,0,0,0.363636,7,0,1000,117.542764,137.6915,0,11 +C10327,4823.822993,0.857143,0,0,0,6481.300951,0,0,0,0.142857,4,0,7000,863.62306,1148.631716,0,7 +C10328,994.105777,1,126.2,126.2,0,0,0.833333,0.833333,0,0,0,10,1950,314.302968,417.290247,0,12 +C10329,40.089221,1,225,0,225,0,1,0,1,0,0,12,1500,325.578502,286.122587,0.166667,12 +C10330,0.478714,0.090909,734.97,159,575.97,0,0.833333,0.083333,0.75,0,0,16,6000,1159.135064,,0,12 +C10331,4732.37354,1,14.95,0,14.95,2173.356068,0.083333,0,0.083333,0.416667,11,1,5700,1289.284068,1172.289863,0,12 +C10332,9206.811696,1,874.98,350,524.98,4653.693195,0.75,0.083333,0.666667,0.333333,9,16,12500,2055.100879,2199.077716,0,12 +C10333,6719.376505,1,0,0,0,2443.262416,0,0,0,0.333333,7,0,7500,1493.089193,2488.976669,0,12 +C10334,2233.074041,1,445.2,445.2,0,0,0.166667,0.166667,0,0,0,4,8000,1042.991769,579.587654,0,12 +C10335,1867.649838,1,0,0,0,3264.573342,0,0,0,0.666667,9,0,4500,476.162309,401.970276,0,12 +C10336,57.842746,1,689.34,0,689.34,0,1,0,1,0,0,24,1500,453.842413,148.28357,0.333333,12 +C10337,4194.033835,0.727273,2006.87,420.6,1586.27,0,0.666667,0.083333,0.666667,0,0,26,21000,19714.09728,1479.309409,0.1,12 +C10338,2459.862339,1,678,678,0,927.25167,1,1,0,0.25,4,12,2500,1926.31853,1933.173023,0,12 +C10339,850.630114,1,0.05,0.05,0,1700.634586,0.083333,0.083333,0,0.333333,7,1,1000,1084.281127,367.409536,0,12 +C10340,353.198215,1,3085.69,3032.97,52.72,0,1,1,0.083333,0,0,21,8500,2690.525687,192.66679,1,12 +C10341,2669.160638,1,0,0,0,142.141325,0,0,0,0.166667,2,0,3000,642.777061,1122.076137,0,12 +C10342,92.440743,0.909091,1080,1080,0,0,0.75,0.75,0,0,0,12,6000,1077.058667,169.005281,1,12 +C10343,706.675991,1,2721.16,2417.41,303.75,0,1,0.5,1,0,0,32,6500,4952.900653,280.821958,0.083333,12 +C10344,361.319366,1,3095.96,1383.56,1712.4,0,1,0.916667,0.833333,0,0,32,14000,4003.782858,197.186568,0.583333,12 +C10345,2324.086254,0.909091,0,0,0,1600.758078,0,0,0,0.909091,13,0,2300,2147.890523,2077.873573,0,11 +C10346,2922.487907,1,71.07,0,71.07,3595.158425,0.25,0,0.166667,0.166667,9,3,9500,9226.751112,797.250949,0,12 +C10347,98.364739,0.181818,65,0,65,0,0.166667,0,0.166667,0,0,2,1200,718.794328,53.655347,0,12 +C10348,498.208616,1,4786.61,4397.64,388.97,0,0.916667,0.833333,0.5,0,0,61,9000,3805.669705,163.459999,1,12 +C10349,16.93339,0.454545,174.42,0,174.42,0,0.333333,0,0.25,0,0,5,2500,347.08638,149.301101,0.75,12 +C10350,3355.631092,1,242.88,0,242.88,0,1,0,1,0,0,12,13500,6084.115091,890.639118,0.090909,12 +C10351,907.982017,1,216.94,216.94,0,1011.997944,0.166667,0.166667,0,0.166667,5,3,3200,222.02316,300.210049,0,12 +C10352,1132.386178,0.454545,2246.3,2246.3,0,14048.07181,0.333333,0.333333,0,0.416667,20,8,6000,32048.6122,406.790252,0.8,12 +C10353,1254.6691,1,361.73,361.73,0,198.686744,0.166667,0.166667,0,0.083333,1,2,1500,535.606816,432.68808,0,12 +C10354,80.336636,0.6,330,330,0,0,0.1,0.1,0,0,0,1,1800,345.330572,85.297166,0,10 +C10355,260.838885,1,2854.11,1797.96,1056.15,0,1,0.833333,0.916667,0,0,51,9500,2437.332725,176.283228,1,12 +C10356,17.356961,0.454545,390,90,300,0,0.5,0.083333,0.5,0,0,7,2000,302.454171,74.667401,0,12 +C10357,1897.672025,1,422.18,422.18,0,0,1,1,0,0,0,12,5500,2961.632199,440.30634,0,12 +C10358,1032.241153,1,1005.52,464.5,541.02,0,1,0.5,0.833333,0,0,33,3000,1866.265366,237.328382,0,12 +C10359,3536.601227,1,2132.93,959.1,1173.83,5340.016172,1,0.333333,1,0.75,20,74,11000,8251.146946,834.025674,0,12 +C10360,21.580264,0.909091,284.72,0,284.72,0,0.666667,0,0.666667,0,0,16,5000,344.161416,155.792859,0.8,12 +C10361,4211.539631,1,0,0,0,455.581546,0,0,0,0.083333,1,0,10500,1288.287239,1164.178674,0,12 +C10362,1732.715258,1,3244.16,2480.85,763.31,0,1,0.666667,0.5,0,0,29,11500,5674.185857,563.827502,0,12 +C10364,8939.461145,1,2490.17,905.17,1585,5309.949725,0.5,0.166667,0.416667,0.5,11,8,9500,3957.017497,4951.58548,0,12 +C10365,36.567901,0.090909,1098.31,1098.31,0,0,0.083333,0.083333,0,0,0,1,4800,0,,0,12 +C10366,41.754778,0.181818,636.15,636.15,0,0,0.166667,0.166667,0,0,0,5,8500,918.414211,57.150516,0.181818,12 +C10367,1937.246177,1,3018.93,1702.62,1316.31,0,1,1,1,0,0,99,5000,3909.837604,444.12429,0.166667,12 +C10368,99.955082,1,1222.97,202.97,1020,0,1,0.25,1,0,0,16,19500,1142.077891,185.657751,1,12 +C10369,5135.604593,1,110.18,0,110.18,6551.99521,0.333333,0,0.333333,0.333333,17,4,6000,1716.998424,2463.472147,0,12 +C10370,214.896542,0.636364,0,0,0,1192.015721,0,0,0,0.083333,1,0,3000,2298.902197,214.263752,0.2,12 +C10371,1543.287931,1,0,0,0,36.481832,0,0,0,0.083333,1,0,1800,548.589391,529.340488,0,12 +C10372,601.92037,1,983.77,603.77,380,0,0.666667,0.416667,0.25,0,0,15,2400,389.411161,219.465695,0,12 +C10373,1261.05733,1,0,0,0,474.429843,0,0,0,0.25,3,0,1500,866.865018,354.381003,0,12 +C10374,85.285023,0.75,423.24,287,136.24,0,0.625,0.375,0.375,0,0,9,11000,296.01675,134.448872,0,8 +C10375,1903.688611,1,6079.5,4719.5,1360,10227.22894,0.916667,0.25,0.666667,0.25,22,31,7300,18552.39489,762.263884,0.416667,12 +C10376,813.068705,1,439.38,439.38,0,727.658311,0.083333,0.083333,0,0.25,8,2,1200,237.996469,265.708814,0,12 +C10377,1279.325142,1,1207.25,0,1207.25,0,1,0,1,0,0,59,1200,1282.705869,1300.596775,0,12 +C10378,237.669312,1,259.13,259.13,0,0,0.083333,0.083333,0,0,0,1,2300,2680.635587,2503.374595,0.25,12 +C10379,5747.761139,1,1627.69,0,1627.69,0,1,0,1,0,0,49,5500,2507.704747,7490.453967,0,12 +C10380,7760.940543,1,0,0,0,3423.085934,0,0,0,0.5,10,0,8000,2845.010795,2459.741299,0,12 +C10381,6388.108487,1,0,0,0,3768.696678,0,0,0,0.25,3,0,8000,10973.14532,2384.817152,0.083333,12 +C10382,426.372628,1,5749.96,5439.96,310,0,1,1,0.25,0,0,50,12000,5711.540654,202.73209,0.833333,12 +C10383,8806.866629,1,1490.94,0.02,1490.92,2813.063846,1,0.166667,1,0.166667,4,25,9000,2116.662516,3598.719728,0,12 +C10384,282.934373,0.181818,0,0,0,2333.150712,0,0,0,0.083333,1,0,3000,0,,0,12 +C10385,1128.229387,1,5068.88,3529.88,1539,0,1,1,1,0,0,76,4500,3904.568067,373.931063,0.083333,12 +C10386,2045.541408,1,1067.28,0,1067.28,0,1,0,1,0,0,30,2000,2021.775795,3073.416298,0,12 +C10387,8.520292,0.545455,64.12,64.12,0,0,0.166667,0.166667,0,0,0,2,7000,176.600545,76.462301,0,12 +C10388,11278.95243,1,6855.59,2762.92,4092.67,0,0.916667,0.75,0.833333,0,0,39,18500,4868.088671,2861.890896,0,12 +C10389,143.443832,0.636364,1631,0,1631,0,0.583333,0,0.583333,0,0,7,2500,2550.799492,157.269321,1,12 +C10390,241.223955,0.909091,180.91,180.91,0,0,0.166667,0.166667,0,0,0,6,1400,802.858576,220.455533,0,12 +C10391,1528.571561,1,0,0,0,172.931118,0,0,0,0.166667,2,0,1600,353.582373,559.030296,0,12 +C10392,12474.72954,1,136.88,0,136.88,515.147607,0.166667,0,0.166667,0.166667,2,2,14000,3519.008859,3430.627754,0,12 +C10393,566.147105,1,0,0,0,187.572355,0,0,0,0.083333,1,0,2000,1177.661577,190.365154,0,12 +C10395,1077.606225,0.727273,343.21,343.21,0,1609.900552,0.25,0.25,0,0.333333,8,4,1500,930.328071,3245.693485,0,12 +C10396,1.838084,0.272727,16.5,16.5,0,0,0.083333,0.083333,0,0,0,1,6000,57.595083,67.1925,0,12 +C10397,507.144348,1,5708.18,4584.78,1123.4,0,1,0.75,0.75,0,0,47,4000,5589.952268,232.131169,1,12 +C10398,816.82453,0.3,42.3,42.3,0,3967.709973,0.1,0.1,0,0.2,5,1,6000,361.853722,645.320421,0,10 +C10399,1526.506915,1,46.67,46.67,0,0,0.083333,0.083333,0,0,0,1,1800,338.413344,642.547142,0,12 +C10400,7957.017218,1,0,0,0,4909.937494,0,0,0,0.25,4,0,9000,677.144841,27631.45072,0,12 +C10402,79.189929,1,699.12,0,699.12,0,1,0,1,0,0,24,2500,697.977603,183.858351,0.583333,12 +C10403,497.908027,1,245.39,0,245.39,0,0.583333,0,0.5,0,0,7,4000,328.796655,165.308304,0,12 +C10404,681.95925,1,98,98,0,0,0.166667,0.166667,0,0,0,2,4000,192.369983,221.375942,0,12 +C10405,1535.248256,1,857.36,857.36,0,0,1,1,0,0,0,13,6550,3239.629759,411.871046,0.083333,12 +C10406,1508.513765,0.818182,2747.12,1247.12,1500,246.046033,0.25,0.083333,0.166667,0.083333,1,4,5000,4730.374245,481.558276,0.1,12 +C10407,11209.37076,1,11147.33,1137.4,10009.93,2728.576925,1,0.25,1,0.166667,8,126,11000,7932.77402,17494.90735,0,12 +C10408,201.3504,1,600,0,600,0,0.5,0,0.416667,0,0,6,1000,249.066308,184.776562,0,12 +C10409,2502.264409,1,0,0,0,2368.872642,0,0,0,0.083333,2,0,10000,541.308981,724.956358,0,12 +C10410,4543.789386,1,255.12,5,250.12,0,0.666667,0.25,0.5,0,0,11,8500,1703.332126,1121.510137,0,12 +C10411,918.342234,1,1221.53,1180,41.53,1078.788118,0.333333,0.166667,0.166667,0.166667,7,2,1200,1421.035206,106.039362,0.25,6 +C10412,5066.744231,1,0,0,0,1974.503664,0,0,0,0.25,6,0,13000,1336.016317,1606.963379,0,12 +C10413,2259.431829,1,780.64,199.65,580.99,1227.555485,1,0.166667,0.833333,0.333333,6,22,3500,663.553502,483.836254,0,12 +C10414,437.789873,1,1532.1,223,1309.1,0,0.75,0.166667,0.666667,0,0,14,5000,1834.368953,212.770698,0,12 +C10415,2025.162877,1,778.33,0,778.33,0,0.916667,0,0.916667,0,0,28,2000,1411.329676,1430.50774,0,12 +C10416,3770.560441,0.875,964.06,260,704.06,5140.287889,0.875,0.125,0.75,0.625,24,8,6000,565.71913,1241.283569,0,8 +C10417,140.730723,1,1667.13,1063.14,603.99,0,1,0.916667,0.833333,0,0,38,13000,1669.260634,208.701639,0.25,12 +C10419,5523.999416,1,0,0,0,4087.167822,0,0,0,0.25,4,0,8000,0,,0,12 +C10420,3298.692478,1,1088.83,518.39,570.44,0,0.416667,0.083333,0.333333,0,0,6,9000,6862.520735,994.384835,0,12 +C10421,150.699542,0.363636,648.64,330,318.64,0,0.333333,0.083333,0.25,0,0,5,2500,0,,0,12 +C10422,1874.843394,1,0,0,0,120.178123,0,0,0,0.083333,1,0,2100,444.783009,671.420908,0,12 +C10423,3024.629054,1,0,0,0,2171.139178,0,0,0,0.333333,10,0,4500,4226.578611,691.692633,0,12 +C10424,154.641707,0.363636,1897.92,97.92,1800,0,0.25,0.166667,0.166667,0,0,5,13500,5563.437084,248.700571,1,12 +C10425,1322.057239,1,0,0,0,76.260896,0,0,0,0.090909,1,0,6200,802.038512,291.307669,0,11 +C10426,62.287137,1,1263.29,279.99,983.3,0,1,1,0.583333,0,0,25,9500,1356.425369,179.894243,0.4,12 +C10427,16.581535,0.125,200,0,200,0,0.125,0,0.125,0,0,2,1200,0,,0,8 +C10428,4664.023286,1,340,340,0,3510.115735,0.083333,0.083333,0,0.25,8,1,6000,2162.141639,2009.821743,0,12 +C10429,318.03434,1,1277.58,0,1277.58,0,1,0,1,0,0,20,7000,552.734714,173.336309,0,12 +C10430,681.615445,1,4117.24,290,3827.24,0,1,0.166667,1,0,0,229,6000,4561.589382,199.730537,0,12 +C10431,9335.31417,1,226.23,226.23,0,0,0.166667,0.166667,0,0,0,5,15000,1885.239981,4980.192685,0,12 +C10432,6404.955912,1,3970.8,2267,1703.8,0,1,0.583333,0.916667,0,0,64,7500,3879.252512,1868.983718,0,12 +C10433,133.405494,0.545455,1346.9,1028,318.9,0,0.583333,0.083333,0.416667,0,0,14,8000,1369.437449,98.678839,0.333333,12 +C10434,1403.597712,1,1050.83,67.9,982.93,4083.515108,1,0.083333,1,0.25,4,24,5000,4673.520993,982.544984,0,12 +C10435,469.878834,1,1364.99,64.99,1300,284.754535,0.5,0.083333,0.416667,0.166667,2,7,2000,1849.10398,263.163209,0.2,12 +C10436,1452.437463,1,0,0,0,114.918715,0,0,0,0.25,3,0,1500,331.670616,479.771774,0,12 +C10437,3737.175713,1,0,0,0,3017.170336,0,0,0,0.166667,4,0,4500,0,,0,12 +C10438,6032.740391,1,7553.48,2643.53,4909.95,0,0.916667,0.75,1,0,0,85,13500,5377.338091,1365.123434,0,12 +C10439,1692.755487,0.909091,570.16,0,570.16,2817.05225,0.833333,0,0.833333,0.333333,7,20,9000,6124.31525,362.970189,0,12 +C10441,3534.253718,1,566.28,431.01,135.27,3888.756412,0.5,0.333333,0.333333,0.083333,2,17,4000,1298.823687,858.977427,0,12 +C10442,654.574445,1,0,0,0,2819.60583,0,0,0,0.083333,3,0,8000,422.878799,269.178995,0,12 +C10443,1648.721384,1,0,0,0,39.646806,0,0,0,0.090909,2,0,1800,357.836436,631.106468,0,11 +C10444,6822.877573,1,137.34,137.34,0,4815.112874,0.083333,0.083333,0,0.666667,16,1,10000,1874.954894,1716.092764,0,12 +C10445,8647.057641,1,0,0,0,5105.254316,0,0,0,0.416667,14,0,10000,2052.533488,1886.223361,0,12 +C10446,5055.582822,1,0,0,0,3435.737817,0,0,0,0.090909,1,0,9000,6918.272206,1035.039239,0,11 +C10447,4245.550244,1,332.82,0,332.82,6649.712062,1,0,1,0.666667,24,25,5000,5810.994681,1284.011712,0,12 +C10448,541.915572,0.636364,1377.72,1377.72,0,0,0.25,0.25,0,0,0,5,2500,182.177646,200.759856,0,12 +C10449,4855.340797,1,0,0,0,1886.470361,0,0,0,0.083333,2,0,6000,2996.735376,1855.766226,0,12 +C10450,981.643409,0.818182,0,0,0,1462.32354,0,0,0,0.083333,2,0,1500,2008.971745,277.582819,0.125,12 +C10451,7057.658848,1,360.7,360.7,0,6517.541812,0.083333,0.083333,0,0.333333,15,2,8000,5147.693822,2610.053885,0,12 +C10452,4264.307261,1,222.64,0,222.64,249.298208,0.916667,0,0.833333,0.25,3,11,4500,1017.241855,1225.908506,0,12 +C10453,4503.390811,1,1634.74,1376,258.74,94.837161,1,0.333333,1,0.083333,1,38,13000,1094.345336,1194.234398,0,12 +C10454,969.294446,1,0,0,0,340.249539,0,0,0,0.083333,1,0,1200,591.853821,204.676682,0,12 +C10455,4479.115547,1,759.15,759.15,0,2493.111705,1,1,0,0.25,6,12,6000,994.500495,1384.111493,0,12 +C10456,37.753941,0.363636,243.36,243.36,0,0,0.083333,0.083333,0,0,0,2,1800,546.417272,134.985783,0.25,12 +C10457,7386.704481,0.9,0,0,0,10713.8746,0,0,0,0.4,14,0,10500,7566.577763,1943.431564,0.1,10 +C10458,1265.805627,0.818182,0,0,0,2820.528417,0,0,0,0.25,3,0,2500,1370.235544,373.893161,0,12 +C10459,598.78776,1,519,0,519,0,0.818182,0,0.636364,0,0,9,4500,621.255763,210.248259,0,11 +C10460,3143.928913,1,3055.87,3055.87,0,0,0.75,0.75,0,0,0,26,4500,2198.293667,784.387878,0,12 +C10461,5580.530306,1,2470.4,457.73,2012.67,1652.878895,0.5,0.083333,0.5,0.083333,1,19,9500,3340.041274,3024.949485,0,12 +C10462,576.635957,1,1671.6,480,1191.6,0,1,0.333333,1,0,0,48,1800,1021.907217,179.585842,0,12 +C10463,51.818382,0.454545,903.36,903.36,0,0,0.25,0.25,0,0,0,6,15000,538.841222,41.302445,0,12 +C10466,1036.595935,1,0,0,0,193.738137,0,0,0,0.083333,1,0,1200,274.653536,327.072615,0,12 +C10467,21.12921,0.545455,229.5,54,175.5,0,0.5,0.083333,0.416667,0,0,7,3150,423.206638,157.471831,0.714286,12 +C10468,1534.969344,1,1476.19,1476.19,0,0,1,1,0,0,0,23,2500,1493.919986,382.989143,0,12 +C10469,4994.04832,1,2506.89,2506.89,0,0,0.75,0.75,0,0,0,30,8500,1230.219396,1646.973276,0,12 +C10470,4700.106602,1,2570,492.46,2077.54,124.563782,0.75,0.166667,0.666667,0.166667,2,40,4500,3259.958288,5620.295192,0,12 +C10471,9601.071318,1,238.34,0,238.34,4809.11955,0.833333,0,0.833333,1,8,5,15000,1194.510762,1206.257247,0,6 +C10472,1207.888199,0.875,1342.36,1037.96,304.4,1738.109478,0.875,0.875,0.5,0.25,2,27,4000,288.883026,312.026316,0,8 +C10473,87.442862,0.818182,786.32,186.32,600,0,0.636364,0.090909,0.545455,0,0,7,7500,881.284581,97.186371,0.666667,11 +C10474,123.394089,0.909091,1450.68,0,1450.68,0,1,0,1,0,0,20,6000,1583.421932,137.826186,0.454545,12 +C10475,395.052994,1,1239.46,752.28,487.18,0,0.666667,0.416667,0.416667,0,0,14,1500,401.217047,177.766827,0,12 +C10476,1715.459275,1,96.75,34.65,62.1,19.141227,0.333333,0.083333,0.25,0.083333,1,7,1800,452.225512,411.612521,0,12 +C10477,1492.039988,1,4106.15,2688.46,1417.69,734.816479,0.333333,0.25,0.416667,0.083333,1,50,12000,9678.173119,606.899183,0.5,12 +C10478,636.669685,1,2022.38,1892.38,130,0,0.916667,0.916667,0.333333,0,0,19,6000,939.306791,301.000749,0,12 +C10480,223.772475,1,3654.08,291.41,3362.67,0,1,0.166667,1,0,0,32,2500,3301.334578,180.338402,0.333333,12 +C10481,1122.603377,1,883.73,457.62,426.11,0,0.833333,0.333333,0.75,0,0,26,3000,632.062443,568.410749,0,12 +C10482,805.131074,1,795.54,167.4,628.14,418.482499,1,0.166667,1,0.083333,1,20,1700,1804.065076,261.258072,0,12 +C10483,869.001444,1,0,0,0,278.591282,0,0,0,0.083333,1,0,1200,541.101815,286.374289,0,12 +C10484,4458.055159,1,0,0,0,2806.959645,0,0,0,0.583333,18,0,7500,1088.755323,1189.693931,0,12 +C10485,2070.069187,1,1382.57,1077.75,304.82,0,1,0.666667,0.833333,0,0,33,2400,1580.0815,466.772558,0,12 +C10486,52.229659,1,565.5,0,565.5,101.137379,1,0,1,0.083333,1,14,8500,2768.795805,199.803721,0.25,12 +C10487,6426.639738,1,4462.86,2816.46,1646.4,4599.625146,1,0.833333,0.916667,0.333333,11,103,11800,1793.043228,3101.01703,0,12 +C10488,206.596865,0.363636,1726.67,1726.67,0,0,0.166667,0.166667,0,0,0,4,6000,4804.383296,128.834658,0,12 +C10489,5810.748774,1,217,217,0,12377.36037,0.166667,0.166667,0,0.583333,16,2,9000,10428.37611,1599.353926,0.166667,12 +C10490,3872.605467,1,0,0,0,1483.933054,0,0,0,0.416667,8,0,4000,1067.405461,911.08543,0,12 +C10491,2597.400267,1,1748.73,518.44,1230.29,0,1,0.416667,1,0,0,31,6500,2497.488126,1584.520204,0,12 +C10492,1481.43247,1,0,0,0,149.36039,0,0,0,0.083333,1,0,1800,586.426259,494.954634,0,12 +C10493,1135.53683,1,50.98,0,50.98,0,0.333333,0,0.333333,0,0,4,1200,320.592941,385.347014,0,12 +C10494,3430.981532,1,378.04,0,378.04,0,0.166667,0,0.166667,0,0,4,11300,4315.936534,4483.503862,0,12 +C10495,4102.599015,1,1483.12,1085.19,397.93,1992.715742,0.833333,0.25,0.583333,0.166667,3,30,5000,1357.36111,1919.690041,0,12 +C10497,150.952465,0.727273,6407.67,3725.33,2682.34,0,1,0.666667,1,0,0,44,14500,3484.429075,108.937025,0.3,12 +C10498,3170.537693,0.909091,0,0,0,1161.103112,0,0,0,0.181818,2,0,3500,547.23924,1111.251287,0,11 +C10501,911.281862,1,70,70,0,0,0.083333,0.083333,0,0,0,1,8500,566.292758,218.497636,0,12 +C10502,45.753138,0.545455,449.96,0,449.96,0,0.5,0,0.5,0,0,8,7000,1023.209164,127.78905,0.6,12 +C10503,456.648662,1,3355.33,2305.33,1050,0,0.916667,0.583333,0.833333,0,0,27,6500,2087.871747,207.584121,0.363636,12 +C10504,198.035504,0.545455,0,0,0,14371.78789,0,0,0,0.25,3,0,10000,14481.46544,19.492021,0,12 +C10505,473.840442,0.727273,0,0,0,818.124484,0,0,0,0.333333,12,0,3000,142.286073,164.391437,0,12 +C10506,285.813075,1,3220.09,2941.39,278.7,0,1,1,0.416667,0,0,24,15000,826.764555,212.075152,1,12 +C10507,204.329381,1,6558.55,6558.55,0,0,1,1,0,0,0,74,7000,5872.707939,169.703195,0.916667,12 +C10508,3690.177649,1,0,0,0,1328.643945,0,0,0,0.5,11,0,4000,1006.358943,1819.542692,0,12 +C10509,327.445978,1,4305.05,2905.71,1399.34,0,1,0.916667,0.916667,0,0,38,9500,4030.061017,197.534405,0.666667,12 +C10510,6856.045926,1,262.1,262.1,0,3053.777459,0.166667,0.166667,0,0.333333,13,5,13000,1629.239381,1998.044046,0,12 +C10511,155.644239,0.727273,1626.83,828.85,797.98,0,0.75,0.75,0.166667,0,0,17,13000,1924.101393,123.522314,0.571429,12 +C10512,4263.008734,1,3522.57,1482,2040.57,2485.845274,1,0.333333,1,0.25,6,25,6000,1165.621928,1520.54755,0,12 +C10513,10249.71178,1,0,0,0,2438.356719,0,0,0,0.333333,9,0,18000,2662.365409,2539.198217,0,12 +C10514,813.185305,1,8194.05,7280.27,913.78,0,1,1,1,0,0,121,6000,7069.804042,216.277252,0.583333,12 +C10515,911.893997,1,1604.8,1527.3,77.5,1302.014616,0.25,0.25,0.083333,0.083333,2,11,4500,191.366024,307.812023,0.083333,12 +C10516,3563.23692,1,709.9,609.9,100,779.264494,1,1,0.083333,0.166667,2,16,7000,826.576112,817.39586,0,12 +C10517,12478.17286,1,174,174,0,3269.418821,0.25,0.25,0,0.666667,21,3,14000,3251.190662,3872.099498,0,12 +C10518,2061.27937,1,0,0,0,554.11523,0,0,0,0.25,3,0,4500,552.713988,585.776445,0,12 +C10519,1556.376158,1,0,0,0,655.037683,0,0,0,0.583333,16,0,1700,1076.722225,1206.741644,0,12 +C10520,126.207012,0.636364,913,0,913,0,0.416667,0,0.333333,0,0,5,7500,1718.487894,140.181283,1,12 +C10521,2516.753364,1,606.62,598.95,7.67,0,0.833333,0.833333,0.083333,0,0,14,2750,1043.617154,1342.522124,0,12 +C10522,1199.942209,1,1447.01,306.31,1140.7,49.912813,0.916667,0.166667,0.916667,0.083333,1,19,2400,642.723723,457.255269,0,12 +C10523,13479.28821,1,41050.4,40624.06,426.34,0,0.833333,0.666667,0.416667,0,0,157,17000,36066.75068,15914.48462,0.083333,12 +C10524,80.062693,1,727.27,727.27,0,0,0.583333,0.583333,0,0,0,11,20000,822.928249,206.656437,0.916667,12 +C10525,839.897907,1,1869.88,815.11,1054.77,0,1,0.363636,0.909091,0,0,30,4000,999.235386,280.393252,0,11 +C10526,128.175207,0.818182,182.94,0,182.94,0,0.833333,0,0.833333,0,0,10,5000,1391.649702,186.774371,0.3,12 +C10527,47.6368,0.727273,379.28,0,379.28,0,0.583333,0,0.583333,0,0,7,2500,641.943628,156.644197,1,12 +C10528,1529.206464,1,874.94,0,874.94,0,0.833333,0,0.75,0,0,18,1500,716.241063,1502.744095,0,12 +C10529,2643.343414,1,26402.39,22257.39,4145,0,1,1,0.333333,0,0,114,16500,24529.27662,534.032339,1,12 +C10530,2924.757622,1,0,0,0,281.044645,0,0,0,0.166667,3,0,3000,677.649435,1187.962476,0,12 +C10532,5036.870531,1,1752.15,1564.16,187.99,1072.351863,1,0.916667,0.583333,0.25,4,53,10300,1489.597574,1549.64691,0,12 +C10533,32.042424,0.909091,400.41,0,489.39,0,0.833333,0,0.75,0,0,11,4500,353.570259,132.13182,0.666667,12 +C10534,2549.128288,1,13771.63,4503.31,9268.32,0,1,0.5,1,0,0,83,14500,16826.42443,451.636081,0.25,12 +C10535,3718.606699,1,1172.68,1172.68,0,10372.8492,0.083333,0.083333,0,0.5,10,7,9500,4820.842925,760.028047,0,12 +C10536,4914.325665,1,1653.6,353.6,1300,1442.395734,0.75,0.25,0.583333,0.166667,3,14,5000,3410.253378,3451.70216,0,12 +C10537,1191.584153,1,4238.79,2220.39,2018.4,0,1,0.5,1,0,0,33,10500,3528.728592,287.515344,0.083333,12 +C10538,98.420888,1,907.37,907.37,0,0,1,1,0,0,0,12,10000,908.907467,184.723457,1,12 +C10539,1534.891604,1,0,0,0,2614.626296,0,0,0,0.25,8,0,3000,304.984801,427.594038,0,12 +C10540,675.117139,0.181818,0,0,0,6523.780195,0,0,0,0.083333,1,0,12500,0,,0,12 +C10542,43.42718,1,569.34,0,569.34,0,1,0,1,0,0,19,16500,758.421856,163.044353,1,12 +C10543,1874.601636,1,305.78,0,305.78,0,0.583333,0,0.583333,0,0,14,1500,518.757481,19977.00572,0,12 +C10544,15258.2259,1,529.3,529.3,0,4100.891579,0.5,0.5,0,1,23,10,19000,2051.14647,3905.740148,0,8 +C10545,4497.213951,1,2001.19,210.43,1790.76,0,1,0.083333,1,0,0,30,4500,3058.768463,5067.863223,0,12 +C10546,986.149218,0.454545,0,0,0,2955.030338,0,0,0,0.166667,6,0,3000,832.894753,706.541302,0,12 +C10547,257.997181,1,1020.47,185,835.47,0,0.916667,0.083333,0.916667,0,0,27,6500,1099.15757,163.155119,0,12 +C10548,4507.733288,1,4754.32,3636.53,1117.79,0,1,0.833333,0.75,0,0,43,9500,1924.73689,957.077692,0,12 +C10549,1117.635883,1,0,0,0,97.200877,0,0,0,0.25,3,0,1200,308.089987,361.250401,0,12 +C10550,5083.397311,1,331.95,331.95,0,10384.82416,0.2,0.2,0,0.8,31,2,8000,4453.691497,1088.959964,0,10 +C10551,3649.559565,0.818182,1490,1490,0,8824.695802,0.083333,0.083333,0,0.166667,2,1,12500,573.307364,747.486806,0,12 +C10552,77.45581,1,558.28,270.52,287.76,0,0.916667,0.25,0.833333,0,0,14,8000,601.746596,149.982513,0.333333,12 +C10553,1362.418281,1,1477.44,900,577.44,451.968387,1,0.111111,0.888889,0.111111,1,10,1500,559.095981,1058.84479,0,9 +C10554,189.12074,0.909091,1051.1,0,1051.1,0,0.833333,0,0.833333,0,0,13,3000,1301.155857,168.227161,0.375,12 +C10555,2374.663583,1,2242.26,1222.96,1019.3,228.465161,1,0.416667,1,0.083333,2,42,2850,2073.374513,874.422722,0,12 +C10556,1112.070216,1,179.24,59,120.24,0,0.416667,0.083333,0.333333,0,0,7,4000,217.546584,368.652894,0,12 +C10557,2569.379868,1,972.65,162.95,809.7,1390.367155,0.583333,0.166667,0.5,0.166667,5,15,5500,807.047622,590.361005,0,12 +C10558,2883.906333,1,4620.34,4300.42,319.92,0,1,0.583333,1,0,0,21,7500,6476.333335,1090.368608,0.083333,12 +C10559,71.046063,0.181818,1023.8,1023.8,0,0,0.083333,0.083333,0,0,0,2,20000,5872.895164,116.063003,0,12 +C10560,3366.051663,1,6344.3,4438.8,1905.5,0,1,0.833333,0.666667,0,0,54,12000,2890.901993,694.340138,0.083333,12 +C10561,7190.047748,1,1549.61,1549.61,0,3269.100834,0.666667,0.666667,0,0.75,11,19,17500,1727.425472,1770.058766,0,12 +C10562,68.039722,0.454545,734.11,734.11,0,0,0.333333,0.333333,0,0,0,6,5000,1537.307484,102.554198,0.5,12 +C10563,5066.461251,1,2274.21,1282.85,991.36,2854.551358,1,0.666667,1,0.75,23,60,5000,5174.255034,6174.387335,0,12 +C10564,2454.610005,1,1635.69,0,1635.69,486.813976,1,0,1,0.083333,1,33,3000,1442.488419,1113.097672,0,12 +C10565,64.329876,0.272727,627.03,482.03,145,0,0.25,0.166667,0.166667,0,0,8,6000,1513.704151,112.874987,1,12 +C10566,1284.63314,1,55.5,0,55.5,5406.459348,0.083333,0,0.083333,0.833333,123,1,3000,3432.757202,421.385587,0,12 +C10567,76.93561,0.833333,277,277,0,0,0.333333,0.333333,0,0,0,2,8500,814.605178,109.433095,0.333333,6 +C10568,950.563525,0.909091,7479.95,7479.95,0,0,0.818182,0.818182,0,0,0,14,15000,7521.226078,319.437528,0.888889,11 +C10569,5178.179489,1,3937.59,2606.42,1331.17,0,1,0.75,0.833333,0,0,54,9500,1248.498168,1143.849403,0,12 +C10570,531.455619,1,6300.4,6300.4,0,0,0.833333,0.833333,0,0,0,21,16500,4924.941312,182.288774,1,12 +C10571,263.6992,1,1856.64,0,1856.64,0,1,0,1,0,0,12,1800,1591.559543,1991.577214,0,12 +C10572,492.070146,0.8,4924.41,4924.41,0,0,0.8,0.8,0,0,0,48,10500,3430.597877,149.408227,1,10 +C10573,1034.660626,0.833333,1308.11,1308.11,0,234.602843,0.5,0.5,0,0.166667,1,8,1500,236.764555,207.007715,0,6 +C10574,11547.52001,1,49039.57,40761.25,8278.32,558.166886,1,1,0.916667,0.083333,1,101,22500,46930.59824,2974.069421,0.25,12 +C10575,8997.488544,1,4604.72,4020.33,584.39,1854.533843,0.916667,0.666667,0.75,0.166667,8,46,9000,4201.889848,7060.930982,0,12 +C10576,9149.4096,1,227.8,227.8,0,5583.937965,0.333333,0.333333,0,0.666667,13,4,9500,6710.905443,6510.915661,0,12 +C10577,1296.922119,1,2327.49,2327.49,0,1873.271885,0.666667,0.666667,0,0.25,6,18,6000,2322.412643,360.670758,0,12 +C10578,1758.979585,0.818182,1199,1199,0,8552.910316,0.090909,0.090909,0,0.636364,17,1,6750,11634.38713,422.041626,0.111111,11 +C10579,194.493602,1,1174.76,0,1174.76,0,1,0,1,0,0,41,4500,1280.294998,203.755356,0,12 +C10580,3294.37955,1,0,0,0,2546.891416,0,0,0,0.083333,3,0,4000,1084.059239,1228.291582,0,12 +C10581,5404.202992,1,469,286,183,8005.22508,0.666667,0.166667,0.333333,0.833333,52,4,7000,2676.467444,1468.475204,0,6 +C10582,5484.800476,1,0,0,0,1239.217984,0,0,0,0.666667,8,0,6000,2060.020446,1306.960035,0,12 +C10583,181.463092,1,133.39,133.39,0,219.143859,0.25,0.25,0,0.166667,2,3,2500,168.425788,169.473399,0,12 +C10584,1311.732049,1,10700.63,2912.65,7787.98,0,0.916667,0.5,1,0,0,222,6000,9853.313787,280.014823,0.818182,12 +C10585,542.218074,1,0,0,0,1074.741949,0,0,0,0.166667,2,0,1500,1328.855136,189.52525,0,12 +C10586,1029.101022,1,49.1,0,49.1,0,0.25,0,0.25,0,0,3,1000,59.924534,8269.955787,0,12 +C10587,1202.975648,1,11313.77,10133.7,1180.07,0,1,1,0.833333,0,0,98,6000,10718.04224,281.611634,0.833333,12 +C10588,1095.379426,1,0,0,0,282.895246,0,0,0,0.25,3,0,1200,432.048813,256.494357,0,12 +C10589,4546.766836,1,3525.37,0,3525.37,0,1,0,1,0,0,66,15000,14083.96809,1442.933291,0.25,12 +C10590,28.934197,0.909091,258.74,258.74,0,0,0.666667,0.666667,0,0,0,16,12000,502.486404,105.034384,1,12 +C10591,3457.086184,1,2448.6,0,2448.6,0,1,0,1,0,0,12,1700,227.514473,38512.12477,0,12 +C10592,23.290641,0.727273,293.99,194.99,99,0,0.5,0.25,0.166667,0,0,6,12500,287.796655,93.027601,0.333333,12 +C10593,9559.783145,1,709,709,0,771.711794,0.3,0.3,0,0.3,3,3,10500,2447.227264,2042.09446,0,10 +C10594,2154.175363,1,1628.07,1628.07,0,0,0.333333,0.333333,0,0,0,8,5000,654.505745,507.655831,0,12 +C10595,2627.184835,1,0,0,0,3216.192328,0,0,0,0.083333,7,0,3150,394.285767,10636.14839,0,12 +C10596,2689.586312,1,0,0,0,2224.68646,0,0,0,0.083333,1,0,7000,809.880619,663.360789,0,12 +C10597,11.890862,0.090909,165,165,0,0,0.083333,0.083333,0,0,0,1,15000,0,,0,12 +C10598,3452.538704,1,11681.64,11681.64,0,0,1,1,0,0,0,141,10500,8145.713972,1198.614519,0,12 +C10599,1068.031748,0.727273,98.97,0,98.97,0,0.416667,0,0.416667,0,0,5,2500,3594.989864,445.215577,0,12 +C10600,7295.920263,1,0,0,0,721.214369,0,0,0,0.25,4,0,7500,1984.351035,3082.801095,0,12 +C10601,7975.19143,1,1142.15,1017.65,124.5,2652.115823,0.5,0.333333,0.25,0.25,3,10,9000,2079.521171,2902.18515,0,12 +C10602,1866.608592,1,1494.5,1494.5,0,0,0.416667,0.416667,0,0,0,8,8500,2031.589282,462.41515,0,12 +C10603,259.467265,0.909091,646.24,646.24,0,0,0.083333,0.083333,0,0,0,1,10000,540.021578,183.086463,0,12 +C10604,1298.191599,1,0,0,0,2052.835555,0,0,0,0.333333,9,0,3500,3009.926784,505.965923,0.083333,12 +C10605,313.387813,1,3608.88,2124.75,1484.13,0,1,0.75,0.75,0,0,37,15000,2419.651857,182.527745,1,12 +C10606,7088.358802,1,0,0,0,3118.050456,0,0,0,0.083333,2,0,7500,4539.526102,2183.319473,0,12 +C10607,4458.045588,1,0,0,0,2846.034435,0,0,0,0.166667,6,0,5000,985.516901,1708.136351,0,12 +C10608,2690.771926,1,12465.21,9805.73,2659.48,0,1,0.583333,1,0,0,79,13000,9290.702248,653.194444,0,12 +C10609,15244.74865,1,7823.74,7564.81,258.93,2621.049473,1,1,1,0.083333,2,62,19000,11123.40918,4467.520244,0,12 +C10610,0.327199,0.454545,24.64,24.64,0,0,0.083333,0.083333,0,0,0,1,1800,45.640106,26.849523,0,12 +C10611,2492.726282,1,27957.68,23032.97,4924.71,0,1,1,0.916667,0,0,70,9000,27255.00752,537.372671,1,12 +C10612,47.424621,0.545455,372,273.6,98.4,0,0.333333,0.166667,0.25,0,0,7,4000,662.401178,149.47264,0.2,12 +C10613,4114.723127,1,1841.62,1456.94,384.68,4004.273974,1,1,0.25,0.416667,8,21,7500,7780.322889,950.496396,0,12 +C10615,2450.031338,1,1678.07,824.21,853.86,0,1,0.25,1,0,0,33,6500,682.930065,512.073385,0,12 +C10616,8781.831676,1,11674.64,9400.96,2273.68,0,1,1,0.916667,0,0,93,16000,10377.3612,2372.97281,0,12 +C10617,1642.024936,1,2094.38,2094.38,0,0,0.416667,0.416667,0,0,0,17,4500,576.699993,556.378998,0,12 +C10618,2739.836747,0.909091,0,0,0,2970.288928,0,0,0,0.363636,5,0,3000,3418.06811,1384.882852,0,11 +C10619,1946.447038,1,411.38,411.38,0,99.078081,0.25,0.25,0,0.083333,1,5,2500,1403.266638,513.547978,0,12 +C10620,9.962695,0.545455,99.19,0,99.19,0,0.5,0,0.5,0,0,7,4000,209.014647,147.337498,0.166667,12 +C10621,394.269079,0.363636,525,525,0,2003.827851,0.083333,0.083333,0,0.25,12,1,2500,3747.367504,82.631551,0,12 +C10622,5935.917803,1,1956.06,1777.14,178.92,0,0.916667,0.916667,0.333333,0,0,48,11500,1553.147417,1338.082337,0,12 +C10623,266.588825,1,1750.51,1515.46,235.05,239.188373,1,1,0.166667,0.166667,2,31,3500,2103.253278,193.898848,0.25,12 +C10624,917.732846,1,18.41,0,18.41,0,0.083333,0,0.083333,0,0,1,1000,1407.291593,424.623595,0,12 +C10625,3183.529482,1,386.12,386.12,0,3715.643596,0.636364,0.636364,0,0.363636,7,9,4000,4441.185925,752.309324,0,11 +C10626,2071.736764,0.909091,0,0,0,199.214973,0,0,0,0.363636,4,0,2100,553.00439,570.229181,0,11 +C10627,6980.581442,1,0,0,0,11549.11174,0,0,0,0.416667,15,0,14500,1498.338478,1536.151742,0,12 +C10628,724.261595,1,625.46,198.4,427.06,0,0.583333,0.166667,0.5,0,0,10,7500,721.081023,234.277687,0,12 +C10629,2469.665655,1,963.13,963.13,0,0,0.666667,0.666667,0,0,0,16,7000,566.87028,639.521888,0,12 +C10630,202.190447,0.545455,2011.81,2011.81,0,0,0.416667,0.416667,0,0,0,8,2100,3144.544042,165.070133,0.8,12 +C10631,6787.661776,1,99.5,0,99.5,7726.511679,0.833333,0,0.75,0.416667,10,10,8000,1775.13958,2293.582697,0,12 +C10632,107.298227,0.636364,1084.09,0,1084.09,0,0.666667,0,0.666667,0,0,9,8000,1515.629124,152.094041,0.714286,12 +C10633,3946.876897,1,207,0,207,1546.727807,0.916667,0,0.916667,0.5,11,11,8500,1494.101923,886.539252,0,12 +C10634,1246.393805,1,1757.47,907.05,850.42,0,1,0.416667,1,0,0,80,5000,1254.376139,309.542834,0,12 +C10635,7155.328723,1,3837.59,1860.18,1977.41,14811.68818,1,0.916667,1,0.916667,51,52,9500,17739.94594,2500.582848,0,12 +C10636,2147.939753,0.818182,117.57,117.57,0,1022.23072,0.083333,0.083333,0,0.083333,2,2,8000,5441.876882,542.296729,0.1,12 +C10637,32.612745,1,1223.41,769.41,454,0,1,1,0.916667,0,0,25,6000,1222.343069,129.304142,0.8,12 +C10638,5380.796813,1,1710.24,817.32,892.92,2292.800636,1,0.416667,1,0.25,6,43,6000,1572.990843,3215.771919,0,12 +C10639,3419.661676,1,11.06,11.06,0,1261.347779,0.083333,0.083333,0,0.083333,1,1,4000,745.984976,1243.56477,0,12 +C10640,8900.194109,1,0,0,0,4849.693752,0,0,0,0.916667,52,0,12000,2430.864139,2452.882838,0,12 +C10641,837.950585,1,8273.18,2904.89,5368.29,0,1,1,1,0,0,53,7000,7883.621179,208.069929,1,12 +C10642,2113.098241,1,619.93,0,619.93,1958.668173,1,0,0.916667,0.083333,2,24,4000,529.829894,508.775831,0,12 +C10643,16.371699,0.3,190,0,190,0,0.2,0,0.2,0,0,3,4000,322.114468,139.674841,0.5,10 +C10644,3774.063585,1,7680.08,5050.97,2629.11,0,1,0.583333,1,0,0,64,11500,2529.085319,1256.196236,0,12 +C10645,1088.031913,1,9734.63,3756.01,5978.62,0,1,1,1,0,0,194,8500,8571.945329,204.762568,0.083333,12 +C10646,2.175751,0.454545,0,0,0,136.662804,0,0,0,0.083333,1,0,3000,278.731912,56.686755,0.2,12 +C10647,5248.392421,1,8403.17,7469.7,933.47,3141.100688,0.833333,0.666667,0.75,0.5,12,117,13000,8495.972927,1183.069705,0.25,12 +C10648,9.581344,1,118.6,70,48.6,0,1,0.083333,0.916667,0,0,25,3300,117.780082,56.500841,0.1,12 +C10649,3123.339488,1,11202.09,10929.53,272.56,0,1,1,0.583333,0,0,100,7500,8317.163283,887.495688,0.083333,12 +C10650,1670.928797,1,794.52,794.52,0,0,0.666667,0.666667,0,0,0,16,1750,1083.625844,1196.302503,0,12 +C10651,537.389322,0.9,1704.22,150.5,1553.72,0,0.9,0.2,0.8,0,0,16,1500,679.888456,160.592311,0.125,10 +C10652,1803.955439,1,1044.43,801.35,243.08,103.174612,0.666667,0.416667,0.333333,0.083333,1,23,5000,1068.805913,518.001095,0,12 +C10653,2394.126386,1,3651.59,1544.79,2106.8,2420.908491,1,0.833333,1,0.166667,11,111,4500,6925.337419,1646.768053,0.083333,12 +C10654,544.879717,1,6477.6,3301.6,3176,0,1,1,0.916667,0,0,83,7500,6381.236136,235.661045,0.833333,12 +C10655,288.474257,1,1025.03,0,1025.03,0,1,0,1,0,0,67,2800,1148.409463,183.177287,0.083333,12 +C10656,1434.097191,1,0,0,0,1866.841949,0,0,0,0.083333,2,0,2400,2361.929133,390.202217,0,12 +C10657,79.554406,0.636364,472.71,472.71,0,0,0.083333,0.083333,0,0,0,1,16000,563.830183,108.579632,0,12 +C10658,2134.513436,1,733.35,78.6,654.75,5716.149236,0.818182,0.181818,0.818182,0.181818,7,11,3000,6801.933334,1017.637027,0.090909,11 +C10659,4925.502001,1,3050.72,989.14,2061.58,10901.29827,0.583333,0.333333,0.333333,0.416667,24,16,11500,21320.89625,3913.712987,0.166667,12 +C10660,62.32157,0.636364,601.35,468,133.35,0,0.416667,0.333333,0.333333,0,0,10,7000,704.075312,161.420141,0.25,12 +C10661,1062.752143,1,0,0,0,496.76383,0,0,0,0.166667,3,0,1200,720.3446,369.566083,0,12 +C10662,5347.377116,0.545455,0,0,0,9671.336737,0,0,0,0.083333,1,0,10500,3239.303839,3614.801495,0,12 +C10663,8.555864,1,0,0,0,75.612993,0,0,0,0.083333,1,0,5000,74.218884,96.13968,0,12 +C10665,164.649775,1,1764.86,1149.34,615.52,0,1,0.666667,0.916667,0,0,21,10000,1768.463643,212.73674,1,12 +C10666,299.765294,1,2352.2,1136.7,1215.5,0,0.916667,0.666667,0.75,0,0,30,6500,2671.279796,185.468819,0.25,12 +C10667,3725.636832,1,0,0,0,516.029064,0,0,0,0.666667,9,0,4000,1221.274221,1537.255049,0,12 +C10668,306.877248,1,3877.85,2183.56,1694.29,0,0.916667,0.666667,0.75,0,0,29,12500,3639.443058,205.024983,1,12 +C10669,14411.95798,1,5958.17,3161.46,2796.71,0,1,0.583333,1,0,0,98,15000,7839.750264,8096.79502,0,12 +C10670,1759.969888,1,5969.33,3755.24,2214.09,1777.022586,1,1,1,0.25,4,92,16500,7272.999505,445.131364,0.25,12 +C10671,1482.235539,1,14604.87,2475.93,12128.94,0,1,0.583333,1,0,0,219,15500,14462.63056,340.717801,1,12 +C10672,6014.806806,1,433.63,433.63,0,2433.987199,0.25,0.25,0,0.583333,13,5,7000,1534.75789,1663.455756,0,12 +C10673,5619.157028,1,2790.76,2549.25,241.51,0,1,1,0.333333,0,0,36,14000,1778.284067,1355.651702,0,12 +C10674,365.12275,1,571.32,0,571.32,4961.005282,0.5,0,0.333333,0.416667,14,3,4000,5308.488824,216.48223,0.454545,12 +C10675,1728.079372,1,0,0,0,1662.824051,0,0,0,0.166667,4,0,1800,141.505315,10592.53719,0,12 +C10676,1043.249828,1,281.25,0,281.25,1361.24762,1,0,0.888889,0.444444,4,9,1200,634.96657,965.13244,0,9 +C10677,2571.925816,1,1701.9,464.9,1237,1089.064313,1,0.25,1,0.333333,5,55,3000,710.210734,684.951673,0,12 +C10678,7760.5254,1,14332.92,10588.97,3743.95,0,1,0.909091,0.909091,0,0,152,16000,7116.531862,2117.186083,0,11 +C10679,61.644247,0.363636,490.6,0,490.6,0,0.272727,0,0.272727,0,0,3,18000,1197.347043,131.19619,1,11 +C10680,0,0,0,0,0,310.888779,0,0,0,0.083333,1,0,9000,0,,0,12 +C10681,1724.2041,1,8371.19,4192.8,4178.39,959.946429,1,0.5,1,0.083333,1,87,3800,9582.782864,1805.370785,0.25,12 +C10682,558.989996,0.818182,4552.44,1234,3318.44,0,0.75,0.166667,0.583333,0,0,15,5000,5496.343824,173.931803,1,12 +C10683,15.728894,0.272727,202,202,0,0,0.166667,0.166667,0,0,0,2,2000,200.169721,43.909196,0,12 +C10684,3808.073463,0.909091,6030.34,2874.89,3155.45,7279.880364,1,0.5,1,0.5,62,104,7000,17084.85192,2068.25205,0.090909,12 +C10685,28.394518,0.181818,379.3,0,379.3,0,0.166667,0,0.166667,0,0,6,2500,534.818301,28.994494,0.181818,12 +C10686,2515.968879,1,1877.24,926.9,950.34,0,0.166667,0.166667,0.083333,0,0,29,8500,4503.07943,810.909841,0.083333,12 +C10688,408.069031,1,3660.97,3660.97,0,0,1,1,0,0,0,33,7500,4471.044825,188.409994,0.666667,12 +C10689,975.165854,1,2281.56,2281.56,0,98.596565,0.916667,0.916667,0,0.166667,2,29,20000,2068.187388,243.235999,0,12 +C10690,879.190921,1,45.65,45.65,0,1246.223848,0.083333,0.083333,0,0.166667,2,1,1200,1589.980022,439.870516,0.1,12 +C10691,2331.38017,1,1919.66,1310.9,608.76,0,0.916667,0.416667,0.75,0,0,34,6000,6725.483653,609.161536,0,12 +C10692,27.20711,0.818182,685.08,220,465.08,0,0.583333,0.25,0.5,0,0,24,13000,798.047921,66.969941,0.25,12 +C10693,1418.254924,1,362.13,0,362.13,0,1,0,1,0,0,19,1200,496.114334,15914.72154,0,12 +C10694,1.979916,0.125,80,80,0,0,0.125,0.125,0,0,0,1,1500,0,,0,8 +C10695,331.586253,1,3703.36,1653.98,2049.38,0,1,1,1,0,0,54,7500,3229.189675,195.370312,0.916667,12 +C10696,10359.45471,1,12650,12650,0,2781.682203,0.25,0.25,0,0.166667,2,10,10500,7566.470234,9170.428051,0,12 +C10697,2144.477682,1,228.35,228.35,0,1908.662268,0.333333,0.333333,0,0.083333,1,7,4000,2520.722012,507.937007,0,12 +C10698,2927.082849,0.9,0,0,0,3987.822594,0,0,0,0.3,5,0,4000,862.790575,1178.426048,0,10 +C10699,654.747715,1,1969.24,567.47,1401.77,0,0.916667,0.25,0.916667,0,0,30,12000,2011.781378,219.067764,0,12 +C10700,1162.770552,1,533.36,0,533.36,19.292323,0.666667,0,0.583333,0.083333,1,8,1200,632.227172,1395.576542,0,12 +C10701,4094.433899,1,0,0,0,1618.325972,0,0,0,0.5,8,0,7500,1070.599052,1441.148962,0,12 +C10702,278.142977,1,1901.94,367,1534.94,0,1,0.166667,1,0,0,34,4500,1624.241905,168.938924,0,12 +C10703,5941.847384,1,0,0,0,744.138154,0,0,0,0.166667,2,0,7000,1756.829998,2166.204489,0,12 +C10704,983.339069,1,5601.54,3073.82,2527.72,36.336457,1,0.75,1,0.083333,1,182,7500,4807.552996,207.134142,0.166667,12 +C10705,820.05973,1,162.56,0,162.56,0,0.5,0,0.5,0,0,6,1000,215.685296,7281.645049,0,12 +C10706,7025.757291,1,66.32,66.32,0,8733.135566,0.083333,0.083333,0,0.583333,16,1,9000,9547.622542,2385.432813,0,12 +C10707,1.411754,0.2,19.9,0,19.9,0,0.2,0,0.1,0,0,2,6500,49.622958,48.782575,0.5,10 +C10708,5656.069801,1,362.36,362.36,0,7240.433194,0.25,0.25,0,1.25,12,2,8000,683.421497,2036.877611,0,8 +C10709,2705.591995,1,818.02,326.02,492,2758.007287,1,0.083333,1,0.083333,3,14,3000,4055.34116,1002.627519,0.083333,12 +C10710,235.294264,1,1286.2,1286.2,0,0,1,1,0,0,0,24,4000,1272.434565,218.00803,0,12 +C10711,3472.806962,1,1800,0,1800,2642.846513,1,0,1,0.083333,7,12,6000,2214.368263,4093.868044,0,12 +C10712,2892.138807,1,0,0,0,129.381701,0,0,0,0.333333,5,0,3000,666.956678,1066.060177,0,12 +C10713,145.973232,0.818182,1131.08,0,1131.08,0,0.583333,0,0.5,0,0,25,18000,1317.549381,481.452747,0.25,12 +C10714,1943.792266,1,83.35,0,83.35,0,0.142857,0,0.142857,0,0,1,4000,290.353132,276.463002,0,7 +C10715,2119.537904,1,342.07,270.07,72,0,0.583333,0.5,0.166667,0,0,11,3000,3505.371815,894.910352,0,12 +C10716,233.395491,0.818182,2025,2025,0,385.62779,0.75,0.75,0,0.083333,1,21,6000,2420.445403,118.312302,0.5,12 +C10717,318.186198,1,3548.64,2949.37,599.27,0,1,0.916667,1,0,0,51,20000,3908.960912,199.621137,1,12 +C10718,448.190189,1,1687.29,1687.29,0,0,0.5,0.5,0,0,0,8,11500,1464.000198,261.032083,0.166667,12 +C10719,908.354652,1,231.35,0,231.35,944.183414,1,0,0.857143,0.142857,3,7,1000,161.97536,930.115009,0,7 +C10720,546.844163,1,2427.26,1587.34,839.92,0,1,1,1,0,0,30,5000,1747.703784,176.211823,0.333333,12 +C10721,763.327047,1,579.28,300,279.28,727.52546,0.5,0.166667,0.416667,0.083333,1,13,1200,635.871404,220.685812,0,12 +C10722,1495.801569,1,420.03,320.03,100,0,1,0.25,1,0,0,16,6600,1283.885302,389.191998,0,12 +C10723,7006.751866,1,328.92,328.92,0,9497.696525,0.166667,0.166667,0,0.666667,12,2,10000,659.559695,1400.681628,0,6 +C10724,4414.952906,1,419.64,0,419.64,0,1,0,1,0,0,12,4200,467.204852,24302.09819,0,12 +C10725,255.052529,1,3267.03,1439.07,1827.96,0,1,1,1,0,0,101,6000,2841.850383,173.710118,1,12 +C10726,1167.045536,1,294.13,65,229.13,0,0.916667,0.083333,0.833333,0,0,12,1500,686.376349,266.50397,0,12 +C10727,3063.017462,1,0,0,0,3550.209696,0,0,0,0.166667,3,0,5500,757.537513,891.059927,0,12 +C10728,1546.216153,0.833333,0,0,0,2196.107878,0,0,0,0.166667,5,0,3000,247.706733,310.58347,0,6 +C10729,999.392635,1,0,0,0,2368.248319,0,0,0,0.333333,10,0,1500,1724.178215,301.346806,0.1,12 +C10730,3386.99251,1,171.92,171.92,0,0,0.416667,0.416667,0,0,0,5,4500,907.867126,912.269822,0,12 +C10731,963.572006,1,2210.97,1741.3,469.67,0,1,1,0.416667,0,0,50,9500,2946.752322,345.15359,0,12 +C10732,454.580913,1,1229.57,1229.57,0,0,0.416667,0.416667,0,0,0,16,2700,1125.497981,192.979922,0,12 +C10733,2572.508325,1,64,64,0,248.690762,0.083333,0.083333,0,0.083333,2,1,2800,373.433094,3945.38539,0,12 +C10734,2596.59993,1,0,0,0,1700.074178,0,0,0,0.5,9,0,3000,1794.421173,936.618592,0,12 +C10735,13763.47358,1,9670.84,6701.08,2969.76,1896.204934,1,0.75,1,0.166667,2,88,17500,24199.11108,3039.137305,0.083333,12 +C10736,1861.026633,1,7446.18,6376.98,1069.2,2817.03397,1,1,1,0.25,5,82,10000,10274.93122,528.241518,0.333333,12 +C10737,5422.456378,1,0,0,0,9972.234861,0,0,0,0.166667,2,0,14000,1661.693077,1949.814235,0,12 +C10738,838.616485,1,375.57,375.57,0,99.587515,0.25,0.25,0,0.083333,1,3,6000,779.057364,179.42685,0,12 +C10739,446.735142,1,5228.36,2337.44,2890.92,0,1,1,1,0,0,71,3000,4843.737867,177.051156,0.454545,12 +C10740,88.823762,1,291.65,0,291.65,0,0.75,0,0.666667,0,0,10,8000,341.378477,209.317582,0.083333,12 +C10741,821.916526,0.857143,1386.4,1386.4,0,0,0.285714,0.285714,0,0,0,3,1500,238.348011,154.555561,0,7 +C10742,3714.539663,1,1307.16,1307.16,0,4245.840374,1,1,0,0.333333,4,24,5000,1529.771263,1212.951385,0,12 +C10743,7811.234174,1,0,0,0,6372.109273,0,0,0,0.333333,8,0,16000,2322.058763,1831.024986,0,12 +C10744,1024.761905,1,77.99,77.99,0,0,0.166667,0.166667,0,0,0,2,1200,555.23373,303.743033,0,12 +C10745,2386.932058,1,861.79,181.81,679.98,457.699229,0.333333,0.166667,0.166667,0.083333,1,7,6000,6532.686986,634.388953,0.083333,12 +C10746,15.492415,1,65,65,0,0,0.083333,0.083333,0,0,0,1,3000,19.221233,67.643963,0,12 +C10747,2643.876192,0.818182,798.34,277,521.34,3206.809796,0.5,0.25,0.416667,0.166667,2,19,4500,728.056878,769.627647,0,12 +C10748,4881.822347,1,0,0,0,223.953042,0,0,0,0.25,3,0,8500,1227.062915,1208.463027,0,12 +C10749,1855.212121,1,32.22,32.22,0,37.743145,0.083333,0.083333,0,0.083333,1,1,2000,349.584645,695.503633,0,12 +C10750,13774.74154,1,404.24,0,404.24,3369.474535,0.25,0,0.25,0.5,7,3,14500,3167.870886,3533.4648,0,12 +C10751,251.151609,0.363636,0,0,0,1084.813197,0,0,0,0.166667,4,0,1200,3597.140559,308.399887,0.333333,12 +C10752,1355.180523,0.909091,8820.67,2549.65,6271.02,0,0.75,0.583333,0.583333,0,0,37,6500,3609.323897,416.412205,0,12 +C10753,6713.551391,1,7590.08,7403.57,186.51,1596.569821,0.666667,0.666667,0.166667,0.166667,4,81,10000,2344.430467,4676.633767,0,12 +C10754,2398.26262,1,0,0,0,722.361498,0,0,0,0.416667,8,0,6000,738.312743,879.041116,0,12 +C10755,1433.857464,1,1613.74,800.87,812.87,0,1,0.416667,0.833333,0,0,37,1500,1361.684623,1854.077627,0,12 +C10756,142.406825,1,1214.74,574.33,640.41,0,1,0.333333,1,0,0,48,11000,941.91753,180.400442,0.75,12 +C10757,660.397749,1,776.89,698.99,77.9,0,0.166667,0.083333,0.083333,0,0,2,1500,487.294072,215.007957,0,12 +C10758,4834.586867,1,0,0,0,56.747353,0,0,0,0.1,1,0,5500,874.365824,1582.515056,0,10 +C10759,2571.284657,1,0,0,0,259.611243,0,0,0,0.416667,7,0,2750,750.534962,883.249328,0,12 +C10760,492.916599,1,4371.82,2765.16,1606.66,0,1,0.916667,1,0,0,97,20000,3603.230966,207.887409,0.583333,12 +C10761,2752.146656,1,1648.53,618.55,1029.98,2146.51325,1,0.333333,1,0.25,4,46,6500,1427.725762,1342.185961,0,12 +C10762,7715.659048,1,0,0,0,6182.982033,0,0,0,1,62,0,11500,1777.003806,2412.544026,0,12 +C10763,0.25571,0.090909,24,0,24,0,0.166667,0,0.166667,0,0,2,1500,9.533313,8.8426,0,12 +C10764,95.865855,0.363636,1123.58,1123.58,0,0,0.083333,0.083333,0,0,0,9,1500,3245.496885,142.868781,0,12 +C10765,1439.343061,0.909091,571.91,571.91,0,0,0.25,0.25,0,0,0,5,2100,2573.55754,756.220978,0,12 +C10766,5603.045332,1,0,0,0,2909.490912,0,0,0,0.416667,6,0,7500,6135.140807,2279.351491,0,12 +C10767,1.691842,1,0,0,0,1148.820355,0,0,0,0.166667,3,0,1500,3.500505,8.56154,0,6 +C10768,83.279345,1,1080.11,0,1080.11,0,1,0,1,0,0,23,9000,1065.332527,178.115434,1,12 +C10769,1157.168369,1,0,0,0,1249.682243,0,0,0,0.583333,10,0,3000,264.548484,326.316359,0,12 +C10770,1560.533094,0.777778,749.57,209.77,539.8,4096.907903,0.666667,0.222222,0.444444,0.666667,19,7,6000,617.46628,414.824247,0,9 +C10771,1575.508838,0.875,0,0,0,1977.834772,0,0,0,0.125,1,0,2500,260.843536,325.312921,0,8 +C10772,1544.979869,1,880.19,0,927.45,0,1,0,1,0,0,46,1500,1189.503063,1104.152962,0,12 +C10773,1350.286625,1,642.33,642.33,0,0,0.5,0.5,0,0,0,12,9000,323.683167,344.973051,0,12 +C10774,1261.488342,1,890.2,890.2,0,0,0.5,0.5,0,0,0,9,3000,302.073647,330.87851,0,12 +C10775,1274.851959,1,1798.24,144.86,1653.38,756.233501,1,0.166667,0.916667,0.166667,3,17,1500,1340.224464,1732.955307,0,12 +C10776,1646.715644,1,2720.68,2580.19,140.49,0,1,0.833333,0.666667,0,0,49,5000,2800.406648,357.591488,0,12 +C10777,3121.267822,0.888889,4139.56,4139.56,0,3607.406242,0.333333,0.333333,0,0.222222,3,8,9000,1600.272221,597.159149,0,9 +C10779,3406.473855,1,1140,0,1140,0,0.5,0,0.5,0,0,6,3650,2541.196672,2559.345,0,12 +C10780,4006.206157,1,169.28,0,169.28,2868.734582,0.583333,0,0.583333,0.25,7,7,6000,1553.157125,988.712621,0,12 +C10781,915.424422,0.857143,0,0,0,2454.439476,0,0,0,0.428571,6,0,1200,1665.025645,247.205901,0,7 +C10782,4193.283047,1,183.7,183.7,0,1585.714709,0.25,0.25,0,0.166667,4,4,10500,1030.093462,1116.001393,0,12 +C10783,10397.09989,1,0,0,0,4045.620171,0,0,0,0.25,6,0,13000,3222.169406,2818.707479,0,12 +C10784,2830.364475,1,1412.76,0,1412.76,2045.094842,1,0,1,0.416667,6,25,5000,6940.278105,759.346966,0,12 +C10785,5499.895765,1,0,0,0,485.269985,0,0,0,0.333333,6,0,6000,1445.294493,2703.217084,0,12 +C10786,815.427615,1,1936.01,1471.04,464.97,232.292989,0.916667,0.5,1,0.083333,1,27,2000,1759.115089,232.076866,0,12 +C10787,756.041971,0.875,2486.1,2052.75,433.35,0,0.875,0.875,0.5,0,0,33,4000,948.092359,1356.087629,0,8 +C10788,5271.415483,1,0,0,0,2193.804998,0,0,0,0.25,7,0,6500,1479.003541,1321.46938,0,12 +C10789,23.276656,0.636364,796.56,0,796.56,0,1,0,1,0,0,13,4000,912.478311,102.895907,0.636364,12 +C10790,5639.464394,1,717.18,399.15,318.03,3856.971744,0.416667,0.166667,0.25,0.75,16,7,7000,1460.652254,1540.175186,0,12 +C10791,5308.90635,1,0,0,0,4954.608429,0,0,0,0.5,21,0,9500,1334.749456,1272.080547,0,12 +C10792,62.209376,0.090909,782.88,782.88,0,0,0.083333,0.083333,0,0,0,2,3000,2941.300379,280.618072,0,12 +C10793,2052.32561,1,0,0,0,200.266788,0,0,0,0.333333,5,0,2000,529.203224,1501.874974,0,12 +C10794,56.720267,0.818182,260,260,0,0,0.083333,0.083333,0,0,0,1,5500,278.975102,92.072121,0,12 +C10795,1121.068043,1,0,0,0,56.461201,0,0,0,0.166667,3,0,1200,236.09244,351.184105,0,12 +C10796,9470.18498,1,49.19,0,49.19,4078.303778,0.416667,0,0.416667,0.25,6,5,12000,2230.957196,2672.605531,0,12 +C10797,2388.503738,1,4021.29,2303.6,1717.69,2075.781347,1,1,0.5,0.333333,4,44,5000,2851.045852,794.323892,0,12 +C10798,1955.179305,1,503.45,503.45,0,0,0.083333,0.083333,0,0,0,1,10500,685.660178,495.65428,0,12 +C10799,432.915949,1,4430.17,3628.67,801.5,0,1,1,1,0,0,78,8500,4301.600928,186.739077,1,12 +C10800,2027.896903,1,933.5,933.5,0,1160.28334,0.083333,0.083333,0,0.083333,2,1,3000,393.417404,462.153221,0,12 +C10801,1252.58309,1,1163.93,950.03,213.9,0,0.833333,0.75,0.416667,0,0,22,5000,0,,0,12 +C10803,1822.43199,1,177.23,70.26,106.97,0,0.083333,0.083333,0.083333,0,0,3,2500,1136.340121,428.353499,0,12 +C10804,1557.750089,1,283.6,204.27,79.33,0,0.25,0.125,0.125,0,0,2,5000,424.829757,282.152847,0,8 +C10805,3879.064446,1,9796.28,9536.28,260,1959.013493,1,0.833333,0.583333,0.166667,2,45,19000,12667.90527,968.363741,0.333333,12 +C10806,708.509086,1,2109.61,1734.61,375,366.008558,1,0.583333,1,0.166667,3,19,6500,4591.162882,296.681069,0.181818,12 +C10807,2748.60877,1,0,0,0,434.319424,0,0,0,0.166667,4,0,3000,808.881566,1663.969183,0,12 +C10808,4343.537475,1,1326.3,1326.3,0,1123.247578,1,1,0,0.166667,2,23,4500,1373.689245,3414.220124,0,12 +C10809,8646.143734,1,0,0,0,10204.12284,0,0,0,0.416667,9,0,10000,11192.8048,3427.635445,0,12 +C10810,90.445498,0.454545,0,0,0,729.325692,0,0,0,0.166667,2,0,3500,79.242572,81.716644,0,12 +C10811,9164.724752,1,3407.69,2074.16,1333.53,2063.860557,1,0.833333,1,0.166667,5,77,9500,0,,0,12 +C10812,298.592251,1,1804.09,620.16,1183.93,327.479813,0.916667,0.916667,0.666667,0.25,3,27,7500,1672.051219,190.893951,0.181818,12 +C10813,88.242406,0.636364,758.31,0,758.31,0,0.583333,0,0.5,0,0,7,6000,501.41401,83.041019,0.416667,12 +C10814,14.731998,0.818182,121.5,0,121.5,0,0.818182,0,0.818182,0,0,9,4000,137.148597,125.135021,0,11 +C10815,5211.229218,1,0,0,0,2316.206642,0,0,0,0.416667,10,0,5500,1009.545319,2092.29409,0,12 +C10816,835.007085,0.75,90.39,90.39,0,1160.459619,0.125,0.125,0,0.125,1,1,1500,254.561828,152.221816,0,8 +C10817,2302.479845,1,0,0,0,861.574218,0,0,0,0.75,9,0,2600,0,,0,12 +C10818,1782.997768,0.909091,0,0,0,16037.32794,0,0,0,0.416667,11,0,10000,15923.28722,517.595201,0,12 +C10819,2435.823938,1,749.3,393.5,355.8,0,0.583333,0.083333,0.5,0,0,8,8500,2501.125038,541.51241,0,12 +C10820,10.096031,1,184.92,0,184.92,0,1,0,1,0,0,12,4000,185.189285,129.992635,0.545455,12 +C10821,1524.409377,1,70,0,70,640.711949,0.166667,0,0.166667,0.5,9,2,1500,973.097522,1263.139657,0,12 +C10822,1819.529197,1,219.26,219.26,0,977.92638,0.25,0.25,0,0.333333,7,5,2500,518.949471,1223.335721,0,12 +C10823,4.607593,0.181818,44.55,44.55,0,0,0.083333,0.083333,0,0,0,1,6000,267.147917,88.028446,0,12 +C10824,644.530629,1,268.68,0,268.68,0,1,0,1,0,0,12,1200,1557.68946,438.318992,0.166667,12 +C10825,147.180819,0.636364,0,0,0,1843.426883,0,0,0,0.166667,6,0,2600,0,,0,12 +C10826,197.555397,1,1876.8,0,1876.8,0,1,0,1,0,0,12,5000,1715.207478,163.663033,1,12 +C10827,1716.622291,1,455.76,36,419.76,0,1,0.083333,1,0,0,13,1700,881.425823,1066.801936,0,12 +C10828,26.680023,0.545455,520.5,0,520.5,0,0.5,0,0.5,0,0,15,4000,551.370293,88.814191,0.454545,12 +C10829,5359.980872,1,0,0,0,1113.868654,0,0,0,0.25,3,0,6000,638.144031,12866.94167,0,12 +C10830,772.54691,1,8519.02,8003.21,515.81,237.066662,1,1,1,0.083333,1,117,17500,5828.994002,270.774147,0.833333,12 +C10831,83.477053,0.181818,0,0,0,2654.856157,0,0,0,0.083333,2,0,3000,12902.18813,1791.729021,0.5,12 +C10832,2654.816967,1,0,0,0,3469.664606,0,0,0,0.25,27,0,4000,3225.132002,1689.935969,0,12 +C10833,81.762162,0.909091,777.04,521.46,255.58,0,0.833333,0.5,0.75,0,0,20,7500,753.811533,162.763716,0,12 +C10834,1373.277423,0.818182,0,0,0,2739.66574,0,0,0,0.166667,2,0,3300,0,,0,12 +C10835,1773.445786,1,4504.25,2986.66,1517.59,0,0.5,0.5,0.416667,0,0,37,8500,278.70437,561.333282,0,12 +C10836,227.07351,1,2370.01,1682.03,687.98,0,1,0.333333,1,0,0,35,4200,1948.361057,162.995748,0.833333,12 +C10837,155.924331,0.818182,517.14,460.57,56.57,0,0.416667,0.25,0.166667,0,0,7,3000,369.733274,131.403254,0,12 +C10838,4767.644535,1,806,481,325,1705.723287,1,0.083333,1,0.166667,3,25,8000,880.198403,2203.284474,0,12 +C10839,2574.852985,1,578.66,578.66,0,6390.668135,1,1,0,0.272727,4,12,9500,3219.440365,728.739114,0,11 +C10840,3405.005439,1,8.4,8.4,0,0,1,1,0,0,0,12,10500,1015.698271,795.091125,0,12 +C10841,3517.561446,1,173.69,173.69,0,3122.99024,0.166667,0.166667,0,0.416667,6,2,5000,5091.300312,796.031998,0,12 +C10843,1748.546186,1,74.98,74.98,0,216.032736,0.166667,0.166667,0,0.25,5,2,1800,650.440749,572.683934,0,12 +C10844,4.503251,0.181818,60.24,0,60.24,0,0.166667,0,0.166667,0,0,2,4000,471.23242,110.528523,0.5,12 +C10845,2717.915641,1,1500,1500,0,475.122697,0.083333,0.083333,0,0.083333,1,2,4600,949.592719,885.376298,0,12 +C10846,1841.359829,1,2280.58,0,2280.58,0,1,0,0.916667,0,0,20,1800,2463.113969,1947.918485,0,12 +C10847,1399.729932,1,0,0,0,1967.782148,0,0,0,0.333333,5,0,3000,712.803089,316.461916,0,12 +C10848,674.817091,1,1152.83,0,1152.83,0,1,0,1,0,0,21,7000,0,,0,12 +C10849,2406.569238,1,0,0,0,94.706407,0,0,0,0.25,4,0,2400,314.272712,10774.73572,0,12 +C10850,285.308422,0.181818,0,0,0,2644.698717,0,0,0,0.166667,7,0,3000,248.742811,572.390099,0,12 +C10852,1011.110679,1,186.11,61.11,125,0,0.333333,0.083333,0.25,0,0,5,3000,634.853367,227.160721,0,12 +C10853,1358.890643,1,89.9,28,61.9,0,0.333333,0.083333,0.166667,0,0,4,7000,323.344372,409.65366,0,12 +C10854,1392.773202,1,221.61,221.61,0,0,0.666667,0.666667,0,0,0,8,1700,369.345758,294.377252,0,12 +C10855,487.584965,0.727273,4768.27,4768.27,0,0,0.727273,0.727273,0,0,0,27,2500,1980.213325,149.493574,0.454545,11 +C10856,1892.439622,1,86.7,86.7,0,92.435934,0.166667,0.166667,0,0.083333,2,2,2000,534.092827,1069.925154,0,12 +C10857,3957.419199,1,1162.63,1021.67,140.96,3808.247988,0.5,0.416667,0.166667,0.666667,21,14,7500,1476.991573,1451.018556,0,12 +C10858,920.968431,1,977.38,615.99,361.39,0,0.833333,0.25,0.833333,0,0,18,3350,549.396517,266.850585,0,12 +C10859,227.781773,1,1497.82,690.57,807.25,0,1,0.333333,0.833333,0,0,31,3500,342.79543,183.964777,0.090909,12 +C10860,4270.148411,0.888889,363,363,0,5307.322893,0.111111,0.111111,0,0.555556,11,2,5500,1250.695005,2070.907379,0,9 +C10861,4115.739163,1,0,0,0,540.251858,0,0,0,0.25,3,0,8500,1006.261579,1313.531481,0,12 +C10862,1375.845223,1,0,0,0,112.680045,0,0,0,0.25,3,0,1500,306.606914,736.789619,0,12 +C10863,1300.593766,1,0,0,0,513.664928,0,0,0,0.166667,3,0,3000,386.660071,396.635432,0,12 +C10864,1437.895562,1,350,0,350,0,0.166667,0,0.166667,0,0,2,4000,0,,0,12 +C10865,1304.357015,1,1488.8,987.68,501.12,858.516418,0.833333,0.25,0.583333,0.166667,2,21,2000,612.674919,341.524735,0,12 +C10866,1372.725482,1,992.25,651.4,340.85,667.818882,0.833333,0.25,0.75,0.25,3,18,4500,2899.141015,464.139521,0,12 +C10867,938.177781,1,1288.42,0,1288.42,0,0.916667,0,0.916667,0,0,23,1500,1018.536172,196.720403,0,12 +C10868,129.3741,1,1102.72,0,1102.72,0,1,0,1,0,0,15,4000,1123.51632,178.44023,0.833333,12 +C10869,161.198861,1,536.68,103,433.68,0,1,0.083333,1,0,0,13,1000,280.826685,165.304588,0.090909,12 +C10870,825.977042,1,0,0,0,904.460261,0,0,0,0.166667,4,0,2500,522.917982,170.397605,0,12 +C10871,230.359954,1,2163.12,1383.12,780,0,1,1,0.333333,0,0,23,4000,0,,0,12 +C10872,3616.993845,0.888889,0,0,0,4947.781762,0,0,0,0.555556,7,0,5500,529.726072,1294.501736,0,9 +C10873,8220.740014,1,5197.22,4001.41,1195.81,18857.05847,1,0.571429,0.857143,1,25,15,13000,12886.44123,1287.324868,0.2,7 +C10874,4438.521324,1,591.84,109.16,482.68,564.365429,0.636364,0.181818,0.454545,0.272727,3,11,17000,5552.601399,1094.486286,0,11 +C10875,2210.404961,1,1790.64,1358.4,432.24,1660.66756,1,0.833333,1,0.75,18,52,10500,8862.839094,478.820544,0,12 +C10876,2315.003636,1,0,0,0,3253.033658,0,0,0,0.666667,27,0,3000,2467.952091,986.843214,0,12 +C10877,1255.779743,1,385,385,0,0,0.166667,0.166667,0,0,0,2,5000,0,,0,12 +C10878,62.596086,1,475,0,475,0,1,0,0.916667,0,0,12,1500,408.132037,170.451899,0.9,12 +C10879,5280.649637,1,0,0,0,1786.833644,0,0,0,0.333333,4,0,6000,1648.300986,1264.637138,0,12 +C10880,170.907823,0.909091,1366.3,1366.3,0,0,0.5,0.5,0,0,0,11,2000,3453.112338,139.388035,0.4,12 +C10881,1271.212003,0.909091,76.94,76.94,0,0,0.181818,0.181818,0,0,0,2,1500,257.110005,277.714185,0,11 +C10882,11083.32542,1,2126.7,2026.7,100,1622.219455,0.5,0.25,0.416667,0.5,7,10,15000,2494.033369,2642.937347,0,12 +C10883,992.599867,1,100,100,0,593.181763,0.083333,0.083333,0,0.166667,3,1,1200,0,,0,12 +C10884,10131.00055,1,0,0,0,3330.326162,0,0,0,0.166667,5,0,14500,4056.944212,2592.311811,0,12 +C10885,4419.30294,1,12551.95,10901.24,1650.71,14896.54051,1,0.666667,1,0.5,19,122,17000,31698.41902,1448.585054,0.416667,12 +C10886,2173.621597,1,200,200,0,201.404735,0.083333,0.083333,0,0.25,4,1,8000,495.968187,502.765453,0,12 +C10887,9901.685569,1,2190.95,832.49,1358.46,1913.350112,1,0.416667,0.916667,0.25,4,43,11500,2972.248185,2849.235124,0,12 +C10888,2320.309453,1,2896.05,2209.21,686.84,187.030671,1,0.916667,0.916667,0.083333,1,90,13500,1341.195566,559.284909,0,12 +C10889,910.072514,1,18.05,0,18.05,19.118837,0.083333,0,0.083333,0.083333,1,1,1000,233.886707,230.806229,0,12 +C10890,1374.460976,1,1990.81,0,1990.81,0,1,0,0.916667,0,0,31,5000,0,,0,12 +C10891,0,0,199.88,0,199.88,0,0.75,0,0.75,0,0,14,4000,0,,0,12 +C10892,268.493643,1,4917.48,3300.1,1617.38,0,1,0.25,1,0,0,31,13500,3552.167671,78.898037,0.375,12 +C10893,1827.200326,1,1325.27,1161.66,163.61,0,0.75,0.5,0.416667,0,0,21,4000,666.371943,531.303374,0,12 +C10894,1029.66874,1,1448.59,1229,219.59,1070.165399,0.666667,0.25,0.5,0.166667,2,18,1200,3008.279166,1054.339431,0.083333,12 +C10895,993.533549,1,851.68,0,851.68,1515.648089,0.833333,0,0.75,0.083333,4,12,1500,1660.242557,512.342306,0,12 +C10896,3150.679884,1,0,0,0,365.816939,0,0,0,0.416667,5,0,3500,819.246481,805.478131,0,12 +C10897,11654.55492,1,463,74,389,3096.807933,0.583333,0.083333,0.416667,0.416667,17,7,12500,3024.60947,5148.045052,0,12 +C10898,1254.970145,1,769.34,769.34,0,2234.780695,0.166667,0.166667,0,0.333333,7,3,7000,0,,0,12 +C10899,2174.018945,1,377.1,177.62,199.48,388.849566,0.333333,0.083333,0.25,0.166667,2,5,2600,0,,0,12 +C10900,1076.029456,1,0,0,0,59.57182,0,0,0,0.083333,2,0,1200,239.407898,363.517186,0,12 +C10901,1444.365154,0.727273,780.14,69.9,710.24,3573.493609,0.416667,0.083333,0.25,0.25,6,5,9000,6123.111421,430.209133,0.285714,12 +C10902,2767.545277,1,3480.24,2767.28,712.96,0,1,1,0.666667,0,0,60,12500,4062.447703,1082.201074,0,12 +C10903,1382.310939,1,0,0,0,189.624301,0,0,0,0.5,6,0,1500,381.094555,462.715637,0,12 +C10904,716.017731,1,0,0,0,3943.873219,0,0,0,0.166667,4,0,12000,232.136896,267.035943,0,12 +C10905,1890.397414,1,2493.67,358,2135.67,0,1,0.083333,1,0,0,26,3000,916.285608,494.455132,0,12 +C10906,1948.434315,1,324.3,324.3,0,1468.08356,0.166667,0.166667,0,0.166667,4,4,5000,0,,0,12 +C10907,44.910575,1,444.96,0,444.96,0,1,0,1,0,0,12,3000,426.881014,170.607827,1,12 +C10908,802.274379,0.636364,150,0,150,3714.01114,0.25,0,0.25,0.166667,2,3,6000,0,,0,12 +C10909,6059.861762,1,250.32,250.32,0,4447.636548,0.083333,0.083333,0,0.666667,10,1,7000,0,,0,12 +C10910,847.013195,0.833333,0,0,0,1159.447747,0,0,0,0.333333,5,0,1200,101.664939,196.261567,0,6 +C10911,1843.308668,1,89.66,89.66,0,126.156551,0.2,0.2,0,0.6,6,5,2000,375.878055,397.759846,0,10 +C10912,21.681508,1,299.04,0,299.04,0,1,0,1,0,0,12,7500,320.616627,188.367946,0.916667,12 +C10913,3558.685862,1,1036.19,1036.19,0,3270.549354,0.25,0.25,0,0.5,11,6,7300,1616.614478,1100.977131,0,12 +C10914,14581.45914,1,0,0,0,22665.7785,0,0,0,0.833333,30,0,18500,20941.32551,5433.759888,0,12 +C10915,902.099225,0.818182,5080.85,4674.21,406.64,0,0.416667,0.333333,0.25,0,0,12,8000,177.879919,258.715978,0,12 +C10916,1081.065726,1,554.85,262.4,292.45,952.424906,0.5,0.25,0.333333,0.166667,8,20,2100,1898.82812,382.716751,0,12 +C10917,9255.143419,1,5153.28,3352.28,1801,0,1,0.583333,1,0,0,105,11500,4872.818088,9642.502512,0,12 +C10918,228.909884,1,2617.85,2426.43,191.42,0,1,0.916667,0.416667,0,0,35,1800,1774.318305,143.208454,0.7,12 +C10919,1486.051056,1,716.98,217.06,499.92,273.531783,1,0.25,1,0.083333,1,17,1600,1477.151065,1306.468855,0,12 +C10920,337.317432,1,4193.91,3076.01,1117.9,0,1,1,0.583333,0,0,27,3000,3690.904874,210.035264,1,12 +C10921,2643.39225,1,965.84,737.79,228.05,0,1,0.75,0.666667,0,0,33,4300,771.299727,627.391113,0,12 +C10922,4007.029155,1,7597.09,6761.29,835.8,0,1,1,0.333333,0,0,22,6500,0,,0,12 +C10923,128.375213,0.727273,0,0,0,1897.551775,0,0,0,0.083333,2,0,9500,0,,0,12 +C10924,2903.779416,1,360.3,112.61,247.69,3501.657389,0.416667,0.083333,0.333333,0.5,10,7,11500,3014.036186,662.40729,0,12 +C10925,233.694622,1,1772.55,1352.55,420,0,1,1,0.75,0,0,29,1200,764.816144,227.726516,0.083333,12 +C10926,150.52492,1,1850.31,1815.31,35,0,1,1,0.083333,0,0,41,14000,1856.821119,192.520664,0.636364,12 +C10927,3066.86081,1,84.65,0,84.65,0,0.75,0,0.75,0,0,9,8000,922.962087,711.596731,0,12 +C10928,11.35774,0.555556,223.5,175.5,48,0,0.333333,0.222222,0.111111,0,0,4,17500,192.80601,95.228179,0,9 +C10929,6366.085376,0.818182,407.86,307.8,100.06,14827.30716,0.083333,0.083333,0.083333,0.166667,2,5,12500,5722.548016,1746.966239,0,12 +C10930,53.339006,1,315.48,0,315.48,0,1,0,1,0,0,12,1000,193.699669,162.729509,0,12 +C10931,1917.203534,1,0,0,0,84.438672,0,0,0,0.083333,1,0,2000,468.617347,899.048237,0,12 +C10932,361.588846,1,312.69,312.69,0,370.511697,0.25,0.25,0,0.166667,2,5,7500,867.628724,167.467416,0,12 +C10933,5878.663267,1,1230.08,1000,230.08,4665.557504,1,0.083333,1,0.666667,24,13,6500,2535.48125,2434.435407,0,12 +C10934,7143.680599,1,0,0,0,2999.900367,0,0,0,0.25,3,0,13000,8733.20327,1927.887547,0,12 +C10935,559.944819,0.818182,0,0,0,1379.58783,0,0,0,0.166667,3,0,3000,1964.825042,242.677632,0.142857,12 +C10936,79.625341,1,701.44,701.44,0,0,1,1,0,0,0,13,6000,0,,0,12 +C10937,1701.20332,1,302,0,302,796.570678,0.5,0,0.416667,0.083333,1,6,2000,784.873315,567.761469,0,12 +C10939,993.662006,1,348.88,348.88,0,0,0.333333,0.333333,0,0,0,4,1200,335.62347,255.439979,0,12 +C10940,939.152528,1,3393.25,3364.59,77.66,0,0.25,0.25,0.083333,0,0,5,9000,2768.821579,267.093439,0,12 +C10941,7427.807223,1,205.89,110,95.89,3697.222827,0.416667,0.083333,0.416667,0.666667,11,12,9500,2404.231683,2364.114477,0,12 +C10942,2746.923673,1,0,0,0,4289.506847,0,0,0,0.333333,11,0,6500,2017.190799,622.503528,0,12 +C10943,24.820164,0.727273,209,0,209,0,0.5,0,0.333333,0,0,6,1500,278.257109,153.048247,0.75,12 +C10944,31.702357,0.181818,1051.52,732.2,319.32,0,1,0.083333,1,0,0,16,4600,5384.409792,13.545097,0,12 +C10945,1023.323593,1,253.37,196.37,57,0,0.916667,0.5,0.5,0,0,16,1200,463.956486,250.187987,0,12 +C10946,2.957267,0.272727,202.72,0,202.72,0,0.833333,0,0.833333,0,0,10,4500,31.596193,53.011601,0,12 +C10947,1068.434064,1,27,0,27,0,0.083333,0,0.083333,0,0,1,1200,219.692369,310.32899,0,12 +C10949,6725.109914,1,6335.65,912.12,5423.53,0,1,0.583333,1,0,0,108,11000,3203.884297,2658.77669,0,12 +C10950,515.135703,1,2457.48,1272.5,1184.98,0,1,0.583333,1,0,0,69,7000,2858.180367,177.692271,0.25,12 +C10951,0.867528,0.272727,26.62,0,26.62,0,0.333333,0,0.333333,0,0,4,4500,18.336805,8.745383,0.090909,12 +C10952,542.051302,1,4896.9,721.46,4175.44,960.975083,1,0.416667,0.916667,0.083333,2,64,2500,5338.901791,173.182819,1,12 +C10953,39.798993,0.454545,20.09,20.09,0,0,0.333333,0.333333,0,0,0,5,3200,0,,0,12 +C10954,1894.11023,1,678,678,0,0,1,1,0,0,0,12,2000,992.569418,1111.413896,0,12 +C10955,5980.58247,1,0,0,0,12008.08079,0,0,0,0.416667,30,0,11000,9736.897362,1596.893256,0.083333,12 +C10956,176.721561,1,1707.26,403.54,1303.72,0,0.916667,0.083333,0.833333,0,0,18,3300,0,,0,12 +C10957,4223.832142,1,0,0,0,3305.855177,0,0,0,0.5,18,0,4500,0,,0,12 +C10958,55.741802,0.818182,963.35,300,663.35,0,0.75,0.083333,0.583333,0,0,11,14000,1062.303105,142.613239,0.7,12 +C10959,179.290727,1,2540.9,1234.77,1306.13,0,0.916667,0.833333,0.916667,0,0,30,5000,2478.954766,168.750901,1,12 +C10960,634.825209,1,1478.36,1343.45,134.91,0,0.5,0.416667,0.166667,0,0,12,1200,1371.998686,336.282655,0,12 +C10961,6002.618198,1,0,0,0,1163.462217,0,0,0,0.5,10,0,6500,1498.948148,1837.998855,0,12 +C10962,1104.960744,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1200,293.890715,448.973668,0,12 +C10963,851.278168,0.727273,0,0,0,2037.036785,0,0,0,0.166667,3,0,3000,4998.620598,282.771821,0.111111,12 +C10965,914.222213,1,563.39,400.14,163.25,136.50351,0.916667,0.5,0.916667,0.333333,5,40,900,0,,0,12 +C10966,3122.171879,1,974.3,712.3,262,189.408446,0.75,0.583333,0.416667,0.416667,5,21,3000,1520.760286,2019.977973,0,12 +C10967,645.528692,1,0,0,0,6479.639793,0,0,0,0.083333,1,0,10000,0,,0,12 +C10968,1803.898764,1,562.01,63.6,498.41,0,1,0.083333,1,0,0,19,1800,2010.58964,2411.664639,0,12 +C10969,330.273411,1,53.8,53.8,0,0,0.25,0.25,0,0,0,6,2500,429.112894,171.6492,0,12 +C10970,1168.040482,0.909091,1113.1,801.19,311.91,0,0.833333,0.416667,0.75,0,0,26,6500,4239.684074,563.283083,0,12 +C10971,4593.577983,1,0,0,0,393.742621,0,0,0,0.1,1,0,5250,1064.91324,1558.017969,0,10 +C10972,391.179957,0.909091,7363.38,6965.06,398.32,0,0.833333,0.666667,0.416667,0,0,42,4500,11891.44907,889.95708,1,12 +C10973,12358.32132,1,421.15,0,421.15,5690.168909,0.583333,0,0.583333,0.583333,11,7,17000,4131.495556,2959.446172,0,12 +C10974,95.645669,0.272727,566.43,463.8,102.63,0,0.166667,0.166667,0.083333,0,0,3,9000,73.895095,199.884984,0,12 +C10975,2072.457624,1,17409.21,11263.17,6146.04,0,1,1,1,0,0,175,19500,19517.1616,517.324081,0.333333,12 +C10976,3215.307061,1,0,0,0,629.109981,0,0,0,0.583333,11,0,3500,1333.839527,1644.952704,0,12 +C10977,2437.750644,0.9,1177.64,1177.64,0,2961.278225,0.5,0.5,0,0.4,7,29,3000,1325.182603,1000.843859,0,10 +C10978,460.432607,1,1009.44,858.48,150.96,0,0.916667,0.583333,0.75,0,0,25,4000,1292.401995,221.145007,0,12 +C10979,1895.695148,1,200,200,0,493.281286,0.083333,0.083333,0,0.25,7,3,2000,861.663355,3302.012395,0,12 +C10980,51.161976,0.25,736.72,736.72,0,0,0.5,0.5,0,0,0,5,4500,1665.89154,54.443091,1,8 +C10981,40.332553,0.545455,158.37,0,158.37,0,0.083333,0,0.083333,0,0,1,3000,2280.290156,72.792874,0,12 +C10982,1.355556,0.727273,0.01,0.01,0,0,0.083333,0.083333,0,0,0,1,6500,0,,0,12 +C10983,1462.280124,1,516,0,516,0,1,0,1,0,0,12,1500,752.367432,1009.381645,0,12 +C10984,337.629461,1,251.44,251.44,0,0,1,1,0,0,0,12,6000,0,,0,12 +C10985,1518.813947,1,2110.98,1748.98,362,0,0.9,0.5,0.6,0,0,20,1700,663.894987,555.397214,0,10 +C10986,1538.569369,1,3852.37,2681.99,1170.38,0,1,0.75,0.75,0,0,35,6000,3386.915692,393.411779,0.272727,12 +C10987,1084.291919,1,270,270,0,0,0.25,0.25,0,0,0,3,1200,371.168672,229.778025,0,12 +C10988,3908.10498,1,1238.12,1159.3,78.82,1799.316522,0.666667,0.583333,0.166667,0.25,4,13,6000,1147.443975,870.610813,0,12 +C10989,16.553858,0.272727,308.16,308.16,0,0,0.25,0.25,0,0,0,3,2500,291.719987,28.242152,0,12 +C10990,243.010712,0.363636,0,0,0,1222.166225,0,0,0,0.166667,3,0,12000,196.932031,58.778054,0,12 +C10991,463.07144,1,1817.84,1817.84,0,0,0.333333,0.333333,0,0,0,4,6000,0,,0,12 +C10992,192.037218,0.909091,1000,1000,0,0,0.083333,0.083333,0,0,0,1,1500,1128.431348,157.31769,0.090909,12 +C10993,1493.440295,1,0,0,0,77.328556,0,0,0,0.25,3,0,1600,455.872747,430.722903,0,12 +C10994,853.34928,0.8,3209.14,2795.14,414,898.013564,0.7,0.6,0.5,0.2,3,28,10000,2841.834049,255.098434,0,10 +C10995,1295.446588,1,886.37,886.37,0,1310.182842,0.333333,0.333333,0,0.416667,8,7,1800,2966.291948,493.349977,0,12 +C10996,4890.470857,0.909091,0,0,0,9009.157522,0,0,0,0.454545,5,0,7500,7296.483613,1278.064978,0,11 +C10997,1905.101343,1,455.72,0,455.72,0,1,0,1,0,0,22,3000,576.311637,701.949213,0,12 +C10998,69.016286,0.909091,749.9,0,749.9,0,0.909091,0,0.818182,0,0,10,1500,701.387872,152.188982,0.777778,11 +C10999,2872.838687,1,555,0,555,0,0.666667,0,0.583333,0,0,12,3000,1397.027257,1680.543762,0,12 +C11000,2437.73951,1,1093.93,695.29,398.64,822.700458,1,0.25,1,0.166667,4,15,2900,556.213673,1049.416303,0,12 +C11001,160.816558,1,1755.76,1755.76,0,0,1,1,0,0,0,20,2500,1633.050111,194.343579,0.916667,12 +C11002,2802.369018,1,829.15,0,829.15,476.329395,0.416667,0,0.333333,0.083333,1,5,3000,1393.564911,634.196389,0,12 +C11003,4618.091584,1,541.68,541.68,0,3580.753362,0.166667,0.166667,0,0.166667,2,2,8500,0,,0,12 +C11004,3108.393701,0.9,26582.34,15158.9,11423.44,0,0.9,0.8,0.8,0,0,55,28000,26557.09724,586.029097,0.875,10 +C11005,3946.421177,1,1508.54,1508.54,0,0,1,1,0,0,0,16,8500,0,,0,12 +C11006,560.414016,1,99,99,0,909.10915,0.083333,0.083333,0,0.25,3,1,1000,407.819493,141.935936,0,12 +C11007,2001.030926,1,1534.98,1424.58,110.4,1407.204652,1,0.75,0.333333,0.666667,17,32,4000,867.884346,1313.87778,0,12 +C11008,1216.893766,1,76.3,76.3,0,0,0.166667,0.166667,0,0,0,3,1200,533.085955,7781.671432,0,12 +C11009,343.966223,1,3927.12,0,3927.12,0,1,0,1,0,0,34,5500,3626.983417,198.454649,0.333333,12 +C11010,887.679317,1,1486.31,179.75,1306.56,0,1,0.833333,0.916667,0,0,39,1800,0,,0,12 +C11011,5573.146558,1,435.14,435.14,0,3935.733135,1,1,0,0.333333,7,14,7000,1587.909833,1390.110596,0,12 +C11012,31.490163,0.636364,280.35,280.35,0,900.547414,0.166667,0.166667,0,0.166667,2,3,4000,0,,0,12 +C11013,1464.19148,1,367.94,246.2,121.74,0,0.583333,0.25,0.416667,0,0,9,1500,719.945677,1546.605424,0,12 +C11014,114.38833,1,182,0,182,0,0.333333,0,0.333333,0,0,4,1500,169.708108,168.97377,0.083333,12 +C11015,1355.312146,0.818182,1682.06,1383.74,298.32,0,1,0.25,1,0,0,15,13000,6965.353704,487.620635,0,12 +C11016,357.62718,1,3070.45,1864.11,1206.34,0,0.916667,0.916667,0.416667,0,0,20,18500,4023.111073,169.763154,1,12 +C11017,1368.288512,1,34,0,34,135.178439,0.083333,0,0.083333,0.25,3,1,1600,1913.744848,530.3496,0,12 +C11018,2870.08219,0.909091,490.21,490.21,0,10735.1018,0.272727,0.272727,0,0.636364,29,3,6000,5956.127312,991.468328,0,11 +C11019,2797.233197,1,2197.21,1101.76,1095.45,1824.823395,1,0.25,1,0.083333,2,31,4000,0,,0,12 +C11020,1055.53207,1,170,0,170,0,0.25,0,0.166667,0,0,3,1200,229.301004,299.351881,0,12 +C11021,3421.5478,1,36,0,36,19.042417,0.083333,0,0.083333,0.083333,1,1,3500,404.993426,10849.43809,0,12 +C11022,165.700863,1,1806.97,132.81,1674.16,0,1,0.25,1,0,0,28,3500,1595.482975,163.30874,1,12 +C11023,5317.783607,1,0,0,0,5833.696908,0,0,0,0.416667,8,0,6500,3154.862353,1369.775906,0,12 +C11024,1532.278572,1,2612.1,1375.5,1236.6,0,0.916667,0.916667,0.75,0,0,135,6500,1348.321843,433.618672,0,12 +C11025,1506.516549,1,1188.78,179.56,1009.22,65.104506,1,0.333333,1,0.083333,2,91,6500,2813.165078,369.901866,0.166667,12 +C11026,195.804466,0.909091,0,0,0,477.378737,0,0,0,0.083333,1,0,1950,550.825801,140.447701,0.1,12 +C11027,2845.16043,0.727273,735.09,652.94,82.15,0,0.666667,0.25,0.333333,0,0,8,10500,6006.492582,888.901116,0,12 +C11028,1268.352178,1,1533.28,0,1533.28,2294.002357,1,0,0.916667,0.333333,8,20,1200,3363.275481,2639.29297,0,12 +C11029,1250.394614,0.909091,443.99,443.99,0,0,0.272727,0.272727,0,0,0,3,3500,273.823646,259.715939,0,11 +C11030,9.503968,1,96.62,0,96.62,0,1,0,1,0,0,19,4500,1086.932525,92.217936,0.25,12 +C11031,2285.068731,1,0,0,0,1173.310874,0,0,0,0.166667,5,0,2500,381.672065,1003.265207,0,12 +C11032,2928.756699,1,160.92,0,160.92,319.931964,1,0,1,0.333333,5,12,3000,1142.847203,1098.479834,0,12 +C11033,1460.178578,1,937.96,100,837.96,0,1,0.083333,1,0,0,40,1500,1186.859701,1320.855292,0,12 +C11034,2022.469335,1,22.5,0,22.5,0,0.416667,0,0.416667,0,0,5,10000,2062.495163,435.662185,0,12 +C11035,1651.127455,1,720.18,478.53,241.65,0,0.583333,0.166667,0.333333,0,0,7,5000,0,,0,12 +C11036,76.483078,0.727273,69,69,0,0,0.083333,0.083333,0,0,0,1,4500,462.226271,100.023175,0,12 +C11038,3766.072756,1,64.82,34.96,29.86,298.108645,0.25,0.083333,0.166667,0.166667,4,3,4150,1019.849756,1260.262738,0,12 +C11039,1083.07662,1,0,0,0,91.903204,0,0,0,0.083333,1,0,1200,309.300185,476.830891,0,12 +C11040,250.123525,0.909091,2655.99,2655.99,0,0,0.916667,0.916667,0,0,0,21,3600,3155.89347,168.814522,0.727273,12 +C11041,41.146561,1,825,0,825,0,1,0,1,0,0,12,2500,887.677869,132.020035,0.727273,12 +C11042,3340.233396,1,1783.57,1400.59,382.98,9569.469311,0.833333,0.25,0.75,0.833333,29,22,8000,6173.822229,1030.053642,0,12 +C11043,97.649883,0.454545,1092.59,673.11,419.48,0,1,0.166667,1,0,0,26,18000,1399.323719,108.410954,0.090909,12 +C11044,253.143106,0.142857,0,0,0,3351.385591,0,0,0,0.142857,3,0,5000,0,,0,7 +C11045,1239.889457,1,3914.15,2643,1271.15,0,0.583333,0.25,0.416667,0,0,12,9500,3980.107176,511.121978,0.083333,12 +C11046,3846.498183,1,788.54,734.45,54.09,69.894469,0.545455,0.363636,0.181818,0.090909,2,8,4200,2071.865365,1445.432949,0,11 +C11047,12373.33348,1,830.15,200,630.15,10249.921,0.75,0.166667,0.583333,0.916667,26,14,11000,14040.86635,12245.92601,0,12 +C11048,1958.327414,1,0,0,0,39.461591,0,0,0,0.083333,1,0,2100,404.070285,999.050377,0,12 +C11049,411.727643,0.909091,1037.82,1037.82,0,0,0.5,0.5,0,0,0,12,6500,1461.416883,214.724575,0.1,12 +C11050,1548.76729,1,723.65,723.65,0,0,1,1,0,0,0,24,8500,0,,0,12 +C11051,2128.151695,1,0,0,0,19.345729,0,0,0,0.083333,1,0,2100,138.907177,13266.3819,0,12 +C11052,1046.785259,0.555556,0,0,0,2908.400137,0,0,0,0.333333,13,0,3000,87.879339,630.679799,0,9 +C11053,640.595851,1,2496.57,1837.56,659.01,0,0.5,0.333333,0.166667,0,0,14,3000,1145.707252,201.050218,0,12 +C11054,270.096134,0.818182,3061.26,1913.26,1148,0,0.666667,0.333333,0.666667,0,0,20,6000,3594.046318,152.391012,0.454545,12 +C11055,1583.622027,1,45.65,45.65,0,0,0.090909,0.090909,0,0,0,1,1700,317.911208,481.237501,0,11 +C11056,380.384776,0.545455,1188,1188,0,0,0.083333,0.083333,0,0,0,2,9000,2461.320337,158.339807,0,12 +C11057,445.409094,1,307.11,163.29,143.82,0,0.833333,0.25,0.666667,0,0,12,1500,467.844102,171.370838,0,12 +C11058,117.949494,1,1368.88,1088.23,280.65,0,1,0.166667,1,0,0,15,4500,455.527411,179.475148,1,12 +C11059,2608.143732,1,207.68,207.68,0,189.874314,0.083333,0.083333,0,0.083333,1,1,3000,1243.840314,638.679282,0,12 +C11060,48.521324,1,514.97,514.97,0,0,1,1,0,0,0,16,5500,380.613937,208.568375,0.25,12 +C11061,1076.571029,1,45.65,45.65,0,48.730842,0.083333,0.083333,0,0.083333,1,1,1200,299.78995,374.377774,0,12 +C11062,2294.145941,1,29.29,0,29.29,137.256946,0.083333,0,0.083333,0.083333,2,1,2100,149.363733,17693.07847,0,12 +C11063,25.570988,0.454545,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1500,491.455491,117.808437,0,12 +C11064,5049.442457,1,0,0,0,3631.844028,0,0,0,0.333333,5,0,8500,8574.541634,1473.841361,0,12 +C11065,5516.201451,1,0,0,0,2941.903445,0,0,0,0.333333,11,0,6000,1443.4332,1406.909258,0,12 +C11066,300.782119,0.909091,2590.95,2330.95,260,0,0.75,0.666667,0.25,0,0,18,10000,3286.584674,168.321916,0.875,12 +C11067,1133.090254,1,85.92,0,85.92,551.078807,0.583333,0,0.583333,1,13,7,1200,0,,0,12 +C11068,5842.231445,1,452.59,241.53,211.06,786.62111,0.916667,0.416667,0.916667,0.25,5,22,7500,4431.489516,2071.432892,0,12 +C11069,7.980453,0.272727,0,0,0,95.842922,0,0,0,0.083333,1,0,9500,198.014471,165.091997,0,12 +C11070,4677.242936,1,125,0,125,2406.229924,0.583333,0,0.5,0.5,6,10,5000,1087.866649,1092.737436,0,12 +C11071,1095.27596,1,119,119,0,54.739913,0.083333,0.083333,0,0.25,3,1,1200,365.05305,540.656023,0,12 +C11072,6432.685892,1,0,0,0,3249.062265,0,0,0,0.5,16,0,7000,1549.916395,2295.219735,0,12 +C11073,328.242971,1,1555.66,1023.9,531.76,0,1,0.25,1,0,0,26,3500,1052.275904,206.423078,0,12 +C11074,448.788728,1,32.38,32.38,0,545.642707,0.083333,0.083333,0,0.083333,2,1,5000,0,,0,12 +C11075,209.178326,0.5,34,19,15,0,0.5,0.166667,0.166667,0,0,3,6000,635.909695,81.198552,0,6 +C11076,1463.302373,0.272727,0,0,0,586.02924,0,0,0,0.083333,1,0,17000,17194.62756,968.603795,0.25,12 +C11077,7024.269179,1,130.4,0,130.4,1916.534565,0.333333,0,0.25,0.083333,1,4,10200,0,,0,12 +C11078,68.690623,1,734.37,59,675.37,0,1,0.083333,1,0,0,30,10500,837.517806,178.75204,0.75,12 +C11079,1268.144319,1,0,0,0,1331.166485,0,0,0,0.428571,5,0,1500,499.961286,206.737107,0,7 +C11080,28.329892,1,292.59,292.59,0,0,1,1,0,0,0,12,5000,0,,0,12 +C11081,140.349336,0.363636,1042.52,1042.52,0,0,0.083333,0.083333,0,0,0,1,6000,3212.647061,260.066741,0.5,12 +C11082,1838.106824,1,2682.25,2632.4,49.85,188.36824,1,1,0.083333,0.083333,1,16,4500,1891.062946,429.697372,0,12 +C11083,1688.534078,1,280,280,0,49.117804,0.166667,0.166667,0,0.083333,1,3,1800,547.982657,664.585302,0,12 +C11084,1048.067171,1,0,0,0,158.347647,0,0,0,0.25,3,0,1200,369.895952,281.091657,0,12 +C11085,4862.641586,1,1302.37,1302.37,0,1279.629012,0.5,0.5,0,0.25,3,9,6000,1723.432154,1836.602896,0,12 +C11086,554.289791,1,90,90,0,0,0.083333,0.083333,0,0,0,1,7000,414.117463,189.979169,0,12 +C11087,65.645186,0.545455,735.69,85.5,650.19,0,0.5,0.083333,0.416667,0,0,16,3000,1302.778971,140.751691,1,12 +C11088,1389.598597,1,6058.03,3391.88,2666.15,3517.94774,1,0.166667,1,0.25,6,52,4000,6528.829703,550.971147,0,12 +C11089,230.161419,0.888889,750.05,160.05,590,0,0.666667,0.111111,0.555556,0,0,7,14000,1207.021598,116.531467,0,9 +C11090,56.536572,1,499.92,0,499.92,0,1,0,1,0,0,12,3000,496.551862,194.502845,0.416667,12 +C11091,39.37618,1,256.5,0,256.5,0,0.75,0,0.666667,0,0,9,1200,164.37267,131.106729,0.166667,12 +C11092,52.0899,0.727273,230.15,230.15,0,0,1,1,0,0,0,12,1600,0,,0,12 +C11093,224.937583,1,1956.8,105.8,1851,0,1,0.083333,1,0,0,31,10000,1908.733611,185.371629,1,12 +C11094,8823.284205,1,3719,2293.18,1425.82,29282.10915,1,0.75,1,0.416667,26,61,15500,28150.97869,7321.639932,0.083333,12 +C11095,1005.332554,1,0,0,0,19.503826,0,0,0,0.083333,1,0,1200,347.446739,425.777184,0,12 +C11096,160.852061,0.888889,4704.98,2017.22,2687.76,0,0.888889,0.666667,0.777778,0,0,45,4500,4372.542801,129.801874,0.833333,9 +C11097,1594.527848,1,60,60,0,97.854366,1,1,0,0.083333,1,12,1800,422.765741,385.395799,0,12 +C11098,5961.863054,1,320.08,64.03,256.05,3134.417004,1,0.083333,0.916667,0.583333,17,13,7000,1894.746827,2168.95118,0,12 +C11099,864.975705,1,66.7,66.7,0,75.254745,0.083333,0.083333,0,0.083333,1,1,1000,413.167127,240.517311,0,12 +C11100,2683.746154,1,130,130,0,0,0.083333,0.083333,0,0,0,1,4500,610.42602,891.684832,0,12 +C11101,6.914784,0.454545,71.4,0,71.4,0,0.166667,0,0.083333,0,0,2,2000,21.55251,112.584481,0,12 +C11102,1747.11949,1,285.45,285.45,0,1429.489972,0.333333,0.333333,0,0.416667,7,10,3000,420.862309,389.633098,0,12 +C11103,4069.525304,1,259.84,211.51,48.33,1731.958401,0.166667,0.166667,0.083333,0.25,12,4,7500,1105.027682,1586.594493,0,12 +C11104,601.369472,1,35.8,35.8,0,0,0.083333,0.083333,0,0,0,1,750,255.502079,217.074658,0,12 +C11105,1050.92679,1,150,0,150,114.462798,0.5,0,0.5,0.083333,1,6,1000,238.619393,5303.958597,0,12 +C11106,62.635576,1,611.31,0,611.31,0,1,0,1,0,0,37,1500,514.6675,139.832021,0.916667,12 +C11107,814.269404,0.875,0,0,0,1175.358928,0,0,0,0.125,1,0,1200,257.187514,205.446177,0,8 +C11108,1026.874467,0.909091,153.96,153.96,0,0,0.083333,0.083333,0,0,0,2,8500,1676.090994,266.069794,0.090909,12 +C11109,42.125651,0.636364,453.89,453.89,0,0,0.25,0.25,0,0,0,3,6500,793.296498,127.427088,1,12 +C11110,367.596554,0.363636,0,0,0,1078.247446,0,0,0,0.166667,5,0,1200,274.204055,274.427951,0,12 +C11111,3409.130731,1,0,0,0,4459.741851,0,0,0,0.666667,14,0,6000,2203.045653,1023.380975,0,12 +C11112,15.216647,0.272727,133,133,0,0,0.166667,0.166667,0,0,0,2,1200,780.127863,89.546616,0,12 +C11113,206.305547,1,1594,1084,510,0,0.333333,0.25,0.166667,0,0,10,4500,1605.613993,119.213806,0.090909,12 +C11114,3892.22326,1,929.99,453,476.99,558.732109,1,0.5,1,0.083333,1,65,6500,951.737085,909.741196,0,12 +C11115,39.274052,0.545455,431.49,431.49,0,0,0.333333,0.333333,0,0,0,7,1500,745.768447,107.848735,0,12 +C11116,413.987831,1,985.79,892.8,92.99,0,0.5,0.5,0.25,0,0,16,3000,887.885624,176.216309,0,12 +C11117,1549.600093,1,0,0,0,181.45033,0,0,0,0.083333,1,0,5000,793.363907,498.013895,0,12 +C11118,8.640998,0.363636,0,0,0,2777.200448,0,0,0,0.083333,1,0,6000,11267.69478,5.045387,0.5,12 +C11119,85.79793,1,931.98,289.03,642.95,0,1,1,0.75,0,0,23,7500,875.423848,186.610054,0.416667,12 +C11120,48.157955,0.363636,648.24,286,362.24,0,0.333333,0.25,0.25,0,0,6,2000,753.720188,58.719455,0.363636,12 +C11121,4184.915498,1,0,0,0,3757.68359,0,0,0,0.5,13,0,5000,0,,0,12 +C11122,4046.574741,1,1757.44,242.89,1514.55,19.677306,1,0.25,1,0.083333,1,68,4500,1721.705144,1111.315878,0,12 +C11123,1522.831212,1,0,0,0,1883.483223,0,0,0,0.5,7,0,5000,1110.576652,364.832651,0,10 +C11124,2016.049201,1,1372.57,620.77,751.8,3806.758546,0.75,0.583333,0.416667,0.75,27,16,5500,3582.470327,615.990784,0,12 +C11125,72.251911,0.727273,665.5,228,437.5,0,0.416667,0.166667,0.333333,0,0,12,4000,1443.726409,106.632133,0.5,12 +C11126,5336.743176,1,680.97,680.97,0,4037.626724,0.583333,0.583333,0,0.416667,7,10,8500,1272.722158,1361.590608,0,12 +C11128,7.527502,0.545455,65.75,0,65.75,0,0.416667,0,0.416667,0,0,5,4000,187.936242,132.19075,0.571429,12 +C11129,1262.88817,1,313.02,210.5,102.52,1381.613303,0.583333,0.5,0.416667,0.083333,1,13,1500,1960.519301,922.418051,0,12 +C11130,1850.509525,1,0,0,0,218.731138,0,0,0,0.416667,5,0,2000,498.436823,401.48809,0,12 +C11131,3019.820556,1,1158.28,0,1158.28,538.243002,0.75,0,0.666667,0.333333,4,19,7500,804.815422,980.711635,0,12 +C11132,1382.240511,1,113.03,0,113.03,3688.794183,0.583333,0,0.5,0.833333,31,12,3000,2780.931453,463.144483,0,12 +C11133,6.338717,0.090909,171,171,0,0,0.166667,0.166667,0,0,0,2,4000,495.808559,88.232737,0,12 +C11134,3676.070324,1,2255.1,1216.81,1038.29,106.449005,1,0.666667,1,0.083333,1,27,3500,2055.087209,3606.228152,0,12 +C11135,451.076499,0.818182,32.25,0,32.25,0,0.083333,0,0.083333,0,0,1,1800,0,,0,12 +C11136,5858.94756,1,896.18,896.18,0,4222.003137,0.166667,0.166667,0,0.666667,12,5,7000,3948.663657,1493.652513,0,12 +C11137,35.578362,0.909091,464.51,133,331.51,0,0.833333,0.083333,0.75,0,0,10,3000,452.522327,147.243614,0.777778,12 +C11138,153.162696,1,1198.2,0,1198.2,0,1,0,1,0,0,12,7000,1108.354624,184.163134,0.416667,12 +C11139,3140.698358,1,1961.78,1107.29,854.49,0,1,0.166667,1,0,0,24,6000,5361.346807,742.308918,0,12 +C11140,2239.937878,1,90,90,0,966.33053,0.090909,0.090909,0,0.454545,7,1,3500,518.134344,484.797517,0,11 +C11141,510.233775,1,436.74,436.74,0,0,0.333333,0.333333,0,0,0,5,3500,484.285337,239.690542,0,12 +C11142,683.971012,0.909091,294,145,149,281.669381,0.5,0.083333,0.416667,0.166667,2,7,3500,1578.37444,174.83612,0.1,12 +C11143,703.053063,1,335.99,0,335.99,956.578904,0.583333,0,0.5,0.083333,1,7,7500,2300.799763,202.991548,0.25,12 +C11145,3508.560867,1,0,0,0,2251.744713,0,0,0,0.083333,2,0,9000,4508.112909,935.839831,0,12 +C11146,8115.039014,1,383.42,0,383.42,0,0.5,0,0.416667,0,0,7,11000,1982.542865,1821.785907,0,12 +C11148,4294.953211,1,0,0,0,7700.897042,0,0,0,0.666667,28,0,7000,3129.359671,1138.592178,0,12 +C11149,256.433357,1,206.35,0,206.35,0,0.75,0,0.75,0,0,9,1000,689.933057,1879.817257,0,12 +C11150,297.985886,1,116.18,7.78,108.4,0,0.416667,0.083333,0.333333,0,0,5,1000,1178.583629,206.812783,0.083333,12 +C11151,1386.020611,1,0,0,0,2168.900998,0,0,0,0.166667,5,0,6000,1736.121099,450.598141,0,12 +C11152,5311.877259,1,299.94,0,299.94,6351.312685,0.75,0,0.75,0.416667,12,15,6000,7105.878792,3204.78292,0,12 +C11153,417.878821,1,364,364,0,0,0.083333,0.083333,0,0,0,4,5000,1039.551142,211.317636,0,12 +C11154,94.241684,0.666667,1019.34,0,1019.34,0,0.666667,0,0.666667,0,0,7,5000,1014.359244,122.108687,1,9 +C11155,0.48805,0.9,121,0,121,0,0.2,0,0.2,0,0,2,13000,239.482389,18.219526,0.1,10 +C11156,293.029263,0.818182,3094.97,185,2909.97,0,0.75,0.25,0.666667,0,0,12,14500,2543.550697,124.465257,0.666667,12 +C11157,857.843162,1,0,0,0,2132.754414,0,0,0,0.333333,6,0,7500,980.396237,272.696099,0,12 +C11158,4688.103434,1,0,0,0,357.129377,0,0,0,0.166667,2,0,5000,981.149809,2216.590039,0,12 +C11159,1373.174839,1,215,0,215,0,0.25,0,0.166667,0,0,10,8500,598.012696,319.996667,0,12 +C11161,2730.843802,1,2900,2900,0,0,0.125,0.125,0,0,0,1,2900,0,,0,8 +C11162,661.423035,0.636364,1109.53,630.01,479.52,952.743339,0.416667,0.083333,0.416667,0.083333,1,6,7500,3137.508664,137.306097,0,12 +C11163,749.127741,1,80.3,80.3,0,490.432946,0.166667,0.166667,0,0.25,4,3,1950,214.230371,2359.005614,0,12 +C11164,2391.843543,1,3279.57,777.63,2501.94,0,1,0.583333,0.916667,0,0,119,5000,1226.566229,547.949563,0,12 +C11165,677.188172,0.909091,3777.59,3777.59,0,329.214459,0.818182,0.818182,0,0.181818,3,28,4000,5499.745992,261.247523,0.090909,11 +C11166,26.787185,0.272727,114,114,0,0,0.083333,0.083333,0,0,0,1,1200,333.794157,124.494411,0,12 +C11167,20.962217,1,290.36,0,290.36,0,0.916667,0,0.833333,0,0,12,10000,255.56413,178.83986,0.727273,12 +C11169,952.51575,1,129.95,129.95,0,0,0.083333,0.083333,0,0,0,2,1500,1791.01792,500.848096,0.083333,12 +C11170,6090.522273,1,22.16,22.16,0,0,0.083333,0.083333,0,0,0,1,9000,568.7811,30528.4324,0,12 +C11171,0,0,12.65,0,12.65,0,0.083333,0,0.083333,0,0,1,5000,0,,0,12 +C11172,987.584177,1,0,0,0,185.647722,0,0,0,0.083333,2,0,1200,448.68922,251.520629,0,12 +C11173,51.422178,0.636364,0,0,0,1504.179802,0,0,0,0.5,16,0,5500,1444.167453,70.384975,0.363636,12 +C11174,2136.082193,1,0,0,0,2956.073884,0,0,0,0.083333,2,0,6500,1943.803344,560.757332,0,12 +C11175,3551.355769,1,1283.65,729.65,554,883.345734,0.833333,0.166667,0.666667,0.166667,4,17,5500,2244.998109,921.910684,0,12 +C11176,1306.436456,1,0,0,0,309.560735,0,0,0,0.25,4,0,1500,349.408692,427.330636,0,12 +C11177,710.199118,1,3442.08,2718.42,723.66,0,1,0.833333,1,0,0,63,7000,3082.037592,231.798854,0.25,12 +C11178,2847.608209,1,1399.05,383.05,1016,0,0.75,0.166667,0.583333,0,0,10,7500,1094.003828,888.841589,0,12 +C11179,1596.02939,1,466.18,175.6,290.58,38.321808,0.727273,0.181818,0.545455,0.090909,1,15,1500,463.861161,1739.237096,0,11 +C11180,4461.155061,1,190,190,0,454.804237,0.090909,0.090909,0,0.090909,1,1,5000,1240.620735,1818.377046,0,11 +C11181,2861.137399,1,0,0,0,265.06559,0,0,0,0.083333,1,0,3000,752.365473,786.946437,0,12 +C11182,1180.758966,1,1274.54,396.24,878.3,0,0.833333,0.833333,0.416667,0,0,21,4500,1351.787519,285.440312,0,12 +C11184,4613.570499,1,0,0,0,1728.341939,0,0,0,0.090909,1,0,6000,922.218961,1460.63522,0,11 +C11185,126.121035,0.454545,590,590,0,0,0.083333,0.083333,0,0,0,1,2500,1471.72027,156.326043,0,12 +C11186,7638.382236,1,0,0,0,1405.776254,0,0,0,0.083333,4,0,15500,2284.390267,1970.352152,0,12 +C11187,1931.821799,1,120,120,0,0,0.083333,0.083333,0,0,0,1,2100,476.682076,751.902022,0,12 +C11188,5538.646971,1,460.57,460.57,0,2661.970456,0.333333,0.333333,0,0.25,6,6,9500,1253.713151,2103.456999,0,12 +C11189,1818.441161,1,904.3,0,904.3,0,1,0,1,0,0,54,1700,1251.158216,1750.367637,0,12 +C11190,4550.717687,1,2094.99,1357,737.99,2392.186586,1,0.5,1,0.166667,2,23,7600,3172.264416,1091.281356,0,12 +C11192,741.294747,1,7096.36,4287.78,2808.58,0,1,1,1,0,0,84,7500,6642.324858,211.053637,1,12 +C11193,802.618739,1,2860.32,2435.82,424.5,0,0.666667,0.416667,0.416667,0,0,28,4500,2024.536409,232.97847,0,12 +C11195,645.299519,1,1310.84,690,620.84,76.361029,0.8,0.2,0.6,0.1,1,12,2500,1402.76066,158.916575,0,10 +C11196,42.366061,0.818182,463.32,0,463.32,0,0.75,0,0.666667,0,0,9,6500,499.856766,179.524229,0.714286,12 +C11197,2127.069602,1,743.38,743.38,0,0,0.166667,0.166667,0,0,0,18,2100,1047.607919,4500.377613,0,12 +C11198,34.207779,0.090909,2483.26,2483.26,0,0,0.083333,0.083333,0,0,0,1,10000,29272.48607,,0,12 +C11199,76.059828,1,927.1,927.1,0,0,1,1,0,0,0,12,1500,906.712652,163.265372,1,12 +C11200,25.659372,0.181818,951.1,951.1,0,0,0.166667,0.166667,0,0,0,2,6000,865.208858,108.418045,0,12 +C11201,269.309231,1,280.25,0,280.25,0,0.916667,0,0.916667,0,0,19,2500,176.415802,184.470935,0,12 +C11202,230.823876,1,1842.33,0,1842.33,0,0.916667,0,0.833333,0,0,12,3000,1651.128297,174.020429,0.333333,12 +C11203,6.903243,0.727273,145.01,0,145.01,0,0.75,0,0.75,0,0,9,3000,162.930205,66.97684,0.142857,12 +C11204,537.002861,1,2275.97,2275.97,0,203.752607,0.583333,0.583333,0,0.083333,1,31,3000,1575.697754,179.584038,0.166667,12 +C11205,3222.221884,1,356.4,356.4,0,1709.973124,0.166667,0.166667,0,0.166667,5,5,3500,835.314447,1171.515143,0,12 +C11206,7370.257624,1,0,0,0,1194.995991,0,0,0,0.666667,8,0,7500,2278.457657,2202.491764,0,12 +C11207,20.889413,0.636364,244.2,0,244.2,0,0.333333,0,0.25,0,0,4,4000,541.817138,72.261438,0,12 +C11208,74.568421,0.454545,600,200,400,0,0.333333,0.083333,0.25,0,0,5,6000,1307.801313,143.732476,1,12 +C11209,1.059103,0.181818,25.5,25.5,0,0,0.083333,0.083333,0,0,0,1,5500,563.748018,83.648417,0.5,12 +C11210,1109.366186,1,348.78,348.78,0,46.656862,0.714286,0.714286,0,0.142857,1,9,1200,438.733395,590.202893,0,7 +C11211,1114.122532,1,348.47,224.31,124.16,99.20189,0.583333,0.166667,0.416667,0.083333,1,9,1200,631.49296,668.171959,0,12 +C11212,348.965773,1,1019.4,444.4,575,0,1,0.25,1,0,0,25,1000,214.987376,176.525876,0.25,12 +C11213,949.259857,1,0,0,0,59.80774,0,0,0,0.166667,2,0,1000,169.264551,247.985446,0,12 +C11214,6306.501319,1,205.03,0,205.03,270.445198,0.3,0,0.3,0.1,1,3,14000,1646.635328,1705.819755,0,10 +C11215,1393.527992,0.818182,0,0,0,1829.287087,0,0,0,0.083333,1,0,9000,638.403004,783.207678,0,12 +C11216,364.140613,1,1462.38,1462.38,0,0,0.333333,0.333333,0,0,0,5,2500,1858.4353,218.825218,0.083333,12 +C11217,72.706076,0.272727,508.56,508.56,0,0,0.083333,0.083333,0,0,0,2,7000,2197.473031,217.322796,0,12 +C11219,1688.521097,0.909091,0,0,0,2863.918199,0,0,0,0.181818,5,0,3000,3572.27487,411.099829,0.125,11 +C11220,229.913693,1,2406.77,1955.67,451.1,0,1,1,0.5,0,0,35,10000,2239.201417,194.72626,1,12 +C11221,123.791796,0.727273,1202.5,0,1202.5,0,0.666667,0,0.583333,0,0,41,2500,1623.347254,194.037041,0.833333,12 +C11222,1786.707643,1,0,0,0,1835.162486,0,0,0,0.25,3,0,3000,1612.796944,419.392234,0,12 +C11223,971.681565,1,133.31,0,133.31,148.475392,0.583333,0,0.583333,0.166667,2,1,1000,496.155153,716.223809,0,12 +C11224,3959.912911,1,0,0,0,158.159923,0,0,0,0.333333,4,0,4000,701.794235,1641.805004,0,12 +C11225,1771.028068,0.909091,360,360,0,1836.07301,0.090909,0.090909,0,0.454545,5,1,5000,4681.869188,427.286126,0.1,11 +C11226,543.350448,0.545455,0,0,0,3493.29196,0,0,0,0.166667,8,0,6000,7158.478105,612.399286,0.285714,12 +C11227,189.969435,1,2071.55,2001.55,70,47.875577,1,0.916667,0.166667,0.083333,1,19,9000,1679.943402,191.234533,1,12 +C11228,214.610294,1,496,0,496,0,1,0,0.833333,0,0,12,2500,739.051121,187.9353,0.083333,12 +C11229,4.620029,1,59.67,0,59.67,0,0.916667,0,0.916667,0,0,11,3000,60.665896,67.379671,0,12 +C11230,32.779456,1,212.58,160.48,52.1,279.524631,0.5,0.333333,0.166667,0.416667,5,8,1500,338.58363,115.81103,0.2,12 +C11231,2191.369256,1,1197.2,869.06,328.14,0,0.666667,0.333333,0.416667,0,0,13,4500,1643.269684,603.954203,0,12 +C11232,6.824905,0.090909,0,0,0,1150.890874,0,0,0,0.083333,1,0,1200,0,,0,12 +C11233,23.150437,0.090909,0,0,0,3947.583198,0,0,0,0.083333,1,0,4000,0,,0,12 +C11234,1893.611922,1,22746.81,15795.42,6951.39,0,1,1,1,0,0,140,18000,22558.28457,505.125031,1,12 +C11235,230.936733,0.5,0,0,0,1364.395327,0,0,0,0.125,1,0,3000,4024.820049,149.909419,0,8 +C11236,42.585012,1,534.26,256,278.26,2395.944665,0.333333,0.25,0.083333,0.083333,3,6,7000,3391.718043,65.67327,0.666667,12 +C11237,1060.385693,1,5327.61,5327.61,0,3467.977927,0.833333,0.833333,0,0.583333,12,53,6000,8412.649548,247.085679,0.9,12 +C11238,867.728471,1,41.07,0,41.07,0,0.25,0,0.25,0,0,3,3000,1409.282903,233.788637,0,12 +C11239,8884.816576,1,1233.58,1233.58,0,13674.24402,0.416667,0.416667,0,0.75,26,7,13000,5574.916601,4576.531483,0,12 +C11240,77.273142,0.818182,963.61,0,963.61,0,0.833333,0,0.833333,0,0,14,3500,1218.480845,162.680718,0.2,12 +C11241,915.981419,0.909091,2037.24,1587.24,450,0,0.833333,0.583333,0.666667,0,0,22,3500,411.176707,296.885026,0.125,12 +C11242,177.355165,0.909091,1179.3,997.3,182,0,0.75,0.5,0.416667,0,0,13,7500,815.01939,175.485133,0.714286,12 +C11243,653.004882,0.818182,2035.29,1259.58,775.71,0,0.75,0.5,0.5,0,0,29,9500,7590.280949,319.680283,0,12 +C11244,3322.31489,1,676,601,75,0,0.5,0.25,0.333333,0,0,9,10000,867.587298,753.39587,0,12 +C11245,49.022296,1,480.27,0,480.27,0,1,0,1,0,0,37,2500,636.766732,179.232469,1,12 +C11246,5022.775729,1,2117.05,1947.05,170,0,0.833333,0.833333,0.166667,0,0,19,7000,1588.794697,1082.482851,0,12 +C11247,2.451938,0.090909,37.75,0,37.75,0,0.083333,0,0.083333,0,0,1,4000,426.039083,117.833863,1,12 +C11248,39.977967,0.3,432.05,432.05,0,0,0.2,0.2,0,0,0,3,10000,1282.534281,55.522218,0,10 +C11249,247.063258,1,1448.74,0,1448.74,0,1,0,1,0,0,23,5000,1313.816616,183.31064,0,12 +C11250,1327.775159,1,534.93,0,534.93,114.667852,1,0,1,0.083333,1,38,1500,578.744266,400.735862,0,12 +C11251,2372.842569,1,218,218,0,0,0.333333,0.333333,0,0,0,4,6500,529.808323,526.403412,0,12 +C11252,2705.149599,1,328.61,247.95,80.66,6790.012504,0.333333,0.25,0.083333,0.666667,26,6,7000,4724.801558,789.357067,0.083333,12 +C11253,92.782518,0.2,921.82,921.82,0,0,0.1,0.1,0,0,0,1,1200,4644.142145,68.262356,0,10 +C11254,4.398104,0.181818,76,76,0,0,0.083333,0.083333,0,0,0,1,1500,307.868817,109.152917,0,12 +C11255,9387.614011,1,0,0,0,7968.273359,0,0,0,0.083333,1,0,12000,2202.134525,2584.589917,0,12 +C11256,156.536773,1,1903.66,1788.08,115.58,0,0.833333,0.833333,0.166667,0,0,35,9000,2093.551911,169.81431,1,12 +C11257,233.393741,1,2346.94,1829.5,517.44,0,0.916667,0.75,0.75,0,0,39,4500,2029.208283,155.235425,0.875,12 +C11258,3597.728209,1,1043,0,1043,836.723952,0.583333,0,0.5,0.083333,1,7,6000,1222.771295,913.580145,0,12 +C11259,2.549291,0.181818,322.98,322.98,0,0,0.166667,0.166667,0,0,0,3,9500,1210.429773,5.458904,0,12 +C11260,5630.793848,1,2743.66,2743.66,0,2638.893572,0.75,0.75,0,0.166667,2,23,10500,1251.781578,1371.137719,0,12 +C11261,1592.168416,1,0,0,0,15084.00852,0,0,0,0.333333,53,0,4500,11382.3658,472.703236,0.166667,12 +C11262,599.044829,1,6528.65,4859.87,1668.78,0,1,1,1,0,0,113,12000,5779.079513,176.295409,1,12 +C11263,5.801666,0.272727,88.97,33,55.97,0,0.166667,0.083333,0.083333,0,0,2,2720,620.204737,140.098388,1,12 +C11264,31.876386,0.909091,311.05,311.05,0,0,0.916667,0.916667,0,0,0,11,6000,320.176291,117.973282,1,12 +C11265,41.620283,1,689.4,689.4,0,0,1,1,0,0,0,12,10000,718.15858,191.837369,1,12 +C11266,408.732898,0.272727,0,0,0,4799.003911,0,0,0,0.083333,1,0,5000,19666.29097,678.362107,1,12 +C11267,5.260527,0.272727,263.16,0,263.16,0,0.416667,0,0.333333,0,0,7,6000,385.107859,43.89699,0.2,12 +C11268,238.184435,0.75,2068.15,0,2068.15,0,0.875,0,0.75,0,0,7,4000,2143.223171,117.977018,0.833333,8 +C11269,3437.033859,1,1858.7,1858.7,0,3569.688273,0.583333,0.583333,0,0.833333,26,18,9000,6062.441603,1092.303319,0,12 +C11270,341.467517,1,3446.96,2831.62,615.34,0,1,1,0.333333,0,0,46,10500,3273.239834,187.681228,1,12 +C11271,2500.029691,1,1103.5,1103.5,0,804.71643,0.333333,0.333333,0,0.25,4,8,8500,617.471865,648.228886,0,12 +C11272,1.019189,0.090909,87.02,0,87.02,0,0.083333,0,0.083333,0,0,1,15500,0,,0,12 +C11273,6477.2996,1,0,0,0,2436.195048,0,0,0,0.666667,8,0,11500,2480.091913,1572.040565,0,12 +C11274,1037.653522,1,584.4,0,584.4,0,1,0,1,0,0,12,1200,572.911937,519.80399,0,12 +C11275,1134.726574,1,0,0,0,19.555003,0,0,0,0.083333,1,0,1200,78.603131,7639.575747,0,12 +C11276,1564.180333,1,942.22,773.6,168.62,397.71148,1,0.5,1,0.25,3,36,2200,2852.584209,759.107707,0,12 +C11277,55.58459,0.818182,395.05,150.05,245,0,0.416667,0.25,0.166667,0,0,6,5500,531.9538,81.364934,0.111111,12 +C11278,61.109731,1,438.8,0,438.8,0,1,0,0.9,0,0,10,1500,367.594796,147.921516,0.75,10 +C11279,5.340221,0.454545,35.97,35.97,0,0,0.083333,0.083333,0,0,0,1,2000,83.093843,97.069542,0,12 +C11280,2593.115716,1,0,0,0,3553.203852,0,0,0,0.666667,19,0,6000,2420.926404,763.877119,0,12 +C11281,12.40875,0.3,85.5,85.5,0,0,0.1,0.1,0,0,0,1,1500,414.010478,72.47544,0,10 +C11282,1548.224072,1,696.63,696.63,0,0,0.083333,0.083333,0,0,0,2,1800,588.329981,918.350562,0,12 +C11283,1547.154381,1,0,0,0,39.346045,0,0,0,0.166667,2,0,1700,438.446345,738.273311,0,12 +C11284,527.965041,1,2808.2,1332.96,1475.24,0,1,0.583333,1,0,0,71,7000,2823.313675,175.39498,0.583333,12 +C11285,998.231433,1,1622.23,872.26,749.97,0,1,0.916667,0.916667,0,0,54,2500,987.085976,203.838712,0,12 +C11286,5220.637076,1,2911.02,1647.3,1263.72,1992.386858,1,0.833333,1,0.166667,4,85,6000,2044.047768,1313.547582,0,12 +C11287,395.81907,0.888889,37,0,37,0,0.111111,0,0.111111,0,0,2,2500,243.495592,159.29742,0,9 +C11288,1739.666192,1,0,0,0,2878.737758,0,0,0,0.333333,7,0,4500,5130.543752,531.071616,0.083333,12 +C11289,1382.168038,1,0,0,0,190.767997,0,0,0,0.416667,8,0,1500,598.968477,404.950458,0,12 +C11290,11.047149,0.545455,180.5,0,180.5,0,0.5,0,0.333333,0,0,8,4000,269.952974,173.696638,0.75,12 +C11291,1121.833202,1,2940,750,2190,0,1,0.083333,0.916667,0,0,13,3500,1279.460209,365.872805,0.3,12 +C11292,1222.083116,1,1492.21,722.91,769.3,0,1,0.5,0.916667,0,0,27,7000,1409.156293,287.150626,0,12 +C11293,3850.206279,1,2434.5,2372.1,62.4,6742.419844,0.5,0.333333,0.166667,0.666667,22,22,9000,6120.323572,1803.215713,0,12 +C11294,51.640786,0.727273,434.72,99,335.72,0,0.583333,0.083333,0.583333,0,0,9,4500,998.961098,153.216454,1,12 +C11295,621.386746,0.571429,178.83,178.83,0,913.392266,0.285714,0.285714,0,0.142857,1,4,1200,96.011391,128.725608,0,7 +C11296,1096.949604,1,227.55,227.55,0,0,0.083333,0.083333,0,0,0,2,2500,397.836763,352.17313,0,12 +C11297,75.039332,0.272727,588.05,588.05,0,0,0.166667,0.166667,0,0,0,5,9000,707.386471,18.113017,0,12 +C11298,939.102758,0.363636,0,0,0,3470.939551,0,0,0,0.166667,4,0,4000,501.827788,855.39844,0,12 +C11299,2321.846501,1,2675,2675,0,2357.962605,0.666667,0.666667,0,0.166667,4,22,2500,5458.081568,3043.715928,0.083333,12 +C11300,4010.621974,1,40040.71,24543.52,15497.19,0,1,1,1,0,0,358,18000,33994.72785,703.503256,1,12 +C11301,139.511394,1,1247.75,137.84,1109.91,404.441902,1,0.166667,1,0.166667,2,31,5000,2017.650301,185.221234,0.5,12 +C11302,25.698927,0.909091,244,0,244,197.3778,1,0,1,0.083333,1,16,7000,383.150843,92.417583,0.333333,12 +C11303,1856.590921,1,0,0,0,2622.293367,0,0,0,0.333333,7,0,3000,2356.790318,700.578477,0,12 +C11304,18.776309,0.5,59,59,0,0,0.166667,0.166667,0,0,0,1,1200,127.623057,55.553231,0,6 +C11305,2596.455261,1,0,0,0,1689.711942,0,0,0,0.083333,1,0,3000,714.50351,818.65483,0,12 +C11306,6619.14864,1,35.92,0,35.92,0,0.083333,0,0.083333,0,0,1,13500,2071.643344,1797.588069,0,12 +C11307,317.657562,1,4398.35,4398.35,0,0,0.916667,0.916667,0,0,0,47,16500,4028.380624,179.19571,0.916667,12 +C11308,6912.431438,1,1483.9,1483.9,0,4848.111338,1,1,0,0.25,4,12,14500,2701.466431,1690.030475,0,12 +C11309,12.00682,1,126,0,126,0,1,0,1,0,0,12,3000,171.837196,105.323736,0.333333,12 +C11310,173.940108,0.5,958.5,958.5,0,404.991463,0.3,0.3,0,0.1,2,6,16000,3213.848412,76.806928,1,10 +C11311,661.199437,0.545455,150,150,0,1344.227865,0.083333,0.083333,0,0.25,8,1,2500,290.372365,340.787739,0,12 +C11312,12.659909,0.272727,5252.04,2501,2751.04,0,1,0.166667,1,0,0,40,7350,4086.011768,29.259869,0.083333,12 +C11313,2425.836071,1,3502.99,2968.85,534.14,0,1,0.833333,0.416667,0,0,74,7000,3871.983102,587.744916,0,12 +C11314,27.263365,1,231,0,231,0,0.916667,0,0.833333,0,0,11,5000,174.589426,151.412643,0.181818,12 +C11315,208.19101,1,2395.88,1516.09,879.79,0,1,1,0.75,0,0,63,5000,2131.759516,177.898546,0.75,12 +C11316,12.654903,0.4,120,0,120,0,0.3,0,0.2,0,0,3,4500,291.598507,74.698385,1,10 +C11317,1727.333496,1,560.75,168.65,392.1,0,0.454545,0.181818,0.363636,0,0,11,2500,509.825296,599.949312,0,11 +C11318,1727.295159,1,719.76,626.53,93.23,0,0.583333,0.166667,0.416667,0,0,12,1800,724.437944,732.309926,0,12 +C11319,801.110294,1,4276.89,1734.5,2542.39,0,1,0.333333,0.916667,0,0,58,7500,4750.947157,195.583027,0.083333,12 +C11320,144.129221,0.727273,949.59,272,677.59,0,0.5,0.25,0.333333,0,0,11,4000,999.711434,121.912794,0.1,12 +C11321,1497.129794,1,2571.48,1867.92,703.56,0,0.833333,0.333333,0.666667,0,0,26,2500,3177.11973,851.600335,0,12 +C11322,1770.072581,1,0,0,0,781.616559,0,0,0,0.083333,1,0,2500,1390.781416,845.927334,0,12 +C11323,43.124063,0.727273,491.43,491.43,0,0,0.545455,0.545455,0,0,0,7,2100,714.720575,129.562455,1,11 +C11324,200.971458,1,569.68,291.7,277.98,0,0.333333,0.083333,0.25,0,0,10,4000,311.300085,128.751781,0,12 +C11325,3.574463,0.818182,576,0,576,0,1,0,1,0,0,12,1000,498.788091,,0,12 +C11326,5086.333429,1,548.89,548.89,0,7298.31132,0.166667,0.166667,0,0.5,11,3,8500,7327.589749,1146.630327,0,12 +C11327,1469.212816,1,220.69,64.09,156.6,0,0.454545,0.090909,0.272727,0,0,6,2000,416.172003,481.887743,0,11 +C11328,80.054576,0.454545,315,315,0,0,0.083333,0.083333,0,0,0,1,300,1054.977467,190.131556,0,12 +C11329,249.140601,1,655.94,223,432.94,0,0.75,0.083333,0.75,0,0,17,10500,907.604425,200.878822,0,12 +C11330,505.313231,1,4471.79,2875.13,1596.66,298.025242,1,1,0.916667,0.083333,1,74,14500,4393.043928,188.516174,0.833333,12 +C11331,396.419487,1,4349.34,4349.34,0,0,0.916667,0.916667,0,0,0,14,5000,4381.453625,163.370313,1,12 +C11332,5858.617133,1,2761.41,2484.65,276.76,0,1,0.666667,0.666667,0,0,24,11000,1919.207449,1365.627377,0,12 +C11334,1790.707374,0.727273,1368,1368,0,2126.381193,0.083333,0.083333,0,0.25,7,2,3500,672.614794,979.683199,0,12 +C11335,2006.218006,1,4572.63,3484.5,1088.13,0,0.5,0.416667,0.25,0,0,28,6500,1670.202477,1842.365907,0,12 +C11336,4609.210475,1,335,335,0,0,0.166667,0.166667,0,0,0,2,6000,6344.618447,1785.222397,0.083333,12 +C11337,123.089579,1,1150.78,1127.78,23,0,1,1,0.083333,0,0,81,14500,1035.0287,179.685335,0.9,12 +C11338,3950.9879,1,699.44,699.44,0,444.077396,1,1,0,0.166667,3,13,4000,994.405792,1817.698864,0,12 +C11339,2628.511837,1,273,273,0,342.874785,0.583333,0.583333,0,0.083333,1,7,7500,4613.45321,1148.353805,0,12 +C11340,31.473181,0.272727,220.5,220.5,0,0,0.083333,0.083333,0,0,0,2,3750,1199.475254,89.231655,0,12 +C11341,421.475963,1,2218.26,0,2218.26,0,0.916667,0,0.916667,0,0,11,4500,2031.739917,4522.22913,0,12 +C11342,5561.206188,1,1120.29,965.09,155.2,0,0.666667,0.583333,0.583333,0,0,19,6000,2013.621078,2741.09648,0,12 +C11343,2138.185971,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,2500,728.892219,755.461023,0,12 +C11344,275.956562,0.363636,1943.1,1644.79,298.31,0,0.333333,0.25,0.25,0,0,10,1800,5018.330901,268.760421,0.333333,12 +C11345,2894.348509,1,657.71,310.7,347.01,3384.772636,1,0.166667,0.916667,0.583333,17,21,3500,3166.765636,1006.614717,0,12 +C11346,15.173238,0.666667,316.91,316.91,0,0,0.666667,0.666667,0,0,0,6,11000,348.334373,71.08943,1,6 +C11347,541.240795,1,5999.95,4104.58,1895.37,0,1,1,1,0,0,97,16000,6850.328106,200.169985,1,12 +C11348,1426.870236,1,0,0,0,98.687898,0,0,0,0.083333,1,0,1500,324.97095,642.629679,0,12 +C11349,373.243163,0.909091,3603.23,3603.23,0,0,0.75,0.75,0,0,0,24,6000,4752.699763,170.242711,1,12 +C11350,3892.352781,1,6068.82,5368.71,700.11,1806.05694,0.75,0.583333,0.333333,0.333333,12,61,7500,4417.82569,1764.680048,0,12 +C11351,1172.344218,1,454.21,0,454.21,0,0.916667,0,0.916667,0,0,21,1000,447.202927,8791.735512,0,12 +C11352,1786.846869,1,0,0,0,9177.926262,0,0,0,0.75,11,0,6000,4203.245105,335.657631,0.166667,8 +C11353,272.7004,1,3298.55,2520.55,778,0,0.833333,0.833333,0.166667,0,0,33,16000,3629.836534,194.460262,0.75,12 +C11354,68.845891,0.363636,853.44,603.84,249.6,0,0.25,0.166667,0.083333,0,0,4,11500,789.202649,138.72196,0,12 +C11355,120.964472,1,0,0,0,916.399522,0,0,0,0.083333,1,0,1200,997.765267,113.248946,0.083333,12 +C11356,2415.412234,1,3313.65,1938.44,1375.21,843.735376,1,0.666667,1,0.416667,10,55,8500,858.81107,582.753042,0,12 +C11357,50.435246,0.636364,553.73,553.73,0,0,0.5,0.5,0,0,0,8,13000,371.23017,118.538181,0.545455,12 +C11358,1094.221693,1,35,35,0,18.804195,0.083333,0.083333,0,0.083333,1,2,1200,348.094372,493.967774,0,12 +C11359,2249.731727,1,2598.54,1941.08,657.46,0,1,0.5,1,0,0,31,9000,1152.945008,593.311661,0,12 +C11360,3007.093879,1,0,0,0,2374.346946,0,0,0,0.75,31,0,3500,878.602529,734.58611,0,12 +C11361,3143.23132,1,255.08,129.52,125.56,0,0.416667,0.166667,0.333333,0,0,11,5500,734.825068,841.525188,0,12 +C11362,1392.814234,1,845.51,773.17,72.34,0,0.416667,0.333333,0.083333,0,0,7,1700,622.228025,451.616978,0,12 +C11363,7994.33168,1,224.51,0,224.51,694.278513,0.916667,0,0.833333,0.166667,3,11,13000,1885.941844,1860.347671,0,12 +C11364,3661.051976,1,764,515.45,248.55,1203.317833,0.166667,0.166667,0.166667,0.25,3,13,9000,872.241096,985.784518,0,12 +C11365,910.682404,1,0,0,0,1435.307385,0,0,0,0.166667,4,0,1500,1687.978206,288.284812,0.083333,12 +C11366,779.500096,1,689.4,689.4,0,0,1,1,0,0,0,12,7000,1663.032141,269.813501,0,12 +C11367,245.199649,1,2241.84,2241.84,0,0,0.916667,0.916667,0,0,0,27,6000,2033.297863,161.507699,0.2,12 +C11368,1279.305202,1,2071.7,2071.7,0,2684.141722,0.5,0.5,0,0.333333,6,22,2500,2792.076889,658.688782,0.25,12 +C11369,57.862875,0.272727,579,0,579,0,0.25,0,0.25,0,0,6,5000,2124.54787,129.84145,1,12 +C11370,1200.435451,1,886.56,661.56,225,0,1,1,0.25,0,0,15,1200,1118.707982,989.542477,0,12 +C11371,1152.710352,1,1392,1062,330,0,1,0.25,1,0,0,16,9500,1147.368802,245.51294,0,12 +C11372,2767.251585,1,0,0,0,993.847669,0,0,0,0.166667,2,0,6000,790.443616,613.432586,0,12 +C11373,3013.581545,1,0,0,0,218.091392,0,0,0,0.5,6,0,3000,729.037137,1307.25605,0,12 +C11374,363.344239,0.818182,665.86,234.98,430.88,0,0.833333,0.75,0.75,0,0,34,4000,1734.889908,232.164739,0.090909,12 +C11375,4657.477375,1,237.52,237.52,0,1271.94319,0.25,0.25,0,0.416667,7,3,4500,1613.851352,3807.251196,0,12 +C11376,341.456099,1,2091.44,1242.9,848.54,0,1,0.5,1,0,0,38,3000,2252.250986,179.459441,0.083333,12 +C11377,7656.390367,1,0,0,0,2678.769331,0,0,0,0.416667,12,0,8000,2020.91393,3248.046319,0,12 +C11378,5729.703345,1,265,265,0,3543.64492,0.090909,0.090909,0,0.272727,6,1,14000,11707.95352,1162.329835,0,11 +C11379,0,0,300,0,300,0,0.857143,0,0.857143,0,0,6,2500,0,,0,7 +C11380,6733.58763,1,280,0,280,3048.091637,1,0,0.916667,0.5,9,12,11000,1713.576478,1609.511846,0,12 +C11381,4359.126852,1,0,0,0,647.542041,0,0,0,0.333333,4,0,4500,972.402021,1340.320342,0,12 +C11382,18.898762,0.363636,212.5,0,212.5,0,0.333333,0,0.25,0,0,7,1000,275.063898,59.26757,0.363636,12 +C11383,325.47428,1,3030.4,1358.32,1672.08,92.358043,1,1,0.916667,0.083333,2,76,3000,3117.11898,179.10451,1,12 +C11384,162.905422,0.727273,1600,0,1600,0,0.666667,0,0.666667,0,0,8,6000,2733.152899,156.243291,0.666667,12 +C11385,80.363442,0.909091,2370.44,47.5,2322.94,0,1,0.083333,1,0,0,63,1500,2373.35922,141.350236,0.818182,12 +C11386,5924.719712,1,246.56,246.56,0,6603.192752,0.25,0.25,0,0.833333,20,4,12000,2294.481074,1717.459323,0,12 +C11387,5161.854898,1,4542.33,4051.67,490.66,0,1,1,0.583333,0,0,105,7500,3376.37909,1171.273248,0,12 +C11388,319.388468,1,1674.9,689.23,985.67,0,1,1,0.833333,0,0,24,7500,1907.796411,194.793488,0.083333,12 +C11389,61.976914,0.818182,401.63,401.63,0,0,0.5,0.5,0,0,0,7,6000,806.587482,130.017867,0.2,12 +C11390,5608.513514,1,0,0,0,4362.927953,0,0,0,0.166667,5,0,11000,1648.391392,1222.355238,0,12 +C11391,661.135323,1,568.81,141.69,427.12,618.55338,0.75,0.083333,0.666667,0.166667,2,10,1700,239.759567,208.2926,0,12 +C11392,130.977369,1,527,415,112,0,0.416667,0.25,0.083333,0,0,6,7500,493.086038,169.34887,0.3,12 +C11394,831.404268,0.727273,0,0,0,5579.552147,0,0,0,0.416667,16,0,3500,8450.958983,243.343542,0.363636,12 +C11395,2153.498372,1,5428.77,3064.59,2364.18,2399.569867,1,0.5,1,0.166667,3,45,12500,4059.3757,496.075078,0.083333,12 +C11396,7886.875682,1,968.26,734.32,233.94,3528.821853,0.916667,0.916667,0.416667,0.416667,15,35,9500,2016.609163,2885.44844,0,12 +C11397,148.826903,0.727273,3386.58,3386.58,0,47.494639,0.583333,0.583333,0,0.083333,1,16,16500,4474.571671,138.674322,1,12 +C11398,15.730229,1,163.24,55,108.24,0,1,0.083333,1,0,0,13,1200,179.844127,129.984859,0.166667,12 +C11399,177.268927,0.636364,429.88,429.88,0,0,0.25,0.25,0,0,0,4,7000,1590.946442,133.273654,0.25,12 +C11400,20.933565,0.363636,295.32,0,295.32,0,0.333333,0,0.333333,0,0,8,3000,315.301272,57.711988,0.181818,12 +C11401,920.872172,0.888889,296.64,130,166.64,944.088231,0.555556,0.111111,0.333333,0.111111,3,5,1200,119.369967,535.455159,0,9 +C11402,4240.449485,1,2798.36,2798.36,0,48.46298,0.428571,0.428571,0,0.142857,1,4,4500,539.231042,931.531127,0,7 +C11403,4427.994044,1,1039.49,876.49,163,621.991582,1,0.666667,0.833333,0.416667,7,29,11500,1110.44826,1028.109548,0,12 +C11404,187.2126,1,1807.08,967.08,840,0,1,0.416667,0.916667,0,0,19,10000,1681.194004,175.755159,1,12 +C11405,9680.188434,1,0,0,0,2034.051299,0,0,0,0.166667,3,0,12000,2428.847512,3502.851217,0,12 +C11406,1186.928037,1,2178,1546.5,631.5,0,1,1,0.333333,0,0,28,7000,2565.252377,300.082054,0,12 +C11407,85.053515,1,1244.7,1018.98,225.72,1073.640822,1,1,0.583333,0.083333,1,20,16000,2326.997535,174.061253,0.833333,12 +C11408,2054.372848,1,833.28,0,833.28,0,1,0,1,0,0,24,4000,1020.782939,1329.038006,0,12 +C11409,60.835983,0.454545,1151.45,0,1151.45,0,0.416667,0,0.333333,0,0,5,4000,1499.855842,39.385916,0.1,12 +C11410,1438.46998,1,0,0,0,88.409075,0,0,0,0.083333,1,0,1500,298.435921,366.90327,0,12 +C11411,5745.78949,1,0,0,0,965.726556,0,0,0,0.333333,6,0,13500,1684.800793,1779.683281,0,12 +C11412,746.693629,1,615.2,0,615.2,0,1,0,0.916667,0,0,16,1000,1693.123192,815.025567,0.083333,12 +C11413,4183.877488,1,353.75,0,353.75,4137.147297,0.833333,0,0.833333,0.25,6,19,9000,8713.847904,1677.290468,0,12 +C11414,1140.787563,1,2796.54,2096.49,700.05,0,0.833333,0.166667,0.75,0,0,15,4500,2139.874585,260.662747,0,12 +C11415,281.469522,1,2500.03,2170.26,329.77,0,0.916667,0.916667,0.416667,0,0,25,12000,2463.043567,199.936768,0.909091,12 +C11416,73.507271,1,890.45,890.45,0,0,1,1,0,0,0,17,8500,999.607298,171.602356,0.363636,12 +C11417,2297.696272,1,2764,2590,174,284.17727,0.416667,0.25,0.25,0.083333,1,9,6000,651.887762,800.040356,0,12 +C11418,1064.037564,0.9,55.52,0,55.52,0,0.4,0,0.3,0,0,4,4000,2427.690302,717.747014,0,10 +C11419,2792.534256,1,9661.37,9661.37,0,0,0.416667,0.416667,0,0,0,12,8500,6000.763458,682.274622,0,12 +C11420,606.246031,0.909091,3876,2380,1496,914.843621,0.833333,0.166667,0.75,0.083333,1,21,6500,1745.666361,171.044243,0.090909,12 +C11421,65.253182,0.363636,1027.41,1027.41,0,0,0.25,0.25,0,0,0,7,6000,1558.234063,165.821848,0.666667,12 +C11422,73.532797,0.363636,1185.3,661.3,524,215.945221,0.333333,0.166667,0.25,0.083333,1,6,2500,1558.325533,58.665765,0.181818,12 +C11423,23.956905,0.636364,186.05,186.05,0,0,0.416667,0.416667,0,0,0,7,16500,410.798862,209.045742,1,12 +C11424,4098.215967,1,0,0,0,1665.296793,0,0,0,0.25,4,0,7500,922.08551,1313.849047,0,12 +C11425,1916.470203,1,380,0,380,0,0.5,0,0.416667,0,0,6,8500,577.247923,439.337182,0,12 +C11426,21.639571,1,191.7,0,191.7,0,0.666667,0,0.666667,0,0,16,7000,3692.246322,100.894512,0,12 +C11427,841.398158,1,860.2,264.35,595.85,0,0.75,0.166667,0.666667,0,0,16,15500,1198.790549,194.362209,0,12 +C11428,3857.747562,1,777.92,391.45,386.47,274.019905,1,0.083333,1,0.083333,1,39,6500,5845.78102,1151.418293,0,12 +C11429,1920.231187,1,167.08,167.08,0,132.902662,0.166667,0.166667,0,0.166667,2,2,2300,625.532634,472.309554,0,12 +C11430,304.664917,1,2601.67,2508.57,93.1,0,0.666667,0.583333,0.083333,0,0,18,4000,2875.007088,150.184354,0.166667,12 +C11431,1.753241,0.571429,0,0,0,390.92983,0,0,0,0.142857,2,0,3000,704.789521,46.396619,1,7 +C11432,1.599053,0.272727,188,188,0,149.167024,0.083333,0.083333,0,0.083333,1,1,3000,356.465959,19.329034,0,12 +C11433,7422.444145,1,148.29,148.29,0,9313.095186,0.083333,0.083333,0,0.416667,17,2,9000,2299.218749,2988.430055,0,12 +C11434,198.31397,0.909091,487.61,487.61,0,0,0.166667,0.166667,0,0,0,8,3000,90.1719,198.000106,0,12 +C11435,2712.176691,1,0,0,0,1835.81077,0,0,0,0.416667,12,0,3000,659.76111,1053.773309,0,12 +C11436,14.434808,1,237.48,0,237.48,0,1,0,1,0,0,12,2500,216.922698,169.95303,1,12 +C11437,1376.24407,1,0,0,0,501.208665,0,0,0,0.25,4,0,1500,685.228947,339.660618,0,12 +C11438,164.684836,1,622.9,622.9,0,464.882608,0.545455,0.545455,0,0.090909,1,7,3000,825.929531,171.750543,0.1,11 +C11439,2837.112414,1,0,0,0,99.965503,0,0,0,0.083333,1,0,8000,660.781751,803.189729,0,12 +C11440,931.047119,1,494,444,50,0,0.333333,0.25,0.083333,0,0,7,4000,415.139393,354.783499,0,12 +C11441,438.753147,1,1252.1,1057.1,195,0,1,1,0.416667,0,0,21,6500,867.534492,172.363941,0,12 +C11442,364.398745,1,1087.66,561.06,526.6,0,0.916667,0.583333,0.833333,0,0,22,3000,763.738703,189.953723,0,12 +C11443,2135.365916,1,0,0,0,1884.671403,0,0,0,0.166667,3,0,3000,565.655851,659.678948,0,12 +C11444,27.164388,1,554.35,464.63,89.72,0,1,1,0.166667,0,0,16,3000,446.722613,145.306865,0.272727,12 +C11445,468.693449,1,4930.68,4012,918.68,0,1,0.416667,1,0,0,40,12000,4552.742211,217.937998,0.833333,12 +C11446,1080.956258,1,386.78,386.78,0,2208.470306,0.333333,0.333333,0,0.333333,7,7,2600,3078.374295,402.102876,0.090909,12 +C11447,2849.47477,1,574.92,0,574.92,0,1,0,1,0,0,12,2500,3909.150905,5092.7993,0,12 +C11448,584.287125,0.818182,0,0,0,918.151142,0,0,0,0.083333,2,0,1000,1029.191073,277.371035,0.125,12 +C11449,3304.829014,1,2577.7,2577.7,0,0,0.583333,0.583333,0,0,0,23,5000,1411.392046,770.484199,0,12 +C11450,39.665224,1,265.92,0,265.92,0,0.916667,0,0.916667,0,0,11,2000,295.676965,136.234257,0.363636,12 +C11451,83.279708,0.545455,899.73,899.73,0,0,0.333333,0.333333,0,0,0,5,8000,1846.833247,136.934288,1,12 +C11452,227.636073,1,3050.64,1070.12,1980.52,0,1,0.666667,0.916667,0,0,46,8000,2597.767395,168.621828,0.363636,12 +C11453,928.666372,1,0,0,0,1148.992175,0,0,0,0.5,6,0,1000,1374.841601,392.678144,0,12 +C11454,57.764354,0.545455,454.2,0,454.2,0,0.5,0,0.416667,0,0,15,10500,712.993271,164.374194,0.25,12 +C11455,116.626679,1,533.99,178.8,355.19,0,0.916667,0.5,0.666667,0,0,32,4000,606.890738,169.514793,0,12 +C11456,8787.333948,1,0,0,0,7446.549595,0,0,0,0.166667,2,0,12000,1919.111579,3017.638941,0,12 +C11457,4007.32326,1,3333.95,1317.01,2016.94,513.286838,1,0.5,1,0.083333,2,91,6000,6967.667428,2158.446633,0,12 +C11458,972.665818,1,10549.19,9180.41,1368.78,0,1,1,1,0,0,248,9000,10114.18854,209.881639,1,12 +C11459,697.525591,1,462.38,45.65,416.73,345.3272,0.5,0.083333,0.5,0.083333,1,12,1000,134.938594,376.703445,0,12 +C11460,4279.153917,1,1006.17,1006.17,0,0,0.3,0.3,0,0,0,9,7500,836.921157,920.73478,0,10 +C11461,920.922411,1,1227.93,459.55,768.38,0,0.916667,0.166667,0.916667,0,0,15,8500,2219.82375,224.328091,0,12 +C11463,3308.148118,1,3767.75,160,3607.75,2567.221138,0.916667,0.083333,0.833333,0.083333,4,84,3000,3396.558042,4540.641433,0,12 +C11464,19.945714,0.272727,170,170,0,0,0.083333,0.083333,0,0,0,1,6500,734.613034,166.057617,1,12 +C11466,868.98325,0.818182,1104.65,1104.65,0,1180.074937,0.416667,0.416667,0,0.166667,2,8,1800,1962.562543,579.554418,0,12 +C11467,0.001214,0.181818,0,0,0,39.610415,0,0,0,0.083333,1,0,7500,231.081616,0.117036,0,12 +C11468,311.357,0.818182,2283.07,2283.07,0,0,0.666667,0.666667,0,0,0,18,9000,2395.548466,178.054329,1,12 +C11469,21.986298,0.454545,568.78,208.78,360,0,0.416667,0.083333,0.333333,0,0,10,3800,1448.573986,83.666499,0,12 +C11470,1245.890862,1,5380.3,3976.99,1403.31,0,0.833333,0.5,0.75,0,0,32,4500,6133.623121,442.215058,0.1,12 +C11471,867.444685,1,8751.49,6206.99,2544.5,0,1,1,0.666667,0,0,63,4000,8622.953253,209.975643,1,12 +C11472,8625.355309,1,1945.95,0,1945.95,8004.403258,0.833333,0,0.833333,0.5,15,50,12000,3732.923009,3577.000998,0,12 +C11473,31.973194,0.545455,94.53,94.53,0,0,0.083333,0.083333,0,0,0,2,2100,114.614967,140.169606,0,12 +C11474,112.973151,1,0,0,0,152.483846,0,0,0,0.083333,1,0,6000,552.938783,207.920808,0,12 +C11475,1337.162883,1,4544.48,2384.44,2160.04,0,0.75,0.083333,0.666667,0,0,25,7500,3394.95009,380.300298,0.083333,12 +C11476,1738.553751,1,0,0,0,90.195376,0,0,0,0.166667,3,0,1800,440.33622,581.499966,0,12 +C11477,449.556041,0.454545,143,143,0,1135.028534,0.083333,0.083333,0,0.25,4,2,5000,4723.998143,351.230553,0,12 +C11478,1227.548135,1,322,0,322,0,0.583333,0,0.583333,0,0,13,1000,133.36143,9285.151136,0,12 +C11479,48.213487,1,403.1,403.1,0,0,0.666667,0.666667,0,0,0,8,7000,341.196389,158.741704,0.666667,12 +C11480,58.949864,1,2074.57,998.17,1076.4,0,0.916667,0.583333,0.5,0,0,25,6000,1694.490864,138.951551,0.333333,12 +C11481,1367.479599,0.818182,12375,0,12375,0,0.75,0,0.75,0,0,9,16500,15246.11594,295.779348,1,12 +C11482,2920.392514,1,2673.73,1221.6,1452.13,5573.509394,1,0.333333,1,0.5,13,59,15000,3319.325665,649.154698,0,12 +C11483,6462.461789,1,479.98,479.98,0,6700.497558,0.083333,0.083333,0,0.25,7,1,10500,2373.476104,1834.125873,0,12 +C11484,1887.119184,1,2450.73,1450.73,1000,0,0.583333,0.166667,0.416667,0,0,13,4200,1534.31902,612.83515,0,12 +C11485,67.32184,1,685.15,567.65,117.5,0,1,1,0.416667,0,0,20,9000,526.120039,169.900038,0.3,12 +C11486,912.857498,1,831.03,93,738.03,0,0.571429,0.285714,0.714286,0,0,8,5500,95.682798,195.497298,0,7 +C11487,961.391452,1,3783.25,2991.45,791.8,0,1,0.916667,0.75,0,0,38,11000,1906.997697,226.703216,0,12 +C11488,1455.84622,1,592.82,450.49,142.33,433.604875,0.75,0.333333,0.5,0.333333,5,15,1500,1226.999404,546.45889,0,12 +C11489,44.687434,0.454545,679,620,59,0,0.333333,0.083333,0.166667,0,0,5,3750,717.927436,80.817599,0.3,12 +C11490,7103.925375,1,220.74,0,220.74,5315.271763,0.25,0,0.166667,0.416667,15,3,10500,2070.710343,2923.119896,0,12 +C11491,2337.713483,1,773.7,773.7,0,0,0.833333,0.833333,0,0,0,20,9500,1004.760912,578.179464,0,12 +C11492,619.375758,1,6133.45,5932.61,200.84,0,1,1,0.5,0,0,129,7000,5505.517545,182.916276,0.833333,12 +C11493,1168.007346,1,539,39,500,0,0.545455,0.090909,0.454545,0,0,6,8500,946.105536,255.864629,0,11 +C11494,556.359504,1,1111.12,0,1111.12,0,0.833333,0,0.833333,0,0,10,2500,1248.404553,171.42994,0,12 +C11495,8151.985277,1,25615.07,25122.77,492.3,0,1,1,0.583333,0,0,56,17000,17575.20083,2465.465414,0.166667,12 +C11496,1.198223,0.909091,317.02,149.97,167.05,0,0.916667,0.75,0.666667,0,0,30,6000,304.637365,28.51825,0,12 +C11497,2492.985289,1,74.5,0,74.5,751.596843,0.083333,0,0.083333,0.333333,7,1,2500,1577.510657,997.74591,0,12 +C11498,11431.78621,1,0,0,0,8641.998958,0,0,0,0.916667,15,0,14500,3967.893848,4392.097756,0,12 +C11499,4116.869029,1,0,0,0,5884.641102,0,0,0,0.166667,2,0,10500,7310.396611,1401.251858,0.1,12 +C11500,1117.368286,1,972.38,0,972.38,0,1,0,1,0,0,21,1900,667.050505,538.835764,0,12 +C11501,5705.19862,0.909091,942.68,942.68,0,2432.714654,0.181818,0.181818,0,0.090909,2,2,9000,10909.20512,2007.753774,0,11 +C11502,916.63778,1,4627.8,2742.39,1885.41,0,1,1,1,0,0,89,16500,6083.511913,289.474616,0.083333,12 +C11503,63.685705,1,690.84,0,690.84,0,1,0,1,0,0,24,2500,676.624615,171.700116,1,12 +C11504,965.605202,1,215,215,0,0,0.25,0.25,0,0,0,3,1000,398.080493,718.175953,0,12 +C11505,173.658581,1,1210,0,1210,0,1,0,0.875,0,0,8,1000,977.652258,113.492537,0.833333,8 +C11506,4.382924,0.272727,130.24,0,152.24,0,0.083333,0,0.083333,0,0,0,14000,28988.97388,1092.184812,0.5,12 +C11507,1708.478796,1,1406.14,993,413.14,0,1,0.416667,0.916667,0,0,27,6500,449.234708,571.97134,0,12 +C11508,222.321892,0.909091,2417.54,1709.14,708.4,0,0.75,0.333333,0.5,0,0,17,8500,2222.490788,162.999636,1,12 +C11509,465.033038,1,247.36,247.36,0,5291.769326,0.25,0.25,0,0.166667,9,2,8500,506.365178,188.551517,0.25,12 +C11510,6138.163709,1,0,0,0,7193.574138,0,0,0,0.916667,22,0,11500,1337.056317,1654.077219,0,12 +C11511,668.102701,1,4943.92,2300.09,2643.83,0,1,0.916667,1,0,0,52,7000,4869.034025,199.727571,1,12 +C11512,4146.527042,1,178,178,0,764.579554,0.083333,0.083333,0,0.333333,4,1,8500,911.108606,1571.782709,0,12 +C11513,1687.08958,1,5094.17,4568.17,526,0,1,1,0.416667,0,0,70,8000,3606.985963,460.572295,0,12 +C11514,1995.089853,1,8335.69,7400.85,934.84,0,1,0.818182,0.272727,0,0,69,7000,3348.095046,1298.363292,0,11 +C11515,1818.447016,0.909091,413,333,80,1819.479671,0.454545,0.181818,0.272727,0.181818,8,7,2000,757.096312,1588.275968,0,11 +C11516,33.225168,0.909091,655.15,595.42,59.73,109.490343,1,1,0.166667,0.083333,1,16,500,736.122329,99.005409,0.222222,12 +C11517,1060.736973,0.636364,0,0,0,2495.298926,0,0,0,0.166667,7,0,3000,3812.753505,414.430882,0.166667,12 +C11518,129.613905,0.636364,1083.04,1083.04,0,0,0.333333,0.333333,0,0,0,10,5500,1958.462851,87.443335,1,12 +C11519,262.106758,1,2625.84,2625.84,0,0,1,1,0,0,0,38,4500,2489.949174,167.452035,1,12 +C11520,27.694103,0.444444,474.96,0,474.96,0,0.333333,0,0.222222,0,0,7,7500,611.396021,81.113509,1,9 +C11522,294.381106,1,828,0,828,0,0.6,0,0.5,0,0,6,1000,542.108571,203.364386,0.125,10 +C11523,1895.786893,1,2131.31,510.65,1620.66,0,1,0.666667,0.916667,0,0,29,5500,1095.198415,563.713408,0,12 +C11524,2550.528085,1,0,0,0,3155.857852,0,0,0,0.8,17,0,3000,674.847656,616.794193,0,10 +C11526,2475.660894,0.909091,440,440,0,0,0.272727,0.272727,0,0,0,3,10500,511.059528,492.803429,0,11 +C11527,1499.19943,1,3245.23,2870.33,374.9,0,1,1,0.833333,0,0,51,8000,2961.631164,373.675969,0,12 +C11528,3181.996689,0.909091,2046.06,1605.62,440.44,565.897178,1,0.583333,0.916667,0.083333,2,27,10400,9801.637331,1254.849545,0,12 +C11529,39.761286,0.454545,2858.26,1027.72,1830.54,0,1,0.75,1,0,0,40,7500,3327.955123,71.20589,0.3,12 +C11530,22.794308,0.636364,12,12,0,0,0.083333,0.083333,0,0,0,1,1600,119.909635,85.190203,0,12 +C11531,2118.52034,1,0,0,0,4675.289021,0,0,0,0.5,8,0,4000,1420.257435,503.523911,0,12 +C11532,2629.928623,1,2830.88,2019.76,811.12,95.275458,0.916667,0.916667,0.416667,0.083333,1,62,4500,4889.053647,1141.960634,0,12 +C11533,1057.585071,1,1008.3,1008.3,0,0,0.916667,0.916667,0,0,0,15,1200,1083.253347,416.746641,0,12 +C11534,180.315352,1,1642.26,446.32,1195.94,47.031268,1,0.25,0.833333,0.083333,1,24,7000,1609.27261,177.262274,0.916667,12 +C11536,2402.800575,1,0,0,0,481.288304,0,0,0,0.083333,1,0,7000,3590.813278,544.904786,0,12 +C11537,3241.29164,1,1119.56,0,1119.56,4755.162871,1,0,0.916667,0.833333,14,13,12500,1441.367488,782.318388,0,12 +C11538,5868.206909,1,911.56,683,228.56,5761.320083,0.833333,0.666667,0.75,0.833333,45,45,9000,1068.212206,1894.826566,0,12 +C11539,937.434519,1,1124.88,1085.63,39.25,0,0.416667,0.333333,0.083333,0,0,9,2500,993.196174,252.572491,0,12 +C11540,4804.072481,1,0,0,0,1116.128466,0,0,0,0.583333,11,0,5000,1589.654582,1456.920041,0,12 +C11541,1177.125233,1,8190.9,6949.66,1241.24,0,1,0.916667,0.5,0,0,56,5000,7007.797351,354.703333,0.416667,12 +C11542,4393.185874,1,0,0,0,10725.50074,0,0,0,0.5,21,0,8000,5943.975673,1631.426308,0.090909,12 +C11543,1695.84301,1,317.4,64.9,252.5,215.132661,0.25,0.083333,0.25,0.333333,4,5,1800,708.699641,1118.084153,0,12 +C11544,1830.571451,1,737.67,737.67,0,1781.484344,0.25,0.25,0,0.416667,13,5,2000,2338.783266,838.165733,0,12 +C11545,167.505508,0.818182,1219,843,376,0,0.75,0.75,0.416667,0,0,21,4500,1989.674433,161.279514,0.666667,12 +C11546,1075.401912,1,150,150,0,0,0.083333,0.083333,0,0,0,1,1200,224.135558,443.646049,0,12 +C11547,392.992722,1,508.32,0,508.32,0,1,0,1,0,0,36,1500,168.998137,199.547052,0,12 +C11548,136.743106,1,1466.05,1344.79,121.26,0,1,1,0.5,0,0,21,6000,1519.011448,191.955443,1,12 +C11549,2619.752921,1,3563.07,2675.63,887.44,0,0.916667,0.666667,0.666667,0,0,69,4500,1227.952887,688.645056,0,12 +C11550,432.385707,1,2171.86,1048.28,1123.58,138.67751,0.833333,0.416667,0.416667,0.083333,1,20,1200,1980.281176,195.203093,0,12 +C11551,4.392146,0.181818,47.96,0,47.96,0,0.166667,0,0.166667,0,0,4,3000,250.20211,87.580114,0,12 +C11552,109.681353,1,2118.66,0,2118.66,0,0.916667,0,0.916667,0,0,17,3000,2272.075479,153.071572,1,12 +C11553,632.679411,1,1363.79,800,563.79,0,0.75,0.083333,0.666667,0,0,16,6000,2432.980638,219.177144,0,12 +C11554,3145.204423,1,3613.83,2752.76,861.07,0,1,0.416667,0.5,0,0,19,5700,1241.075833,1015.020218,0,12 +C11555,5925.82931,1,0,0,0,468.344852,0,0,0,0.166667,2,0,6500,1402.586222,2083.396706,0,12 +C11556,5227.616927,1,0,0,0,3819.594336,0,0,0,1,27,0,5200,4995.602345,5363.753233,0,12 +C11557,3019.914063,1,0,0,0,397.601082,0,0,0,0.181818,2,0,3300,626.302973,954.804381,0,11 +C11558,26.485924,1,256.44,0,256.44,0,0.666667,0,0.666667,0,0,12,1500,235.328971,162.324595,0.166667,12 +C11559,950.717606,0.909091,0,0,0,1304.763283,0,0,0,0.166667,3,0,1500,1441.710359,263.781591,0,12 +C11560,75.012641,0.545455,480.02,480.02,0,0,0.083333,0.083333,0,0,0,1,1950,485.738057,86.502541,0,12 +C11561,3156.418686,1,3471.99,2447.99,1024,1037.733925,1,0.833333,1,0.166667,2,57,4000,2482.014766,813.370825,0,12 +C11562,1229.938869,1,699.96,412.47,287.49,0,0.333333,0.166667,0.166667,0,0,9,2250,1333.446631,240.345071,0,12 +C11563,1589.41431,1,118.79,118.79,0,2176.940929,0.416667,0.416667,0,0.166667,5,5,4000,349.53025,487.369259,0,12 +C11564,1106.557102,1,1342.86,1149.91,192.95,3249.314496,0.333333,0.25,0.083333,0.25,4,13,6500,4421.574277,265.127884,0,12 +C11565,588.795215,0.636364,4116,0,4116,0,0.5,0,0.5,0,0,12,21500,8130.112361,224.763498,1,12 +C11566,4627.588589,1,1774.46,1774.46,0,0,0.583333,0.583333,0,0,0,12,5200,864.174924,2154.424137,0,12 +C11567,2766.561266,1,1469.05,1469.05,0,1585.242991,0.333333,0.333333,0,0.166667,2,29,3000,591.132016,1196.391741,0,12 +C11568,5363.715074,1,118.41,118.41,0,4344.905863,0.083333,0.083333,0,0.333333,6,1,7000,1965.92346,1870.760877,0,12 +C11569,2963.244696,0.777778,0,0,0,5713.47546,0,0,0,0.444444,15,0,7000,6310.629888,839.474205,0.142857,9 +C11570,211.84382,0.636364,2176.55,1043.31,1133.24,0,0.583333,0.5,0.5,0,0,45,8000,1826.642642,166.132353,0.285714,12 +C11571,903.031624,1,494.7,0,494.7,1111.69,0.833333,0,0.833333,0.166667,6,10,1000,2210.461973,879.12421,0,12 +C11572,793.713659,1,1307,1307,0,0,0.166667,0.166667,0,0,0,1,3000,1533.10785,115.667981,0,6 +C11573,8281.348085,1,4231.12,3101.11,1130.01,0,1,1,0.583333,0,0,43,10500,2856.165405,2046.341231,0,12 +C11574,100.904785,1,1281.44,1202.44,79,0,1,1,0.166667,0,0,31,12000,1271.161266,184.798996,0.916667,12 +C11575,140.741786,1,1547.68,1459.59,88.09,0,1,1,0.416667,0,0,27,7500,1157.317558,151.597832,0.875,12 +C11576,3947.749703,0.5,525.65,525.65,0,7714.493122,0.333333,0.333333,0,0.166667,1,7,10000,918.584591,1266.340755,0,6 +C11577,1981.929376,1,145.8,0,145.8,0,0.833333,0,0.75,0,0,10,6000,2803.926679,467.477726,0.083333,12 +C11578,975.946428,1,1572.42,783.03,789.39,1910.395479,1,0.583333,1,0.416667,11,34,1700,4024.595117,559.828935,0.166667,12 +C11579,2807.729258,1,0,0,0,109.708511,0,0,0,0.166667,2,0,3000,616.424424,985.64549,0,12 +C11580,2613.123168,1,0,0,0,609.316112,0,0,0,0.166667,3,0,3000,592.143167,1404.749726,0,12 +C11581,6.576315,0.272727,74.49,0,74.49,0,0.25,0,0.166667,0,0,3,4000,45.19561,42.397448,0.166667,12 +C11582,778.475416,1,353.52,158,195.52,1183.478018,0.666667,0.083333,0.583333,0.416667,9,10,1500,219.322142,278.916478,0,12 +C11583,7170.30572,1,3109.28,2724.52,384.76,2560.207055,1,1,0.833333,0.5,7,48,9500,2055.673322,1961.161822,0,12 +C11585,1579.158781,1,4175.25,2095.35,2079.9,0,1,0.166667,0.916667,0,0,50,8000,1980.952607,406.75838,0,12 +C11586,131.459201,1,705.84,0,705.84,0,0.916667,0,0.916667,0,0,11,13500,669.589,208.164096,0.454545,12 +C11587,1764.520491,0.909091,100,100,0,440.715034,0.083333,0.083333,0,0.083333,1,1,3000,3815.758864,466.396201,0.125,12 +C11588,1787.535327,1,0,0,0,5566.777503,0,0,0,0.25,8,0,7500,4592.708912,461.680587,0,12 +C11589,2769.640442,1,738.06,738.06,0,1273.269924,0.5,0.5,0,0.333333,5,8,4500,740.45306,701.288299,0,12 +C11590,0,0,88.62,0,88.62,0,0.583333,0,0.5,0,0,7,3500,58.761299,,0,12 +C11591,774.709467,1,462,0,462,864.137815,1,0,1,0.166667,2,24,6000,703.328852,229.278664,0,12 +C11592,4533.066139,1,0,0,0,256.722556,0,0,0,0.083333,1,0,8000,1588.74192,1347.262562,0,12 +C11593,3044.194951,1,934.21,112,822.21,75.711826,0.75,0.083333,0.666667,0.166667,2,38,3000,1268.702405,2050.327011,0,12 +C11594,1101.085631,1,0,0,0,164.836712,0,0,0,0.166667,2,0,1200,270.956427,345.479341,0,12 +C11595,18.218714,0.272727,89,0,89,0,0.083333,0,0.083333,0,0,1,4000,1095.921001,173.068884,1,12 +C11596,7.472301,0.181818,80,0,80,0,0.166667,0,0.083333,0,0,2,3000,168.885534,58.643303,0.090909,12 +C11597,1258.079397,1,1242.46,778.61,463.85,1145.724422,1,0.5,1,0.416667,8,33,4500,3169.465442,299.254363,0.083333,12 +C11598,497.787017,1,114.54,114.54,0,1573.646488,0.083333,0.083333,0,0.166667,2,1,1000,2060.33172,220.633128,0.166667,12 +C11599,8767.5693,1,0,0,0,4582.065405,0,0,0,0.25,10,0,9000,1824.244866,2259.461833,0,12 +C11600,843.357393,1,45,45,0,0,0.083333,0.083333,0,0,0,1,2000,304.408605,312.893487,0,12 +C11601,1080.667451,1,3895.67,697.85,3197.82,135.404437,1,0.416667,1,0.166667,3,49,6500,2571.280305,314.038049,0.166667,12 +C11602,2945.285382,1,185.98,55,130.98,0,0.416667,0.083333,0.333333,0,0,9,3000,1009.97564,1102.79511,0,12 +C11603,3608.548972,0.9,1664.02,1620.6,43.42,3899.963528,0.5,0.5,0.1,0.3,5,15,5000,1043.772722,1488.313908,0,10 +C11604,1209.733106,1,1298.56,169.9,1128.66,0,1,0.083333,1,0,0,47,1200,1558.812198,1543.178369,0,12 +C11605,21.664126,1,271.86,30,241.86,0,1,0.083333,0.916667,0,0,12,4000,263.919053,144.825209,0.777778,12 +C11606,27.832009,1,366.6,0,366.6,0,1,0,1,0,0,12,5000,364.834065,82.215933,0.25,12 +C11607,1247.384513,1,405.5,138.5,267,0,0.5,0.166667,0.416667,0,0,12,6500,1131.607754,291.293418,0,12 +C11608,1052.127315,1,354.48,0,354.48,0,1,0,1,0,0,12,1000,571.417096,1618.201652,0,12 +C11609,110.400892,1,486.72,0,486.72,0,1,0,0.916667,0,0,12,1000,278.441988,207.232063,0.1,12 +C11610,3232.346639,1,0,0,0,172.063782,0,0,0,0.333333,8,0,3500,664.715954,1567.921939,0,12 +C11611,498.355964,1,2434.7,931.7,1503,0,1,0.416667,1,0,0,27,4500,4242.383449,245.295678,0.25,12 +C11612,2774.249582,1,21802.6,21802.6,0,1771.824164,1,1,0,0.083333,4,72,13000,22350.29247,562.887574,0.916667,12 +C11613,2332.392373,1,306.36,0,306.36,0,0.25,0,0.166667,0,0,3,7000,670.376849,627.343242,0,12 +C11614,3630.771485,1,0,0,0,10519.48252,0,0,0,0.666667,15,0,9000,5171.793236,929.686078,0.090909,12 +C11615,4676.575915,1,453.64,0,453.64,1984.010422,0.333333,0,0.333333,0.166667,5,4,8000,1274.301021,2539.523493,0,12 +C11616,39.477741,0.545455,325.66,325.66,0,0,0.333333,0.333333,0,0,0,7,1000,288.039256,107.908566,0,12 +C11617,8.04034,0.181818,176.85,176.85,0,0,0.166667,0.166667,0,0,0,4,6000,266.209837,169.928063,1,12 +C11618,83.004246,1,726.89,482.51,244.38,0,0.833333,0.583333,0.666667,0,0,23,3000,666.292539,179.204296,0.166667,12 +C11619,197.02206,1,3824.78,1722.51,2102.27,0,1,0.666667,1,0,0,80,3000,3458.142743,133.505122,0.833333,12 +C11621,223.818492,1,1702.42,725,977.42,0,0.916667,0.083333,0.833333,0,0,12,7300,1913.220366,208.079912,0.25,12 +C11622,2270.429964,1,8257.26,6367.49,1889.77,4134.316549,1,1,1,0.75,15,139,13000,12080.20143,595.825281,0.25,12 +C11623,341.379209,1,426.92,426.92,0,36.144056,0.416667,0.416667,0,0.083333,1,13,3000,595.682302,176.911112,0,12 +C11624,103.393689,1,0,0,0,1820.800715,0,0,0,0.083333,1,0,3000,0,,0,12 +C11625,1050.527038,0.818182,8880.59,2269.45,6611.14,0,1,0.333333,1,0,0,64,8500,7713.262155,266.749027,0,12 +C11626,1033.394656,1,262.44,0,262.44,888.915071,0.666667,0,0.666667,0.166667,4,8,2000,569.731828,541.208044,0,12 +C11627,0,0,2600,2600,0,0,0.083333,0.083333,0,0,0,1,6000,2437.260081,49.283603,0,12 +C11628,5805.32079,1,1724.75,1638.97,85.78,1878.058967,0.833333,0.75,0.666667,0.083333,1,29,7500,1351.901655,1419.470367,0,12 +C11629,167.35668,1,288,288,0,189.705758,0.083333,0.083333,0,0.083333,1,3,6000,292.213876,168.244932,0,12 +C11630,5942.683036,1,976.45,897.45,79,1963.562252,0.583333,0.583333,0.166667,0.166667,2,15,9000,1659.876332,1411.613705,0,12 +C11631,5559.733773,1,930,0,930,3639.817554,0.416667,0,0.333333,0.416667,14,13,7500,2519.858893,2376.25517,0,12 +C11632,2650.518784,1,503,128,375,0,0.5,0.083333,0.416667,0,0,6,3000,1229.096798,1327.177817,0,12 +C11633,0.126562,0.2,0,0,0,47.222001,0,0,0,0.1,1,0,1200,119.790593,7.127887,0.5,10 +C11634,1.343207,0.181818,19.08,0,19.08,0,0.166667,0,0.083333,0,0,2,7000,170.180973,161.234787,0,12 +C11635,1229.397644,1,11414.48,6754.38,4660.1,0,1,0.916667,1,0,0,176,9000,9686.614183,263.250811,0.916667,12 +C11636,1163.790341,1,517,517,0,0,0.272727,0.272727,0,0,0,12,1200,541.21958,709.92275,0,11 +C11637,2000.797758,1,1037.5,0,1037.5,0,0.416667,0,0.416667,0,0,5,7500,1864.665644,450.605909,0.272727,12 +C11638,8809.504736,1,25378.36,20646.07,4732.29,0,1,1,1,0,0,136,14500,25825.32482,2921.628286,0,12 +C11639,82.803156,1,756.68,597.35,159.33,0,1,1,0.166667,0,0,14,4000,699.109729,177.91561,1,12 +C11640,343.674421,0.454545,452.07,452.07,0,522.525877,0.166667,0.166667,0,0.166667,4,3,1700,51.461732,66.852048,0,12 +C11641,171.616134,1,4996.17,4726.17,270,0,0.833333,0.75,0.166667,0,0,35,4500,4736.750346,86.731068,0.666667,12 +C11642,417.841508,1,311.86,0,311.86,0,0.5,0,0.416667,0,0,7,3000,802.93759,223.716043,0,12 +C11643,97.917955,1,824.31,0,824.31,0,0.916667,0,0.916667,0,0,27,7500,702.365795,163.523497,1,12 +C11644,6.08697,0.181818,333.24,0,333.24,0,1,0,1,0,0,12,1500,224.061597,28.414675,0,12 +C11645,1.600479,0.181818,513.24,0,513.24,0,1,0,1,0,0,12,2500,363.735397,,0,12 +C11646,70.457831,0.818182,1146.59,650.78,495.81,0,0.666667,0.166667,0.5,0,0,14,4500,904.796957,82.491959,0.5,12 +C11647,1160.206649,0.9,1600,1400,200,0,0.3,0.1,0.1,0,0,5,2000,876.757279,474.632979,0,10 +C11648,4060.966003,1,823.1,407,416.1,0,0.5,0.166667,0.333333,0,0,13,11500,3347.328701,1220.529171,0,12 +C11649,2714.595164,1,666.1,75,591.1,296.922557,0.916667,0.083333,0.916667,0.083333,1,18,8500,2055.474721,661.183131,0,12 +C11650,1212.812748,1,397.44,0,397.44,0,1,0,1,0,0,12,2000,1738.449943,283.392145,0,12 +C11651,48.822128,1,537.51,0,537.51,0,1,0,0.833333,0,0,12,1000,478.875501,177.734472,1,12 +C11652,694.202818,0.818182,0,0,0,1087.082047,0,0,0,0.166667,3,0,1200,1721.925721,239.868958,0.142857,12 +C11653,3478.592472,0.9,0,0,0,3757.973335,0,0,0,0.2,11,0,4000,611.537657,1167.341625,0,10 +C11654,1191.662907,1,979.92,849.92,130,0,0.75,0.416667,0.416667,0,0,18,4350,278.328435,470.064242,0,12 +C11655,1552.772103,1,34.74,34.74,0,185.374726,0.1,0.1,0,0.2,3,1,3000,3125.652785,405.748783,0,10 +C11656,705.232653,1,1902.4,1669.8,232.6,0,1,1,0.833333,0,0,29,900,1941.959847,618.228223,0,12 +C11657,3391.70218,1,38902.71,33803.84,5098.87,0,1,1,1,0,0,195,18000,35843.62593,716.027656,1,12 +C11658,1013.728552,1,3209.62,2797.99,411.63,953.600788,1,0.583333,1,0.5,10,32,6000,4176.325274,327.352843,0.083333,12 +C11659,22.728166,0.818182,262.5,0,262.5,0,0.75,0,0.666667,0,0,14,3500,301.677275,164.479393,1,12 +C11660,799.518482,1,339.96,0,339.96,830.316783,1,0,1,0.25,4,12,1000,361.021723,415.996627,0,12 +C11661,5344.347568,1,270.02,270.02,0,139.701781,0.083333,0.083333,0,0.166667,2,2,6000,1467.932074,2425.197792,0,12 +C11662,350.378913,0.636364,3263.48,3263.48,0,0,0.583333,0.583333,0,0,0,25,7500,4547.760665,142.221091,1,12 +C11663,2763.049499,1,1921.85,1715.55,206.3,0,0.916667,0.5,0.666667,0,0,20,3050,1614.5512,2228.715586,0,12 +C11664,4.383989,0.545455,96.5,0,96.5,0,0.5,0,0.416667,0,0,6,4500,217.143643,66.781434,1,12 +C11666,4954.880195,1,281.31,0,281.31,3056.622746,0.416667,0,0.416667,0.166667,4,5,5500,1442.246195,1642.343531,0,12 +C11667,1670.146578,0.727273,3420.97,3420.97,0,0,0.25,0.25,0,0,0,31,2700,1164.552612,1283.600242,0.125,12 +C11668,1728.275923,1,628.56,0,628.56,0,1,0,1,0,0,24,6000,1217.960916,440.321862,0,12 +C11669,1034.555485,1,5787.66,5093,694.66,0,0.833333,0.666667,0.75,0,0,63,2700,5651.220766,263.619684,0.583333,12 +C11670,502.653982,1,4748.5,1845.75,2902.75,0,1,1,1,0,0,82,12000,4517.823754,205.244926,0.583333,12 +C11671,1216.570617,1,5140.49,4882.68,257.81,0,1,0.75,0.5,0,0,57,4500,5671.221416,366.088817,0,12 +C11672,7611.152584,1,3707.79,3707.79,0,0,0.666667,0.666667,0,0,0,57,12000,4610.460803,4441.612219,0,12 +C11673,25.414572,1,262.92,262.92,0,0,0.916667,0.916667,0,0,0,11,13000,280.367131,170.017741,0.636364,12 +C11674,135.037323,1,270,0,270,0,0.272727,0,0.181818,0,0,3,3300,1760.310579,1471.250082,1,11 +C11675,41.762859,0.090909,0,0,0,1125.868686,0,0,0,0.083333,3,0,12000,0,,0,12 +C11676,1563.747179,1,801.46,601.46,200,1029.987801,0.583333,0.583333,0.083333,0.166667,2,17,4000,2282.161389,532.846119,0,12 +C11677,1044.273707,1,1463.84,255,1208.84,262.147162,0.916667,0.416667,0.916667,0.083333,1,22,6700,2624.741492,373.793958,0,12 +C11678,8159.168439,1,2453.07,1845.55,607.52,3278.461198,1,0.916667,1,0.25,3,42,15000,1698.958527,2137.893656,0,12 +C11679,2403.75955,1,367.16,367.16,0,0,0.333333,0.333333,0,0,0,8,2600,687.263236,632.040291,0,12 +C11680,2876.009336,1,152.61,152.61,0,3719.650168,0.333333,0.333333,0,1.166667,24,2,4000,248.342971,584.926336,0,6 +C11681,1237.673602,0.727273,0,0,0,1962.749428,0,0,0,0.166667,3,0,2000,589.980487,514.792875,0,12 +C11682,283.30016,1,461.36,0,461.36,0,0.666667,0,0.666667,0,0,9,9000,526.087388,177.721392,0,12 +C11683,7339.943073,0.875,0,0,0,9123.485636,0,0,0,0.375,11,0,9000,1314.192386,2062.636412,0,8 +C11684,1226.122189,1,295.34,295.34,0,0,0.416667,0.416667,0,0,0,8,1200,439.233552,1282.187993,0,12 +C11685,3515.039029,1,2924.08,1385.29,1538.79,7867.732492,1,0.333333,1,0.75,31,85,4000,10693.27843,1886.056721,0,12 +C11686,30.525356,0.454545,384.95,384.95,0,0,0.333333,0.333333,0,0,0,4,14500,498.165923,86.348345,0.272727,12 +C11687,1283.280303,0.777778,0,0,0,5790.59647,0,0,0,0.666667,17,0,3000,4073.172497,270.257736,0,9 +C11688,49.416158,0.727273,590,350,240,0,0.583333,0.083333,0.5,0,0,7,6000,836.812414,127.768461,1,12 +C11689,1621.035373,1,23.21,0,23.21,0,0.333333,0,0.333333,0,0,4,2000,500.515114,475.627205,0,12 +C11690,1624.651156,0.636364,0,0,0,2684.507978,0,0,0,0.166667,9,0,6000,894.813551,905.546225,0,12 +C11691,5269.72399,1,682.57,669.47,13.1,0,0.416667,0.333333,0.083333,0,0,9,7000,1771.172074,1336.751401,0,12 +C11692,314.507915,0.727273,3492.21,3195.21,297,0,0.583333,0.583333,0.166667,0,0,13,8500,4089.583027,152.410485,0.833333,12 +C11693,2150.212841,1,4096.08,3238.27,857.81,0,1,0.666667,0.833333,0,0,45,8500,587.669772,503.201988,0,12 +C11694,891.620777,1,0,0,0,159.673475,0,0,0,0.166667,2,0,2000,593.110495,269.482212,0,12 +C11695,3454.094319,1,31299.35,19064.3,12235.05,0,1,0.666667,0.833333,0,0,121,7500,22542.58705,1193.03103,0.583333,12 +C11696,86.905609,1,1106.4,0,1106.4,440.972634,1,0,1,0.083333,1,12,2500,1538.001397,186.726083,1,12 +C11697,1647.932117,1,0,0,0,93.690441,0,0,0,0.333333,4,0,1800,390.2023,717.310059,0,12 +C11698,188.424847,1,1576.35,1063.85,512.5,0,0.833333,0.833333,0.333333,0,0,20,6500,1271.233538,176.001997,0.25,12 +C11699,1250.885289,1,892.19,363.85,528.34,0,0.416667,0.083333,0.416667,0,0,6,1800,461.638318,296.027848,0,12 +C11700,5148.625027,1,0,0,0,4042.791779,0,0,0,0.833333,16,0,6500,1274.60362,1086.861867,0,12 +C11701,3272.586986,1,1146.57,991.58,154.99,0,1,1,0.5,0,0,20,12000,1132.705302,762.149727,0,12 +C11702,1698.369764,0.818182,0,0,0,2253.381516,0,0,0,0.083333,2,0,4500,5512.828223,696.916536,0.111111,12 +C11703,246.864346,1,2995.55,2301.11,694.44,0,1,0.75,1,0,0,35,6000,2734.138816,181.027921,0.916667,12 +C11704,2004.914139,1,3628.29,1937.35,1690.94,0,1,0.916667,1,0,0,73,11500,1718.220924,551.63308,0,12 +C11705,10.703306,0.090909,0,0,0,575.193978,0,0,0,0.083333,1,0,1000,0,,0,12 +C11706,1410.753575,1,588.85,399.85,189,1668.104809,0.583333,0.416667,0.25,0.75,23,13,4000,409.037304,379.58191,0,12 +C11707,2388.030134,1,3832.98,2004.03,1828.95,1441.065248,1,1,1,0.083333,1,90,11000,5990.39237,600.897569,0.083333,12 +C11708,96.109401,1,938.2,938.2,0,148.986635,1,1,0,0.083333,1,12,8000,3722.654209,182.443604,0.416667,12 +C11709,8953.743398,1,254.85,83.97,170.88,0,0.333333,0.083333,0.25,0,0,5,12000,2105.588422,3520.422846,0,12 +C11710,3414.977831,1,2219.55,1695.03,524.52,950.424076,0.916667,0.75,0.75,0.583333,10,33,5000,732.08134,893.816089,0,12 +C11711,1039.88038,0.818182,93.24,0,93.24,5465.141893,1,0,0.916667,0.416667,5,12,5000,5293.609266,290.479763,0.090909,12 +C11712,92.898327,1,546,46,500,0,0.5,0.083333,0.416667,0,0,7,6000,787.50992,173.630065,0.6,12 +C11713,2885.068871,1,0,0,0,255.676579,0,0,0,0.25,3,0,3000,712.676699,618.776921,0,12 +C11714,7919.563494,1,85.54,0,85.54,9945.280243,0.222222,0,0.111111,0.444444,10,2,10000,1594.977158,1712.713459,0,9 +C11715,4707.131609,0.636364,7066.08,4534.03,2532.05,5192.290154,0.583333,0.333333,0.5,0.25,12,87,10000,5352.856606,6887.163504,0,12 +C11716,1915.245632,1,39,39,0,92.668977,0.083333,0.083333,0,0.083333,1,1,1950,542.919146,814.880073,0,12 +C11717,392.667425,1,4015.23,4015.23,0,0,1,1,0,0,0,26,7500,3189.923177,176.9102,0.916667,12 +C11718,104.57287,1,937.56,630,307.56,0,0.666667,0.083333,0.666667,0,0,13,6000,870.874657,179.369855,0.583333,12 +C11719,2257.542109,1,0,0,0,1082.684755,0,0,0,0.083333,1,0,3000,464.716284,659.553866,0,12 +C11720,75.070011,0.9,898.45,0,898.45,0,0.9,0,0.8,0,0,11,4000,743.358844,146.723712,1,10 +C11721,7533.854422,1,5253.06,3096.1,2156.96,0,0.916667,0.833333,0.75,0,0,78,20500,1790.394949,1727.487481,0,12 +C11722,628.384411,1,887.3,840,47.3,279.557918,0.25,0.166667,0.083333,0.083333,1,6,2000,177.708307,181.271709,0,12 +C11723,165.808096,0.714286,981.19,823.39,157.8,0,0.714286,0.571429,0.285714,0,0,16,9000,672.446893,105.350665,0.25,7 +C11724,5329.544052,1,1651.64,1088.79,562.85,0,0.416667,0.166667,0.416667,0,0,18,5500,1587.462442,2098.664454,0,12 +C11725,1171.429087,0.909091,1845.42,1845.42,0,0,0.25,0.25,0,0,0,7,3000,3073.603769,855.360889,0.1,12 +C11726,99.912238,1,730.2,165,565.2,0,1,0.142857,0.857143,0,0,13,1000,463.326909,101.919615,0.5,7 +C11728,114.295749,1,109.8,0,109.8,0,0.75,0,0.75,0,0,12,1000,115.418223,165.03489,0,12 +C11729,287.099648,0.818182,2693.64,640.5,2053.14,0,0.75,0.25,0.75,0,0,33,9000,2258.647459,190.21182,0.125,12 +C11730,5867.560972,1,609,109.06,499.94,3397.577504,0.583333,0.083333,0.416667,0.333333,9,11,7000,1498.619792,1736.821544,0,12 +C11731,7499.30365,1,350.57,350.57,0,948.293789,0.083333,0.083333,0,0.25,6,3,7500,1326.434054,19060.53475,0,12 +C11732,23.331936,0.454545,1194.96,0,1194.96,0,1,0,1,0,0,17,1600,1381.551722,28.452913,0,12 +C11733,262.723622,0.818182,2365.07,2125.07,240,0,0.75,0.5,0.416667,0,0,26,9000,3095.831769,177.879065,0.636364,12 +C11734,204.584048,0.818182,0,0,0,628.366944,0,0,0,0.25,3,0,1600,1933.810453,152.106855,0,12 +C11735,4977.237859,1,61.99,61.99,0,7448.32932,0.083333,0.083333,0,0.5,22,1,6500,6850.235626,1587.042735,0,12 +C11736,433.677841,1,1391.89,1088.83,303.06,0,0.833333,0.833333,0.333333,0,0,19,7000,2312.220888,178.06847,0.25,12 +C11737,1220.493289,0.363636,0,0,0,5607.394437,0,0,0,0.25,3,0,6000,566.644234,1112.634979,0,12 +C11738,3740.907731,1,0,0,0,116.632141,0,0,0,0.083333,1,0,4000,128.371777,27146.02678,0,12 +C11739,1669.01626,1,892.3,517.3,375,295.812224,0.916667,0.75,0.416667,0.083333,1,14,1800,1065.80426,1027.885496,0,12 +C11740,117.617134,1,1081.23,100,981.23,0,0.916667,0.083333,0.833333,0,0,29,2100,1024.806886,173.322076,1,12 +C11741,3802.910134,1,0,0,0,1448.031295,0,0,0,0.333333,12,0,4000,915.900602,1718.363679,0,12 +C11742,43.354029,1,617.34,0,617.34,0,0.916667,0,0.916667,0,0,19,1200,564.845244,160.071637,0.583333,12 +C11743,4530.639094,1,0,0,0,3162.719581,0,0,0,0.25,5,0,8000,995.539176,1032.384353,0,12 +C11744,3529.587012,1,0,0,0,3969.324981,0,0,0,0.666667,14,0,9000,3603.147293,1207.117316,0,12 +C11745,5052.910787,1,1062.63,343.15,719.48,2687.982848,0.916667,0.5,0.75,0.583333,20,29,6000,917.236699,1573.961394,0,12 +C11746,51.923357,0.3,835.31,250,585.31,0,0.5,0.1,0.4,0,0,13,7000,832.140348,70.583398,0.25,10 +C11747,144.012882,0.636364,675.53,675.53,0,0,0.166667,0.166667,0,0,0,2,4000,1945.250404,271.90089,0,12 +C11749,293.803208,1,380.59,332.52,48.07,118.972449,0.166667,0.083333,0.083333,0.083333,1,3,10000,1172.022584,194.55397,0,12 +C11750,11.188595,0.454545,159.84,0,159.84,0,0.5,0,0.5,0,0,6,1000,110.860738,57.545594,0,12 +C11751,516.814969,1,276.52,141.96,134.56,584.976769,0.25,0.25,0.083333,0.083333,1,8,1500,927.381808,190.875362,0,12 +C11752,1134.122053,1,288.39,0,288.39,0,0.416667,0,0.416667,0,0,10,1400,2155.314664,12256.99852,0.083333,12 +C11753,11670.17985,1,4872.6,0,4872.6,0,1,0,1,0,0,52,11500,5031.032515,9627.891511,0,12 +C11754,1569.88775,1,741.66,309.66,432,2710.997094,0.416667,0.333333,0.083333,0.166667,3,8,4000,3306.369832,503.399492,0,12 +C11755,4532.433434,1,1433.26,1433.26,0,364.852384,0.166667,0.166667,0,0.083333,1,2,7000,3039.325393,2172.302786,0,12 +C11756,5505.828486,1,0,0,0,193.187682,0,0,0,0.25,3,0,6000,1355.058674,2345.198755,0,12 +C11757,2843.394382,1,0,0,0,3133.305504,0,0,0,0.166667,6,0,6000,680.388185,1076.334465,0,12 +C11758,2391.214539,1,4186.49,3313,873.49,0,1,0.916667,0.916667,0,0,50,4000,2710.98198,561.918093,0,12 +C11759,2270.950105,1,1403.42,77,1326.42,0,0.916667,0.083333,0.916667,0,0,12,8500,830.130725,582.489074,0,12 +C11760,5193.415429,1,3584.8,2204.52,1380.28,0,1,1,1,0,0,52,15500,1734.349114,1322.868997,0,12 +C11761,2431.193194,1,0,0,0,195.932353,0,0,0,0.083333,1,0,4000,976.859575,685.995885,0,12 +C11762,1232.292951,1,0,0,0,5184.090716,0,0,0,0.666667,28,0,4500,6050.865303,348.943877,0.083333,12 +C11763,279.253475,1,3243.86,3002.52,241.34,0,1,0.666667,0.916667,0,0,33,8500,3105.312146,192.561842,1,12 +C11764,2369.91046,1,916.22,716.4,199.82,0,1,1,0.083333,0,0,26,6500,795.94344,752.616787,0,12 +C11765,1917.441126,0.909091,12617.19,76.19,12541,0,0.333333,0.166667,0.166667,0,0,5,15000,13733.55783,336.823302,0.428571,12 +C11766,7445.228843,1,1023.29,0,1023.29,16323.64243,1,0,1,0.833333,43,31,11500,11320.00746,2739.343539,0.083333,12 +C11767,193.565763,1,1821.52,0,1821.52,0,1,0,1,0,0,29,3000,1543.210017,183.380543,0.5,12 +C11768,3013.590493,1,0,0,0,341.360876,0,0,0,0.583333,7,0,3000,750.160714,1329.881951,0,12 +C11769,92.406069,0.727273,0,0,0,683.253783,0,0,0,0.083333,1,0,3500,1044.949836,41.026459,0.166667,12 +C11770,2472.874609,1,2052.74,730.94,1321.8,3251.021027,1,0.416667,1,0.25,10,30,6500,9076.561132,635.401109,0.083333,12 +C11771,154.439292,1,1047.94,440,607.94,0,0.75,0.083333,0.583333,0,0,17,6000,1032.089965,173.484575,0.333333,12 +C11773,269.911748,1,1348.44,1259.44,89,298.491305,1,1,0.416667,0.25,4,44,500,1258.023851,250.283276,0,12 +C11774,146.04887,0.909091,3256.15,3256.15,0,0,0.916667,0.916667,0,0,0,22,6500,3498.681846,74.878694,0.25,12 +C11775,2779.833422,1,0,0,0,1492.253356,0,0,0,0.727273,14,0,3000,1708.484919,1285.667565,0,11 +C11776,161.792222,1,2883.58,1933.56,950.02,0,1,1,0.166667,0,0,20,2000,3051.442623,185.380301,0.75,12 +C11777,5239.120768,1,1823.23,1823.23,0,0,0.75,0.75,0,0,0,14,5750,2107.740768,2658.139243,0,12 +C11778,2288.014844,1,1753.46,1753.46,0,0,1,1,0,0,0,50,2500,989.999739,1121.296235,0,12 +C11779,1526.707241,1,484.47,0,484.47,402.906235,0.75,0,0.666667,0.333333,11,9,1500,1086.417545,1818.148035,0,12 +C11780,52.598283,1,517.83,0,517.83,0,1,0,1,0,0,55,6500,600.096058,163.367227,1,12 +C11781,981.886157,1,0,0,0,473.430801,0,0,0,0.083333,3,0,3500,768.398403,239.523143,0,12 +C11782,14.891634,0.222222,0,0,0,116.193463,0,0,0,0.111111,1,0,3000,0,,0,9 +C11784,5.270593,0.181818,69.57,69.57,0,0,0.083333,0.083333,0,0,0,2,4000,411.825987,83.449559,0,12 +C11785,314.675322,1,1310.9,838.76,472.14,0,1,0.916667,1,0,0,35,10000,1425.2566,203.356235,0,12 +C11786,467.244925,1,4001.7,1769.36,2232.34,0,1,0.583333,1,0,0,109,16000,2259.241805,183.138427,0.181818,12 +C11787,304.945628,1,2788.81,2788.81,0,266.383091,0.727273,0.727273,0,0.090909,6,22,4000,2803.353036,130.626533,0.714286,11 +C11788,1271.429631,1,0,0,0,678.525863,0,0,0,0.25,3,0,1500,526.910053,416.325411,0,12 +C11789,97.389327,1,60,60,0,0,0.083333,0.083333,0,0,0,1,12500,453.421982,204.88001,0,12 +C11790,1597.521193,1,211.07,0,211.07,994.167915,0.5,0,0.416667,0.083333,1,6,5000,3187.854069,665.357143,0,12 +C11791,10.118033,0.1,0,0,0,197.521871,0,0,0,0.1,1,0,1500,648.301187,148.644436,0,10 +C11792,103.629108,1,1106.62,866.22,240.4,0,1,0.416667,1,0,0,25,6000,1343.893653,159.496615,0.545455,12 +C11794,993.027484,1,0,0,0,1586.612256,0,0,0,0.333333,19,0,1200,2185.377456,444.684235,0.090909,12 +C11795,4226.501257,1,4900,4900,0,980.879554,0.166667,0.166667,0,0.083333,1,7,10500,615.450902,1637.629006,0,12 +C11796,1118.086877,1,128.8,0,128.8,0,0.166667,0,0.166667,0,0,2,1200,277.766526,436.577474,0,12 +C11797,555.131027,1,1586.45,1111.6,474.85,0,1,0.416667,1,0,0,51,5500,3219.285764,244.624549,0.416667,12 +C11798,1133.572488,1,4063.49,2807,1256.49,391.73075,1,0.75,1,0.083333,1,44,1600,4936.506976,284.024015,0.083333,12 +C11799,3646.04461,1,0,0,0,949.437186,0,0,0,0.25,4,0,8000,975.508088,897.29515,0,12 +C11800,3790.914663,1,2655.68,1607.63,1048.05,6263.883768,0.833333,0.333333,1,0.5,11,111,8300,6173.165264,1192.462873,0.083333,12 +C11801,340.082231,1,3177.21,430,2747.21,0,0.833333,0.083333,0.666667,0,0,19,7500,2658.629277,141.256176,0.333333,12 +C11802,11.249863,0.636364,137.84,137.84,0,0,0.166667,0.166667,0,0,0,3,10000,234.444295,101.418698,0.166667,12 +C11803,108.548004,1,1099.19,885.97,213.22,0,1,0.583333,0.916667,0,0,25,4000,1181.316469,174.477061,0.583333,12 +C11804,601.68828,0.8,1358.2,468.33,889.87,0,0.8,0.2,0.7,0,0,26,1500,310.912113,157.872552,0,10 +C11805,2529.016337,1,1040.74,0,1040.74,0,1,0,1,0,0,28,2500,1746.018537,2996.008935,0,12 +C11806,306.90901,1,2768.93,1281.14,1487.79,0,1,0.25,0.916667,0,0,23,10500,2605.175646,174.261548,0.5,12 +C11807,14.203161,0.454545,117,0,117,0,0.333333,0,0.25,0,0,4,7950,346.311752,164.071552,0.666667,12 +C11808,3387.93956,1,391.14,0,391.14,987.378841,1,0,1,0.083333,1,15,7000,889.86432,1566.969659,0,12 +C11809,26.247988,0.090909,0,0,0,2861.967408,0,0,0,0.083333,1,0,3000,0,,0,12 +C11810,3961.649658,1,2280,0,2280,0,1,0,1,0,0,12,4500,2216.561982,2469.589072,0,12 +C11811,121.388989,0.545455,783.83,683.93,99.9,315.342982,0.416667,0.166667,0.333333,0.166667,3,7,7000,1778.900698,177.969765,1,12 +C11813,354.527499,1,3751.42,1201.42,2550,0,1,0.416667,1,0,0,62,9000,4001.942901,167.998751,1,12 +C11814,912.36003,1,10709.17,9689.36,1019.81,0,1,1,1,0,0,49,15000,11381.63396,299.249818,1,12 +C11815,5337.987139,1,2545.37,0,2545.37,994.391034,1,0,1,0.083333,1,21,13500,1663.976007,1229.779536,0,12 +C11816,4210.323012,1,1210.31,139.02,1071.29,1817.321515,1,1,1,0.166667,2,52,7500,8138.429479,1070.026829,0.083333,12 +C11817,890.275144,0.545455,435.14,435.14,0,0,0.166667,0.166667,0,0,0,7,1800,3334.754054,1102.402301,0,12 +C11818,1740.169093,1,276.72,0,276.72,0,1,0,1,0,0,15,1800,667.764492,601.656779,0,12 +C11819,5383.084424,1,9736.61,3684.52,6052.09,2965.656802,1,0.416667,1,0.25,7,135,9000,15824.73587,3364.021248,0.083333,12 +C11820,4603.402061,1,0,0,0,7665.092756,0,0,0,0.916667,21,0,14000,9874.465723,1168.006176,0.083333,12 +C11821,18.150347,0.454545,119.8,0,119.8,0,0.333333,0,0.25,0,0,4,4500,297.276499,143.808363,0.333333,12 +C11822,2833.613641,1,1387.52,526.12,861.4,1442.587409,1,0.25,0.75,0.166667,5,20,3000,1564.459934,2019.019279,0,12 +C11823,1547.714145,1,2476.31,804.4,1671.91,0,1,0.416667,1,0,0,82,3500,4061.48987,333.50034,0,12 +C11824,144.346693,1,1976.32,859.79,1116.53,0,1,0.25,0.916667,0,0,28,4500,1828.116915,166.497851,0.583333,12 +C11825,1377.812538,1,14300.98,10394.67,3906.31,0,1,0.916667,0.916667,0,0,55,18000,13535.67697,352.090849,1,12 +C11826,926.341558,0.909091,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1000,1293.650192,9957.74274,0,12 +C11827,10822.05811,1,4850.35,2847.8,2002.55,0,1,0.916667,1,0,0,208,15500,2740.09442,2621.071099,0,12 +C11828,1238.932482,1,280.09,69,211.09,0,0.916667,0.083333,0.916667,0,0,12,1500,1575.457164,6422.472544,0,12 +C11829,5681.962807,1,523.19,340.19,183,1116.370312,0.666667,0.166667,0.416667,0.25,4,8,11500,2167.822526,1433.734576,0,12 +C11830,1269.019947,0.818182,445.46,0,445.46,0,1,0,1,0,0,13,2600,2875.999728,489.750966,0,12 +C11831,1592.48626,1,1449.48,460,989.48,0,1,0.333333,1,0,0,19,10500,1695.90191,419.784527,0,12 +C11832,9502.256762,1,2776.09,1424.05,1352.04,0,0.916667,0.583333,0.916667,0,0,36,10500,4177.324826,4264.641552,0,12 +C11833,57.416262,1,685,0,685,0,1,0,0.916667,0,0,12,1200,559.813964,198.618741,0.333333,12 +C11834,2303.956234,0.888889,0,0,0,5585.815801,0,0,0,0.777778,21,0,6000,331.450159,443.57704,0,9 +C11835,2286.9003,0.909091,4536.48,3275,1261.48,0,1,0.333333,1,0,0,37,4000,5981.014712,1542.926815,0,12 +C11836,1058.369265,1,0,0,0,1353.576787,0,0,0,0.25,4,0,1500,1381.061656,266.359712,0,12 +C11837,4803.122987,1,0,0,0,1692.520703,0,0,0,0.416667,6,0,8500,1089.772516,1564.04788,0,12 +C11838,6836.552992,1,0,0,0,11405.73425,0,0,0,1,42,0,10000,6834.695342,2716.326216,0,12 +C11839,3.122949,0.545455,0,0,0,317.505521,0,0,0,0.166667,2,0,2500,559.499889,56.150133,0.25,12 +C11840,1053.639683,1,1027.01,1002.8,24.21,314.032321,0.583333,0.25,0.25,0.083333,3,8,2200,1181.14154,225.348166,0,12 +C11841,11734.26656,1,1528.12,0,1528.12,5187.258558,1,0,0.916667,0.583333,13,38,15500,3624.231423,4804.430447,0,12 +C11842,80.55139,0.909091,2132.7,914,1218.7,0,1,1,1,0,0,38,10000,1731.530778,129.508802,0.545455,12 +C11843,1308.786637,1,0,0,0,99.670323,0,0,0,0.166667,2,0,1500,528.262752,344.758313,0,12 +C11844,6224.464489,1,4439.11,3884.1,555.01,0,0.833333,0.5,0.75,0,0,59,6500,2546.344149,4299.471274,0,12 +C11845,874.203747,1,232.8,232.8,0,331.57572,0.25,0.25,0,0.083333,1,5,3000,1473.641228,328.114324,0.083333,12 +C11846,1329.443468,1,0,0,0,1024.351429,0,0,0,0.166667,2,0,1800,684.599962,311.075432,0,12 +C11847,4372.395867,1,569.91,569.91,0,520.844673,0.272727,0.272727,0,0.272727,9,5,4500,1345.099869,3937.465141,0,11 +C11848,4473.439581,1,656.2,656.2,0,117.482021,1,1,0,0.083333,1,12,4500,1481.910221,1496.978704,0,12 +C11849,1127.607606,1,0,0,0,271.093275,0,0,0,0.083333,1,0,8500,662.387331,260.277533,0,12 +C11850,1194.651852,1,322.29,0,322.29,0,0.916667,0,0.833333,0,0,13,1200,482.355548,946.189043,0,12 +C11851,291.991838,1,2971.56,1671.6,1299.96,0,0.916667,0.333333,0.833333,0,0,31,13500,2238.594868,171.648662,1,12 +C11852,2929.747983,1,376.04,222,154.04,0,0.5,0.083333,0.5,0,0,8,3000,1037.958748,1405.916655,0,12 +C11853,16.005542,0.272727,151.33,151.33,0,0,0.166667,0.166667,0,0,0,3,5000,450.83685,132.752406,0.5,12 +C11854,6937.806466,1,339.75,0,339.75,0,0.25,0,0.25,0,0,3,10500,2163.154746,3228.084937,0,12 +C11855,7888.028118,1,0,0,0,1282.985376,0,0,0,0.333333,7,0,12000,1685.554741,2145.585863,0,12 +C11856,1020.292184,1,1788.1,921.1,867,0,0.833333,0.25,0.833333,0,0,22,1500,492.184722,745.734369,0,12 +C11857,4751.924842,1,1394.93,576.13,818.8,0,1,0.333333,1,0,0,37,5000,2635.439016,4247.46441,0,12 +C11858,2270.955171,1,25.26,25.26,0,452.803657,0.083333,0.083333,0,0.25,3,1,3100,503.196519,815.400611,0,12 +C11859,2377.759245,1,0,0,0,943.90775,0,0,0,0.416667,6,0,6500,4119.519203,955.260042,0,12 +C11860,1473.902933,1,0,0,0,163.855122,0,0,0,0.333333,4,0,1500,340.239419,517.593629,0,12 +C11861,6853.020124,1,0,0,0,2529.901587,0,0,0,0.5,9,0,7500,1863.404442,2228.516092,0,12 +C11862,1527.644591,1,0,0,0,210.417767,0,0,0,0.166667,3,0,1700,540.406147,508.668881,0,12 +C11863,1611.475175,1,807.72,0,807.72,0,1,0,1,0,0,36,1500,1019.454819,2134.562981,0,12 +C11864,344.591662,0.363636,519,519,0,2865.942873,0.083333,0.083333,0,0.166667,6,1,4000,663.651176,69.241728,0,12 +C11865,2021.641161,1,363.18,363.18,0,0,1,1,0,0,0,13,2000,704.24077,795.859808,0,12 +C11866,102.228073,1,1074.29,249.21,825.08,0,1,0.166667,1,0,0,21,5000,1075.317643,188.241729,0.083333,12 +C11867,1407.26415,0.909091,151.64,151.64,0,0,0.090909,0.090909,0,0,0,1,1500,337.890842,337.424016,0,11 +C11868,2158.419812,1,154.53,115.8,38.73,879.540473,0.375,0.25,0.375,0.25,8,8,2500,664.112193,459.980824,0,8 +C11869,1492.433396,1,99.75,34.32,65.43,0,0.083333,0.083333,0.083333,0,0,3,6000,2224.187609,382.929831,0.083333,12 +C11870,5193.661885,1,0,0,0,1682.146822,0,0,0,0.583333,9,0,5500,2422.095104,2233.338791,0,12 +C11871,1885.547591,1,0,0,0,3197.181617,0,0,0,0.25,11,0,8000,8559.584636,755.628834,0.166667,12 +C11872,54.842927,1,105,105,0,0,0.083333,0.083333,0,0,0,1,4000,329.582826,174.978044,0,12 +C11873,2125.107734,1,663.04,663.04,0,1953.192558,0.75,0.75,0,0.083333,2,24,2500,560.757972,447.234777,0,12 +C11874,102.832194,1,1067.85,669.21,398.64,0,1,0.583333,1,0,0,21,10000,1480.49182,147.450493,0.545455,12 +C11875,1628.609633,1,1340.83,695.04,645.79,0,0.666667,0.416667,0.5,0,0,28,2000,586.263693,1190.488094,0,12 +C11876,1733.68291,1,100,100,0,270.57595,0.083333,0.083333,0,0.333333,6,1,1700,689.279807,1101.99844,0,12 +C11877,9303.557117,1,6133.01,4045.67,2087.34,1895.60877,1,1,1,0.833333,23,115,12500,4054.579469,2998.465025,0,12 +C11878,3541.960207,1,0,0,0,1853.517071,0,0,0,0.166667,2,0,4000,789.692304,941.569,0,12 +C11879,1.420316,0.090909,0,0,0,94.535691,0,0,0,0.083333,1,0,1200,0,,0,12 +C11880,2447.783112,1,431.96,290,141.96,0,0.583333,0.166667,0.416667,0,0,9,2500,740.165746,1096.264703,0,12 +C11881,94.280326,1,846.06,312.4,533.66,0,1,0.166667,0.916667,0,0,21,9000,922.71497,171.595701,0.75,12 +C11882,1628.591333,1,361,0,361,291.278909,0.833333,0,0.75,0.166667,2,20,1800,1018.197785,684.453198,0,12 +C11883,396.667584,1,2559.41,2469.41,90,0,0.5,0.333333,0.166667,0,0,8,4000,827.889811,188.185292,0,12 +C11884,5036.762745,1,3393.73,1702.72,1691.01,0,1,0.833333,1,0,0,71,10000,1331.175753,1206.79054,0,12 +C11885,248.243958,0.272727,0,0,0,1423.527628,0,0,0,0.166667,3,0,3500,181.018701,341.269008,0,12 +C11886,109.417101,1,1219.85,878.7,341.15,172.656204,1,1,0.75,0.083333,2,23,5000,2250.036431,180.605564,0.5,12 +C11887,4624.411724,1,2537.67,1774.91,762.76,0,0.916667,0.75,0.666667,0,0,39,7000,1045.881353,1194.290831,0,12 +C11888,491.605909,0.909091,747.55,0,747.55,0,0.818182,0,0.818182,0,0,9,2500,282.956764,189.443558,0,11 +C11889,5329.815675,1,674.85,501.85,173,1129.296969,0.666667,0.166667,0.666667,0.166667,6,24,5500,1390.662933,3999.109938,0,12 +C11890,10.486808,0.363636,241.27,241.27,0,0,0.083333,0.083333,0,0,0,1,2500,557.897488,204.561603,0,12 +C11892,4402.354047,1,0,0,0,2117.809244,0,0,0,0.25,10,0,5000,1030.120113,1162.586801,0,12 +C11893,7283.579076,1,209.07,209.07,0,7545.629864,0.083333,0.083333,0,0.333333,9,1,11500,1543.541917,2818.721047,0,12 +C11894,30.859227,0.545455,415.04,0,415.04,0,0.5,0,0.5,0,0,6,7500,485.108353,98.722488,0.545455,12 +C11895,112.87035,0.818182,918.6,603.6,315,0,0.75,0.416667,0.583333,0,0,17,7500,1129.696171,177.258588,1,12 +C11896,7390.19856,1,612.1,0,612.1,2735.148792,0.666667,0,0.666667,0.166667,2,25,12000,1920.45776,1795.652542,0,12 +C11897,1274.142457,1,5219.95,2568.35,2651.6,0,1,0.833333,1,0,0,66,7500,3984.42893,3453.797867,0,12 +C11898,644.112226,0.454545,638.61,0.01,638.6,0,0.583333,0.083333,0.583333,0,0,12,12000,2529.45977,227.892037,0,12 +C11899,91.231825,0.636364,736.91,32.71,704.2,0,0.583333,0.083333,0.5,0,0,8,6000,960.373775,175.898057,1,12 +C11900,915.717703,1,55.49,0,55.49,0,0.416667,0,0.416667,0,0,7,1000,1221.513652,10800.04619,0.083333,12 +C11901,1216.594927,1,878.64,757.8,120.84,155.804123,0.75,0.75,0.166667,0.166667,2,20,1200,654.24428,1296.173027,0,12 +C11902,5941.271179,1,279.36,0,279.36,905.982826,0.666667,0,0.666667,0.083333,2,16,6000,3140.402423,2949.001145,0,12 +C11903,3817.693096,1,4974.27,3825.87,1148.4,0,1,0.25,1,0,0,33,5000,6752.531183,1468.156345,0,12 +C11904,0,0,369.36,0,369.36,0,1,0,1,0,0,12,1500,431.443959,,0,12 +C11905,1276.941373,1,2196.54,1037.8,1158.74,0,1,0.333333,1,0,0,44,1000,1410.009813,3446.470208,0,12 +C11906,8099.879299,1,2352,1161.47,1190.53,389.680166,1,0.833333,1,0.25,4,50,12500,1863.944131,1830.532435,0,12 +C11907,86.694598,0.5,0,0,0,465.455995,0,0,0,0.1,1,0,1500,543.82992,64.977254,0,10 +C11908,78.910866,0.909091,828.14,301,527.14,0,0.416667,0.333333,0.166667,0,0,9,2600,903.603701,519.561892,0.285714,12 +C11909,52.776167,1,508.94,508.94,0,0,1,1,0,0,0,12,3000,478.833594,164.997774,0.4,12 +C11910,109.140973,1,319.62,319.62,0,0,0.666667,0.666667,0,0,0,13,3500,597.96043,168.622192,0,12 +C11911,2586.533933,1,400,400,0,0,0.083333,0.083333,0,0,0,1,3000,886.663668,939.459896,0,12 +C11912,6668.440979,1,5596.11,2880.91,2715.2,2790.317276,1,0.583333,1,0.166667,14,110,16000,17068.96724,6687.965212,0.083333,12 +C11913,2539.279598,1,820.42,820.42,0,879.324856,0.666667,0.666667,0,0.166667,2,19,3000,757.327536,686.941106,0,12 +C11914,2154.354852,1,104,104,0,91.406322,0.090909,0.090909,0,0.090909,1,1,6000,732.471319,512.458262,0,11 +C11915,2720.959921,1,66.49,0,66.49,457.611102,0.166667,0,0.166667,0.333333,7,3,3000,967.657856,1317.330243,0,12 +C11916,693.643988,1,358.91,152,206.91,0,1,0.25,1,0,0,39,5000,338.79121,170.609681,0,12 +C11917,3414.780266,1,0,0,0,8264.603438,0,0,0,0.181818,9,0,9000,718.95107,1160.439791,0,11 +C11918,3478.070041,1,2465.92,1676.11,789.81,90.363202,1,0.75,1,0.083333,1,41,12000,955.30285,962.880942,0,12 +C11919,6378.276044,1,0,0,0,4169.593183,0,0,0,0.666667,15,0,10500,1376.688305,1539.532191,0,12 +C11920,33.07464,0.909091,286.4,231.29,55.11,91.341961,0.5,0.25,0.166667,0.083333,1,6,8500,435.600387,188.836554,0.3,12 +C11921,366.68899,1,653.21,0,653.21,0,1,0,1,0,0,30,3000,276.166583,193.830954,0,12 +C11922,245.17692,1,2481.64,0,2481.64,0,1,0,1,0,0,41,4000,2261.352187,176.531272,0.916667,12 +C11924,786.483086,1,226.9,0,226.9,666.779555,0.833333,0,0.75,0.166667,4,25,1200,1391.068932,187.144712,0,12 +C11925,7.03142,0.454545,502.33,424,78.33,0,0.416667,0.166667,0.166667,0,0,5,2500,844.120402,25.455716,0,12 +C11926,4379.015578,1,996.64,860.5,136.14,3632.137219,0.916667,0.666667,0.416667,0.333333,4,27,14500,2034.929239,1064.251367,0,12 +C11927,167.757298,1,320.72,0,320.72,0,0.916667,0,0.916667,0,0,20,1200,863.485864,186.52878,0,12 +C11928,1199.555426,0.5,0,0,0,2831.836214,0,0,0,0.1,2,0,3000,707.767429,637.97592,0,10 +C11929,5774.207136,1,2102.51,721.67,1380.84,3536.320402,0.916667,0.333333,0.916667,0.083333,7,37,15000,4711.567357,1308.759437,0,12 +C11930,41.461969,0.272727,550.08,0,550.08,0,0.25,0,0.166667,0,0,4,6000,1104.875573,168.561947,1,12 +C11931,1383.161918,1,0,0,0,55.212259,0,0,0,0.166667,2,0,1500,276.630198,504.836908,0,12 +C11932,2572.878701,1,3975,3975,0,0,0.416667,0.416667,0,0,0,5,4000,2386.982592,667.024916,0,12 +C11933,177.556406,0.818182,2228.35,1600.99,627.36,0,0.75,0.666667,0.583333,0,0,29,12000,1842.340524,110.44378,0.454545,12 +C11934,538.995587,1,0,0,0,2156.577132,0,0,0,0.166667,2,0,1200,3303.660591,303.152869,0.111111,12 +C11935,92.816307,1,345.66,45.65,300.01,0,0.75,0.083333,0.75,0,0,10,1000,383.914659,192.645506,0.25,12 +C11936,1247.423771,1,0,0,0,503.562164,0,0,0,0.166667,3,0,1500,721.897274,273.128967,0,12 +C11937,911.298036,1,954.15,425.35,528.8,0,0.833333,0.25,0.666667,0,0,12,1200,283.608489,282.489805,0,12 +C11938,98.427228,1,389.24,0,389.24,0,0.666667,0,0.583333,0,0,11,8500,371.314009,178.045751,0,12 +C11939,989.993863,0.909091,0,0,0,1110.807913,0,0,0,0.181818,7,0,1200,240.088742,283.359039,0,11 +C11940,69.352136,1,636.15,0,636.15,0,0.833333,0,0.75,0,0,16,10000,837.801642,193.410391,0.333333,12 +C11941,12.029327,0.272727,581.21,0,581.21,0,0.333333,0,0.333333,0,0,11,4000,1333.87748,32.779615,0,12 +C11942,1265.781431,1,1585.79,1257.32,328.47,0,1,0.416667,1,0,0,22,3000,338.977714,399.110239,0,12 +C11943,3682.768495,1,1194.15,987.59,206.56,1074.785954,1,0.25,0.916667,0.416667,10,52,4050,2121.026757,1837.003889,0,12 +C11944,210.993146,0.818182,90.51,90.51,0,0,0.083333,0.083333,0,0,0,1,6500,1240.766161,230.983088,0,12 +C11945,3171.17541,1,109.16,0,109.16,4586.702891,0.083333,0,0.083333,0.333333,10,1,6000,598.08223,1307.447265,0,12 +C11946,311.121985,1,744.09,689.09,55,0,1,1,0.166667,0,0,19,7500,652.002188,171.056157,0,12 +C11947,3310.573808,1,717.14,649.14,68,0,0.5,0.333333,0.083333,0,0,7,12500,1372.959063,775.796181,0,12 +C11948,408.948673,0.272727,0,0,0,1871.859929,0,0,0,0.083333,1,0,10000,3902.376688,124.094651,0.090909,12 +C11949,131.342635,0.636364,1160.65,1160.65,0,0,0.5,0.5,0,0,0,8,13000,1113.408654,93.234625,0.3,12 +C11950,365.005559,1,421.04,341,80.04,0,0.333333,0.083333,0.333333,0,0,6,4000,1386.413639,110.535797,0,12 +C11951,26.599993,0.545455,329.38,23.65,305.73,0,0.333333,0.083333,0.25,0,0,7,10500,1034.7342,222.733821,1,12 +C11952,1117.461472,1,0,0,0,1377.191285,0,0,0,0.714286,11,0,1500,171.694194,149.40891,0,7 +C11953,26.216029,0.545455,615.16,0,615.16,0,0.833333,0,0.833333,0,0,44,14000,1560.047704,81.334001,0.363636,12 +C11954,1106.697298,1,1260.13,1260.13,0,0,0.2,0.2,0,0,0,3,6500,1556.574701,238.440314,0,10 +C11955,2205.471982,1,3278.42,1640.05,1638.37,0,1,0.666667,1,0,0,147,6000,2726.198575,966.350823,0,12 +C11956,1722.910058,1,45.45,45.45,0,1654.212185,0.083333,0.083333,0,0.416667,5,2,4000,511.525617,439.577818,0,12 +C11957,1672.969871,1,0,0,0,74.812657,0,0,0,0.083333,1,0,2100,341.940624,754.672615,0,12 +C11958,1333.896193,1,233.31,0,233.31,1432.955059,1,0,0.857143,0.285714,3,7,1500,310.700827,298.330185,0,7 +C11959,1329.826951,1,1304.96,1304.96,0,18.427395,0.25,0.25,0,0.083333,1,7,7500,625.414678,402.131301,0,12 +C11960,117.063942,0.909091,1035.05,64.9,970.15,0,0.75,0.083333,0.666667,0,0,10,3000,1336.493092,154.164663,0.777778,12 +C11961,559.151424,1,94,94,0,0,0.25,0.25,0,0,0,3,5500,254.733329,218.279194,0,12 +C11962,10.160744,0.636364,82.04,0,82.04,0,0.5,0,0.5,0,0,6,2000,139.914571,153.668941,0,12 +C11963,5206.452425,1,0,0,0,3256.756231,0,0,0,0.375,6,0,9500,996.182712,1093.098388,0,8 +C11964,2623.967336,1,3005.89,2438.85,567.04,0,0.916667,0.75,0.75,0,0,40,5500,1245.201203,679.379333,0,12 +C11965,2297.324675,1,4474.43,3544.31,930.12,1508.526487,0.916667,0.75,0.416667,0.166667,3,44,5500,9481.484058,846.555233,0.083333,12 +C11966,7248.040967,1,0,0,0,3990.963781,0,0,0,0.666667,24,0,8500,2645.690806,2530.438744,0,12 +C11967,1917.977989,1,0,0,0,6022.786892,0,0,0,0.083333,1,0,6500,7189.695757,626.075406,0.166667,12 +C11968,206.376314,1,1886.21,1230.31,655.9,0,1,1,1,0,0,65,3000,2089.598011,170.955794,0.083333,12 +C11969,5283.566994,1,202.31,116.09,86.22,1564.285475,0.333333,0.166667,0.166667,0.666667,17,5,9500,1384.838966,1266.931932,0,12 +C11970,102.055178,0.727273,999.19,586.29,412.9,0,0.583333,0.25,0.416667,0,0,16,7500,2181.215224,148.095996,0.875,12 +C11971,3360.689054,1,794.1,0,794.1,8095.180408,0.833333,0,0.75,0.666667,10,10,9500,4897.570343,1460.924018,0,12 +C11972,1046.787477,1,517.08,282.6,234.48,0,0.75,0.333333,0.583333,0,0,13,1200,477.482016,345.156866,0,12 +C11973,869.091492,1,438.22,263.5,174.72,0,0.416667,0.25,0.166667,0,0,6,3000,336.521212,381.780101,0,12 +C11974,5292.905315,1,5539.68,2603.79,2935.89,0,1,0.916667,1,0,0,273,6000,3597.677582,3838.484817,0,12 +C11975,1856.325339,0.818182,670.5,516.9,153.6,5603.126858,0.545455,0.272727,0.363636,0.727273,107,9,7000,9221.922948,537.180986,0.142857,11 +C11976,127.240494,1,760.36,89,671.36,0,1,0.083333,1,0,0,17,2500,371.387459,176.24916,0.090909,12 +C11977,2282.814895,1,1522.72,1059.38,463.34,1905.919704,1,0.833333,1,0.25,3,38,9500,4419.287987,613.846694,0,12 +C11978,859.07875,1,0,0,0,909.986628,0,0,0,0.166667,2,0,3500,1408.880515,244.822266,0,12 +C11979,5403.208353,1,1085.85,1025.19,60.66,1252.18184,0.5,0.5,0.166667,0.583333,18,19,6000,1572.554124,1921.636378,0,12 +C11980,1941.539209,1,1366.74,95.94,1270.8,0,1,0.083333,1,0,0,20,6300,495.133413,500.750411,0,12 +C11981,5418.305735,1,0,0,0,5051.791781,0,0,0,0.666667,29,0,8000,1476.335057,1555.563621,0,12 +C11982,11955.30817,1,0,0,0,2108.302563,0,0,0,0.666667,22,0,13000,3933.35535,5601.587776,0,12 +C11983,1224.513636,1,529.34,186.03,343.31,1108.666511,0.833333,0.166667,0.583333,0.25,6,17,1200,467.463129,856.600588,0,12 +C11984,817.793943,1,478.28,189.03,289.25,945.547556,0.545455,0.181818,0.363636,0.090909,1,7,2400,635.314875,259.501896,0,11 +C11985,4382.112084,1,294.75,0,294.75,4945.02074,0.75,0,0.75,0.916667,25,11,4000,6445.786897,6059.764322,0,12 +C11986,9264.786223,1,0,0,0,4158.61262,0,0,0,0.333333,5,0,9500,2535.922657,2245.846623,0,12 +C11987,6512.478876,1,98,98,0,3320.07679,0.125,0.125,0,0.875,52,1,7000,1304.362846,1642.26745,0,8 +C11988,31.941802,1,417.96,0,417.96,0,1,0,1,0,0,13,2000,472.60055,175.276653,1,12 +C11989,30.863497,0.818182,143.36,0,143.36,736.547491,0.666667,0,0.666667,0.416667,5,8,1500,1377.984542,123.057328,0.75,12 +C11990,1469.720674,1,0,0,0,170.376441,0,0,0,0.333333,5,0,1500,395.486928,513.397785,0,12 +C11991,332.888212,1,419.56,74,345.56,0,1,0.25,0.916667,0,0,26,3000,473.166128,193.267629,0,12 +C11992,2421.943818,1,612,76,536,2197.163192,0.916667,0.083333,0.833333,0.416667,10,14,2500,2483.286273,1036.05709,0,12 +C11993,2200.566765,1,296.4,0,296.4,0,1,0,1,0,0,12,6000,631.025111,487.037113,0,12 +C11994,1719.310566,1,0,0,0,259.91508,0,0,0,0.166667,2,0,1950,458.841298,601.121867,0,12 +C11995,2247.126627,0.5,0,0,0,6634.23196,0,0,0,0.4,12,0,7000,316.025009,1206.81646,0,10 +C11996,1663.967468,1,0,0,0,2123.721395,0,0,0,0.333333,9,0,2500,1566.483167,391.114652,0,12 +C11997,1402.776239,1,0,0,0,36.202957,0,0,0,0.181818,2,0,1500,152.324616,3244.712702,0,11 +C11998,9459.138771,1,878.11,159.91,718.2,5247.419951,1,0.25,0.916667,0.5,8,16,15000,1987.085155,2931.217581,0,12 +C11999,4626.278301,1,0,0,0,9579.677222,0,0,0,0.5,9,0,5000,613.553141,633.691762,0,6 +C12000,113.703142,0.363636,0,0,0,498.463933,0,0,0,0.083333,1,0,6500,851.637227,179.172425,0,12 +C12001,168.539199,1,176.73,109,67.73,0,0.333333,0.083333,0.166667,0,0,4,5000,197.074177,173.057909,0,12 +C12002,662.022698,0.875,280,280,0,2276.320971,0.125,0.125,0,0.25,2,1,3000,1914.038297,129.180504,0.142857,8 +C12004,1302.78269,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1500,351.864266,5104.500905,0,12 +C12005,517.118528,0.5,280.24,280.24,0,1295.246094,0.125,0.125,0,0.25,2,2,11000,6684.559773,77.662523,0,8 +C12006,5598.864288,1,7194.53,6678.26,516.27,14200.89313,1,1,1,0.833333,37,69,15500,12487.36815,2074.900111,0.083333,12 +C12007,6537.800686,1,1885.94,75,1810.94,2099.802521,0.916667,0.083333,0.916667,0.416667,6,29,8500,1625.320799,1608.307521,0,12 +C12008,1308.302091,1,918.67,918.67,0,0,0.583333,0.583333,0,0,0,22,1800,258.034145,376.716571,0,12 +C12009,1009.062757,1,702.4,265.6,436.8,0,1,0.25,1,0,0,28,7500,1184.723606,245.887258,0,12 +C12010,8.286935,0.727273,125,0,125,0,0.833333,0,0.75,0,0,10,3000,125.140043,82.820029,0.2,12 +C12011,151.006318,1,1455.97,412.69,1043.28,0,0.916667,0.333333,0.833333,0,0,39,1800,1380.904206,156.994712,0.363636,12 +C12012,2062.665478,1,518.17,71.9,446.27,1257.241177,1,0.166667,1,0.333333,12,35,4000,1049.378278,1100.812257,0,12 +C12013,3666.676179,1,0,0,0,2461.891684,0,0,0,0.583333,19,0,4000,674.881553,1362.230185,0,12 +C12014,1764.908055,0.727273,0,0,0,1552.832951,0,0,0,0.25,6,0,3666.666667,5126.650633,654.751791,0.125,12 +C12015,2919.796228,1,217.9,118.9,99,0,1,0.083333,1,0,0,25,7500,832.687649,764.627545,0,12 +C12016,1925.094714,1,5189.51,3609.24,1580.27,0,1,1,0.833333,0,0,102,7500,5851.06442,492.87619,0,12 +C12017,5291.221238,1,2090.47,1965.41,125.06,1153.665768,0.5,0.5,0.416667,0.25,3,21,15000,1718.461993,1495.799354,0,12 +C12018,107.13002,1,15.4,15.4,0,182.66132,0.083333,0.083333,0,0.333333,6,1,200,255.103798,198.933162,0,12 +C12019,124.285688,1,662.4,108.71,553.69,0,1,0.222222,0.888889,0,0,23,1000,367.258695,134.119873,0.428571,9 +C12020,6727.539699,1,711.72,617.4,94.32,6498.711722,1,0.916667,1,0.416667,12,23,8500,1303.904127,1834.59712,0,12 +C12021,3007.470055,1,102.48,0,102.48,0,0.583333,0,0.583333,0,0,28,3000,561.592591,1691.887852,0,12 +C12022,5715.854635,1,2173.99,1556.19,617.8,0,0.666667,0.583333,0.5,0,0,33,8500,1828.965006,1313.883915,0,12 +C12023,274.038592,1,286.19,58,228.19,0,0.416667,0.083333,0.416667,0,0,7,1700,911.371697,179.244755,0,12 +C12024,3476.603507,1,9683.28,7253.28,2430,0,0.75,0.5,0.25,0,0,15,12500,6084.947427,722.986478,0,12 +C12025,1075.825135,1,32,32,0,1859.42106,0.083333,0.083333,0,0.666667,23,1,9000,2266.903508,385.237167,0,12 +C12026,760.925748,1,360,0,360,3180.893742,1,0,0.888889,0.222222,4,9,5000,2312.470872,288.48652,0,9 +C12027,51.427334,1,486.01,486.01,0,0,0.833333,0.833333,0,0,0,13,7000,544.044265,164.607409,0,12 +C12028,1093.946163,1,0,0,0,18.482296,0,0,0,0.083333,1,0,1200,276.73092,283.18296,0,12 +C12029,1630.620638,1,0,0,0,381.541722,0,0,0,0.166667,2,0,2100,1117.714796,459.782873,0,12 +C12030,78.090426,1,243.48,0,243.48,0,1,0,1,0,0,12,1500,152.754759,157.90404,0.083333,12 +C12031,3196.409012,1,2083.25,0,2083.25,0,0.75,0,0.666667,0,0,22,6000,641.03397,1268.590924,0,12 +C12032,447.648987,0.363636,17.8,17.8,0,2429.819782,0.083333,0.083333,0,0.25,3,1,2500,9858.055448,737.68264,0.5,12 +C12033,34.356451,0.545455,266.25,0,266.25,0,0.454545,0,0.454545,0,0,5,7500,338.565785,85.843124,0.5,11 +C12034,1497.145968,0.875,0,0,0,4444.646515,0,0,0,0.375,8,0,2500,2986.36061,487.912459,0.166667,8 +C12035,2156.616367,1,1695,0,1695,90.775238,0.333333,0,0.25,0.083333,1,10,2000,2194.901135,2095.016662,0,12 +C12036,2023.72438,1,1103.86,253.99,849.87,0,1,0.25,1,0,0,34,6500,667.73252,537.415298,0,12 +C12037,1454.551875,0.545455,0,0,0,3853.339512,0,0,0,0.25,10,0,4000,555.202392,693.582286,0,12 +C12038,107.801738,1,922.64,876.3,46.34,0,1,1,0.083333,0,0,16,9500,912.762084,168.173968,0.181818,12 +C12039,4333.59727,1,333.08,333.08,0,72.049232,0.416667,0.416667,0,0.083333,1,7,12500,1113.279765,1634.9904,0,12 +C12040,49.869884,1,363.52,124.51,239.01,0,0.833333,0.166667,0.666667,0,0,11,9100,383.100848,175.869439,0.181818,12 +C12041,0.001289,0.181818,96.12,0,96.12,0,0.833333,0,0.833333,0,0,10,1500,102.848649,0.019163,0,12 +C12042,360.774263,1,2437.8,1788.3,649.5,0,1,1,0.5,0,0,30,7500,2204.789548,186.937922,0.083333,12 +C12043,2675.418129,1,55,55,0,315.402389,0.083333,0.083333,0,0.25,3,1,3000,579.527874,1323.695647,0,12 +C12044,2004.298844,1,1500,1500,0,0,0.083333,0.083333,0,0,0,1,3000,675.426241,672.964531,0,12 +C12045,216.685655,0.545455,921.18,469.78,451.4,0,0.25,0.166667,0.166667,0,0,9,4500,892.146005,69.378949,0,12 +C12046,7119.163663,1,1370.21,937.65,432.56,8527.393281,1,1,0.416667,0.5,10,18,12000,19143.03225,2618.798545,0,12 +C12047,2720.458647,1,0,0,0,707.984403,0,0,0,0.333333,5,0,10000,1462.710828,748.95592,0,12 +C12048,113.122729,1,987.23,0,987.23,0,1,0,1,0,0,17,2500,1081.54001,179.8235,1,12 +C12049,610.678403,0.909091,3724.25,3301.53,422.72,72.477223,1,0.833333,1,0.083333,1,39,4000,6486.900601,173.296445,0.2,12 +C12050,2097.470969,1,0,0,0,1546.052817,0,0,0,0.083333,2,0,3500,510.126277,558.162379,0,12 +C12051,8435.192572,1,0,0,0,8419.83327,0,0,0,0.25,15,0,9000,10720.57047,3284.528716,0,12 +C12052,1046.273731,1,420.89,45.65,375.24,0,1,0.083333,1,0,0,13,1000,616.193938,8289.636536,0,12 +C12053,1590.712709,1,674.57,674.57,0,0,0.75,0.75,0,0,0,11,1600,830.768021,1017.533824,0,12 +C12054,1513.075264,1,15704.04,12618.86,3085.18,0,1,0.916667,0.916667,0,0,185,3000,14399.70318,310.712671,0.916667,12 +C12055,1683.116573,1,98,98,0,240.304769,0.083333,0.083333,0,0.166667,4,1,1800,554.101761,556.407341,0,12 +C12056,2097.603234,1,963.21,963.21,0,0,1,1,0,0,0,11,2100,622.542212,1252.200387,0,6 +C12057,1060.422892,0.818182,161.5,161.5,0,765.748489,0.166667,0.166667,0,0.166667,5,3,3700,2333.389981,475.983876,0.111111,12 +C12058,3.03124,0.272727,37.65,37.65,0,0,0.083333,0.083333,0,0,0,1,7500,88.090034,56.690917,0,12 +C12059,163.950974,0.777778,1014.21,264.42,749.79,268.071098,0.777778,0.444444,0.666667,0.111111,1,20,1500,938.36331,127.327376,0.6,9 +C12060,2926.920514,1,1823.5,1686,137.5,236.898897,1,0.75,0.75,0.166667,2,23,7100,792.597997,1003.87006,0,12 +C12061,1502.44469,1,0,0,0,152.14064,0,0,0,0.25,4,0,1600,404.150829,740.836747,0,12 +C12062,74.825456,1,293.5,49,244.5,0,0.666667,0.083333,0.583333,0,0,11,1500,215.258602,138.420441,0.272727,12 +C12063,398.341908,0.272727,0,0,0,3623.583341,0,0,0,0.083333,2,0,18000,7705.86499,166.965184,0,12 +C12064,9355.739389,1,0,0,0,2286.927789,0,0,0,0.166667,4,0,10000,2335.88734,2531.968747,0,12 +C12065,1644.496393,1,0,0,0,156.097738,0,0,0,0.083333,1,0,1950,542.414342,569.427263,0,12 +C12066,8084.624525,1,0,0,0,4713.978717,0,0,0,0.583333,14,0,11000,1910.836769,3385.385063,0,12 +C12067,1418.215497,1,1003.95,408.83,595.12,0,0.583333,0.166667,0.5,0,0,15,11000,2218.323066,454.602396,0,12 +C12068,828.596569,1,1115,1115,0,0,0.083333,0.083333,0,0,0,1,1800,268.295902,289.110551,0,12 +C12069,4232.350593,1,32.35,32.35,0,0,0.083333,0.083333,0,0,0,1,14000,1262.608728,1163.798856,0,12 +C12070,1184.588701,1,704.4,0,704.4,61.069589,1,0,0.916667,0.083333,1,21,1200,810.831681,747.131941,0,12 +C12071,3168.902659,0.857143,0,0,0,3854.441191,0,0,0,0.285714,6,0,4200,390.289118,935.43069,0,7 +C12072,497.726827,1,1234.5,653,581.5,0,0.583333,0.333333,0.416667,0,0,14,3000,206.102367,382.086744,0,12 +C12073,868.734126,1,463.01,373.65,89.36,546.682275,0.416667,0.25,0.25,0.166667,4,11,1000,254.635576,375.38376,0,12 +C12074,996.619846,0.727273,581.8,520,61.8,0,0.25,0.083333,0.166667,0,0,3,8500,2088.919798,238.591204,0,12 +C12075,498.761608,1,1159.15,119,1040.15,0,1,0.083333,1,0,0,28,4750,5978.807577,583.437092,0.083333,12 +C12076,2551.023341,1,485.6,303.6,182,0,0.333333,0.083333,0.25,0,0,7,4500,478.461522,825.271126,0,12 +C12077,1899.219514,1,0,0,0,3618.304773,0,0,0,0.25,4,0,8000,7823.096006,452.041254,0,12 +C12078,5919.198579,1,9321.13,4678.79,4642.34,0,1,1,1,0,0,171,15000,7303.897866,1395.715133,0,12 +C12079,1780.299975,1,1907.96,803.17,1104.79,727.608789,1,0.583333,1,0.333333,5,36,10000,2766.13064,391.624583,0,12 +C12080,133.926073,0.272727,246.75,246.75,0,0,0.416667,0.416667,0,0,0,5,11000,7103.026842,151.26551,0,12 +C12081,2567.090886,1,1875.54,546.14,1329.4,598.035427,1,0.333333,1,0.333333,5,52,3900,772.320791,632.994269,0,12 +C12082,2522.043371,1,0,0,0,2504.271338,0,0,0,0.25,3,0,7000,519.343097,607.30396,0,12 +C12083,7333.442833,1,320.8,0,320.8,9733.258025,0.833333,0,0.75,1,38,10,10000,2036.371171,2529.594963,0,12 +C12084,763.992973,1,245,0,245,0,0.666667,0,0.583333,0,0,10,1500,1660.561025,344.810116,0,12 +C12085,1193.434312,1,689.4,689.4,0,0,1,1,0,0,0,12,3500,328.171066,328.045032,0,12 +C12086,1204.102388,1,1658.81,45.65,1613.16,804.558218,1,0.083333,1,0.083333,4,49,1000,3051.991292,3497.894585,0.083333,12 +C12087,595.655746,1,6562.24,4892.43,1669.81,0,1,1,1,0,0,114,8000,6240.58958,219.062841,1,12 +C12088,3006.594256,1,9362.96,5098.75,4264.21,0,1,0.916667,1,0,0,103,7500,7079.1781,645.403234,0,12 +C12089,3.307286,0.181818,60,60,0,0,0.083333,0.083333,0,0,0,1,11000,1042.001588,,0,12 +C12090,53.697916,1,114.49,114.49,0,0,0.083333,0.083333,0,0,0,1,7500,0,,0,12 +C12091,2583.717108,1,1497.02,1497.02,0,1112.647386,0.75,0.75,0,0.25,5,14,4000,475.066734,848.769861,0,12 +C12092,311.341555,0.909091,3721.39,3721.39,0,0,0.5,0.5,0,0,0,26,4000,4004.905569,156.580586,0.714286,12 +C12093,556.43723,0.636364,403.3,303.1,100.2,0,0.666667,0.416667,0.333333,0,0,14,7500,1318.460544,129.682608,0,12 +C12094,876.577775,1,1029.94,0,1029.94,0,1,0,1,0,0,18,2000,2221.896121,227.64056,0,12 +C12095,1666.224023,1,720.48,0,720.48,1143.146657,0.833333,0,0.75,0.083333,2,15,2300,2473.619496,462.38019,0.083333,12 +C12096,101.176482,1,807.66,325,482.66,0,0.916667,0.166667,0.666667,0,0,11,16000,699.466354,167.403184,0.583333,12 +C12097,5408.754166,1,1207.24,979.36,227.88,3064.470065,0.166667,0.166667,0.083333,0.916667,20,18,7000,3130.304246,2767.052658,0,12 +C12098,1050.085007,1,0,0,0,468.62986,0,0,0,0.25,6,0,1500,593.781355,242.578058,0,12 +C12099,3811.587156,1,0,0,0,848.032831,0,0,0,0.083333,1,0,4500,1431.650735,1496.831824,0,12 +C12100,1672.813954,1,299.83,117.39,182.44,113.720261,1,0.166667,0.916667,0.166667,2,21,1800,559.708549,523.962466,0,12 +C12101,7105.801894,1,0,0,0,1648.096839,0,0,0,0.083333,8,0,7500,1400.282454,4486.832622,0,12 +C12102,2316.11093,0.625,86.1,86.1,0,4106.834043,0.125,0.125,0,0.25,13,1,4500,447.991795,1309.847772,0,8 +C12103,2377.742667,1,2527.04,796.66,1730.38,2056.332882,1,0.333333,1,0.333333,6,92,5000,1461.368469,1105.554363,0,12 +C12104,1178.90161,1,150,0,150,0,0.416667,0,0.333333,0,0,5,1200,360.303696,410.225607,0,12 +C12105,1007.362008,1,469.92,0,469.92,0,1,0,1,0,0,12,1000,716.423692,871.852779,0,12 +C12107,1035.853615,1,69,69,0,1147.361897,0.083333,0.083333,0,0.333333,16,1,1200,1483.636625,469.230578,0,12 +C12108,1709.693956,1,2,2,0,5246.296449,0.083333,0.083333,0,0.25,6,1,2500,4678.254753,464.860442,0.083333,12 +C12109,2744.473705,1,529,529,0,3082.913762,0.166667,0.166667,0,0.416667,7,5,6000,914.280246,932.394545,0,12 +C12110,4784.708882,1,5848.99,2604,3244.99,3503.547107,1,0.583333,1,0.166667,6,119,5000,9006.196318,4513.48893,0.083333,12 +C12111,193.207812,1,1937.7,1937.7,0,0,1,1,0,0,0,30,2000,2100.802868,169.00964,0.916667,12 +C12112,4612.935167,0.9,158.2,0,158.2,5391.599959,0.3,0,0.2,0.4,9,3,6000,756.247099,1379.468717,0,10 +C12113,1294.25883,1,0,0,0,92.841595,0,0,0,0.083333,1,0,1500,308.886492,468.194223,0,12 +C12114,3462.47534,0.909091,0,0,0,200.125461,0,0,0,0.416667,5,0,4500,5709.181577,1535.930262,0.1,12 +C12115,7842.784061,1,5930.99,3862.79,2068.2,0,1,0.916667,1,0,0,168,11500,12493.77894,1780.353532,0,12 +C12116,8.258214,0.545455,92.46,0,92.46,0,0.5,0,0.416667,0,0,6,300,127.082375,93.717243,0.75,12 +C12117,3474.972612,1,324.18,293,31.18,0,0.333333,0.166667,0.25,0,0,6,9500,950.735955,867.128283,0,12 +C12118,2928.480007,1,5747.76,4021.77,1725.99,0,1,0.583333,1,0,0,81,8000,4901.164291,788.689176,0,12 +C12119,3433.295973,1,4342.07,4247.87,94.2,0,0.833333,0.666667,0.166667,0,0,20,11000,3903.861413,806.9871,0,12 +C12120,913.520763,0.363636,0,0,0,2768.870906,0,0,0,0.083333,2,0,3000,384.809455,912.399567,0,12 +C12121,1262.645703,1,329.9,257,72.9,0,0.333333,0.166667,0.166667,0,0,6,1800,905.863527,271.464874,0,12 +C12122,4196.43487,1,90.01,90.01,0,1804.826917,0.166667,0.166667,0,0.25,3,3,8000,943.446254,1064.27255,0,12 +C12124,1051.484848,1,3805.44,2715.52,1089.92,0,1,0.416667,1,0,0,24,1500,3818.15076,941.610478,0,12 +C12125,44.525353,0.142857,554.16,500,54.16,292.924759,0.142857,0.142857,0.142857,0.142857,1,3,1200,0,,0,7 +C12127,137.775633,1,0,0,0,1936.205406,0,0,0,0.166667,4,0,3000,2489.260383,69.124834,0.083333,12 +C12128,2550.025268,0.857143,0,0,0,4946.958466,0,0,0,0.428571,8,0,10000,266.472386,708.09871,0,7 +C12129,2828.765822,1,19.98,19.98,0,0,0.083333,0.083333,0,0,0,2,5500,593.220384,1159.310924,0,12 +C12130,1452.469721,1,205.89,205.89,0,0,0.25,0.25,0,0,0,3,1600,501.655195,490.885882,0,12 +C12131,2796.379188,1,44.7,0,44.7,4765.916305,0.285714,0,0.142857,0.428571,4,2,9000,7821.035049,422.308422,0,7 +C12132,1414.878106,1,98.08,68.42,29.66,0,0.166667,0.166667,0.083333,0,0,3,1500,523.235492,535.880979,0,12 +C12133,137.636267,1,1567.25,60.2,1507.05,0,1,0.083333,1,0,0,232,7000,1541.979811,190.253479,1,12 +C12134,482.799015,0.818182,4240.41,4240.41,0,0,0.333333,0.333333,0,0,0,4,6000,6360.427012,127.311184,1,12 +C12135,291.510745,1,698.91,75,623.91,79.010038,1,0.083333,1,0.083333,1,38,5000,684.699102,178.065401,0,12 +C12136,4955.580535,1,0,0,0,3481.529635,0,0,0,0.916667,26,0,6500,1252.775151,1572.30984,0,12 +C12137,876.366489,1,4537.12,4285.11,252.01,0,1,0.75,0.833333,0,0,56,2500,2689.043472,350.182281,0.333333,12 +C12138,3250.621234,1,247.31,0,247.31,823.112588,0.583333,0,0.5,0.416667,6,7,4000,1016.490545,1014.858941,0,12 +C12139,8.048086,0.272727,55.5,0,55.5,0,0.166667,0,0.166667,0,0,2,1200,318.843744,126.009475,0,12 +C12140,788.9737,1,4574.79,4149.47,425.32,2604.900847,1,0.583333,0.833333,0.166667,4,46,9500,5097.91073,366.740483,0.083333,12 +C12141,1364.528932,0.818182,0.01,0.01,0,5567.596649,0.090909,0.090909,0,0.272727,12,1,3000,4022.440372,520.255336,0.125,11 +C12142,25.35204,1,355.16,0,355.16,0,1,0,0.916667,0,0,12,2500,357.776573,170.557326,0.75,12 +C12143,2986.422406,1,5132.08,4664.84,467.24,0,1,1,0.583333,0,0,66,10000,11454.46623,910.850489,0,12 +C12144,1389.583627,1,712.87,712.87,0,0,0.083333,0.083333,0,0,0,1,4500,801.18565,364.139587,0,12 +C12145,8636.950854,1,972.09,43,929.09,2590.575082,1,0.083333,1,0.416667,8,26,10500,2025.270282,2959.401317,0,12 +C12146,7698.663007,1,673.15,574.28,98.87,6076.961711,0.833333,0.25,0.75,0.5,8,14,12000,1907.16983,2144.047631,0,12 +C12147,1998.339616,1,2238,1170,1068,0,0.75,0.583333,0.416667,0,0,22,6500,1985.047114,464.932133,0,12 +C12148,2048.573881,1,3111.44,1671.09,1440.35,0,1,0.5,1,0,0,50,6000,1648.50704,685.226291,0,12 +C12149,463.512203,1,0,0,0,1166.982711,0,0,0,0.333333,5,0,7500,932.601452,167.149574,0,12 +C12150,1109.911791,1,3150,2430,720,0,1,0.083333,1,0,0,14,2500,2694.972436,431.443631,0.083333,12 +C12151,1073.42481,1,57,0,57,0,0.25,0,0.166667,0,0,3,1200,295.373115,320.830162,0,12 +C12152,3386.490883,1,560.98,427.22,133.76,2008.153534,1,0.727273,0.363636,0.545455,9,20,10100,1039.000037,886.050237,0,11 +C12153,1681.16287,0.454545,1138.85,0,1138.85,4044.377495,0.416667,0,0.333333,0.25,6,5,4500,3763.240294,1818.174017,0,12 +C12154,10599.4423,1,4029.24,2926.43,1102.81,0,1,1,1,0,0,102,12500,2343.311066,2351.640064,0,12 +C12155,840.50105,1,0,0,0,1820.493358,0,0,0,0.416667,5,0,6500,805.79629,262.804339,0,12 +C12156,7506.908599,1,465.36,465.36,0,1609.506076,0.25,0.25,0,0.083333,3,4,12000,1772.157134,2302.03915,0,12 +C12157,231.983056,0.571429,0,0,0,1434.138511,0,0,0,0.142857,1,0,1500,2456.797947,85.271802,0.5,7 +C12158,4811.886042,1,4911.41,4005.81,905.6,10629.80756,0.75,0.75,0.25,0.416667,14,63,6000,10079.38741,2045.063933,0.111111,12 +C12159,981.098292,1,180,0,180,0,1,0,1,0,0,12,1000,330.620032,539.543528,0,12 +C12160,120.220573,1,1348.08,230.43,1117.65,0,1,0.583333,1,0,0,50,12000,1196.209266,183.557875,0.75,12 +C12161,2598.580674,1,4767.11,2024.6,2742.51,3621.840163,1,0.25,1,0.25,9,95,6000,3774.693285,955.03756,0,12 +C12162,164.377503,0.9,0,0,0,470.00055,0,0,0,0.3,3,0,9500,684.398658,152.648955,0.285714,10 +C12163,634.521032,0.666667,0,0,0,1176.86169,0,0,0,0.333333,4,0,1200,80.190719,199.745472,0,6 +C12164,1134.648238,1,143.12,143.12,0,0,0.1,0.1,0,0,0,1,1200,289.967312,286.845297,0,10 +C12165,26.325409,0.636364,266.71,0,266.71,0,0.416667,0,0.416667,0,0,5,2000,477.592124,184.739137,0.571429,12 +C12166,1756.078137,1,0,0,0,954.822692,0,0,0,0.166667,3,0,6000,1083.406473,673.452218,0,12 +C12167,3214.530319,1,0,0,0,15081.6956,0,0,0,0.416667,16,0,11500,20500.17323,799.436291,0.25,12 +C12168,41.936627,0.545455,717.92,122.86,595.06,0,0.5,0.166667,0.416667,0,0,10,13000,628.811269,92.899006,0.4,12 +C12169,1346.309166,1,652.13,567.76,84.37,0,0.5,0.416667,0.083333,0,0,10,6000,385.145146,275.434078,0,12 +C12170,329.388289,1,72.84,72.84,0,0,0.083333,0.083333,0,0,0,1,3000,467.674193,216.289689,0,12 +C12171,2537.892884,1,0,0,0,354.346012,0,0,0,0.25,3,0,3000,622.529592,622.651831,0,12 +C12172,3287.231954,1,0,0,0,3190.532048,0,0,0,0.25,3,0,8500,1339.9697,880.459505,0,12 +C12173,84.067421,1,852.26,265.92,586.34,0,1,1,0.25,0,0,20,18500,643.541055,181.197901,0.916667,12 +C12174,1721.232782,1,0,0,0,369.256964,0,0,0,0.666667,9,0,1800,714.012374,659.746433,0,12 +C12175,231.995439,1,2310.21,1660.51,649.7,0,1,1,0.916667,0,0,67,3000,1871.658725,173.610118,0.727273,12 +C12176,430.282584,1,888.85,278.63,610.22,0,1,0.166667,1,0,0,27,3500,1134.356357,185.277576,0.5,12 +C12177,1956.295501,1,0,0,0,211.099323,0,0,0,0.333333,4,0,2100,634.788341,808.539833,0,12 +C12178,916.200655,1,1827.62,1408.82,418.8,0,0.833333,0.5,0.666667,0,0,34,1200,1731.206869,253.774892,0,12 +C12179,699.586726,1,796.11,796.11,0,0,0.083333,0.083333,0,0,0,1,6000,807.665219,1559.810579,0,12 +C12180,4478.312669,1,2461.9,2461.9,0,202.816167,0.166667,0.166667,0,0.166667,2,13,5000,1041.825559,1143.939064,0,12 +C12181,740.826233,1,2055.13,302.05,1753.08,0,1,0.916667,1,0,0,74,7500,1631.166246,217.082846,0,12 +C12182,120.984184,1,1122.17,802.77,319.4,0,1,1,0.333333,0,0,29,6000,1138.136359,162.528519,0.636364,12 +C12183,1477.102808,1,0,0,0,960.917825,0,0,0,0.111111,1,0,1800,338.019603,418.236345,0,9 +C12184,1301.800738,1,0,0,0,1378.856373,0,0,0,0.083333,2,0,4500,1009.40361,280.243063,0,12 +C12185,1222.164025,1,0,0,0,2397.676198,0,0,0,0.416667,10,0,3000,385.290048,473.106541,0,12 +C12186,4059.059276,1,0,0,0,4328.32727,0,0,0,0.333333,4,0,6500,1127.493221,1005.215148,0,12 +C12187,1189.665497,0.909091,0,0,0,1454.884966,0,0,0,0.083333,3,0,1500,1656.765938,364.18588,0,12 +C12188,1220.359151,1,568.3,0,568.3,0,0.833333,0,0.75,0,0,10,3000,902.082618,411.544387,0,12 +C12189,1167.863521,1,94.7,94.7,0,187.817003,0.166667,0.166667,0,0.416667,5,2,1200,350.850434,284.605261,0,12 +C12190,2508.405988,1,875.05,509.9,365.15,0,1,0.5,1,0,0,29,2600,1261.11301,1209.124265,0,12 +C12191,208.362536,1,2252.77,238,2014.77,0,1,0.333333,1,0,0,30,10000,2018.393951,178.930636,0.833333,12 +C12192,33.528505,0.818182,477.5,193.5,284,0,0.583333,0.166667,0.333333,0,0,17,3000,591.867645,157.374987,0.625,12 +C12194,478.834962,1,1060.99,1040.99,20,0,0.166667,0.083333,0.083333,0,0,4,1300,1162.790308,208.55975,0,12 +C12195,132.730466,0.909091,739.98,0,739.98,0,0.5,0,0.416667,0,0,6,9500,1167.353193,172.959558,0.5,12 +C12196,312.636004,1,3866.29,808.12,3058.17,0,1,1,1,0,0,95,7500,3688.890803,190.88614,0.75,12 +C12197,2235.729892,1,83,38,45,481.39493,0.333333,0.083333,0.166667,0.166667,5,4,2500,568.336744,606.89303,0,12 +C12198,7021.942957,1,0,0,0,3217.327939,0,0,0,0.666667,12,0,7500,2955.428583,2793.752245,0,12 +C12199,309.150506,1,3157.86,1178.02,1979.84,0,1,0.916667,1,0,0,31,7000,3291.320691,170.010384,0.833333,12 +C12200,273.247883,1,60,60,0,0,0.083333,0.083333,0,0,0,1,2300,111.559902,208.976648,0,12 +C12201,31.296491,1,84,0,84,0,1,0,1,0,0,12,1000,91.67226,165.656889,0,12 +C12202,374.552852,1,279,0,279,0,0.333333,0,0.25,0,0,4,1400,426.263702,211.761556,0,12 +C12203,146.756706,1,1664.95,64.17,1600.78,0,1,0.166667,1,0,0,55,4000,1458.490552,188.635203,0.75,12 +C12204,422.723099,0.727273,344.86,344.86,0,0,0.25,0.25,0,0,0,4,8500,1499.598264,185.217625,0,12 +C12205,1571.382204,1,1849.26,1616.76,232.5,0,1,1,0.5,0,0,19,7000,1522.895942,414.775083,0,12 +C12206,2696.774474,1,0,0,0,139.395627,0,0,0,0.083333,1,0,3000,685.053764,919.457678,0,12 +C12207,3932.482783,1,1674.11,649,1025.11,0,1,0.333333,1,0,0,43,11500,1166.117797,954.24196,0,12 +C12208,349.086448,0.818182,2569.94,2569.94,0,186.415123,0.363636,0.363636,0,0.090909,1,8,5000,3362.877104,164.400313,0.714286,11 +C12209,12.281874,0.1,153.11,153.11,0,0,0.2,0.2,0,0,0,2,9000,0,,0,10 +C12210,6460.838794,1,6814.47,6814.47,0,0,1,1,0,0,0,15,13000,1917.817732,1643.130029,0,12 +C12211,139.449391,0.727273,843.03,0,843.03,0,0.583333,0,0.583333,0,0,7,2200,1312.375596,179.548143,0,12 +C12212,1777.440238,1,78.47,0,78.47,332.13781,0.5,0,0.416667,0.083333,2,7,8500,3799.466293,499.536689,0,12 +C12213,805.520824,1,4019.28,4019.28,0,0,0.833333,0.833333,0,0,0,19,4500,3728.70891,276.007263,0.272727,12 +C12214,713.959917,1,542.96,452.96,90,268.410928,0.833333,0.416667,0.416667,0.166667,4,13,2500,195.490243,229.465974,0,12 +C12215,1784.421367,0.818182,0,0,0,3923.427657,0,0,0,0.25,4,0,3000,2804.403394,853.680867,0.111111,12 +C12216,1441.679257,1,0,0,0,914.794214,0,0,0,0.083333,1,0,6500,568.212802,308.89183,0,12 +C12217,226.03038,1,435.08,435.08,0,0,0.916667,0.916667,0,0,0,15,7500,3796.014359,180.308803,0.2,12 +C12218,13.036611,0.818182,197,0,197,0,0.5,0,0.416667,0,0,6,1000,224.836018,89.18596,0.444444,12 +C12219,4223.867789,1,2514.74,1597.67,917.07,3444.750251,1,1,0.833333,0.333333,11,53,5500,964.935365,1676.595311,0,6 +C12220,5067.576984,1,714.68,402.68,312,726.955255,1,0.083333,1,0.083333,2,14,5000,1649.118645,2967.748073,0,12 +C12221,62.788771,1,802.1,802.1,0,0,0.916667,0.916667,0,0,0,21,13000,710.240283,171.20871,0.818182,12 +C12222,3188.47034,1,0,0,0,1673.75234,0,0,0,0.083333,1,0,4500,715.12033,1220.49839,0,12 +C12223,2737.420448,1,0,0,0,257.147835,0,0,0,0.25,6,0,3000,944.591497,1249.695933,0,12 +C12224,1502.926021,1,2635.9,2116.92,518.98,0,1,0.75,0.75,0,0,54,4500,951.372467,293.129375,0,12 +C12225,951.061932,1,1699.87,1262.04,437.83,0,1,0.666667,0.75,0,0,31,1800,2096.121508,306.046439,0.083333,12 +C12226,10905.05381,1,431.93,133.5,298.43,47137.21176,0.583333,0.25,0.5,1,123,21,19600,39048.59762,5394.173671,0,12 +C12227,68.20838,0.272727,780,780,0,0,0.166667,0.166667,0,0,0,2,3200,196.173726,14.037214,0,12 +C12228,1297.153644,1,839.14,419.88,419.26,0,0.833333,0.333333,0.666667,0,0,16,6000,362.337779,295.29696,0,12 +C12229,121.024256,1,1850.23,0,1850.23,0,1,0,0.916667,0,0,18,14000,1826.882329,176.632334,0.833333,12 +C12230,1003.704494,0.818182,50,50,0,457.650652,0.083333,0.083333,0,0.25,5,1,3500,3389.03546,260.16707,0,12 +C12231,1094.300448,1,1967.86,558.69,1409.17,0,1,0.5,1,0,0,140,11500,1413.122627,387.054045,0,12 +C12232,1467.162166,1,1313.26,0,1313.26,0,1,0,1,0,0,28,11500,1129.248446,429.760387,0,12 +C12233,1649.276603,1,0,0,0,253.554601,0,0,0,0.583333,8,0,1800,574.233323,788.721609,0,12 +C12234,2660.420641,1,0,0,0,382.272435,0,0,0,0.166667,2,0,5000,846.397004,687.079273,0,12 +C12235,44.204396,0.636364,504,0,504,0,1,0,0.916667,0,0,20,2500,818.64282,81.765863,0,12 +C12236,379.767959,1,493.5,493.5,0,0,0.25,0.25,0,0,0,3,4000,3308.04995,3396.356156,0.272727,12 +C12237,7.066111,0.181818,133.16,0,133.16,0,0.166667,0,0.083333,0,0,2,16000,0,,0,12 +C12238,1051.215365,0.909091,0,0,0,3700.154118,0,0,0,0.454545,25,0,1600,3263.474102,461.041625,0.090909,11 +C12239,447.941813,1,1907.2,0,1907.2,0,0.833333,0,0.833333,0,0,10,9500,2111.91778,170.572744,0,12 +C12240,1089.528456,1,0,0,0,76.027194,0,0,0,0.083333,1,0,1200,371.902953,421.748003,0,12 +C12241,1432.326731,0.625,0,0,0,3771.115165,0,0,0,0.625,15,0,5000,138.855523,531.19984,0,8 +C12242,97.000375,1,552.09,95,457.09,0,1,0.083333,0.833333,0,0,13,12000,601.430928,188.896158,0.083333,12 +C12243,5.016768,0.909091,284.13,0,284.13,0,0.916667,0,0.916667,0,0,11,4000,274.729879,4.390918,0,12 +C12244,238.962984,1,2402.64,537.21,1865.43,0,1,1,1,0,0,48,8500,2022.102581,182.612129,1,12 +C12246,0,0,174.12,0,174.12,0,1,0,1,0,0,12,4000,0,,0,12 +C12247,4550.397004,1,548,548,0,660.523355,0.25,0.25,0,0.25,5,7,5000,1158.922139,1330.173932,0,12 +C12248,2005.414367,1,0,0,0,510.618121,0,0,0,0.25,3,0,2100,746.145517,477.944936,0,12 +C12249,2494.774127,1,250,250,0,2804.350229,0.083333,0.083333,0,0.333333,7,1,3000,864.527484,867.201399,0,12 +C12250,4623.886448,1,883.94,741.44,142.5,0,1,1,0.25,0,0,15,6000,2790.54214,1419.287973,0,12 +C12251,1945.906455,1,1650.52,0,1650.52,1025.434108,1,0,1,0.083333,2,21,2500,1916.054676,1698.885114,0,12 +C12252,2598.802288,1,0,0,0,185.909531,0,0,0,0.083333,1,0,3000,773.831303,671.834242,0,12 +C12253,3086.75297,1,1015.91,293.41,722.5,0,0.916667,0.333333,0.833333,0,0,23,10500,938.131271,807.263772,0,12 +C12254,46.461265,0.545455,237.99,237.99,0,0,0.166667,0.166667,0,0,0,2,4500,543.788113,195.089406,0,12 +C12255,390.55064,1,1261.99,1141.99,120,0,0.5,0.416667,0.416667,0,0,16,3000,18.496532,1151.777196,0,12 +C12256,250.060059,1,2405.97,2182.22,223.75,0,1,0.916667,0.416667,0,0,36,10000,2105.342196,188.130216,0.916667,12 +C12257,5570.18253,1,0,0,0,2744.808962,0,0,0,0.166667,3,0,6000,1748.960475,1291.809944,0,12 +C12258,2113.287399,1,0,0,0,3130.155158,0,0,0,0.333333,5,0,3500,1927.253932,523.282646,0,12 +C12260,1205.191816,1,0,0,0,1259.175202,0,0,0,0.5,7,0,2500,281.884143,395.69903,0,10 +C12261,2586.357487,1,0,0,0,256.100571,0,0,0,0.083333,1,0,3000,658.61387,582.879568,0,12 +C12262,1543.194492,1,160,160,0,2956.595415,0.083333,0.083333,0,0.25,4,1,3000,692.776517,389.63531,0,12 +C12263,3677.471434,1,1,1,0,859.297788,0.083333,0.083333,0,0.083333,2,1,7000,944.992262,947.691932,0,12 +C12264,203.024867,0.818182,542.94,0,542.94,0,0.416667,0,0.416667,0,0,8,4000,955.283993,163.678855,0,12 +C12265,5926.837633,0.818182,0,0,0,9596.316702,0,0,0,0.181818,6,0,13000,1599.792795,2715.036678,0,11 +C12266,1479.020821,1,958.73,0,958.73,0,0.916667,0,0.833333,0,0,30,1500,1187.648889,3167.849654,0,12 +C12267,532.805392,1,59.4,59.4,0,2734.176725,0.083333,0.083333,0,0.5,11,1,10000,1502.934235,213.16029,0.25,12 +C12268,36.023577,0.181818,273.8,273.8,0,0,0.083333,0.083333,0,0,0,1,5500,174.52575,259.524372,1,12 +C12269,3084.618021,1,0,0,0,2506.67355,0,0,0,0.5,10,0,4000,1003.664133,654.301721,0,12 +C12270,52.575297,0.727273,282.62,33.62,249,0,0.416667,0.083333,0.25,0,0,5,6000,388.872739,149.884294,0.2,12 +C12271,1166.500558,1,73.8,0,73.8,595.036388,0.333333,0,0.333333,0.416667,6,4,2000,514.586639,324.359117,0,12 +C12272,1781.739723,1,2289.92,1584.4,705.52,0,0.75,0.583333,0.416667,0,0,37,10500,2065.553347,446.67084,0,12 +C12273,2882.954391,1,3591.81,2452.56,1139.25,554.07167,1,0.818182,0.818182,0.090909,2,74,10450,8438.775135,768.82697,0,11 +C12274,4068.162699,1,3387.47,1938.13,1449.34,0,1,1,1,0,0,86,8500,1312.481879,1245.153414,0,12 +C12275,5432.113514,1,793.1,793.1,0,6245.023709,0.583333,0.583333,0,0.5,15,13,10000,1261.909483,1290.536388,0,12 +C12276,24.463674,0.818182,254.37,0,254.37,0,0.75,0,0.666667,0,0,10,4000,206.073166,128.455136,0.125,12 +C12277,202.996947,1,2338.83,2338.83,0,1959.553078,0.916667,0.916667,0,0.166667,2,42,7500,6545.07776,223.469126,0.666667,12 +C12278,28.924276,1,324.6,0,324.6,0,1,0,1,0,0,12,3000,320.218246,174.11997,0.833333,12 +C12279,7764.210895,1,90,90,0,4032.071583,0.083333,0.083333,0,0.583333,13,1,11150,1566.916181,2091.528879,0,12 +C12280,1219.914858,1,0,0,0,442.372527,0,0,0,0.166667,2,0,1500,540.400104,288.438136,0,12 +C12281,9226.107838,1,2217.94,990.46,1227.48,3533.146705,1,0.166667,1,0.25,5,16,10500,3075.113742,4231.06356,0,12 +C12282,689.697644,1,22.68,0,22.68,0,0.083333,0,0.083333,0,0,1,11500,906.092735,224.709183,0,12 +C12283,4158.137668,1,8.4,8.4,0,0,1,1,0,0,0,12,7500,1001.17541,1917.458466,0,12 +C12284,5995.793488,1,0,0,0,3454.101774,0,0,0,0.416667,12,0,6500,1868.475426,1486.185877,0,12 +C12285,131.260514,0.5,1109.91,1109.91,0,0,0.5,0.5,0,0,0,21,9500,2137.485075,89.478836,1,10 +C12286,288.978275,0.909091,2555.91,694.89,1861.02,0,1,0.363636,0.727273,0,0,20,5000,12020.18009,159.547502,1,11 +C12287,331.686553,1,2289.42,1227.08,1062.34,0,1,1,0.666667,0,0,37,9500,2184.371316,188.333341,0,12 +C12288,1504.334228,0.909091,565,565,0,0,0.25,0.25,0,0,0,3,2200,2511.315474,471.295665,0,12 +C12289,1928.971964,1,2061.55,369.55,1692,0,1,1,1,0,0,30,8500,2200.93868,450.459621,0,12 +C12291,391.385478,1,0,0,0,0,0.333333,0,0.333333,0,0,0,4000,192.787345,227.924469,0,12 +C12292,684.658511,1,184.68,0,184.68,0,1,0,1,0,0,12,2900,2837.204108,350.27437,0.4,12 +C12293,5.120644,0.2,55.55,0,55.55,0,0.1,0,0.1,0,0,1,6000,0,,0,10 +C12294,1685.020731,1,0,0,0,243.61411,0,0,0,0.083333,1,0,1800,559.556519,335.731533,0,12 +C12295,313.87913,1,2746.84,2170,576.84,0,1,0.916667,0.916667,0,0,59,2500,2562.579256,193.157628,0.25,12 +C12296,619.974954,1,1219.39,464.39,755,4473.3497,0.666667,0.166667,0.416667,0.25,8,8,2000,4115.217914,382.658882,0.25,12 +C12297,1380.728565,1,0,0,0,126.637116,0,0,0,0.166667,3,0,1500,279.782836,515.444012,0,12 +C12298,40.343354,0.5,318.79,318.79,0,0,0.2,0.2,0,0,0,2,6000,603.896667,56.679587,0,10 +C12299,147.838347,1,0,0,0,68.919596,0,0,0,0.083333,1,0,600,50.406698,250.170305,0,12 +C12300,69.141919,1,872.94,137.3,735.64,0,0.916667,0.333333,0.916667,0,0,24,10000,721.050386,167.657169,0.6,12 +C12301,0.672519,0.090909,388.54,0,388.54,0,0.416667,0,0.416667,0,0,5,12000,377.974097,24.499337,0,12 +C12302,4677.021295,1,1798.66,1364.22,434.44,1569.577102,0.916667,0.583333,0.916667,0.416667,6,36,9000,1156.783897,1615.317615,0,12 +C12303,33.31938,0.818182,279.56,0,279.56,0,0.666667,0,0.583333,0,0,8,3000,347.911693,146.317275,0.285714,12 +C12304,1748.310383,1,0,0,0,157.152652,0,0,0,0.083333,1,0,2000,538.443435,484.32512,0,12 +C12305,931.674532,1,2417.91,2303.91,114,3508.775536,0.583333,0.5,0.166667,0.166667,9,21,8000,3468.393326,261.268016,0,12 +C12306,1475.871356,1,826.77,664.21,162.56,0,1,1,0.333333,0,0,18,1500,1182.627097,1332.067827,0,12 +C12307,992.424289,1,0,0,0,45.026228,0,0,0,0.111111,1,0,1000,161.400987,183.86589,0,9 +C12308,105.642966,0.818182,916.46,527.78,388.68,0,0.583333,0.416667,0.333333,0,0,12,10500,2243.559789,164.15189,0.444444,12 +C12309,1156.813935,1,251.38,101.28,150.1,506.605228,0.909091,0.181818,0.909091,0.181818,3,12,7500,2853.276447,367.503207,0.181818,11 +C12310,3797.995726,1,0,0,0,17278.53864,0,0,0,0.833333,56,0,12000,15884.69746,1078.537276,0.166667,12 +C12311,107.452196,1,1196.35,945.79,250.56,0,1,1,0.5,0,0,37,5500,1597.772035,174.857103,0.5,12 +C12312,4181.216991,1,1443.33,1443.33,0,0,0.083333,0.083333,0,0,0,1,6000,1027.149996,1420.666789,0,12 +C12313,162.94835,0.545455,400,400,0,0,0.083333,0.083333,0,0,0,1,4000,137.20573,71.377094,0,12 +C12314,2382.328208,1,899.58,413.28,486.3,450.252732,1,0.25,1,0.166667,4,34,2500,850.186851,1212.047288,0,12 +C12315,55.707056,1,1224.99,0,1224.99,0,1,0,1,0,0,26,7500,1130.359054,166.788652,1,12 +C12316,902.491328,1,0,0,0,3936.354616,0,0,0,0.272727,5,0,1800,3633.579097,577.463579,0.181818,11 +C12317,1599.306976,1,112.57,112.57,0,70.564078,0.25,0.25,0,0.083333,1,3,1800,595.55337,379.959706,0,12 +C12318,970.322769,1,0,0,0,2034.69483,0,0,0,0.333333,14,0,2000,1373.649725,362.565529,0.083333,12 +C12319,5815.890916,1,1245.33,1245.33,0,2697.454999,0.5,0.5,0,0.583333,10,18,7000,1287.745322,1531.220292,0,12 +C12320,1738.377115,1,140.2,140.2,0,0,1,1,0,0,0,12,6500,432.72779,591.069406,0,12 +C12321,21.311946,0.727273,3618.19,2804.79,813.4,0,1,1,0.5,0,0,40,15000,3570.597218,53.62807,1,12 +C12322,462.916347,1,270.97,107.15,163.82,0,0.333333,0.333333,0.25,0,0,7,10000,1293.523382,181.597864,0.083333,12 +C12323,1281.276331,1,792.14,703.58,88.56,0,0.916667,0.5,0.75,0,0,18,1500,397.388693,706.199917,0,12 +C12324,632.807858,1,453.91,318.91,135,927.939586,0.583333,0.333333,0.25,0.5,8,8,6000,350.387978,228.165965,0,12 +C12325,2463.60548,1,654,300,354,0,1,0.166667,1,0,0,17,2400,1149.733036,3175.27696,0,12 +C12326,1236.635476,1,540,540,0,0,0.818182,0.818182,0,0,0,9,4000,2136.389192,247.620077,0.090909,11 +C12327,1563.48528,1,1910.13,1852.06,58.07,0,1,0.916667,0.166667,0,0,35,13000,5142.624134,425.204466,0.111111,12 +C12329,6877.284986,1,687.97,542.97,145,3406.90934,0.416667,0.083333,0.25,0.666667,12,11,7500,2358.946309,1898.480847,0,12 +C12330,598.423093,1,5835.57,3974.7,1860.87,0,1,0.833333,0.75,0,0,53,9000,6083.426724,204.763572,0.916667,12 +C12331,955.415962,1,1060,1060,0,0,0.111111,0.111111,0,0,0,1,2100,189.106448,213.863185,0,9 +C12332,847.191896,1,11507.4,5904.78,5602.62,0,1,1,1,0,0,148,10500,10414.467,258.364994,0.833333,12 +C12333,44.174721,1,290,0,290,0,0.75,0,0.583333,0,0,9,6000,326.635918,158.281177,0.111111,12 +C12334,7820.331303,1,80,80,0,1147.891529,0.083333,0.083333,0,0.25,3,1,15000,1963.299182,2141.764453,0,12 +C12335,937.276757,1,45.65,45.65,0,19.995297,0.083333,0.083333,0,0.083333,1,1,1000,335.809644,442.354727,0,12 +C12336,776.255666,1,6842.23,4938.13,1904.1,0,1,1,1,0,0,112,3500,5588.683151,280.509038,0.5,12 +C12337,815.832195,0.5,211.22,83,128.22,3214.78962,0.6,0.1,0.5,0.2,23,6,3500,1664.863771,168.230369,0,10 +C12338,4939.64603,1,470.54,139.38,331.16,8753.243163,0.75,0.333333,0.583333,0.916667,39,14,10000,11721.86573,1183.292044,0.083333,12 +C12339,1053.59473,1,1450,1450,0,0,0.125,0.125,0,0,0,1,1500,397.090516,227.143184,0,8 +C12340,1877.424948,1,170.07,118.2,51.87,0,0.166667,0.166667,0.166667,0,0,2,6000,248.81801,264.497515,0,6 +C12341,8.928211,0.727273,105.78,105.78,0,0,0.416667,0.416667,0,0,0,6,3500,199.171196,88.814442,0.5,12 +C12342,2139.919711,1,330.89,71.4,259.49,2649.967098,0.5,0.083333,0.416667,0.416667,18,7,6000,703.005516,720.646441,0,12 +C12343,137.909416,1,897.42,684.12,213.3,0,0.916667,0.916667,0.583333,0,0,27,7000,965.182597,191.931603,0.083333,12 +C12344,1301.549278,1,0,0,0,72.681585,0,0,0,0.083333,1,0,1500,317.211622,531.398722,0,12 +C12345,287.140554,0.636364,316.78,0,316.78,0,0.75,0,0.75,0,0,15,4500,1308.806298,248.833196,0,12 +C12346,26.621291,0.363636,426.83,426.83,0,0,0.416667,0.416667,0,0,0,5,6000,195.490843,88.384521,0,12 +C12347,6887.915143,1,4340.42,3608.17,732.25,7028.901031,1,1,0.916667,0.833333,29,59,11500,16616.23528,1688.710521,0.083333,12 +C12348,740.382347,1,1672.35,1571.35,101,310.806852,0.666667,0.5,0.416667,0.25,3,15,5500,1437.155317,287.831911,0,12 +C12349,2719.526277,1,448.07,448.07,0,3474.764847,0.25,0.25,0,0.333333,4,7,3000,3537.693441,1105.400886,0.083333,12 +C12350,9.75539,0.909091,219.37,219.37,0,0,1,1,0,0,0,12,6000,216.850592,76.604414,0.25,12 +C12351,1689.319684,1,724.83,0,724.83,0,0.583333,0,0.583333,0,0,7,1500,1462.037592,3397.732291,0,12 +C12352,62.053779,0.636364,29.6,29.6,0,838.60032,0.083333,0.083333,0,0.083333,2,1,6000,1576.039085,108.744838,0.166667,12 +C12353,1417.474456,1,144.49,144.49,0,0,0.416667,0.416667,0,0,0,6,1500,348.50421,417.305741,0,12 +C12354,1613.321542,1,252,252,0,0,0.166667,0.166667,0,0,0,3,1800,833.515706,592.475313,0,12 +C12355,392.194003,1,788.14,788.14,0,0,0.166667,0.166667,0,0,0,2,9000,1041.707049,192.452296,0,12 +C12356,936.041324,1,1141.24,999.08,142.16,0,0.666667,0.166667,0.583333,0,0,12,1200,1225.983876,2595.332901,0,12 +C12357,527.761784,1,2702.57,1942.77,759.8,0,1,0.5,0.75,0,0,32,3000,1942.140315,188.998017,0.083333,12 +C12358,1283.402142,1,1286.34,0,1286.34,0,1,0,1,0,0,35,2100,1470.711716,2972.477983,0,12 +C12359,5355.922523,1,2469.28,905.98,1563.3,5839.680075,0.916667,0.583333,0.833333,0.666667,27,33,8000,1226.857482,2016.38299,0,12 +C12360,15.236618,0.272727,161.5,161.5,0,0,0.166667,0.166667,0,0,0,1,3000,912.737392,114.337421,0,12 +C12361,153.003135,1,96.2,0,96.2,0,0.833333,0,0.833333,0,0,10,9000,326.168469,202.58767,0,12 +C12362,248.200613,1,2329.12,1567.22,761.9,0,1,0.916667,0.583333,0,0,31,5500,812.097275,231.774034,0.166667,12 +C12363,1466.91925,1,0,0,0,37.691257,0,0,0,0.166667,2,0,1500,323.642185,429.538368,0,12 +C12364,1777.056105,1,1083.12,0,1083.12,0,1,0,1,0,0,24,4000,383.231247,659.560532,0,12 +C12365,475.171266,0.727273,1155.4,1155.4,0,0,0.083333,0.083333,0,0,0,1,2000,1264.974166,116.244107,0,12 +C12366,1117.683394,0.909091,45.65,45.65,0,0,0.090909,0.090909,0,0,0,1,1200,287.581425,371.232319,0,11 +C12367,6891.424677,1,4399.07,3705.13,693.94,1838.093797,1,1,0.333333,0.25,4,80,11150,1834.501318,1864.863139,0,12 +C12368,14.68344,0.363636,67.44,67.44,0,0,0.083333,0.083333,0,0,0,1,4000,82.000743,57.564463,0,12 +C12369,1475.973063,1,181.63,181.63,0,2252.747969,0.916667,0.916667,0,0.5,17,13,1800,2588.459613,960.647101,0.083333,12 +C12370,986.583117,0.727273,0,0,0,1350.155793,0,0,0,0.090909,1,0,1500,276.229102,362.442402,0,11 +C12371,955.41412,1,0,0,0,1145.252721,0,0,0,0.25,4,0,1200,1402.659723,372.641361,0,12 +C12372,447.808002,1,1593.29,214.2,1379.09,0,1,0.25,0.916667,0,0,36,7000,1660.750541,188.340279,0,12 +C12373,3304.423662,1,0,0,0,1270.287892,0,0,0,0.416667,9,0,7000,1026.076088,1478.485801,0,12 +C12374,1135.629139,1,398.64,0,398.64,0,1,0,1,0,0,12,1500,364.300862,449.07262,0,12 +C12375,933.150722,0.727273,0,0,0,1374.764359,0,0,0,0.090909,1,0,1500,360.729411,335.993476,0,11 +C12376,1055.369866,0.545455,0,0,0,3776.644822,0,0,0,0.166667,2,0,6000,2924.470714,195.294122,0,12 +C12377,5897.491823,1,0,0,0,3318.487381,0,0,0,0.333333,8,0,7500,1417.970244,1809.974326,0,12 +C12378,0,0,176.03,176.03,0,0,0.125,0.125,0,0,0,1,7000,0,,0,8 +C12381,21.377711,0.636364,312.1,0,312.1,0,0.583333,0,0.583333,0,0,7,2000,497.127166,145.605731,1,12 +C12382,4920.036231,1,1562.43,249.24,1313.19,0,1,0.25,1,0,0,42,13000,1851.996908,1178.476722,0,12 +C12383,4071.792166,1,1721.66,551.17,1170.49,0,1,0.5,1,0,0,27,10000,1065.894938,1173.307383,0,12 +C12384,1138.534442,1,8665.38,6120.4,2544.98,0,1,1,1,0,0,104,9500,8216.880805,240.601287,0.166667,12 +C12385,1158.67621,0.909091,1036.68,150,886.68,1789.779133,0.916667,0.083333,0.833333,0.333333,11,22,1700,2790.066228,1281.453534,0,12 +C12386,2093.844656,1,0,0,0,1307.898095,0,0,0,0.083333,2,0,3000,470.841807,912.479272,0,12 +C12387,299.464702,1,1439.49,593,846.49,0,1,0.166667,1,0,0,31,6000,1323.74446,200.986504,0,12 +C12388,21.928045,0.909091,190.45,190.45,0,49.196465,0.166667,0.166667,0,0.083333,1,2,8500,155.609598,66.465635,0,12 +C12389,657.223335,0.857143,1151.91,615.85,536.06,442.688396,0.714286,0.285714,0.571429,0.285714,2,13,1000,632.225833,350.841821,0.2,7 +C12390,74.34204,1,724.52,200,524.52,0,1,0.083333,1,0,0,13,4000,529.362717,189.362616,0.916667,12 +C12391,2664.700424,1,715.51,109,606.51,494.573662,0.75,0.083333,0.583333,0.083333,1,11,3500,918.003032,792.902894,0,12 +C12392,900.482738,1,0,0,0,77.012362,0,0,0,0.083333,1,0,1000,197.631228,214.62422,0,12 +C12393,1146.202492,1,0,0,0,58.697369,0,0,0,0.25,3,0,1200,290.331406,353.360027,0,12 +C12394,9.72453,0.272727,158.34,0,158.34,0,0.333333,0,0.333333,0,0,4,6000,182.175514,55.480481,0.363636,12 +C12395,3037.608728,1,173.48,173.48,0,382.582455,0.166667,0.166667,0,0.166667,6,3,3000,869.253948,4682.965732,0,12 +C12396,25.184241,0.181818,0,0,0,519.538738,0,0,0,0.083333,5,0,6000,2161.530837,55.542128,1,12 +C12397,1100.941072,1,117.32,117.32,0,5573.767921,0.25,0.25,0,0.5,7,3,1500,4017.742718,273.139411,0.111111,12 +C12398,64.078171,0.909091,1049,0,1049,0,1,0,1,0,0,14,5000,1072.021707,153.531842,0.727273,12 +C12399,1.059425,0.363636,23.91,23.91,0,0,0.333333,0.333333,0,0,0,4,15500,31.845894,22.081988,0.111111,12 +C12400,1095.041551,1,1132.36,377.44,754.92,0,1,0.333333,1,0,0,43,2500,410.973222,405.230106,0,12 +C12401,234.700486,1,82,82,0,0,0.083333,0.083333,0,0,0,2,4200,350.773984,215.834479,0,12 +C12402,7156.345546,1,0,0,0,2506.083985,0,0,0,0.25,6,0,18000,3447.733455,1608.111732,0,12 +C12403,1435.703308,1,664.61,45.7,618.91,945.736707,0.666667,0.083333,0.5,0.166667,3,15,7500,453.692206,358.574883,0,12 +C12404,325.024091,1,2251.62,1964.05,287.57,141.021854,0.916667,0.666667,0.5,0.083333,1,20,9500,2258.1657,169.123707,0.888889,12 +C12405,4395.237251,1,2514.3,985.11,1529.19,0,1,0.666667,1,0,0,32,5000,2095.014385,1960.982734,0,12 +C12406,25.379719,0.571429,179,0,179,0,0.857143,0,0.714286,0,0,6,4000,308.793382,73.19845,0,7 +C12407,400.69973,1,3108.01,0,3108.01,0,1,0,1,0,0,16,10500,3166.91554,175.704497,0.545455,12 +C12408,3044.269636,1,93.31,93.31,0,789.697144,0.083333,0.083333,0,0.166667,2,1,3500,670.719989,949.520589,0,12 +C12409,435.905875,0.454545,2877.09,1561.04,1316.05,204.935422,1,0.333333,1,0.083333,2,51,3500,2975.275558,112.893466,0,12 +C12410,5257.807308,1,2331.68,1088.04,1243.64,10291.12574,0.75,0.333333,0.666667,0.583333,10,34,17500,2543.033209,1237.405459,0,12 +C12411,3860.238072,1,11.41,11.41,0,0,0.166667,0.166667,0,0,0,2,10000,7280.584479,1013.780486,0.083333,12 +C12412,1514.750841,1,3873.5,2642.14,1231.36,2306.919698,1,1,1,0.416667,6,50,8500,3729.948989,436.253648,0,12 +C12413,6509.334652,1,538.51,538.51,0,7232.069823,0.333333,0.333333,0,0.666667,20,4,12000,1355.948713,1471.164439,0,12 +C12414,3338.863375,1,775,365,410,0,0.583333,0.166667,0.416667,0,0,8,8500,920.748289,784.929199,0,12 +C12415,3281.958491,1,398.08,0,398.08,6694.105562,0.416667,0,0.416667,0.583333,20,9,8000,8092.781701,872.208375,0.083333,12 +C12416,5932.367808,1,0,0,0,4253.311089,0,0,0,0.5,10,0,6000,2657.196453,4431.645308,0,12 +C12417,994.367302,0.857143,0,0,0,4058.539188,0,0,0,0.571429,15,0,10000,168.100048,237.414459,0,7 +C12418,5925.120611,1,1763.89,258.43,1505.46,0,1,0.25,1,0,0,195,6500,2557.841292,2268.544117,0,12 +C12419,162.54754,0.909091,405.61,0,405.61,0,0.916667,0,0.916667,0,0,23,2200,612.674738,130.269702,0,12 +C12420,1070.486185,1,818.64,0,818.64,0,1,0,1,0,0,24,1000,976.831849,1926.566967,0,12 +C12421,4059.211725,1,0,0,0,4524.312762,0,0,0,0.25,4,0,5000,3246.575307,866.693315,0,12 +C12422,8356.277203,1,983.24,983.24,0,2329.181013,0.166667,0.166667,0,0.333333,7,4,14000,3468.13596,2412.958258,0,12 +C12423,929.115076,1,611.71,591.71,20,0,0.5,0.5,0.166667,0,0,11,1200,1019.527645,273.627647,0,12 +C12424,2159.370933,1,627.23,493.48,133.75,1055.558646,0.75,0.75,0.333333,0.25,3,17,2500,1030.373212,521.492992,0,12 +C12425,4523.499003,1,0,0,0,966.297398,0,0,0,0.083333,2,0,9500,1348.018275,1101.578675,0,12 +C12426,753.703481,1,0,0,0,899.346012,0,0,0,0.083333,2,0,1200,1065.666403,160.863666,0.083333,12 +C12427,3778.609797,1,878.29,631.27,247.02,0,0.583333,0.5,0.25,0,0,13,8500,883.744982,858.064557,0,12 +C12428,947.457151,1,1787.83,126.24,1661.59,458.961661,1,0.083333,1,0.083333,1,61,4000,574.055852,259.977392,0.166667,12 +C12429,606.323282,1,299.9,299.9,0,0,0.25,0.25,0,0,0,3,4200,502.64224,204.447891,0,12 +C12430,73.379518,1,875.38,0,875.38,0,1,0,1,0,0,16,6500,688.546903,196.362677,0.75,12 +C12431,516.49276,1,380,380,0,1004.279993,0.333333,0.333333,0,0.5,11,6,1200,415.924157,247.45192,0,12 +C12432,906.107168,1,2354.06,215.87,2138.19,0,1,0.333333,1,0,0,51,4000,2230.320729,224.547489,0,12 +C12433,2220.063789,1,2530.12,2530.12,0,157.109678,1,1,0,0.083333,3,85,2500,3275.790625,594.769152,0,12 +C12434,15532.33972,1,1168.75,0,1168.75,3183.037625,0.916667,0,0.916667,0.25,5,11,16500,3906.738592,3379.593046,0,12 +C12435,205.123752,1,2066.08,1245.3,820.78,0,1,1,1,0,0,41,7500,2597.718416,201.214315,0.916667,12 +C12436,788.257316,1,9113.78,6138.57,2975.21,0,1,1,1,0,0,128,12000,7035.994095,243.938058,1,12 +C12437,1073.370435,0.818182,824.77,377.81,446.96,1214.495468,0.666667,0.416667,0.5,0.333333,6,25,1800,534.728641,892.117717,0,12 +C12438,1381.753281,1,0,0,0,648.228793,0,0,0,0.083333,1,0,2400,3112.377295,3102.98565,0,12 +C12439,405.162601,0.545455,0,0,0,4679.312402,0,0,0,0.25,8,0,17000,8946.495566,153.782546,0.75,12 +C12440,372.924756,0.909091,462.7,162.7,300,0,0.5,0.083333,0.416667,0,0,7,1800,1193.383862,114.183944,0.181818,12 +C12441,55.681483,1,462.99,0,462.99,0,0.833333,0,0.833333,0,0,12,13500,519.307161,157.208204,1,12 +C12442,2092.855291,1,1624.05,1205.75,418.3,0,0.5,0.25,0.333333,0,0,13,8500,3794.796448,559.169569,0.083333,12 +C12443,556.912886,1,0,0,0,972.223685,0,0,0,0.083333,1,0,4000,1968.065171,188.435841,0.083333,12 +C12444,6.121105,0.571429,233.9,233.9,0,0,0.428571,0.428571,0,0,0,5,10500,33.010201,53.9438,0,7 +C12445,19.112841,1,504.2,0,504.2,0,1,0,1,0,0,20,1000,476.370018,130.862225,0.727273,12 +C12446,7803.470739,1,7184.73,6519.19,665.54,0,1,0.583333,0.916667,0,0,78,11500,2250.502094,3745.116848,0,12 +C12447,5274.508501,1,324.96,0,324.96,1392.925291,1,0,1,0.25,5,12,5500,938.073283,2927.486552,0,12 +C12448,1887.061349,1,0,0,0,93.437109,0,0,0,0.166667,3,0,2000,411.517239,765.751845,0,12 +C12449,152.227891,1,946,536,410,0,0.75,0.25,0.416667,0,0,18,6500,804.255916,169.229664,0.2,12 +C12450,1193.351573,0.875,0,0,0,1433.85482,0,0,0,0.125,4,0,1500,164.003621,254.022569,0,8 +C12451,2544.036536,1,0,0,0,107.710567,0,0,0,0.083333,1,0,7000,1064.575065,587.957563,0,12 +C12452,63.064197,1,1176.93,0,1176.93,0,1,0,1,0,0,23,7500,1319.009967,64.517961,0.363636,12 +C12453,3.29042,0.181818,225.6,0,225.6,0,1,0,1,0,0,12,4000,268.500244,29.584288,0.090909,12 +C12454,182.959331,1,847.88,0,847.88,0,0.666667,0,0.666667,0,0,11,5000,757.48839,193.758424,0.166667,12 +C12455,5082.971064,1,1893.89,1543.89,350,970.708796,1,1,0.416667,0.083333,1,27,9500,1607.021526,1480.26633,0,12 +C12456,2817.403474,1,1878.54,1198.89,679.65,1154.965664,0.5,0.333333,0.333333,0.416667,8,14,3500,3185.017063,1079.066979,0,12 +C12457,320.35306,1,2542.61,696.08,1846.53,0,1,0.583333,1,0,0,27,7500,3158.530331,192.272514,0.5,12 +C12458,2801.239086,0.909091,0,0,0,7216.489768,0,0,0,0.583333,9,0,10000,696.538922,1095.734566,0,12 +C12459,126.289657,0.909091,366.68,0,366.68,175.284005,0.333333,0,0.333333,0.166667,2,4,3000,679.431948,126.692506,0.181818,12 +C12460,7985.621826,1,123.24,123.24,0,7949.596045,0.166667,0.166667,0,0.666667,32,2,14500,9438.180272,1961.413154,0,12 +C12461,1084.131331,1,803.22,0,803.22,901.628291,1,0,0.916667,0.166667,3,21,1000,866.009167,1038.182688,0,12 +C12462,5520.201751,1,0,0,0,6218.171457,0,0,0,0.666667,23,0,7000,5878.42845,1719.694161,0,12 +C12463,109.594389,1,177,177,0,0,0.083333,0.083333,0,0,0,1,1950,170.47103,221.171027,0,12 +C12464,2416.771489,1,4201.13,3802.21,398.92,3306.574157,1,0.75,1,0.166667,11,82,5500,6091.906636,830.39506,0.2,12 +C12465,5701.848812,1,1126.68,1033.6,93.08,1831.160025,0.833333,0.416667,0.666667,0.333333,5,20,7000,1382.179262,1438.031851,0,12 +C12466,2866.054641,1,0,0,0,236.955668,0,0,0,0.25,4,0,3000,714.738754,799.591816,0,12 +C12467,1352.301367,1,263.04,263.04,0,1460.777849,0.083333,0.083333,0,0.166667,3,1,2300,4228.186416,325.737106,0.090909,12 +C12468,495.069704,1,2610.3,902.6,1707.7,0,1,0.416667,1,0,0,34,8500,2217.869091,219.629629,0.25,12 +C12469,1299.93337,1,0,0,0,916.37094,0,0,0,0.083333,2,0,2400,303.052882,453.831541,0,12 +C12470,3020.900667,1,0,0,0,3417.227455,0,0,0,0.666667,9,0,4000,1171.807751,848.973008,0,12 +C12471,608.752081,1,5446.88,3466.22,1980.66,0,0.916667,0.25,0.916667,0,0,45,9500,5623.305898,233.917424,1,12 +C12472,4587.892398,1,140.6,140.6,0,953.934018,0.083333,0.083333,0,0.25,3,2,5500,1151.202909,1489.130441,0,12 +C12473,4005.344926,1,9134.26,2002.9,7131.36,0,1,0.25,1,0,0,65,10500,3579.298838,1148.902535,0,12 +C12474,534.75165,0.545455,3044.6,3044.6,0,684.269093,0.166667,0.166667,0,0.083333,1,2,3000,8987.534163,332.787755,0.333333,12 +C12475,34.387537,1,153.18,61.9,91.28,0,0.416667,0.083333,0.416667,0,0,11,2500,99.085409,145.637604,0,12 +C12476,11964.83264,1,1175.35,1031.85,143.5,2271.555171,0.75,0.583333,0.416667,0.583333,11,19,14000,2949.673416,3098.62505,0,12 +C12477,1553.505165,1,522,0,522,0,1,0,1,0,0,14,1000,472.580919,15584.09742,0,12 +C12478,10.106017,0.727273,1160.66,34.9,1125.76,0,1,0.083333,0.916667,0,0,37,1500,1152.518504,32.376453,0.111111,12 +C12479,397.003171,1,3042.08,1419.07,1623.01,0,1,1,1,0,0,98,8500,2764.893686,246.737259,0.333333,12 +C12480,611.561026,1,765,765,0,0,0.125,0.125,0,0,0,1,2000,204.464151,146.352314,0,8 +C12481,4840.545574,1,1595.93,1595.93,0,4359.32575,0.454545,0.454545,0,0.545455,17,25,6000,905.844846,2376.919568,0.090909,11 +C12482,0,0,313.89,0,313.89,0,0.916667,0,0.916667,0,0,19,6000,0,,0,12 +C12483,1176.992085,1,890,400,490,0,0.583333,0.083333,0.416667,0,0,7,3000,640.607666,289.747401,0,12 +C12484,47.107274,0.818182,2226.06,0,2226.06,0,1,0,1,0,0,14,8500,2507.587709,97.944748,0.3,12 +C12485,289.529643,0.272727,110,110,0,1134.891542,0.083333,0.083333,0,0.166667,7,1,1200,697.009124,1117.265123,0,12 +C12486,2689.040221,1,0,0,0,2928.671045,0,0,0,0.083333,2,0,9000,854.431761,681.959088,0,12 +C12487,14.871714,0.545455,62.7,62.7,0,0,0.083333,0.083333,0,0,0,1,3000,125.780361,164.519883,0,12 +C12488,35.360897,1,587.34,0,587.34,0,1,0,1,0,0,14,11500,549.036894,139.958805,0.888889,12 +C12489,1902.665938,1,4666.51,4464.76,201.75,4120.44084,0.916667,0.833333,0.5,0.166667,10,46,7500,6153.484827,534.578893,0,12 +C12490,17.026818,1,453.24,0,453.24,0,1,0,1,0,0,12,2000,435.997908,62.817278,0.25,12 +C12491,229.540732,1,694.91,37.5,657.41,0,0.916667,0.166667,0.833333,0,0,15,7500,1016.090423,189.29217,0.083333,12 +C12492,186.706199,1,868,0,868,0,0.5,0,0.416667,0,0,6,4000,618.964215,268.075781,0,12 +C12493,1264.152747,1,2358.28,2171.8,186.48,144.017573,1,0.5,0.833333,0.166667,2,28,2500,1175.753031,330.579046,0.166667,12 +C12494,160.15008,1,1639.97,971.97,668,0,1,1,0.416667,0,0,20,7000,1579.491353,178.416176,0.916667,12 +C12495,12856.15251,1,775.42,649.42,126,7362.379262,0.416667,0.25,0.333333,0.166667,11,16,14000,2885.335197,3331.513399,0,12 +C12497,3034.686119,1,0,0,0,370.098258,0,0,0,0.083333,2,0,3000,91.692752,26143.17049,0,12 +C12498,2537.257188,1,0,0,0,557.526465,0,0,0,0.166667,2,0,2750,933.01991,602.387923,0,12 +C12499,2376.483239,1,858.5,858.5,0,356.570057,0.333333,0.333333,0,0.166667,3,13,7000,748.290167,597.63665,0,12 +C12500,3625.207579,1,0,0,0,1274.199991,0,0,0,0.090909,1,0,6000,1009.287105,1431.909784,0,11 +C12501,3904.008546,1,600,0,600,1433.189324,0.5,0,0.416667,0.5,6,6,4700,1154.910275,1475.694904,0,12 +C12502,59.263479,0.181818,300.68,0,300.68,0,0.090909,0,0.090909,0,0,1,5000,3142.651675,80.613743,0,11 +C12503,1114.56327,0.727273,0,0,0,298.659126,0,0,0,0.083333,1,0,6000,3842.787673,547.238675,0.111111,12 +C12504,1128.717636,1,55.69,55.69,0,56.453676,0.083333,0.083333,0,0.083333,1,3,1200,266.286419,544.723121,0,12 +C12505,451.905949,1,4468.71,3870.15,598.56,0,1,1,0.416667,0,0,53,4000,4009.961094,184.31048,1,12 +C12506,6074.986862,1,1000,1000,0,4360.872498,0.083333,0.083333,0,0.5,7,1,14000,1365.324882,1766.055701,0,12 +C12507,3490.186741,1,816,638.91,177.09,0,0.583333,0.25,0.5,0,0,15,11500,947.039165,1076.480794,0,12 +C12508,1368.99507,1,521.31,140,381.31,0,1,0.083333,1,0,0,20,3000,616.095965,467.239217,0,12 +C12509,60.52124,0.8,469,0,469,0,0.6,0,0.5,0,0,6,1000,541.359082,115.03052,0.833333,10 +C12510,1961.322415,1,476.16,0,476.16,0,1,0,1,0,0,48,2000,791.091826,768.758551,0,12 +C12511,4153.477506,1,561.25,375.25,186,1222.725542,0.333333,0.083333,0.166667,0.583333,15,4,8000,1854.156679,1172.150883,0,12 +C12512,22.523964,0.428571,346.3,0,346.3,0,1,0,1,0,0,7,1800,340.376582,74.812454,1,7 +C12513,7593.590618,1,0,0,0,3843.962731,0,0,0,0.083333,2,0,8000,1534.809766,2012.365718,0,12 +C12514,46.054436,1,812.97,598.09,214.88,0,1,0.916667,1,0,0,24,6000,1314.537349,191.480116,1,12 +C12515,8771.507851,1,1082.98,497.08,585.9,4504.545269,1,0.5,0.833333,0.666667,26,26,18500,1964.195588,1978.414023,0,12 +C12516,3008.66367,1,1137.62,659.62,478,3116.44095,0.75,0.416667,0.5,0.416667,12,16,6200,536.091856,981.877595,0,12 +C12517,215.213174,1,2326.52,136.8,2189.72,0,1,0.166667,1,0,0,75,3500,2374.80576,177.683227,0.833333,12 +C12518,96.155647,1,1070.73,432.8,637.93,0,1,1,0.75,0,0,27,10000,1229.025203,192.197394,1,12 +C12519,1101.656754,1,1398.21,1243.5,154.71,0,0.75,0.416667,0.416667,0,0,16,7000,257.24454,346.844936,0,12 +C12520,4779.786334,1,1470.24,882.78,587.46,4962.936839,1,0.416667,1,0.666667,33,29,7000,4760.677367,1393.490557,0,12 +C12521,765.880394,0.909091,0,0,0,1966.812413,0,0,0,0.083333,1,0,8500,2953.858729,335.991369,0.181818,12 +C12522,4705.294706,1,0,0,0,9894.067335,0,0,0,0.916667,30,0,9000,8778.87795,1470.361933,0,12 +C12523,2008.461205,1,0,0,0,2436.107429,0,0,0,0.083333,4,0,2900,3092.937061,681.529737,0.083333,12 +C12524,2856.16815,1,29.5,29.5,0,103.141056,0.1,0.1,0,0.3,4,1,3000,508.056466,1267.37587,0,10 +C12525,198.12512,1,0,0,0,973.656086,0,0,0,0.166667,5,0,1200,253.475631,73.411615,0.083333,12 +C12526,27.851354,0.636364,262.71,0,262.71,0,0.583333,0,0.5,0,0,7,4000,404.572322,170.087703,0.8,12 +C12527,1487.657507,1,4115.98,3975.98,140,0,0.75,0.666667,0.25,0,0,31,5000,3922.394684,474.667356,0.083333,12 +C12528,10915.55075,1,0,0,0,23130.82106,0,0,0,0.583333,23,0,15000,18341.95467,3127.192305,0,12 +C12529,107.944741,0.875,118.16,118.16,0,472.818286,0.125,0.125,0,0.125,1,2,2500,192.781455,56.999671,0.25,8 +C12530,117.777688,0.727273,853.3,853.3,0,0,0.25,0.25,0,0,0,3,2000,851.921672,73.600798,0,12 +C12531,862.481024,1,2267.38,1674.75,592.63,282.991201,1,1,0.666667,0.166667,2,41,4500,3644.186477,341.5862,0.333333,12 +C12532,7.153512,0.3,104.95,0,104.95,0,0.4,0,0.3,0,0,4,1500,271.567821,71.59927,0,10 +C12533,48.242289,0.727273,470.69,57,413.69,0,0.416667,0.083333,0.333333,0,0,5,18000,746.951133,156.812691,0.416667,12 +C12534,490.368785,1,932.03,231.87,700.16,987.069944,0.416667,0.083333,0.25,0.083333,1,5,5500,3170.370677,269.655125,0.083333,12 +C12535,1848.248809,1,307.12,307.12,0,0,0.083333,0.083333,0,0,0,2,8500,3421.846931,470.192366,0,12 +C12536,1417.979193,1,0,0,0,97.106059,0,0,0,0.285714,4,0,1500,201.425194,233.54565,0,7 +C12537,510.504804,0.727273,57,57,0,10239.08859,0.083333,0.083333,0,0.166667,6,1,12500,15043.66508,256.881348,0.142857,12 +C12538,339.294514,1,2601.6,0,2601.6,0,1,0,1,0,0,12,1800,2582.18354,2374.370421,0.909091,12 +C12539,5151.912071,1,0,0,0,2873.077058,0,0,0,0.166667,4,0,7000,1362.424363,1240.254115,0,12 +C12540,1203.464556,1,440,0,440,1472.061257,0.333333,0,0.25,0.083333,3,4,3000,584.787421,267.430198,0,12 +C12541,6437.92423,1,716.76,54.46,662.3,2365.445125,1,0.083333,0.916667,0.416667,10,33,7000,1364.331914,1968.717366,0,12 +C12542,407.177714,0.909091,4236.36,2325.16,1911.2,0,0.833333,0.5,0.75,0,0,29,18500,3746.674803,167.823077,1,12 +C12543,3929.705042,1,935.71,0,935.71,5093.44832,0.833333,0,0.75,0.166667,3,34,6000,6409.769007,1447.893709,0,12 +C12544,6909.058266,1,473.51,70,403.51,1031.583943,0.583333,0.083333,0.5,0.166667,4,11,7500,1593.897063,3196.171515,0,12 +C12545,1054.905969,1,885.44,0,885.44,0,0.833333,0,0.833333,0,0,111,1000,1057.25415,1613.401207,0,12 +C12546,3664.282588,1,493.34,260,233.34,0,0.416667,0.083333,0.416667,0,0,6,9500,1050.91005,821.066878,0,12 +C12547,6443.077147,0.909091,2155.13,1325.34,829.79,1650.039631,1,0.583333,1,0.416667,17,75,7500,9689.602075,3163.402977,0,12 +C12548,4570.04875,1,888.98,888.98,0,1825.929322,0.416667,0.416667,0,0.166667,2,7,6000,1179.34586,1200.960907,0,12 +C12549,3573.583803,0.888889,2513.46,2513.46,0,6181.23369,0.222222,0.222222,0,0.444444,12,6,9000,4776.370808,836.641054,0,9 +C12550,96.699394,0.545455,1475.23,1475.23,0,0,1,1,0,0,0,14,4000,1595.023315,34.819015,0,12 +C12551,4968.771623,1,3441.3,2416.7,1024.6,0,1,0.333333,0.833333,0,0,26,11500,1385.717858,1499.391822,0,12 +C12552,1031.936983,0.727273,2308,608,1700,0,0.416667,0.083333,0.333333,0,0,9,3000,245.914697,564.472958,0,12 +C12553,3.847042,0.5,182.08,0,182.08,0,1,0,0.875,0,0,8,1500,191.067061,54.734326,0.5,8 +C12554,166.258538,0.909091,1377.31,827.35,549.96,133.878836,1,0.083333,1,0.083333,1,14,16000,1770.052426,190.754221,0.090909,12 +C12555,1589.449271,1,255.75,187,68.75,0,0.333333,0.166667,0.166667,0,0,5,3500,599.044421,586.693702,0,12 +C12556,2305.313527,1,255.7,229.02,26.68,14.222216,0.545455,0.454545,0.181818,0.090909,1,8,6500,620.437714,505.940539,0,11 +C12557,818.310935,0.545455,1071.8,1020,51.8,752.292181,0.333333,0.25,0.166667,0.166667,3,6,2500,4763.080391,751.737661,0.2,12 +C12558,102.751154,1,1063.69,0,1063.69,0,1,0,1,0,0,29,7000,1928.089519,164.687639,0.454545,12 +C12559,11416.64736,1,1347.7,0,1347.7,0,0.583333,0,0.583333,0,0,9,15500,2704.076105,2580.556298,0,12 +C12560,2008.004976,1,75.5,75.5,0,0,0.166667,0.166667,0,0,0,2,5000,485.389275,603.340807,0,12 +C12561,5880.218671,0.666667,0,0,0,10590.41113,0,0,0,0.166667,1,0,11500,1828.239171,1952.041626,0,6 +C12562,5354.109275,1,0,0,0,2660.070252,0,0,0,0.333333,7,0,7000,1408.437818,1228.996607,0,12 +C12563,3207.605367,0.909091,0,0,0,3766.7883,0,0,0,0.090909,5,0,9000,750.543668,1131.588644,0,11 +C12564,4319.531807,1,0,0,0,9085.908764,0,0,0,0.666667,19,0,7500,10339.93845,1348.605697,0,12 +C12565,1343.165153,1,291.62,0,291.62,1461.717523,1,0,0.857143,0.142857,4,7,1500,276.342352,849.32088,0,7 +C12566,705.645246,1,1325.21,1017.21,308,0,0.75,0.583333,0.416667,0,0,14,3000,860.265446,227.004657,0,12 +C12567,112.01046,1,229,229,0,0,0.181818,0.181818,0,0,0,4,150,119.62682,252.515849,0,11 +C12568,1978.041097,1,0,0,0,1922.461395,0,0,0,0.166667,4,0,5500,1481.136548,477.284193,0,12 +C12569,468.769607,1,585.68,445.98,139.7,856.77615,0.666667,0.416667,0.416667,0.75,19,12,4500,1368.204953,201.964603,0,12 +C12570,15.531077,0.090909,0,0,0,1630.319983,0,0,0,0.083333,4,0,2000,1898.347582,32.585321,0,12 +C12571,1003.058842,1,1627,1627,0,0,0.333333,0.333333,0,0,0,12,1200,1897.171179,613.912928,0,12 +C12572,220.938626,1,2310.61,1375.61,935,0,1,1,0.5,0,0,33,18000,2588.893066,190.034881,1,12 +C12573,5236.290986,1,1780.79,1080.65,700.14,657.93913,1,0.666667,1,0.166667,5,93,17000,1230.806488,1182.650916,0,12 +C12574,505.333425,0.909091,5176.62,5176.62,0,0,0.666667,0.666667,0,0,0,33,8500,4971.981428,172.888946,0.6,12 +C12575,17.896575,0.909091,265.97,0,265.97,0,1,0,0.916667,0,0,14,1000,224.528678,120.554003,0.545455,12 +C12576,5550.171932,1,1026.26,1026.26,0,256.963408,0.583333,0.583333,0,0.083333,1,12,11000,1322.74282,1417.69815,0,12 +C12577,236.507753,1,2692.65,2072.32,620.33,0,1,1,0.583333,0,0,45,1500,2375.560677,178.352824,1,12 +C12578,1132.282217,1,0,0,0,68.520455,0,0,0,0.083333,1,0,1200,281.613657,240.366583,0,12 +C12579,247.857188,0.454545,0,0,0,872.983058,0,0,0,0.333333,10,0,1200,253.663706,260.21665,0,12 +C12580,3312.222433,1,3729.7,2169.35,1560.35,0,1,1,1,0,0,81,8000,4974.329762,931.22828,0,12 +C12581,1373.252757,1,0,0,0,79.435812,0,0,0,0.166667,3,0,1500,303.776791,466.08332,0,12 +C12582,71.542751,1,561.38,0,561.38,0,1,0,1,0,0,32,1500,482.868194,168.926878,0.416667,12 +C12583,0,0,609,0,609,0,1,0,1,0,0,12,2500,893.429001,,0,12 +C12584,147.418569,0.181818,1074,1074,0,0,0.083333,0.083333,0,0,0,2,5500,0,,0,12 +C12585,774.645244,1,190.54,0,190.54,2467.204866,0.416667,0,0.333333,0.25,4,6,1200,2365.524893,423.0202,0.166667,12 +C12586,727.467671,1,420.88,0,420.88,429.481253,0.416667,0,0.333333,0.333333,4,7,4500,1190.41941,205.529399,0,12 +C12587,1115.208504,1,30,30,0,1484.671104,0.083333,0.083333,0,0.416667,11,1,1500,1839.908719,570.913732,0.083333,12 +C12588,366.441008,0.636364,0,0,0,2838.753109,0,0,0,0.083333,3,0,3000,4634.133777,476.217118,0.25,12 +C12589,3891.346976,1,3629.8,50,3579.8,2538.561644,1,0.083333,1,0.166667,5,254,7500,8259.411897,4725.470314,0.083333,12 +C12590,7442.599092,1,1080,0,1080,3968.684047,0.666667,0,0.666667,0.25,29,24,8500,4365.058558,6019.766066,0,12 +C12591,752.485849,0.727273,0,0,0,1075.239192,0,0,0,0.083333,4,0,1200,1321.798347,145.445603,0,12 +C12592,537.491488,1,1672.99,972.01,700.98,0,0.583333,0.416667,0.416667,0,0,25,1600,1306.526458,968.817429,0.25,12 +C12593,1890.946618,1,0,0,0,4561.090005,0,0,0,0.25,7,0,2500,4847.513095,507.635447,0.090909,12 +C12594,11.269672,0.636364,248.31,0,248.31,0,0.416667,0,0.416667,0,0,10,9500,36.844388,66.224535,0,12 +C12595,50.006512,0.454545,701.25,0,701.25,0,0.333333,0,0.25,0,0,5,3500,1834.431851,132.939468,1,12 +C12596,5115.712849,1,4378.8,3195.58,1183.22,0,0.833333,0.333333,0.75,0,0,19,10000,2241.246911,1320.011574,0,12 +C12597,984.724235,1,10243.48,4316.82,5926.66,0,1,0.333333,1,0,0,56,7500,11112.38396,252.899236,1,12 +C12598,952.379745,1,481.75,431.75,50,0,0.833333,0.666667,0.416667,0,0,20,1200,449.280028,273.503587,0,12 +C12599,160.681189,0.909091,993.5,896,97.5,0,0.333333,0.166667,0.166667,0,0,9,6500,980.963861,140.519148,0.090909,12 +C12600,3461.183622,1,200,200,0,108.408059,0.083333,0.083333,0,0.083333,1,1,3500,1322.74089,3419.12662,0,12 +C12601,232.638142,1,3161.02,2012.38,1148.64,0,1,0.583333,1,0,0,22,7000,2608.402427,156.424862,0.4,12 +C12602,126.134681,1,1197.12,1197.12,0,0,1,1,0,0,0,12,9000,936.326494,180.002457,0.454545,12 +C12603,1958.649839,0.857143,1759.46,1759.46,0,3240.789709,0.571429,0.571429,0,0.857143,16,11,7000,226.879675,415.235431,0,7 +C12604,24.099873,1,294,0,294,0,1,0,1,0,0,12,5000,303.409519,185.055438,0.666667,12 +C12605,4424.767314,0.833333,0,0,0,7013.528326,0,0,0,0.666667,13,0,7000,864.1411,983.378772,0,6 +C12606,2297.708974,1,0,0,0,797.536774,0,0,0,0.083333,2,0,3000,893.62955,469.990207,0,12 +C12607,1667.269812,1,86.69,86.69,0,715.747319,0.083333,0.083333,0,0.083333,2,1,5500,313.750208,351.085178,0,12 +C12608,74.254958,1,952.16,463.04,489.12,0,1,0.916667,0.583333,0,0,24,7000,913.302873,174.963013,1,12 +C12609,9.526312,0.545455,92.02,0,92.02,0,0.5,0,0.5,0,0,6,1600,100.915736,82.436727,0.5,12 +C12610,95.853493,0.545455,796.9,0,796.9,0,0.75,0,0.75,0,0,9,1950,1475.770687,160.568063,0.222222,12 +C12611,772.206384,1,1319.19,1296.69,22.5,1581.026455,0.666667,0.666667,0.083333,0.333333,6,27,1200,2853.125011,528.790549,0.166667,12 +C12612,533.163378,0.909091,0,0,0,930.378581,0,0,0,0.166667,2,0,1800,1753.60425,206.790234,0.111111,12 +C12613,66.65712,1,585.87,585.87,0,0,1,1,0,0,0,12,10000,570.478919,182.613309,1,12 +C12614,918.401897,0.454545,0,0,0,3176.804663,0,0,0,0.166667,2,0,3500,4404.853578,254.748687,0,12 +C12615,1630.676858,1,0,0,0,275.166058,0,0,0,0.090909,1,0,1950,558.164261,495.630406,0,11 +C12616,2384.257016,1,0,0,0,99.110887,0,0,0,0.166667,2,0,2500,564.37975,847.079637,0,12 +C12617,25.706551,0.909091,133.86,0,133.86,0,0.333333,0,0.25,0,0,6,9500,148.214416,167.952263,0.222222,12 +C12618,956.303408,0.857143,1451.5,1451.5,0,0,0.571429,0.571429,0,0,0,54,1200,210.435488,886.458108,0,7 +C12619,40.627614,1,528.08,528.08,0,0,1,1,0,0,0,16,2000,384.322913,174.894699,0.333333,12 +C12620,5010.879703,1,0,0,0,2181.390333,0,0,0,0.25,7,0,7000,1327.690018,1273.479311,0,12 +C12621,1822.259235,1,0,0,0,1672.653551,0,0,0,0.25,4,0,2500,589.389711,428.293387,0,12 +C12622,4936.913341,1,407.81,351.81,56,2790.468488,0.333333,0.25,0.083333,0.333333,7,4,5000,2189.546633,2473.447437,0,12 +C12623,93.964086,1,815.34,149.04,666.3,0,0.916667,0.25,0.75,0,0,14,2500,361.786239,125.693866,0.3,12 +C12624,512.946312,1,4391.87,3943.37,448.5,422.496562,1,1,0.666667,0.166667,2,46,16500,4962.461845,175.713135,0.916667,12 +C12625,680.889818,1,2445.24,2253.76,191.48,0,1,1,0.333333,0,0,36,3400,2082.619124,192.20043,0,12 +C12626,2177.338711,1,0,0,0,430.534073,0,0,0,0.083333,2,0,2500,943.909555,663.690608,0,12 +C12627,1055.833418,1,351.54,61.54,290,0,1,0.083333,0.916667,0,0,13,3000,585.022975,251.539573,0,12 +C12628,153.949311,0.363636,0,0,0,3988.242395,0,0,0,0.25,7,0,11500,2699.969008,17.401529,0,12 +C12629,5906.184924,1,141.8,141.8,0,1651.286918,0.125,0.125,0,1.125,12,2,10000,933.969974,919.289675,0,8 +C12630,1061.394006,1,0,0,0,320.869981,0,0,0,0.333333,8,0,8500,273.383468,319.905806,0,12 +C12631,8.187263,0.111111,0,0,0,793.848237,0,0,0,0.111111,1,0,1350,0,,0,9 +C12632,126.018616,1,1218.24,0,1218.24,0,1,0,1,0,0,18,5000,1040.640647,153.824693,0.272727,12 +C12633,462.598215,1,1319.26,1319.26,0,0,0.083333,0.083333,0,0,0,1,3500,98.018318,281.813294,0,12 +C12634,195.575108,1,2984.34,2754.92,229.42,0,1,1,0.416667,0,0,28,14500,1885.940209,196.257674,1,12 +C12635,4759.70237,1,614.01,473.01,141,6791.261503,1,1,0.083333,0.5,8,14,7500,7324.826511,1023.038321,0,12 +C12636,1581.742203,1,0,0,0,335.348071,0,0,0,0.166667,2,0,1800,463.88804,448.969242,0,12 +C12637,1026.201421,1,0,0,0,244.88819,0,0,0,0.166667,2,0,1200,440.519737,320.383825,0,12 +C12638,1585.806548,1,0,0,0,274.3843,0,0,0,0.083333,1,0,2000,566.302426,351.844812,0,12 +C12639,645.181409,0.636364,0,0,0,2014.386387,0,0,0,0.166667,2,0,1400,2185.891694,436.135143,0,12 +C12640,237.861439,1,569.02,246.89,322.13,1431.673728,0.5,0.083333,0.416667,0.083333,3,6,3200,589.35887,186.59462,0.083333,12 +C12641,297.004363,1,2729,1409,1320,0,1,0.083333,1,0,0,14,16500,1275.398838,177.970856,0.25,12 +C12642,2895.765754,0.909091,2753.35,1960,793.35,0,0.727273,0.090909,0.636364,0,0,8,9000,861.251403,906.390801,0,11 +C12643,14.58126,0.272727,87.3,0,87.3,0,0.083333,0,0.083333,0,0,1,8000,669.767901,162.269258,0.75,12 +C12644,310.795046,0.909091,0,0,0,2810.45573,0,0,0,0.166667,2,0,7500,2811.544882,111.338928,0.1,12 +C12645,3470.333673,1,1184.98,757.95,427.03,6370.145895,0.5,0.333333,0.333333,0.666667,18,14,7000,4291.341088,946.341931,0,12 +C12646,989.022229,1,0,0,0,559.200528,0,0,0,0.416667,5,0,1200,1071.879544,263.735953,0,12 +C12647,2048.834742,1,3342.9,1907.9,1435,436.15809,1,0.3,0.9,0.1,5,45,2500,1685.441335,2766.440973,0,10 +C12648,3037.476732,0.727273,1225.79,0,1225.79,6560.352738,1,0,1,0.25,10,58,5100,7799.250959,1347.127384,0,12 +C12650,1072.257388,1,0,0,0,39.265903,0,0,0,0.083333,1,0,1200,286.46296,263.950897,0,12 +C12651,5097.916969,1,139.67,139.67,0,3365.390269,0.5,0.5,0,0.25,22,6,6000,3313.162847,2759.80377,0,12 +C12652,975.820862,1,66.72,0,66.72,0,0.333333,0,0.333333,0,0,4,1000,254.277454,199.50774,0,12 +C12653,5827.830678,1,577.98,358.02,219.96,2191.528662,1,0.083333,1,0.333333,7,13,6000,1771.36501,1842.75662,0,12 +C12654,7543.580736,1,0,0,0,2925.55754,0,0,0,0.083333,9,0,8500,1738.415018,1785.269757,0,12 +C12655,87.802127,0.818182,803.95,803.95,0,0,0.5,0.5,0,0,0,8,1000,1134.379946,137.584907,0.666667,12 +C12656,3268.304631,1,340.57,250.48,90.09,2671.441618,0.583333,0.083333,0.5,0.333333,10,8,6000,1282.359,1027.045756,0,12 +C12657,45.295495,1,451.01,0,451.01,0,1,0,1,0,0,78,7500,481.372024,172.53607,0.666667,12 +C12658,234.183227,1,617.3,169.8,447.5,282.667958,0.916667,0.166667,0.75,0.25,4,12,2500,1436.234437,169.80316,0.25,12 +C12659,36.868847,1,360,0,360,0,0.5,0,0.416667,0,0,6,3000,286.431721,91.31394,0,12 +C12660,334.1265,0.818182,0,0,0,1783.362859,0,0,0,0.416667,10,0,1400,1811.558237,176.978122,0.181818,12 +C12661,193.12654,1,1955.98,0,1955.98,0,1,0,1,0,0,53,2500,1891.721179,203.382558,0.666667,12 +C12663,443.202789,1,350.31,0,350.31,153.173663,0.25,0,0.166667,0.25,3,3,4500,398.335288,223.457783,0,12 +C12664,23.39023,0.636364,291.7,0,291.7,0,0.583333,0,0.583333,0,0,7,2500,453.889925,153.140825,0.857143,12 +C12665,1872.934017,1,382.5,310,72.5,0,0.416667,0.416667,0.083333,0,0,7,1950,463.938794,1005.849526,0,12 +C12666,2490.787594,1,176.65,66.69,109.96,152.712134,1,0.25,0.833333,0.083333,1,14,2500,857.979134,746.423779,0,12 +C12667,3212.093869,1,2203.68,1776.68,427,1076.466158,1,1,0.75,0.166667,3,25,6000,2007.453777,908.096391,0,12 +C12668,339.406259,1,14.28,0,14.28,0,0.416667,0,0.416667,0,0,5,10500,1263.292815,1486.059666,0.083333,12 +C12669,11077.99148,1,3419.92,3419.92,0,7837.414142,0.5,0.5,0,0.583333,12,8,12000,10934.50273,7294.953939,0,12 +C12670,899.195559,0.909091,921.94,256.1,665.84,5903.784384,0.916667,0.25,0.833333,0.333333,6,20,5000,6368.638423,288.469452,0.090909,12 +C12671,1154.410108,0.909091,0,0,0,2593.398852,0,0,0,0.083333,1,0,3000,2607.110273,471.642521,0.090909,12 +C12672,846.223191,0.545455,437.6,437.6,0,4638.435613,0.083333,0.083333,0,0.333333,7,1,14500,1092.822745,203.614145,0,12 +C12673,597.44365,1,0,0,0,36.582227,0,0,0,0.083333,1,0,1500,1572.905114,160.096384,0.181818,12 +C12674,4413.803457,1,0,0,0,2007.044461,0,0,0,0.666667,11,0,5000,1305.912583,1423.184018,0,12 +C12675,3586.05105,1,141,40,101,1072.395255,0.5,0.083333,0.416667,0.25,3,7,4350,3843.798591,11760.91651,0,12 +C12676,1965.755378,1,889.66,580.09,309.57,0,1,0.583333,1,0,0,34,2500,2612.998677,691.369848,0,12 +C12677,19.897641,0.727273,375.23,0,375.23,0,0.916667,0,0.833333,0,0,11,6000,390.112154,90.478454,0.444444,12 +C12678,2740.10065,1,169.19,169.19,0,464.040014,0.083333,0.083333,0,0.083333,1,2,3200,1108.374243,625.831281,0,12 +C12679,393.700868,1,0,0,0,673.644618,0,0,0,0.166667,3,0,1000,319.088414,185.010395,0,12 +C12680,459.134859,1,223.34,0,223.34,0,0.666667,0,0.666667,0,0,9,500,498.401939,455.872675,0,12 +C12681,4805.164203,1,0,0,0,949.587804,0,0,0,0.083333,2,0,8500,1260.875219,1622.411952,0,12 +C12682,6668.982024,1,0,0,0,2230.439984,0,0,0,0.333333,7,0,7500,1752.332514,2371.318646,0,12 +C12683,1238.049848,1,45.65,45.65,0,2475.656139,0.083333,0.083333,0,0.416667,10,1,1500,2643.105215,477.494152,0.083333,12 +C12684,7801.511533,1,231.4,231.4,0,4109.465221,0.1,0.1,0,1.1,20,3,13500,1593.617739,1522.496755,0,10 +C12685,1114.506863,1,602.07,0,602.07,0,1,0,0.833333,0,0,15,1800,676.487532,248.438014,0,12 +C12686,1212.426549,1,265.22,265.22,0,0,0.166667,0.166667,0,0,0,2,3000,332.755679,441.115564,0,12 +C12687,210.870503,1,664.05,664.05,0,0,0.2,0.2,0,0,0,5,7500,728.19268,140.348508,0,10 +C12688,6493.033342,1,447.5,447.5,0,1664.47374,0.416667,0.416667,0,0.583333,8,6,8000,1907.59974,1874.457189,0,12 +C12689,3106.036183,1,2128.56,1036.24,1092.32,2346.894867,0.916667,0.416667,0.75,0.416667,8,27,7200,5564.776852,697.464133,0,12 +C12690,909.560162,1,912.1,669.88,242.22,752.060162,0.25,0.25,0.166667,0.416667,11,16,1200,1476.333722,668.368282,0.083333,12 +C12691,3633.533005,1,383.2,383.2,0,49.167984,0.083333,0.083333,0,0.083333,1,2,11000,1061.683135,953.456332,0,12 +C12692,86.650277,0.727273,910.51,0,910.51,0,0.583333,0,0.5,0,0,14,7000,884.056926,126.337242,0.666667,12 +C12693,86.547135,0.818182,789.45,789.45,0,0,0.416667,0.416667,0,0,0,5,2500,1370.171713,119.649702,0.111111,12 +C12694,144.513072,0.727273,758.5,0,758.5,0,0.666667,0,0.583333,0,0,12,3000,860.545375,192.201279,0.142857,12 +C12695,1182.324933,1,0,0,0,258.13761,0,0,0,0.583333,8,0,1200,503.164651,326.336533,0,12 +C12696,32.821775,1,644.99,0,644.99,0,1,0,1,0,0,33,4000,579.016837,75.944094,0.3,12 +C12697,1.365808,0.142857,60,60,0,0,0.142857,0.142857,0,0,0,1,4000,0,,0,7 +C12698,119.604008,1,1068.28,0,1068.28,0,1,0,0.888889,0,0,18,1000,828.169919,131.584974,1,9 +C12699,134.238558,1,420,287,133,0,0.583333,0.083333,0.416667,0,0,7,7500,519.436959,190.475641,0,12 +C12700,128.48978,1,462.86,0,462.86,0,1,0,1,0,0,34,3000,381.3599,171.903711,0,12 +C12701,749.168331,0.777778,164.9,164.9,0,1806.070919,0.111111,0.111111,0,0.666667,10,2,2000,190.995312,244.581997,0,9 +C12702,1544.585361,1,0,0,0,549.062884,0,0,0,0.083333,2,0,2000,408.068987,478.097868,0,12 +C12703,172.131105,1,1666.95,0,1666.95,0,1,0,1,0,0,38,2500,1326.099687,163.00004,0.916667,12 +C12704,266.475852,0.272727,0,0,0,1560.735908,0,0,0,0.166667,2,0,1500,792.623374,226.586503,0,12 +C12705,549.915249,1,1556.66,912.7,643.96,0,1,1,1,0,0,41,11000,2285.324243,178.691151,0,12 +C12706,0,0,1090.69,815.7,274.99,0,0.5,0.166667,0.416667,0,0,17,1800,0,,0,12 +C12707,8559.236795,1,170,170,0,3260.296078,0.083333,0.083333,0,0.25,11,1,9000,1541.113331,4403.024728,0,12 +C12708,6810.401782,1,635.76,164.32,471.44,3863.40531,0.916667,0.083333,0.916667,0.25,13,17,10000,3161.148768,3781.907645,0,12 +C12709,2917.656276,1,141.81,141.81,0,2431.292076,0.166667,0.166667,0,0.583333,10,2,8000,993.289914,1013.060637,0,12 +C12710,542.807485,1,220.62,220.62,0,0,0.166667,0.166667,0,0,0,3,2000,608.782428,166.733071,0,12 +C12712,2362.643772,1,2826.99,1496.59,1330.4,0,1,0.75,1,0,0,97,3000,1748.687628,984.331832,0,12 +C12713,4164.796859,1,784.63,617.54,167.09,0,0.454545,0.454545,0.181818,0,0,16,9000,1072.433416,1311.061985,0,11 +C12714,1304.460033,1,0,0,0,78.763096,0,0,0,0.166667,2,0,1500,395.136073,368.588193,0,12 +C12715,1601.692049,1,61.46,0,61.46,0,0.25,0,0.25,0,0,6,4000,399.369214,512.759705,0,12 +C12716,4556.537803,0.909091,1450,1450,0,2260.73569,0.090909,0.090909,0,0.181818,2,1,9000,1010.845518,917.567262,0,11 +C12717,751.398349,1,1977.5,747.5,1230,611.974158,0.833333,0.5,0.5,0.083333,1,21,3500,1068.053378,267.917098,0.1,12 +C12718,1510.111755,1,1895.25,541.57,1353.68,0,1,0.166667,0.75,0,0,23,9000,1711.89518,313.131912,0,12 +C12719,3490.855736,1,1039.48,1039.48,0,4200.991254,0.083333,0.083333,0,0.25,10,3,9000,1091.424125,1048.661408,0,12 +C12720,6384.360491,1,1856.84,1394.21,462.63,2144.180453,0.333333,0.333333,0.166667,0.75,26,19,7500,2275.686606,1485.827109,0,12 +C12721,1327.653853,1,20.9,20.9,0,0,0.083333,0.083333,0,0,0,1,1500,287.690115,483.2481,0,12 +C12722,9226.646604,1,671.31,671.31,0,6171.934509,0.5,0.5,0,0.5,12,12,12000,2726.318749,3129.402094,0,12 +C12723,3441.516174,1,358.68,0,358.68,0,1,0,0.916667,0,0,12,7500,1376.000823,751.654272,0,12 +C12724,1117.34082,1,474.96,0,474.96,0,1,0,1,0,0,12,1000,609.837201,3449.632561,0,12 +C12725,1828.62196,1,0,0,0,689.185829,0,0,0,0.083333,1,0,2300,2466.964742,471.940554,0,12 +C12726,3011.469977,1,582.28,0,582.28,3325.302419,1,0,1,0.333333,8,14,6500,2975.129814,1001.234058,0,12 +C12727,99.680638,0.818182,0,0,0,437.399211,0,0,0,0.333333,5,0,10500,661.87877,122.779423,0.333333,12 +C12728,1517.559661,1,0,0,0,456.396077,0,0,0,0.166667,2,0,1950,473.175712,381.272303,0,12 +C12729,101.025128,0.454545,0,0,0,1846.252071,0,0,0,0.333333,10,0,6500,5321.022187,82.041959,1,12 +C12730,12.737355,0.909091,152.73,0,152.73,0,0.75,0,0.666667,0,0,9,1200,159.150457,130.831887,0.555556,12 +C12731,1135.816377,1,520.24,520.24,0,0,0.583333,0.583333,0,0,0,10,1200,706.605439,785.964114,0,12 +C12732,24.1725,0.727273,270,0,270,0,0.818182,0,0.818182,0,0,6,8500,378.193141,102.149848,0.714286,11 +C12733,763.696095,1,1229.42,1229.42,0,0,1,1,0,0,0,34,7000,2422.735455,294.622525,0,12 +C12734,8073.909084,1,0,0,0,3860.699586,0,0,0,0.916667,25,0,8500,2414.311297,2333.795712,0,12 +C12735,745.157677,1,485.17,485.17,0,0,0.166667,0.166667,0,0,0,2,3000,191.111587,285.884887,0,12 +C12736,32.915398,0.727273,192.99,68.6,124.39,0,0.333333,0.083333,0.25,0,0,5,6000,153.983501,137.922744,0.090909,12 +C12737,8198.627284,1,0,0,0,2909.753084,0,0,0,0.416667,6,0,14000,2141.722429,2007.048657,0,12 +C12738,623.955961,0.818182,0,0,0,2119.702403,0,0,0,0.166667,3,0,1200,1838.851003,174.872521,0.25,12 +C12739,2123.483416,1,2453.18,2051.52,401.66,0,0.583333,0.5,0.5,0,0,33,7500,517.974559,519.270488,0,12 +C12740,939.348677,1,50,50,0,0,0.083333,0.083333,0,0,0,1,1000,315.440785,628.156487,0,12 +C12741,1372.486104,1,3005.25,1507.99,1497.26,315.120089,1,0.833333,1,0.166667,2,61,3000,3462.386054,405.078016,0,12 +C12742,123.05867,1,151.92,0,151.92,0,1,0,1,0,0,12,3500,447.181346,171.75455,0.083333,12 +C12743,72.794263,1,227.64,0,227.64,0,1,0,1,0,0,12,2500,159.044676,170.517535,0,12 +C12744,2376.965338,1,0,0,0,1321.906162,0,0,0,0.333333,4,0,3000,549.457948,557.916999,0,12 +C12745,57.257195,0.818182,472.5,472.5,0,0,0.75,0.75,0,0,0,9,7227.272727,598.240579,174.283792,0.9,12 +C12746,7499.658084,1,160,160,0,3603.787202,0.166667,0.166667,0,0.166667,3,2,13550,1962.972636,1849.313897,0,12 +C12747,1564.3964,0.727273,1330,0,1330,1906.43522,0.416667,0,0.416667,0.083333,1,6,8000,1078.907798,825.485459,0.142857,12 +C12748,4644.779013,1,4820.68,4063.61,757.07,0,0.833333,0.75,0.5,0,0,54,9200,1076.138168,1324.445876,0,12 +C12749,7418.314012,1,901.62,858.82,42.8,0,0.333333,0.166667,0.166667,0,0,4,14500,2273.945099,1696.786737,0,12 +C12750,6001.428376,1,0,0,0,2404.829712,0,0,0,0.166667,2,0,9000,1369.894805,1791.251295,0,12 +C12751,1127.139413,1,185,140,45,737.622804,0.166667,0.166667,0.166667,0.166667,2,4,6100,2166.388477,311.343748,0,12 +C12752,41.217844,0.363636,221.48,221.48,0,0,0.25,0.25,0,0,0,4,13500,1242.51149,167.536373,0.666667,12 +C12753,1565.577135,1,0,0,0,2676.476175,0,0,0,0.333333,6,0,3000,3418.679368,477.674801,0.090909,12 +C12754,5459.785308,1,262,0,262,4212.521736,0.75,0,0.75,0.75,19,9,7000,1733.828367,1511.483648,0,12 +C12755,166.295463,0.909091,449.26,449.26,0,7894.578816,1,1,0,0.083333,1,12,9000,662.951526,183.275472,0.181818,12 +C12756,19.294559,1,283.8,0,283.8,0,0.666667,0,0.666667,0,0,12,2000,267.972404,173.816768,0.75,12 +C12757,2478.086158,0.727273,531.48,0,531.48,6394.923585,0.333333,0,0.25,0.083333,1,7,7000,11480.8742,772.60429,0.25,12 +C12758,5425.936219,1,209.9,0,209.9,8223.638112,0.5,0,0.416667,0.5,15,6,7000,7723.416753,1274.178071,0.083333,12 +C12759,5239.381493,0.625,0,0,0,9798.167329,0,0,0,0.125,1,0,10000,1345.580941,2011.806301,0,8 +C12760,142.278809,0.909091,164.68,32.74,131.94,0,0.833333,0.083333,0.666667,0,0,10,2500,539.762925,141.426265,0,12 +C12761,4192.143919,1,450,450,0,2480.749691,0.083333,0.083333,0,0.166667,4,1,4500,1271.396821,3642.615905,0,12 +C12762,2711.995096,1,600,600,0,5352.991545,0.833333,0.833333,0,0.583333,8,10,5000,1536.48483,841.246469,0.1,12 +C12763,432.793131,1,540.13,315.3,224.83,0,0.666667,0.166667,0.5,0,0,13,6500,737.522982,163.94759,0,12 +C12764,127.808682,1,2802.08,2213.43,588.65,0,1,1,0.583333,0,0,36,6500,2384.646953,160.547945,0.363636,12 +C12765,374.276019,1,3589.05,3138.48,450.57,0,1,0.833333,0.5,0,0,31,6000,3493.186695,173.108861,0.636364,12 +C12766,20.758677,0.818182,548.01,0,548.01,0,0.666667,0,0.583333,0,0,8,1900,1049.636065,55.511514,0,12 +C12767,2061.835735,1,0,0,0,4320.771337,0,0,0,0.5,12,0,4000,5451.599084,556.327998,0.2,12 +C12768,1744.956833,1,0,0,0,198.295367,0,0,0,0.25,5,0,1800,525.461839,539.962551,0,12 +C12769,2241.092286,0.909091,1260,0,1260,2992.621714,0.333333,0,0.25,0.166667,2,4,6000,4582.168916,654.524925,0.111111,12 +C12770,2857.598022,0.636364,0,0,0,5423.546535,0,0,0,0.166667,3,0,6000,10794.66803,2053.136994,0.166667,12 +C12771,1530.725391,1,0,0,0,59.670168,0,0,0,0.083333,1,0,1600,347.028845,526.384797,0,12 +C12772,337.478135,1,0,0,0,1620.674351,0,0,0,0.416667,9,0,3000,978.290582,216.74072,0,12 +C12773,5145.092629,1,1975.72,679.3,1296.42,11834.20581,0.833333,0.333333,0.833333,0.333333,8,33,13500,9059.242461,1748.463874,0,12 +C12774,4659.388091,1,1754.19,764.16,990.03,1248.153277,1,0.5,1,0.333333,10,32,9500,1042.244606,1060.456777,0,12 +C12775,2416.555714,1,2266.01,1291.62,974.39,0,0.916667,0.75,0.666667,0,0,46,4000,4075.880525,1439.224679,0,12 +C12776,1467.212481,0.636364,107,107,0,5203.612362,0.083333,0.083333,0,0.166667,6,1,6000,268.310194,569.623112,0,12 +C12777,1555.053764,1,168,0,168,0,0.333333,0,0.25,0,0,6,1500,192.947097,13453.34489,0,12 +C12778,127.062095,0.818182,453.3,330.8,122.5,0,0.583333,0.416667,0.166667,0,0,9,7000,593.965783,127.194961,0.166667,12 +C12779,259.623619,1,377.79,290.29,87.5,0,0.666667,0.25,0.583333,0,0,10,1500,1575.021839,212.402519,0,12 +C12780,28.445432,0.545455,166.2,166.2,0,0,0.25,0.25,0,0,0,3,5500,236.022703,97.531842,0.181818,12 +C12781,0.01968,0.090909,188.02,0,188.02,0,0.5,0,0.5,0,0,6,7500,129.791835,,0,12 +C12782,1258.769693,1,142,42,100,0,0.166667,0.083333,0.083333,0,0,2,1200,300.672826,6720.689968,0,12 +C12783,2865.386926,1,0,0,0,965.180677,0,0,0,0.416667,7,0,6500,1186.905688,726.990921,0,12 +C12784,276.446975,1,1429.39,100,1329.39,0,1,0.083333,1,0,0,21,2800,1296.041874,193.607553,0.1,12 +C12786,2878.528369,1,0,0,0,1563.518213,0,0,0,0.25,4,0,3000,653.306123,897.54649,0,12 +C12787,499.409588,1,6636.91,6157.74,479.17,109.211535,1,0.583333,1,0.083333,1,44,8000,4290.962037,206.810115,0.8,12 +C12788,2489.057383,1,0,0,0,1668.403386,0,0,0,0.166667,2,0,3000,1209.422549,708.562869,0,12 +C12789,44.463463,0.545455,154.86,0,154.86,0,0.416667,0,0.416667,0,0,5,2500,182.661133,79.973646,0,12 +C12790,201.463946,1,2364.85,2364.85,0,0,1,1,0,0,0,13,5000,1883.762278,134.457412,0.444444,12 +C12791,2508.850418,1,0,0,0,58.981572,0,0,0,0.166667,1,0,6000,454.176213,373.241553,0,6 +C12792,35.942931,0.818182,425.67,257.72,167.95,0,0.333333,0.083333,0.166667,0,0,4,6500,439.687694,126.895337,0,12 +C12793,440.186713,1,985.2,531,454.2,1055.502083,0.916667,0.25,0.916667,0.333333,12,19,6000,1670.869438,191.619507,0.083333,12 +C12794,783.550476,0.777778,175.8,175.8,0,2052.878473,0.444444,0.444444,0,0.444444,6,5,2500,1647.886436,219.384407,0,9 +C12795,511.569448,0.727273,2938.32,1685.35,1252.97,0,0.666667,0.5,0.583333,0,0,69,7500,832.586508,265.118787,0.166667,12 +C12796,5901.592192,1,1704.95,1141.55,563.4,0,0.583333,0.25,0.333333,0,0,9,8000,1886.692272,1474.409318,0,12 +C12797,210.618047,1,290,0,290,0,0.833333,0,0.833333,0,0,10,2700,239.005926,171.362848,0,12 +C12798,168.473316,0.454545,0,0,0,866.594079,0,0,0,0.25,4,0,1200,653.510107,69.53986,0,12 +C12799,1136.796512,1,869.38,391.86,477.52,0,1,1,0.5,0,0,23,7000,1785.242525,418.490057,0,12 +C12800,738.956988,1,0,0,0,1561.133958,0,0,0,0.333333,6,0,1500,1979.193103,198.854631,0.1,12 +C12801,858.180885,0.909091,3034.74,2214.86,819.88,418.127352,1,0.833333,1,0.166667,2,42,6500,5159.89613,312.167299,0.181818,12 +C12802,2065.035103,1,1462.6,1262.6,200,0,0.583333,0.333333,0.416667,0,0,17,3500,3587.267621,533.024631,0.083333,12 +C12803,16.052971,0.545455,127,127,0,0,0.166667,0.166667,0,0,0,2,4500,190.19504,141.377809,0,12 +C12804,2263.795064,0.875,320,320,0,4510.237702,0.5,0.5,0,0.875,15,5,10000,5215.482973,502.888727,0,8 +C12805,1527.905897,1,0,0,0,2918.216386,0,0,0,0.333333,4,0,6500,337.499565,337.86934,0,12 +C12806,5266.121863,1,9030.08,6345.65,2684.43,0,0.916667,0.25,0.833333,0,0,28,6000,7973.983573,6567.292367,0.083333,12 +C12807,6804.186841,1,640.03,227.6,412.43,1898.318709,0.416667,0.416667,0.416667,0.166667,4,20,7100,1891.669441,1979.44478,0,12 +C12808,2836.605817,1,0,0,0,2025.02275,0,0,0,0.25,8,0,3000,508.048005,855.02392,0,12 +C12809,21.328087,0.545455,512.35,0,512.35,0,1,0,1,0,0,18,2000,716.296679,99.218174,0.545455,12 +C12810,259.15982,1,1971.9,1580.98,390.92,19.395458,0.833333,0.5,0.5,0.083333,1,20,1800,2170.921218,167.050694,0.166667,12 +C12811,414.196362,0.909091,794.53,794.53,0,0,0.090909,0.090909,0,0,0,9,2000,814.33642,150.284972,0.1,11 +C12812,141.781912,0.545455,1401.4,0,1401.4,0,1,0,1,0,0,47,1500,2759.94906,673.097985,0,12 +C12813,30.530541,0.363636,360.1,192,168.1,0,0.333333,0.083333,0.25,0,0,6,1500,872.540799,177.17546,1,12 +C12814,1198.763306,1,0,0,0,57.645727,0,0,0,0.083333,2,0,1200,128.39674,7464.326611,0,12 +C12815,6187.219303,1,2029.03,1044.28,984.75,5933.125159,0.916667,0.416667,0.75,0.5,13,20,15000,8518.845677,1591.416385,0,12 +C12816,45.625764,0.545455,0,0,0,385.950518,0,0,0,0.25,3,0,10000,256.794478,116.200667,0.1,12 +C12818,358.011796,0.545455,0,0,0,1795.200197,0,0,0,0.083333,1,0,1950,4702.661168,501.485565,0.25,12 +C12819,810.52348,0.727273,985.33,856.09,129.24,0,0.416667,0.166667,0.166667,0,0,10,5500,5964.049531,502.623056,0.090909,12 +C12820,2910.425009,1,0,0,0,2121.504999,0,0,0,0.333333,6,0,7500,3855.512387,749.955592,0,12 +C12821,6784.258276,1,12.64,0,12.64,4516.162598,0.083333,0,0.083333,0.416667,13,1,10000,10813.82933,1661.518089,0.083333,12 +C12822,229.295689,1,2099.89,2099.89,0,0,1,1,0,0,0,14,3000,2470.255953,176.361201,0,12 +C12823,1465.716156,1,555.71,113.45,442.26,1304.049707,1,0.166667,0.916667,0.25,4,16,1800,566.364739,585.808957,0,12 +C12824,2315.997841,1,3643.93,2971.8,672.13,780.459161,0.916667,0.583333,0.833333,0.083333,1,36,7500,1256.695062,680.435223,0,12 +C12825,4202.1695,1,462,462,0,4776.10477,0.166667,0.166667,0,0.416667,10,2,8000,1010.799168,1541.756326,0,12 +C12826,2085.013555,1,198.27,198.27,0,0,0.166667,0.166667,0,0,0,2,8000,748.549629,524.180778,0,12 +C12827,51.794504,1,800.11,50.59,749.52,92.971171,1,0.166667,1,0.083333,1,14,4000,877.523458,183.608716,0.916667,12 +C12828,13.363762,0.428571,238.9,0,238.9,0,0.857143,0,0.714286,0,0,9,1000,197.86349,68.752646,1,7 +C12829,1141.349418,1,6003.86,3474.35,2529.51,0,1,0.916667,1,0,0,110,2500,6848.237541,287.30865,0.083333,12 +C12830,766.261051,1,1462.73,1100.23,362.5,0,0.666667,0.5,0.416667,0,0,26,6000,202.561336,195.306688,0,12 +C12831,155.566852,1,1303.78,207.09,1096.69,0,0.916667,0.25,0.916667,0,0,24,10000,1392.740366,176.247286,0.083333,12 +C12832,1168.692032,1,0,0,0,1027.967584,0,0,0,0.333333,4,0,5000,588.925093,287.740551,0,12 +C12833,78.027358,0.454545,377.07,377.07,0,367.672276,0.25,0.25,0,0.083333,2,8,1500,1547.271973,157.18024,0.25,12 +C12834,6671.450524,1,369.52,369.52,0,2578.596448,0.583333,0.583333,0,0.25,7,7,7500,1303.259619,3772.048542,0,12 +C12835,3057.553683,1,0,0,0,2037.648071,0,0,0,0.25,3,0,12500,7265.976143,847.170642,0,12 +C12836,343.003474,1,3429.49,2789.85,639.64,0,1,1,0.666667,0,0,40,10500,2700.228732,211.715095,0.416667,12 +C12837,4360.245187,1,703.23,703.23,0,0,1,1,0,0,0,12,4500,1372.421202,1377.09619,0,12 +C12838,2900.668727,1,3056.73,260.68,2796.05,0,1,0.25,1,0,0,54,10000,5402.934943,671.845831,0,12 +C12839,3569.826878,1,3056.06,1994.34,1061.72,0,1,1,0.833333,0,0,50,8500,2333.314296,899.222632,0,12 +C12840,3412.603461,1,3790.29,1516.3,2273.99,1384.954139,1,0.75,1,0.333333,4,110,9500,3362.90923,915.744891,0,12 +C12841,1519.396916,1,0,0,0,1825.201472,0,0,0,0.333333,11,0,2000,412.126381,527.787946,0,12 +C12842,1388.825312,1,974.42,901.92,72.5,1563.646228,1,1,0.4,0.6,25,33,1500,1071.874614,757.902835,0,10 +C12843,12.313357,0.636364,107.41,0,107.41,0,0.5,0,0.416667,0,0,6,2500,128.572704,91.316321,0.555556,12 +C12844,300.140362,1,2366.36,555,1811.36,0,1,0.166667,1,0,0,23,4000,2324.527168,184.880812,0.666667,12 +C12845,267.88449,0.454545,129,129,0,2496.787814,0.083333,0.083333,0,0.25,3,1,12000,1974.293695,72.930255,0.090909,12 +C12846,179.882212,1,828,0,828,0,1,0,1,0,0,12,1000,649.951462,152.775223,0.3,12 +C12847,49.901311,0.727273,790.65,538.01,252.64,0,0.75,0.333333,0.583333,0,0,17,4000,680.166806,145.25185,0.181818,12 +C12848,468.138723,0.545455,0,0,0,1478.624512,0,0,0,0.083333,1,0,1500,3198.435463,260.253382,0.25,12 +C12849,1197.052656,1,298.51,97.5,201.01,1362.13765,0.636364,0.090909,0.454545,0.090909,2,8,1700,2048.896136,486.579542,0.111111,11 +C12850,2632.469367,1,0,0,0,535.955512,0,0,0,0.25,4,0,3000,737.932369,736.750992,0,12 +C12851,24.479088,1,90,0,90,0,0.5,0,0.5,0,0,6,2500,128.865057,124.844559,0,12 +C12852,1391.33075,1,530.5,530.5,0,0,0.25,0.25,0,0,0,3,1600,573.866182,482.499021,0,12 +C12853,2748.868773,1,598.5,598.5,0,0,0.333333,0.333333,0,0,0,34,2000,518.300462,28483.25483,0,12 +C12854,1525.273429,1,133.4,0,133.4,0,0.333333,0,0.333333,0,0,4,1500,568.44997,758.082192,0,12 +C12855,149.345328,1,1424.4,1330.91,93.49,0,1,1,0.083333,0,0,17,5000,1214.676732,179.371816,0.75,12 +C12857,1364.390161,1,786,646,140,0,0.5,0.166667,0.416667,0,0,10,5000,599.435586,323.619258,0,12 +C12858,2274.992396,1,1794.82,1618.72,176.1,2373.651556,1,1,0.416667,0.416667,5,30,7000,722.123971,505.65312,0,12 +C12859,2611.487156,1,0,0,0,2527.237714,0,0,0,0.583333,16,0,6500,1155.285734,726.008517,0,12 +C12860,11930.78446,1,37.03,0,37.03,5171.710442,0.25,0,0.25,0.5,14,3,14000,3042.925661,2791.675875,0,12 +C12861,95.843629,0.818182,1210.95,201.99,1008.96,0,0.75,0.25,0.666667,0,0,21,8000,1110.838265,127.360837,0.727273,12 +C12862,2518.248504,1,1086.17,1013.17,73,487.263992,0.75,0.583333,0.25,0.25,7,17,3000,708.689089,1030.266046,0,12 +C12863,6380.474771,1,4381.33,2080.87,2300.46,0,0.666667,0.416667,0.5,0,0,45,11500,1297.408037,2129.183138,0,12 +C12864,937.052256,1,2003.98,455.62,1548.36,0,1,0.166667,1,0,0,49,1200,1033.879447,725.200106,0,12 +C12865,1693.287862,1,90,90,0,432.820851,0.083333,0.083333,0,0.25,3,1,1800,350.714526,666.121142,0,12 +C12866,111.902733,1,1554.86,1499.12,55.74,0,0.833333,0.833333,0.083333,0,0,25,4000,1411.67445,128.359788,0.272727,12 +C12867,13.925681,0.272727,462.78,422.78,40,0,0.25,0.25,0.083333,0,0,17,2000,1047.090159,119.325453,1,12 +C12868,3003.711667,1,349.45,0,349.45,0,0.636364,0,0.636364,0,0,7,2750,195.830629,26378.90782,0,11 +C12869,13.75098,0.181818,214.38,214.38,0,0,0.083333,0.083333,0,0,0,1,1500,1458.242991,178.665615,0,12 +C12871,176.478557,0.545455,600,600,0,0,0.083333,0.083333,0,0,0,1,1500,690.478077,77.300437,0,12 +C12872,2124.720599,1,1006.01,686.01,320,0,0.25,0.166667,0.166667,0,0,10,5000,583.205075,579.876616,0,12 +C12873,6043.926807,1,0,0,0,538.044813,0,0,0,0.583333,17,0,6500,1454.548208,3032.250188,0,12 +C12874,801.513783,1,1697.02,1217.02,480,0,1,1,1,0,0,40,5500,959.353093,296.563549,0,12 +C12875,2791.652315,1,0,0,0,229.417213,0,0,0,0.272727,3,0,3000,548.068694,1298.976568,0,11 +C12876,1452.868602,1,93.34,0,93.34,0,0.333333,0,0.333333,0,0,4,1500,361.630594,995.233726,0,12 +C12877,5311.500998,1,2339.79,2339.79,0,5930.115233,1,1,0,0.25,8,12,6500,6865.05666,1486.657279,0,12 +C12878,58.142915,0.4,0,0,0,151.730077,0,0,0,0.1,1,0,1200,79.965023,136.403124,0,10 +C12879,1738.454303,1,0,0,0,187.666429,0,0,0,0.25,3,0,7000,500.128525,407.848117,0,12 +C12880,115.376754,1,448.15,448.15,0,0,1,1,0,0,0,13,9000,423.564594,174.871144,0,12 +C12881,1615.436077,1,2610.29,2406.97,203.32,884.570862,0.916667,0.666667,0.333333,0.25,3,39,3600,689.414058,383.565211,0,12 +C12883,111.789941,1,1157.94,943.94,214,0,1,1,0.583333,0,0,22,7000,1209.840603,179.358734,0.916667,12 +C12884,11.4334,0.090909,250,250,0,0,0.083333,0.083333,0,0,0,1,1800,1445.844749,84.417079,0,12 +C12885,169.019496,1,4769.98,1164.35,3605.63,0,1,0.583333,1,0,0,56,4500,3998.399141,178.551031,1,12 +C12886,1016.583226,1,120,0,120,0,0.5,0,0.5,0,0,9,1000,358.031022,853.500194,0,12 +C12887,111.729154,0.454545,824.1,824.1,0,344.286557,0.166667,0.166667,0,0.083333,2,9,6500,2961.848966,143.140487,1,12 +C12888,2486.194077,1,2869.17,1761.23,1107.94,0,0.833333,0.5,0.666667,0,0,41,5500,718.693733,596.134475,0,12 +C12889,2728.076143,1,155.32,0,155.32,713.751955,0.333333,0,0.25,0.166667,2,4,4500,630.56085,945.633907,0,12 +C12890,467.220993,1,1110.17,640.17,470,814.088229,0.416667,0.083333,0.333333,0.25,3,6,4000,2514.118359,185.120378,0.25,12 +C12891,165.192464,1,206.32,0,206.32,0,0.833333,0,0.833333,0,0,10,3000,271.234786,162.988745,0,12 +C12892,2414.43578,1,689.4,689.4,0,1156.608975,1,1,0,0.25,3,12,8500,1582.886402,610.758681,0,12 +C12893,2432.276042,1,7156.11,5921.26,1234.85,1543.726862,0.833333,0.833333,0.666667,0.166667,3,198,9500,1914.832296,621.422606,0.083333,12 +C12894,1485.081634,1,48.22,48.22,0,106.224702,0.083333,0.083333,0,0.083333,1,1,1700,338.531014,542.822761,0,12 +C12895,1723.637852,1,660.61,437.08,223.53,144.154129,0.75,0.416667,0.583333,0.083333,1,16,2000,396.20761,476.229722,0,12 +C12896,1738.802811,1,395,395,0,0,0.166667,0.166667,0,0,0,2,6000,566.494736,457.010558,0,12 +C12897,1912.691045,0.666667,0,0,0,9553.955906,0,0,0,0.166667,1,0,10000,19998.38969,637.003067,0.5,6 +C12898,302.142293,1,3612.24,3340.05,272.19,0,1,1,0.083333,0,0,35,10500,2866.24778,192.523653,1,12 +C12899,185.725079,0.818182,456.05,0,456.05,0,0.416667,0,0.333333,0,0,8,3000,446.660021,160.229568,0,12 +C12900,2269.800656,0.714286,0,0,0,3359.844146,0,0,0,0.142857,3,0,3500,403.640958,967.007841,0,7 +C12901,750.070967,1,311.2,311.2,0,0,0.166667,0.166667,0,0,0,4,1000,544.179931,181.243059,0,12 +C12902,2287.854278,0.909091,0,0,0,1176.120124,0,0,0,0.166667,7,0,6000,3532.758968,551.975557,0,12 +C12903,7.817753,0.272727,170.02,0,170.02,0,0.5,0,0.5,0,0,6,2000,373.02841,73.301702,0.5,12 +C12904,877.603886,1,7786.4,215,7571.4,0,1,0.083333,1,0,0,68,6500,7328.487542,2494.776569,0.916667,12 +C12905,11642.60156,1,15108.47,2370,12738.47,0,1,0.5,1,0,0,298,12000,16005.45204,11652.56511,0,12 +C12906,2893.135916,1,0,0,0,1188.127404,0,0,0,0.166667,4,0,4000,877.652143,928.776392,0,12 +C12907,1589.083369,1,0,0,0,1527.089071,0,0,0,0.428571,4,0,2000,287.350882,411.733393,0,7 +C12908,2540.711001,1,844.38,844.38,0,197.620055,0.5,0.5,0,0.083333,1,11,7000,576.312714,532.652119,0,12 +C12909,1023.124791,1,1537.93,1093.67,444.26,247.04197,0.75,0.583333,0.583333,0.083333,1,25,9000,1070.149971,235.241959,0,12 +C12910,3937.87556,1,0,0,0,1767.100074,0,0,0,0.25,3,0,12000,2108.79056,1046.614165,0,12 +C12911,1079.008102,1,0,0,0,1259.571764,0,0,0,0.545455,9,0,1200,1379.635287,271.364415,0.090909,11 +C12912,2545.614986,1,0,0,0,1353.803704,0,0,0,0.333333,8,0,3000,716.417015,947.744413,0,12 +C12913,1659.414215,1,324,324,0,2039.735576,0.166667,0.166667,0,0.25,7,3,4000,510.211233,542.325234,0,12 +C12914,4484.839808,1,591.3,0,591.3,1402.722044,0.75,0,0.75,0.083333,1,23,6500,1476.731171,1233.335517,0,12 +C12915,335.360271,1,3237.47,3237.47,0,0,0.75,0.75,0,0,0,19,2000,3137.11501,124.831219,0.571429,12 +C12916,8214.860286,1,5213.41,2396.6,2816.81,0,1,0.833333,0.916667,0,0,79,15000,2137.637765,2046.519248,0,12 +C12917,745.72702,0.727273,137.7,35,102.7,0,0.166667,0.083333,0.166667,0,0,3,2000,2443.972329,3239.395001,0,12 +C12918,302.091029,0.818182,0,0,0,3688.086261,0,0,0,0.166667,8,0,2000,4032.526313,87.872257,0.1,12 +C12919,438.550144,1,3647.61,3403.79,243.82,0,1,1,0.916667,0,0,65,7500,3130.109064,172.078686,0.25,12 +C12920,646.745968,0.818182,0,0,0,889.412824,0,0,0,0.333333,6,0,1350,789.132988,184.544674,0,12 +C12921,9266.08054,1,100,0,100,4383.296268,0.333333,0,0.25,0.166667,3,4,17500,2444.123547,2603.406476,0,12 +C12922,2735.480264,0.636364,100,0,100,6964.780053,0.333333,0,0.25,0.5,11,4,9000,1129.128267,1362.581887,0,12 +C12923,160.530303,0.363636,299.38,299.38,0,836.768709,0.166667,0.166667,0,0.083333,4,5,1200,41.244164,89.772488,0,12 +C12924,2.386716,0.454545,115,0,115,0,1,0,0.916667,0,0,12,8500,99.456136,21.497533,0,12 +C12925,199.753857,1,1569.23,940.51,628.72,0,1,0.666667,0.833333,0,0,42,7500,1480.652512,187.544352,0.916667,12 +C12926,1647.990537,1,127.46,127.46,0,0,0.083333,0.083333,0,0,0,2,3500,414.257207,486.378735,0,12 +C12927,1362.551313,1,0,0,0,73.99384,0,0,0,0.090909,1,0,1500,312.512407,357.297959,0,11 +C12928,2221.252825,0.545455,0,0,0,6448.247202,0,0,0,0.333333,12,0,7000,397.799248,477.915036,0,12 +C12929,101.138672,1,1411.82,546.02,865.8,0,1,1,0.833333,0,0,42,3500,1357.403057,176.899874,0.75,12 +C12930,19.411374,1,229.92,0,229.92,0,1,0,1,0,0,12,2000,254.145406,142.377232,0.5,12 +C12931,189.11961,1,429.88,0,429.88,0,1,0,1,0,0,19,10000,723.776734,203.340471,0,12 +C12932,67.86054,0.363636,295.64,189,106.64,0,0.666667,0.083333,0.666667,0,0,9,3000,374.782336,68.395337,0,12 +C12933,1338.317684,0.909091,0,0,0,1961.77281,0,0,0,0.083333,1,0,2000,2313.97005,398.031823,0.111111,12 +C12934,5099.850196,1,805.45,695.9,109.55,587.441992,0.833333,0.416667,0.666667,0.25,4,22,5000,1922.297415,3777.37996,0,12 +C12935,68.222735,0.909091,537.68,0,537.68,0,0.916667,0,0.916667,0,0,22,3000,577.379225,182.870068,0.454545,12 +C12936,4028.756012,1,361.07,104.38,256.69,0,1,0.166667,1,0,0,18,4300,1279.931508,1537.985,0,12 +C12937,9.730297,0.636364,99.24,0,99.24,0,0.583333,0,0.583333,0,0,8,1000,195.347822,104.212617,0.142857,12 +C12938,224.915345,0.545455,2330,0,2330,0,0.5,0,0.416667,0,0,6,7500,3795.415177,194.174903,1,12 +C12939,1378.911019,1,0,0,0,454.311051,0,0,0,0.416667,5,0,1500,782.706659,424.424148,0,12 +C12941,2017.948347,1,1137.55,1137.55,0,145.93864,0.333333,0.333333,0,0.166667,2,14,2500,2416.247973,667.805708,0,12 +C12943,409.194212,0.545455,1213.23,1213.23,0,1751.419465,0.25,0.25,0,0.416667,8,9,6000,5997.800728,178.416838,0,12 +C12944,3130.53708,1,428.16,428.16,0,688.362421,0.333333,0.333333,0,0.25,3,7,4300,734.931543,688.847827,0,12 +C12945,1143.409012,1,0,0,0,47.241537,0,0,0,0.083333,1,0,1200,283.066151,353.608086,0,12 +C12946,4215.771256,1,0,0,0,7870.352952,0,0,0,0.416667,16,0,7500,5197.380969,1561.708701,0.083333,12 +C12947,54.952957,0.636364,470.12,0,470.12,0,0.333333,0,0.333333,0,0,4,10000,1042.208975,178.107513,0.666667,12 +C12948,1539.46423,1,629.78,423.89,205.89,0,0.333333,0.083333,0.166667,0,0,6,2000,559.336578,467.519551,0,12 +C12949,2589.500085,1,0,0,0,2529.709392,0,0,0,0.166667,4,0,5000,1647.938923,687.719999,0,12 +C12950,798.070226,1,660.02,530.19,129.83,189.780271,0.333333,0.333333,0.25,0.083333,2,16,2050,1238.467693,328.249203,0,12 +C12951,6877.333016,1,0,0,0,3801.1506,0,0,0,0.25,3,0,9000,1370.858877,1757.148202,0,12 +C12952,234.544023,1,2453.46,408.97,2044.49,0,1,0.333333,1,0,0,54,6500,2869.929774,199.539528,0.75,12 +C12953,4420.693904,1,0,0,0,3202.933702,0,0,0,1,32,0,4600,2831.140832,2544.866539,0,12 +C12954,5757.919072,1,5544.45,3169.2,2375.25,2722.524205,1,0.75,1,0.416667,8,59,7000,2370.147958,2411.305205,0,12 +C12955,2341.625484,1,2153.83,1260.08,893.75,0,0.916667,0.083333,0.916667,0,0,13,7500,774.4989,688.1366,0,12 +C12956,1022.687467,1,409.92,0,409.92,177.186666,1,0,1,0.25,6,12,1000,774.611541,940.657454,0,12 +C12957,1497.869891,1,806.64,681.69,124.95,0,0.833333,0.75,0.416667,0,0,26,1700,826.296904,857.418392,0,12 +C12958,115.340163,1,54.67,0,54.67,727.568806,0.166667,0,0.166667,0.166667,2,2,1200,410.867044,115.03558,0,12 +C12959,1175.749847,1,848.26,115,733.26,1032.462268,0.916667,0.083333,0.833333,0.083333,2,12,1200,2117.531771,838.137478,0.083333,12 +C12960,512.058666,0.818182,921.2,664.73,256.47,0,0.416667,0.166667,0.25,0,0,7,5500,1851.553319,786.58816,0,12 +C12961,40.645069,1,636.83,636.83,0,0,0.666667,0.666667,0,0,0,8,7500,670.205252,182.978696,0.416667,12 +C12962,12323.84536,1,989.32,989.32,0,0,0.090909,0.090909,0,0,0,2,18000,9542.247486,2540.084696,0,11 +C12963,967.177679,1,208.4,0,208.4,0,0.333333,0,0.333333,0,0,4,1000,431.402414,846.724721,0,12 +C12964,97.453056,0.818182,334.73,334.73,0,19.551802,0.083333,0.083333,0,0.083333,1,1,2500,234.271939,117.297542,0.25,12 +C12965,346.782576,1,961.12,961.12,0,0,0.333333,0.333333,0,0,0,4,7000,409.11342,373.884808,0,12 +C12966,32.228288,0.636364,73.45,73.45,0,0,0.166667,0.166667,0,0,0,2,4000,25.162565,163.322311,0,12 +C12967,39.642014,1,0,0,0,45.175571,0,0,0,0.083333,1,0,5000,0,,0,12 +C12968,1902.444082,1,0,0,0,2272.984507,0,0,0,0.083333,3,0,2500,2751.373324,650.087006,0.083333,12 +C12969,600.777518,1,760.38,269.53,490.85,0,1,0.166667,1,0,0,35,4500,829.712416,186.053091,0,12 +C12970,2864.644318,0.9,135,70,65,4345.320169,0.5,0.2,0.4,0.5,10,7,7000,1626.504396,656.858685,0,10 +C12971,4994.957253,1,0,0,0,2539.708186,0,0,0,0.416667,7,0,6400,1107.988488,1242.754558,0,12 +C12972,5392.29598,1,0,0,0,4020.9308,0,0,0,0.25,5,0,8000,8237.315179,1167.409427,0.090909,12 +C12973,1841.606048,1,0,0,0,2592.516363,0,0,0,0.625,10,0,2500,372.508487,427.337579,0,8 +C12974,2809.125422,1,65.5,65.5,0,0,0.083333,0.083333,0,0,0,1,3000,534.051634,1900.025531,0,12 +C12975,1305.724538,1,509.88,0,509.88,93.018864,1,0,1,0.083333,1,24,1200,913.23046,1929.692587,0,12 +C12976,258.148852,1,433.2,0,433.2,0,1,0,1,0,0,24,6000,229.824503,162.312596,0,12 +C12977,162.722336,1,222.7,94.7,128,0,0.5,0.166667,0.333333,0,0,8,4250,367.719858,166.661302,0,12 +C12978,4007.610043,1,83,83,0,9003.084705,0.083333,0.083333,0,0.25,12,1,10000,1308.070478,1221.251121,0,12 +C12979,11.759081,0.181818,100.94,0,100.94,0,0.166667,0,0.166667,0,0,2,6000,567.062237,134.693402,0.666667,12 +C12980,1384.008582,1,0,0,0,102.319161,0,0,0,0.166667,1,0,1500,183.35091,212.446542,0,6 +C12981,6980.228444,1,4400,4000,400,913.382295,0.333333,0.083333,0.333333,0.083333,1,5,10000,1530.593874,1596.221236,0,12 +C12982,2964.124423,1,118.05,0,118.05,157.301178,0.083333,0,0.083333,0.25,4,2,3000,359.886515,17563.48542,0,12 +C12983,78.287038,1,1045.76,63.2,982.56,0,1,0.083333,1,0,0,25,7000,944.999337,133.973858,0.4,12 +C12984,1307.937701,1,1280.58,237.4,1043.18,0,0.833333,0.083333,0.833333,0,0,28,1800,544.411381,337.179545,0,12 +C12985,27.93791,0.727273,205.92,0,205.92,0,0.666667,0,0.666667,0,0,24,1200,327.268542,110.286711,0.181818,12 +C12986,77.305919,0.727273,171.06,0,171.06,0,0.5,0,0.5,0,0,6,1500,329.587528,148.763367,0,12 +C12987,807.091888,1,1272.53,356.64,915.89,0,1,0.5,1,0,0,66,6000,2274.388713,227.352478,0.25,12 +C12988,5423.576453,1,1672.55,107.89,1564.66,2768.037239,1,0.083333,1,0.166667,9,40,8500,2411.575976,4716.185183,0,12 +C12989,1290.524209,1,1518.26,1024.83,493.43,39.054692,1,0.333333,0.916667,0.083333,1,22,1700,294.227995,383.572166,0,12 +C12990,34.869037,1,356.32,0,356.32,0,1,0,0.875,0,0,8,1000,286.841222,129.155038,0.571429,8 +C12991,811.564879,1,558.08,492.04,66.04,0,0.583333,0.416667,0.166667,0,0,12,8500,694.594504,201.679842,0,12 +C12992,1109.109473,1,113,113,0,189.801109,0.1,0.1,0,0.1,1,2,2500,200.741855,234.552176,0,10 +C12993,969.034643,1,50.85,50.85,0,0,0.166667,0.166667,0,0,0,2,1200,256.061264,309.02637,0,12 +C12994,80.167956,0.545455,1053.52,1053.52,0,0,0.416667,0.416667,0,0,0,12,3000,970.48092,67.064056,0.125,12 +C12995,607.912561,1,205.84,205.84,0,1076.492197,0.25,0.25,0,0.25,3,3,6000,258.631069,202.93187,0,12 +C12996,0,0,199.73,22,177.73,0,0.454545,0.090909,0.454545,0,0,6,9000,5557.460834,,0,11 +C12997,1758.703148,1,3955.35,3502.36,452.99,0,0.916667,0.916667,0.166667,0,0,29,7500,3561.755293,395.409663,0,12 +C12998,169.062888,1,1556.66,209.33,1347.33,0,0.916667,0.083333,0.833333,0,0,23,1000,1234.677121,169.47941,0.25,12 +C12999,268.577278,0.181818,0,0,0,5625.798427,0,0,0,0.083333,1,0,9000,34107.07499,761.962503,1,12 +C13000,1431.670328,1,1020.76,0,1020.76,0,1,0,1,0,0,27,5000,524.610416,409.222015,0,12 +C13001,241.097264,1,790.6,63.9,726.7,0,1,0.083333,1,0,0,42,1500,478.948292,168.169675,0.166667,12 +C13002,1484.705242,1,2673.3,2272.02,401.28,4104.024116,0.916667,0.666667,1,0.5,29,26,5000,6169.78218,646.953153,0,12 +C13004,54.80309,0.636364,462.32,0,462.32,0,0.583333,0,0.5,0,0,8,5000,422.709468,82.062989,0.454545,12 +C13005,1687.570137,1,162.04,73.04,89,0,0.25,0.083333,0.166667,0,0,4,1800,331.015115,919.874346,0,12 +C13006,1182.045732,1,130,70,60,0,0.416667,0.166667,0.166667,0,0,5,1200,279.439759,293.907914,0,12 +C13007,2304.087171,1,0,0,0,3511.369006,0,0,0,0.166667,3,0,3000,3004.655015,586.763635,0.083333,12 +C13008,8030.872986,1,0,0,0,4904.289845,0,0,0,0.833333,50,0,8500,5467.375109,2135.03681,0,12 +C13009,1.151323,0.181818,60.3,60.3,0,0,0.083333,0.083333,0,0,0,1,1200,697.573197,,0,12 +C13011,188.701762,0.454545,900.45,900.45,0,0,0.083333,0.083333,0,0,0,1,1200,1002.783773,74.503021,0,12 +C13012,2136.814161,1,0,0,0,2120.653422,0,0,0,0.333333,5,0,6000,1164.792197,527.241747,0,12 +C13013,1747.858092,1,3048.4,2500.8,547.6,119.336811,0.75,0.666667,0.333333,0.083333,1,30,3000,1390.388571,403.49587,0,12 +C13014,2637.334329,1,0,0,0,1204.068667,0,0,0,0.583333,14,0,3000,525.003763,994.387979,0,12 +C13015,499.437461,1,0,0,0,496.939698,0,0,0,0.083333,1,0,1200,956.458532,216.205066,0,12 +C13016,21.32716,1,309.74,0,309.74,0,1,0,1,0,0,19,8500,444.809305,142.818479,0.454545,12 +C13017,1534.294061,1,6508.72,3342.9,3165.82,0,1,0.25,1,0,0,44,6000,4954.001262,379.022468,0,12 +C13018,61.954938,1,477.42,0,477.42,0,1,0,1,0,0,36,6000,584.052195,165.016896,0.583333,12 +C13019,1294.324002,1,0,0,0,101.183886,0,0,0,0.083333,1,0,1500,495.527043,393.227405,0,12 +C13020,657.831607,1,612.25,0,612.25,1422.284696,1,0,1,0.083333,1,20,1500,2223.160653,170.167003,0.142857,12 +C13021,2708.9687,1,0,0,0,1655.456304,0,0,0,0.166667,4,0,3000,647.36814,587.545978,0,12 +C13022,689.764098,0.818182,0,0,0,2289.78885,0,0,0,0.416667,8,0,1800,2476.929255,202.931859,0,12 +C13023,6329.586806,0.714286,0,0,0,5489.844176,0,0,0,0.571429,6,0,14600,18091.01347,1513.375079,0.25,7 +C13024,4446.40675,1,0,0,0,245.067148,0,0,0,0.083333,1,0,5000,1193.527453,2042.217585,0,12 +C13025,1173.662921,0.818182,0,0,0,1422.490362,0,0,0,0.083333,1,0,1800,238.582391,258.649795,0,12 +C13026,21.881488,1,168.08,0,168.08,0,0.666667,0,0.666667,0,0,8,1500,197.731378,156.052167,0.545455,12 +C13027,1518.638794,0.727273,0,0,0,5187.029833,0,0,0,0.25,12,0,5500,6744.953537,1158.232955,0.125,12 +C13028,1061.439175,1,0,0,0,137.757459,0,0,0,0.083333,1,0,1200,446.265741,238.961902,0,12 +C13029,1579.728772,1,0,0,0,124.941315,0,0,0,0.083333,1,0,1800,464.305701,482.666125,0,12 +C13031,6.149295,0.181818,169.01,0,169.01,0,0.25,0,0.25,0,0,3,10000,731.852542,128.525835,0.666667,12 +C13032,2848.735428,1,95.67,95.67,0,272.559361,0.083333,0.083333,0,0.083333,1,1,5500,679.138272,892.599825,0,12 +C13033,32.215585,1,0,0,0,758.123122,0,0,0,0.083333,3,0,7500,838.652563,216.581883,0.083333,12 +C13034,5823.907919,1,0,0,0,3225.842654,0,0,0,0.666667,24,0,9500,1214.067137,1515.023913,0,12 +C13035,978.567283,1,1401.54,0,1401.54,0,1,0,1,0,0,14,4500,1769.181653,302.284864,0,12 +C13036,1588.447753,1,825.96,825.96,0,913.94708,0.333333,0.333333,0,0.166667,4,4,4000,258.557194,308.812474,0,6 +C13037,1530.883538,1,964.67,964.67,0,0,0.3,0.3,0,0,0,10,3000,288.366557,605.921914,0,10 +C13038,180.230777,0.818182,1653.91,997.1,656.81,0,0.75,0.666667,0.583333,0,0,35,11500,1785.782313,159.46795,0.555556,12 +C13039,256.182628,0.181818,111.39,111.39,0,0,0.166667,0.166667,0,0,0,4,10000,16842.39187,751.683377,0.333333,12 +C13040,1794.484219,1,197.7,197.7,0,271.900257,0.25,0.25,0,0.083333,1,3,1950,587.264565,630.117605,0,12 +C13041,1103.988247,1,0,0,0,2070.856333,0,0,0,0.666667,13,0,6500,333.050357,283.564425,0,12 +C13042,1783.622522,1,0,0,0,99.516488,0,0,0,0.083333,1,0,2000,453.767518,509.410087,0,12 +C13043,3560.734141,1,0,0,0,1466.123982,0,0,0,0.083333,3,0,4000,886.116717,1055.467811,0,12 +C13044,4751.340645,1,309.86,0,309.86,0,0.5,0,0.5,0,0,5,8600,5883.427252,1488.472099,0,12 +C13045,33.663794,1,585.6,0,585.6,0,1,0,1,0,0,12,1000,578.786142,191.914428,0.916667,12 +C13046,124.739834,1,1004.3,0,1004.3,0,0.916667,0,0.833333,0,0,11,4000,970.981432,179.454519,1,12 +C13047,2786.494499,1,0,0,0,1547.268611,0,0,0,0.25,5,0,8000,837.844106,916.41672,0,12 +C13048,6538.064926,1,1554.42,193.1,1361.32,1329.288028,1,0.166667,1,0.5,10,69,7500,1213.586463,2575.138832,0,12 +C13049,4360.032452,1,0,0,0,655.669266,0,0,0,0.833333,11,0,4500,1345.389329,1263.872069,0,12 +C13050,1013.23312,0.909091,0,0,0,603.491005,0,0,0,0.272727,3,0,1200,535.726687,206.591708,0,11 +C13051,7215.745096,1,0,0,0,3682.382663,0,0,0,0.75,14,0,12000,1946.227099,1782.085048,0,12 +C13052,2320.402196,1,436,0,436,3298.084294,0.5,0,0.416667,0.25,4,6,4000,4664.822102,858.092813,0.083333,12 +C13053,8791.161142,1,0,0,0,3706.755143,0,0,0,0.333333,4,0,12000,2244.627566,2916.278944,0,12 +C13054,22.720976,0.545455,853.75,123.5,730.25,0,0.583333,0.166667,0.333333,0,0,8,6000,594.205112,45.492655,0,12 +C13056,1083.787792,1,110,110,0,342.027342,0.083333,0.083333,0,0.333333,7,1,1200,504.434613,438.752592,0,12 +C13057,3.744802,0.272727,154.5,154.5,0,0,0.083333,0.083333,0,0,0,1,3800,178.897596,30.229283,0,12 +C13058,5968.583246,1,22381.97,19150.02,3231.95,0,1,1,0.583333,0,0,87,14500,20343.28681,1966.191831,0,12 +C13059,2249.367093,1,902.43,902.43,0,0,0.5,0.5,0,0,0,10,2500,789.29843,705.466936,0,12 +C13060,326.648686,1,1086.16,188,898.16,0,1,0.166667,1,0,0,17,7000,2579.973654,191.872793,0.666667,12 +C13061,3481.400783,1,188,188,0,2747.982493,0.166667,0.166667,0,0.416667,10,2,8500,844.591086,1063.696942,0,12 +C13062,2237.238086,1,120,120,0,0,0.125,0.125,0,0,0,1,2500,343.102984,712.986387,0,8 +C13063,1611.720259,1,955.59,873.85,81.74,0,0.916667,0.916667,0.083333,0,0,19,5000,703.220116,457.013405,0,12 +C13064,3294.951011,1,2923.07,2762,161.07,3801.850865,1,0.916667,0.583333,0.166667,2,35,13000,6320.790788,1002.946812,0,12 +C13065,1436.783799,1,258.86,25.52,233.34,143.228646,0.666667,0.083333,0.666667,0.083333,1,13,1500,662.396392,404.768221,0,12 +C13066,78.44322,1,1367.73,0,1367.73,0,1,0,1,0,0,58,6000,1229.147513,164.423401,1,12 +C13067,3586.66025,1,342,177,165,5409.095889,0.333333,0.166667,0.166667,0.416667,18,5,6000,5949.072074,1315.504162,0,12 +C13068,1119.464067,1,0,0,0,748.241727,0,0,0,0.25,4,0,3000,1951.116757,334.301206,0,12 +C13069,190.872836,0.545455,3011.36,0,3011.36,0,0.5,0,0.416667,0,0,6,7500,2543.018081,70.915266,0.3,12 +C13070,4881.395564,0.909091,849.78,849.78,0,0,0.454545,0.454545,0,0,0,7,11500,1097.471776,1314.593462,0,11 +C13071,891.111576,0.909091,698.99,0,698.99,1208.994937,0.545455,0,0.454545,0.363636,13,6,1500,2152.76797,371.913747,0.125,11 +C13072,124.732546,0.818182,301.07,301.07,0,0,0.083333,0.083333,0,0,0,1,5000,732.951933,133.935004,0,12 +C13073,1820.216623,1,4877.66,2341.16,2536.5,0,1,1,1,0,0,154,4500,1297.994539,408.293375,0.166667,12 +C13074,212.080181,1,618,333,285,0,0.5,0.083333,0.333333,0,0,7,6000,378.383325,169.341588,0,12 +C13076,2135.406047,1,1600.09,1425.13,174.96,78.600122,0.833333,0.666667,0.25,0.083333,1,28,2500,699.818277,976.996811,0,12 +C13077,523.329585,1,5819.46,4646.02,1173.44,0,1,1,1,0,0,114,6000,5279.91437,194.433112,0.916667,12 +C13078,2655.715643,1,0,0,0,2179.449214,0,0,0,0.416667,7,0,3000,893.586488,637.350978,0,12 +C13079,17.415068,0.727273,147.7,0,147.7,0,0.666667,0,0.666667,0,0,14,4000,177.088102,127.799107,0.181818,12 +C13080,347.577293,0.857143,26.8,26.8,0,470.846474,0.142857,0.142857,0,0.428571,11,1,500,28.654864,256.522546,0,7 +C13081,2201.533726,1,0,0,0,2719.782919,0,0,0,0.166667,4,0,3000,3436.911086,711.894455,0.083333,12 +C13082,169.850339,1,1693.03,39,1654.03,0,1,0.083333,0.916667,0,0,15,4000,1382.622524,181.773223,0.454545,12 +C13083,1584.358415,1,0,0,0,440.692946,0,0,0,0.083333,1,0,4000,805.264643,452.084802,0,12 +C13084,5030.927831,1,99,99,0,2999.769235,0.166667,0.166667,0,0.583333,10,2,6000,1144.381323,1143.067027,0,12 +C13085,982.165343,1,435.72,45.65,390.07,0,0.5,0.083333,0.5,0,0,20,2300,917.52463,1319.508567,0,12 +C13086,233.376877,1,1178.12,901.5,276.62,0,1,0.25,1,0,0,28,6000,1098.390459,177.323148,0,12 +C13087,1201.149593,1,851.21,260.45,590.76,0,0.833333,0.25,0.75,0,0,21,3600,978.569968,362.83664,0,12 +C13088,36.607995,0.545455,224.4,224.4,0,0,0.166667,0.166667,0,0,0,2,2100,372.093413,151.08003,0,12 +C13089,2380.291402,1,1433.2,487.74,945.46,254.450638,0.666667,0.416667,0.583333,0.166667,3,33,7000,1877.023036,616.430163,0,12 +C13090,198.377577,0.636364,0,0,0,3882.683613,0,0,0,0.25,7,0,9000,6200.550587,114.23108,0.5,12 +C13091,27.585915,0.090909,0,0,0,1209.369868,0,0,0,0.083333,1,0,11000,14176.74867,46.573054,0,12 +C13092,1369.969909,1,1770,1770,0,460.484164,0.166667,0.166667,0,0.083333,1,2,1800,1692.52541,365.78324,0,12 +C13093,100.037595,1,414.48,0,414.48,0,1,0,1,0,0,12,1000,234.619774,144.362561,0,12 +C13094,1412.593167,1,1278.5,1278.5,0,0,0.166667,0.166667,0,0,0,6,10500,1296.772849,327.424876,0,12 +C13095,3473.463277,1,1182.95,718.75,464.2,0,1,0.583333,1,0,0,36,6000,955.667752,1243.191013,0,12 +C13096,411.894578,1,2948.1,2706.59,241.51,0,0.916667,0.916667,0.5,0,0,22,4000,2520.35969,185.983855,0.333333,12 +C13097,3380.990237,1,984.31,984.31,0,508.157584,1,1,0,0.25,4,12,3800,1694.781649,2591.170425,0,12 +C13098,381.959463,0.545455,1013.6,1013.6,0,476.74727,0.166667,0.166667,0,0.083333,1,12,3500,2246.428764,103.601608,0,12 +C13099,449.456201,1,3597.02,2833.13,763.89,0,1,1,1,0,0,65,2000,3901.786339,177.54056,0.25,12 +C13100,1134.830372,1,833.98,833.98,0,0,1,1,0,0,0,11,7500,285.23111,184.13146,0,8 +C13101,1358.798385,1,0,0,0,174.369769,0,0,0,0.166667,2,0,1500,337.074078,294.178618,0,12 +C13102,177.550964,1,2188.88,101,2087.88,0,1,0.166667,1,0,0,48,7500,2372.21499,188.138313,0.333333,12 +C13103,1310.839573,1,646.28,422.17,224.11,2350.427153,0.666667,0.333333,0.5,0.416667,17,15,1500,1758.379933,908.470064,0,12 +C13104,1088.568358,1,436.8,150,286.8,0,1,0.166667,1,0,0,16,1000,363.125659,1618.005527,0,12 +C13105,341.233281,1,277.06,0,277.06,0,0.583333,0,0.5,0,0,7,2800,2859.947327,2595.876353,0.75,12 +C13106,1289.327381,1,892,563,329,0,0.583333,0.25,0.25,0,0,14,3500,655.143647,360.636863,0,12 +C13107,597.297664,0.636364,689.67,228.87,460.8,73.693002,0.666667,0.25,0.666667,0.083333,1,15,3511.111111,2327.014381,246.495299,0.125,12 +C13108,894.081947,1,1901.71,1853.11,48.6,206.61878,0.666667,0.666667,0.416667,0.083333,1,33,1500,947.130141,220.745296,0,12 +C13109,1492.035204,1,2429.23,1680.7,748.53,0,1,0.166667,1,0,0,44,7000,4373.664316,373.988419,0,12 +C13110,112.514659,0.6,459.51,274.65,184.86,0,0.5,0.2,0.3,0,0,13,1200,211.625556,103.297347,0,10 +C13111,795.401963,1,3408.01,3408.01,0,0,0.916667,0.916667,0,0,0,11,5000,5797.060195,242.410057,0.083333,12 +C13112,1987.474619,1,2254.03,1607.39,646.64,988.51815,0.75,0.416667,0.75,0.083333,1,30,3000,898.751834,862.981582,0,12 +C13113,6995.3025,1,999.77,0,999.77,6507.113368,0.75,0,0.75,0.583333,16,14,8000,2863.397049,2553.534465,0,12 +C13114,72.518075,1,525,0,525,0,1,0,1,0,0,12,1000,553.4725,181.029848,0.4,12 +C13115,541.61305,1,554.79,554.79,0,468.601675,0.916667,0.916667,0,0.25,5,12,7000,2500.847222,226.781819,0.416667,12 +C13116,1919.443036,1,0,0,0,5427.830151,0,0,0,0.333333,7,0,5500,2936.557193,626.771938,0,12 +C13117,60.837925,1,387.42,0,387.42,0,0.916667,0,0.916667,0,0,11,1500,347.63772,172.234687,0.363636,12 +C13118,33.954525,0.454545,158,0,158,0,0.333333,0,0.25,0,0,4,1200,178.116509,64.695731,0,12 +C13119,491.91535,1,4527.64,4327.31,200.33,0,1,1,0.333333,0,0,49,2300,4139.307545,287.805087,0.090909,12 +C13120,733.988674,1,83.47,83.47,0,0,0.083333,0.083333,0,0,0,1,9000,195.17029,219.056873,0,12 +C13121,5606.778018,1,283.88,124.88,159,3637.857309,0.416667,0.166667,0.166667,0.333333,10,6,14500,12124.63957,1923.472385,0.083333,12 +C13122,408.310297,1,0,0,0,777.912775,0,0,0,0.333333,10,0,1500,1488.832955,193.298562,0.083333,12 +C13123,580.649334,0.636364,0,0,0,1133.582799,0,0,0,0.25,4,0,1200,215.025138,291.847732,0,12 +C13124,2709.099711,1,354.92,354.92,0,340.821615,0.25,0.25,0,0.416667,6,3,8500,997.929231,642.622594,0,12 +C13125,3821.413393,1,197,80.5,116.5,3926.684678,0.833333,0.083333,0.75,0.333333,11,11,7000,700.151706,1540.518189,0,12 +C13126,1224.95436,1,0,0,0,292.385578,0,0,0,0.083333,1,0,1400,350.078829,566.002062,0,12 +C13127,3846.74253,1,0,0,0,1932.460679,0,0,0,1.5,18,0,5600,496.245836,538.346874,0,6 +C13128,5500.316126,1,0,0,0,4930.998256,0,0,0,0.166667,6,0,9000,10036.80464,1915.072549,0.083333,12 +C13129,364.516232,1,0,0,0,720.251306,0,0,0,0.2,2,0,6500,94.932543,158.639188,0,10 +C13130,688.993252,1,803.57,0,803.57,0,1,0,1,0,0,53,2000,253.769944,195.362332,0,12 +C13131,3781.053716,1,764.19,0,764.19,279.13821,0.666667,0,0.666667,0.166667,3,29,7000,1640.238914,2951.847301,0,12 +C13132,1394.445085,1,0,0,0,279.693602,0,0,0,0.333333,4,0,1600,389.817084,510.935129,0,12 +C13133,117.205812,0.818182,215,215,0,0,0.083333,0.083333,0,0,0,1,1750,86.403222,182.994424,0,12 +C13134,4373.439331,0.888889,1959.04,1570.04,389,5124.126997,0.666667,0.444444,0.555556,0.555556,6,12,7000,820.851704,1409.800552,0,9 +C13135,2931.237524,1,150,150,0,1434.135353,0.083333,0.083333,0,0.083333,3,3,3000,577.725789,1683.482088,0,12 +C13136,310.666963,1,881.87,509.87,372,0,0.545455,0.363636,0.272727,0,0,12,7500,274.936052,212.361801,0,11 +C13137,970.120944,1,120,120,0,394.626936,0.083333,0.083333,0,0.25,8,1,1500,1646.068152,299.386794,0,12 +C13138,931.144615,0.666667,1864.5,1864.5,0,148.542419,0.333333,0.333333,0,0.333333,4,6,2000,194.303595,215.542334,0,6 +C13139,1484.996584,1,170,170,0,0,0.416667,0.416667,0,0,0,5,1500,406.189673,479.239093,0,12 +C13140,1967.931753,1,1344.85,1344.85,0,2509.019799,0.416667,0.416667,0,0.25,5,6,3500,3772.740721,600.505507,0.166667,12 +C13141,74.653975,0.818182,603.6,253.6,350,0,0.666667,0.25,0.416667,0,0,11,2500,431.710102,134.295856,0.090909,12 +C13142,84.783684,1,203.6,0,203.6,0,0.666667,0,0.666667,0,0,8,1500,206.472169,166.325041,0,12 +C13143,668.742738,1,951.97,664.83,287.14,0,0.666667,0.083333,0.583333,0,0,12,1000,1362.945215,310.674253,0.083333,12 +C13144,3790.510114,1,2626.06,2236.68,389.38,0,1,1,1,0,0,62,7500,2057.425716,2605.968939,0,12 +C13145,58.241599,1,792.35,0,792.35,0,1,0,0.916667,0,0,17,10000,762.107502,160.56702,0.636364,12 +C13146,226.804333,1,669.19,669.19,0,0,1,1,0,0,0,25,8000,1093.526476,173.672316,0.083333,12 +C13147,216.595085,1,270.21,270.21,0,232.881575,1,1,0,0.083333,2,12,6000,453.391188,199.633262,0,12 +C13148,1552.53528,1,2072.43,1518.4,554.03,0,0.833333,0.5,0.5,0,0,30,7000,2522.068213,389.675365,0,12 +C13149,1131.445959,1,0,0,0,1498.390707,0,0,0,0.333333,5,0,1950,662.653149,213.351598,0,12 +C13150,1048.403657,1,652.24,652.24,0,0,0.583333,0.583333,0,0,0,7,4000,2274.855647,669.585057,0,12 +C13151,460.956973,1,145.28,35.25,110.03,1404.503073,0.833333,0.25,0.75,0.416667,28,14,8000,1235.201553,199.811334,0.166667,12 +C13152,5873.201628,1,146.68,42.66,104.02,2206.510074,0.25,0.083333,0.166667,0.333333,7,5,8000,1951.218091,1669.058818,0,12 +C13153,281.349361,1,473.34,0,473.34,0,0.833333,0,0.833333,0,0,10,1500,153.209881,182.388625,0.083333,12 +C13154,1207.886609,1,143,0,143,1358.395174,0.166667,0,0.083333,0.166667,2,2,3000,398.257086,235.957305,0,12 +C13155,9.12851,0.181818,80.06,80.06,0,0,0.083333,0.083333,0,0,0,1,1600,0,,0,12 +C13156,929.473356,1,0,0,0,1335.247069,0,0,0,0.166667,3,0,6000,430.236948,236.775013,0,12 +C13157,907.120507,0.363636,98,0,98,2683.566903,0.333333,0,0.25,0.083333,3,4,3000,514.338268,796.476168,0,12 +C13158,744.112849,1,1628.08,626.23,1001.85,0,1,0.666667,0.75,0,0,27,6000,892.732912,263.48702,0,12 +C13159,0,0,63.3,0,63.3,0,0.25,0,0.25,0,0,3,2700,0,,0,12 +C13160,1499.324936,1,0,0,0,18.123413,0,0,0,0.083333,1,0,1500,309.565852,526.749661,0,12 +C13161,89.229937,0.909091,830,0,830,0,0.583333,0,0.416667,0,0,8,4000,923.299373,138.908017,1,12 +C13162,1057.142919,1,789.96,739.96,50,0,1,1,0.166667,0,0,21,8000,1328.926056,216.592529,0,12 +C13163,2160.127684,1,353.22,127.28,225.94,185.02165,0.916667,0.166667,0.916667,0.25,3,13,2500,3745.594702,4342.944882,0,12 +C13164,740.231763,1,150,150,0,0,0.083333,0.083333,0,0,0,2,1800,1810.018994,371.232676,0,12 +C13165,666.314773,0.545455,0,0,0,1435.898249,0,0,0,0.083333,1,0,1500,444.852002,486.647187,0,12 +C13166,1293.044047,1,0,0,0,1425.748356,0,0,0,0.333333,5,0,1500,294.30747,286.673785,0,12 +C13167,1360.795674,1,0,0,0,462.861443,0,0,0,0.272727,6,0,1500,303.031979,443.781316,0,11 +C13168,13.362018,0.363636,119.46,60.27,59.19,0,0.25,0.166667,0.083333,0,0,4,7500,534.740352,132.441551,0,12 +C13169,2878.715983,1,909.16,513.78,395.38,2600.803827,0.75,0.25,0.666667,0.25,13,28,3000,4103.582568,1872.752158,0.083333,12 +C13170,1792.255588,1,582.85,482.21,100.64,0,0.833333,0.416667,0.833333,0,0,25,11500,4247.404958,451.556429,0,12 +C13171,1939.822738,0.909091,1130.25,1130.25,0,1811.549006,0.583333,0.583333,0,0.5,20,29,3000,566.13825,970.417924,0,12 +C13172,2939.047848,1,749,299,450,7130.160309,0.583333,0.166667,0.416667,0.833333,50,8,5000,4161.642762,972.65285,0,12 +C13173,888.023397,0.909091,0,0,0,252.318137,0,0,0,0.090909,3,0,1500,1734.981714,317.921967,0.181818,11 +C13174,13.959639,0.636364,149.88,29.9,119.98,0,0.583333,0.083333,0.5,0,0,8,4000,235.74496,156.767607,0.75,12 +C13175,4413.461158,1,55.12,55.12,0,0,0.083333,0.083333,0,0,0,1,5000,1433.807814,2036.483418,0,12 +C13176,2900.59088,1,588.48,588.48,0,0,0.166667,0.166667,0,0,0,2,3000,1189.418494,2648.004763,0,12 +C13178,2600.500163,1,1301.9,1169.9,132,0,0.833333,0.666667,0.416667,0,0,21,4500,530.552146,1230.24842,0,12 +C13179,4075.540208,1,0,0,0,3502.346314,0,0,0,0.25,4,0,14000,8012.84957,1088.217898,0,12 +C13180,791.117673,1,854.2,854.2,0,0,0.25,0.25,0,0,0,3,7350,5346.679636,5583.630482,0.416667,12 +C13181,950.31308,1,1022.84,1022.84,0,0,0.166667,0.166667,0,0,0,5,1500,818.113846,2083.026155,0,12 +C13182,3.64248,0.272727,71.65,0,71.65,0,0.166667,0,0.166667,0,0,3,2000,270.73449,140.698664,1,12 +C13183,6773.941979,1,14215,14215,0,464.795495,0.583333,0.583333,0,0.083333,1,30,9000,5773.661106,6338.527589,0,12 +C13184,906.830419,1,129,129,0,2168.295882,0.083333,0.083333,0,0.166667,2,1,1700,2152.93568,539.700832,0.083333,12 +C13185,1705.435895,0.666667,0,0,0,3719.359585,0,0,0,0.5,4,0,4000,282.620956,418.372715,0,6 +C13186,2311.164692,1,318.85,0,318.85,3541.752608,0.75,0,0.75,0.333333,4,9,5000,526.713137,735.303992,0,12 +C13187,2262.825216,0.727273,221.2,221.2,0,0,0.166667,0.166667,0,0,0,4,9000,6791.182982,826.907399,0.125,12 +C13188,380.351858,0.909091,1216.21,1216.21,0,145.058195,0.166667,0.166667,0,0.083333,1,9,3000,1605.939594,135.474623,0.111111,12 +C13189,3218.51979,1,0,0,0,1335.303813,0,0,0,0.583333,13,0,14500,804.616908,771.133373,0,12 +C13190,2089.451704,1,1256.49,879.61,376.88,1381.853089,0.666667,0.583333,0.5,0.166667,2,32,2500,637.044684,1072.394817,0.090909,12 +C13191,103.611789,1,960.24,0,960.24,0,1,0,0.818182,0,0,13,2700,938.788924,150.326767,0.2,11 +C13192,1589.141901,1,0,0,0,1387.07837,0,0,0,0.25,10,0,3000,454.856663,557.016549,0,12 +C13193,6369.895861,1,335.68,0,335.68,2607.530791,0.666667,0,0.583333,0.5,7,8,9000,1592.064294,1497.715051,0,12 +C13194,4028.315428,1,0,0,0,275.691831,0,0,0,0.083333,1,0,4500,892.224219,1572.219063,0,12 +C13195,725.529062,1,8754.59,8636.73,117.86,0,1,1,0.25,0,0,116,4000,8648.305093,195.873012,0.916667,12 +C13196,1766.619204,1,261.12,233.54,27.58,958.092503,0.5,0.416667,0.166667,0.916667,21,8,1950,1508.080601,398.520851,0,12 +C13197,1935.116931,0.727273,0,0,0,4195.104578,0,0,0,0.583333,17,0,7000,680.591231,964.502795,0,12 +C13198,1487.517111,1,614.53,311.22,303.31,0,0.666667,0.333333,0.333333,0,0,15,1700,570.147403,429.203871,0,12 +C13199,4037.543707,1,1005.72,220,785.72,6203.612318,0.833333,0.25,0.833333,0.666667,19,13,6000,3724.247764,1047.765097,0.083333,12 +C13200,7.954284,0.272727,56,56,0,0,0.083333,0.083333,0,0,0,1,10500,312.280331,82.975613,0,12 +C13201,147.193451,1,2863.92,0,2863.92,0,1,0,1,0,0,12,2500,2589.303082,171.139818,1,12 +C13202,1125.539048,1,645.96,59.9,586.06,1214.196152,1,0.166667,0.916667,0.166667,2,35,1500,693.631165,384.147394,0.1,12 +C13203,1950.956894,0.833333,0,0,0,2844.307484,0,0,0,0.166667,2,0,3000,300.71395,405.461471,0,6 +C13204,972.283554,0.363636,0,0,0,3210.308898,0,0,0,0.083333,5,0,6000,413.800076,1023.857832,0,12 +C13205,5931.699858,1,218,218,0,2527.492866,0.083333,0.083333,0,0.25,4,2,8000,1309.816518,1402.076478,0,12 +C13206,1956.708852,1,1351.68,903.4,448.28,94.976442,0.833333,0.416667,0.583333,0.083333,1,19,2500,1240.372707,443.579192,0,12 +C13207,1384.792038,1,133.34,0,133.34,0,0.333333,0,0.333333,0,0,4,2900,1877.881775,547.387346,0,12 +C13208,7857.659056,1,1760.55,53,1707.55,7418.467899,1,0.083333,1,0.333333,9,142,15000,2114.977167,1942.656647,0,12 +C13209,0,0,70.65,70.65,0,0,0.083333,0.083333,0,0,0,1,4000,95.733701,,0,12 +C13210,5211.684904,1,0,0,0,2994.309677,0,0,0,0.666667,15,0,6000,1376.037807,2011.577535,0,12 +C13211,1832.096639,1,1560.21,1310.25,249.96,1862.018701,1,0.166667,1,0.083333,1,28,4000,60.712768,4958.944737,0,12 +C13212,607.20006,1,549.08,216.95,332.13,67.423321,1,0.333333,1,0.083333,1,33,4500,471.103957,206.952931,0,12 +C13213,9753.114706,1,10199.63,4585.44,5614.19,113.120409,1,0.916667,1,0.166667,2,131,15000,8292.65306,2296.958624,0,12 +C13214,66.163293,0.909091,259.32,0,259.32,0,1,0,1,0,0,12,1500,384.275314,135.786608,0.090909,12 +C13215,859.588282,0.909091,48.16,48.16,0,9139.119365,0.166667,0.166667,0,0.166667,13,2,10000,376.383077,263.710911,0,12 +C13216,44.081566,1,503.25,0,503.25,0,0.916667,0,0.833333,0,0,11,8500,500.251341,171.601056,1,12 +C13217,3776.150532,1,0,0,0,3335.783756,0,0,0,0.333333,12,0,6000,881.37316,890.70637,0,12 +C13218,99.527723,0.818182,1059.59,1059.59,0,0,0.666667,0.666667,0,0,0,14,2500,1438.379172,162.415247,0.833333,12 +C13219,2972.931391,1,60.54,0,60.54,988.385871,0.25,0,0.166667,0.083333,1,3,8500,5693.080357,1058.432256,0,12 +C13220,1941.315169,1,262.08,0,262.08,0,1,0,1,0,0,23,5000,557.258278,490.403966,0,12 +C13221,2852.354665,1,424.84,424.84,0,0,0.416667,0.416667,0,0,0,6,3000,725.815797,833.636185,0,12 +C13222,432.058764,1,817.62,254.14,563.48,0,0.916667,0.25,0.666667,0,0,25,5100,2797.052769,314.307392,0,12 +C13223,240.814517,0.181818,59,59,0,196.906234,0.083333,0.083333,0,0.083333,1,2,5000,5135.531491,288.495064,0,12 +C13224,978.091862,1,550.53,0,550.53,0,1,0,1,0,0,39,1200,1068.923263,254.433788,0,12 +C13225,7387.803893,1,208,208,0,6728.679523,0.25,0.25,0,0.416667,7,3,14000,1613.637071,1686.82882,0,12 +C13226,1454.188994,1,70,70,0,296.081137,0.083333,0.083333,0,0.416667,5,1,1500,688.566665,367.459274,0,12 +C13227,21.968945,0.454545,335,0,335,0,0.416667,0,0.416667,0,0,5,1000,742.772271,145.138785,0.333333,12 +C13228,56.091512,0.818182,405,0,405,0,0.75,0,0.75,0,0,9,6727.272727,553.440125,171.037361,0.6,12 +C13229,5920.486917,1,899.8,0,899.8,1694.266621,1,0,1,0.25,4,25,6500,1654.932016,1832.433867,0,12 +C13230,216.702671,1,2205.51,1073.49,1132.02,0,1,1,1,0,0,53,7500,1941.251813,140.28742,0.454545,12 +C13231,9629.808851,1,0,0,0,4372.393835,0,0,0,0.545455,9,0,12000,2468.988022,2134.295731,0,11 +C13232,870.774939,1,169.03,20,149.03,432.747965,0.666667,0.083333,0.5,0.083333,1,8,5000,444.462463,309.646636,0,12 +C13233,867.244416,1,804.18,0,804.18,0,0.416667,0,0.416667,0,0,10,3700,1175.28625,343.753509,0,12 +C13234,429.887213,1,898.34,295,603.34,0,0.416667,0.25,0.416667,0,0,11,6500,865.94452,178.267406,0,12 +C13235,1884.252524,1,1358.88,116.63,1242.25,0,1,0.166667,1,0,0,79,1200,303.560901,18959.86938,0,12 +C13236,1801.045046,1,1684.29,1620.69,63.6,0,1,0.916667,0.166667,0,0,18,8000,4376.057598,600.900522,0,12 +C13237,464.445178,1,436.3,0,436.3,0,0.5,0,0.4,0,0,5,1800,523.180176,182.241613,0,10 +C13238,1876.290248,1,63.62,63.62,0,0,0.083333,0.083333,0,0,0,1,2000,383.273938,663.925938,0,12 +C13239,1471.557317,1,577.58,0,577.58,529.067202,1,0,1,0.25,4,29,1500,1265.924345,1007.132278,0,12 +C13240,410.021801,0.636364,1438.76,1060.66,378.1,0,0.583333,0.5,0.333333,0,0,24,3000,424.595959,258.959313,0,12 +C13241,292.688812,1,2815.82,2047.65,768.17,0,1,1,1,0,0,71,7000,4382.773241,206.099083,0.5,12 +C13242,5176.531297,1,67.84,67.84,0,2665.236381,0.083333,0.083333,0,0.333333,8,1,6000,1178.560867,1330.593643,0,12 +C13243,7776.4369,1,107.33,107.33,0,3404.231913,0.083333,0.083333,0,0.333333,7,1,8500,1891.304756,1829.724497,0,12 +C13244,1562.698176,1,354.04,354.04,0,0,0.916667,0.916667,0,0,0,16,6000,2975.946627,392.783086,0,12 +C13245,7682.12519,1,663,663,0,5515.966342,0.083333,0.083333,0,0.666667,30,2,9000,3206.54505,3989.603092,0,12 +C13246,2251.631886,1,3727.77,3227.85,499.92,0,1,0.083333,1,0,0,14,3150,3516.064225,795.92781,0.083333,12 +C13247,2783.614341,1,1725.05,700.05,1025,1004.424902,0.916667,0.333333,0.75,0.416667,5,18,5000,812.534656,934.885255,0,12 +C13248,2392.332606,1,2556.32,1566.42,989.9,4091.326388,0.583333,0.5,0.416667,0.5,14,54,6500,1336.30247,512.056995,0,12 +C13249,4418.554352,1,960,0,960,958.069623,1,0,1,0.25,8,12,4500,1656.726415,2422.033266,0,12 +C13250,226.35396,0.909091,2455.75,2230.75,225,0,0.75,0.666667,0.25,0,0,17,6000,1999.316204,162.122511,0.727273,12 +C13251,148.7321,1,532.66,342.66,190,0,0.416667,0.166667,0.25,0,0,12,3000,476.194293,174.358116,0.083333,12 +C13252,793.005227,1,4.99,4.99,0,0,0.083333,0.083333,0,0,0,1,2500,1127.028432,223.627537,0.083333,12 +C13253,960.221148,0.727273,0,0,0,1357.652469,0,0,0,0.083333,3,0,1500,308.039409,373.610849,0,12 +C13254,2011.929899,1,208.5,0,208.5,0,0.25,0,0.25,0,0,3,7000,517.558081,1109.232571,0,12 +C13255,7293.108794,1,0,0,0,1877.531533,0,0,0,0.333333,4,0,8500,1816.195475,1659.404676,0,12 +C13257,1033.41108,1,1020.3,1020.3,0,180.93905,0.25,0.25,0,0.166667,2,16,1200,809.176783,465.807758,0,12 +C13258,1375.427868,1,0,0,0,1658.888269,0,0,0,0.166667,2,0,3000,474.560258,340.879992,0,12 +C13259,0.683939,0.181818,17.7,17.7,0,0,0.083333,0.083333,0,0,0,1,1500,18.825023,10.074393,0,12 +C13260,1328.569532,1,140,140,0,0,0.083333,0.083333,0,0,0,1,1600,326.461136,540.345357,0,12 +C13261,87.931814,0.909091,617.5,0,617.5,0,0.833333,0,0.833333,0,0,10,4000,740.045839,150.708825,0.818182,12 +C13262,8897.437228,1,3710.57,1600,2110.57,588.051695,1,0.083333,0.916667,0.083333,2,75,9000,2434.069001,4008.154371,0,12 +C13263,140.120632,1,644.16,0,644.16,0,0.916667,0,0.833333,0,0,11,1500,399.905138,163.128265,0,12 +C13264,488.00991,1,102.98,0,102.98,0,0.166667,0,0.166667,0,0,2,7000,186.660086,191.949816,0,12 +C13265,3356.816523,1,0,0,0,1831.109653,0,0,0,0.1,1,0,3500,661.24329,596.541854,0,10 +C13266,2.796865,0.272727,170.92,170.92,0,0,0.583333,0.583333,0,0,0,7,4000,227.392057,37.257557,0,12 +C13267,2453.444449,1,622.16,0,622.16,0,0.666667,0,0.583333,0,0,8,2500,1205.366513,1145.810573,0,12 +C13268,2146.005518,0.909091,469.83,469.83,0,0,0.818182,0.818182,0,0,0,10,8500,1025.916057,477.907704,0,11 +C13269,4504.79334,1,0,0,0,4707.988554,0,0,0,1,34,0,7500,1786.385347,1086.360075,0,12 +C13270,1406.388339,1,542.7,542.7,0,305.496366,0.333333,0.333333,0,0.166667,2,8,1600,505.060863,451.453969,0,12 +C13271,4013.183067,1,2591.77,1956.09,635.68,1437.475493,1,0.75,1,0.25,4,54,8500,8342.187656,997.196,0.083333,12 +C13272,11631.32337,1,14686.1,0,14686.1,3422.724703,1,0,1,0.083333,2,347,13600,11400.6013,10285.13412,0,12 +C13273,1839.93046,1,26.12,26.12,0,158.971239,0.083333,0.083333,0,0.083333,1,1,1950,525.947589,627.660656,0,12 +C13275,845.307601,0.181818,0,0,0,5452.074197,0,0,0,0.083333,1,0,6000,1148.343858,1441.839102,0,12 +C13276,1202.869845,1,0,0,0,1408.583789,0,0,0,0.142857,1,0,1500,388.040315,182.935266,0,7 +C13277,1076.586375,1,2204.54,877.89,1326.65,0,1,0.166667,1,0,0,50,1000,2514.502136,2301.241067,0,12 +C13278,1593.619532,1,0,0,0,209.211041,0,0,0,0.166667,2,0,1800,612.459086,524.499084,0,12 +C13279,0,0,61.21,61.21,0,0,0.083333,0.083333,0,0,0,1,2600,0,,0,12 +C13280,22.242824,1,236.28,236.28,0,0,0.833333,0.833333,0,0,0,10,4000,258.45701,153.481269,0.545455,12 +C13282,132.993735,0.454545,1383.67,1358.77,24.9,0,0.416667,0.333333,0.166667,0,0,10,7000,1270.735859,103.971481,0,12 +C13283,5438.546318,1,287.43,0,287.43,1661.975726,0.75,0,0.666667,0.5,17,15,6500,1297.428044,1331.499517,0,12 +C13284,666.123984,1,1999.7,351,1648.7,0,0.916667,0.25,0.75,0,0,15,3100,667.118376,264.338574,0.2,12 +C13285,1862.269621,0.909091,0,0,0,2934.816408,0,0,0,0.5,10,0,3000,970.716436,474.957649,0,12 +C13286,3616.001088,1,365,365,0,377.340385,0.166667,0.166667,0,0.083333,1,2,9500,1215.577201,865.861706,0,12 +C13287,1763.755481,1,2233.3,2233.3,0,0,0.083333,0.083333,0,0,0,2,13000,2209.056302,405.557756,0,12 +C13288,452.094148,1,5073.53,4752.26,321.27,0,1,1,0.666667,0,0,54,7000,3923.560419,176.275371,1,12 +C13289,64.162396,1,541.6,0,541.6,0,0.833333,0,0.75,0,0,10,7500,377.067598,204.81908,0.363636,12 +C13290,9342.15857,1,0,0,0,3666.845105,0,0,0,0.416667,7,0,11000,2308.545227,2400.161872,0,12 +C13291,2267.245868,1,0,0,0,2577.952598,0,0,0,0.416667,5,0,3000,510.067074,468.709937,0,12 +C13292,1461.259621,1,178.67,0,178.67,0,0.5,0,0.5,0,0,6,6500,666.357134,491.582146,0,12 +C13293,844.837833,1,2196.38,1868.83,327.55,2716.83907,1,1,0.166667,0.416667,7,23,5000,3274.100331,245.892171,0,12 +C13294,1402.44598,1,0,0,0,109.398095,0,0,0,0.083333,1,0,1500,438.031669,432.195428,0,12 +C13295,1838.159648,1,0,0,0,713.245337,0,0,0,0.166667,9,0,3500,2958.852784,835.751337,0,12 +C13296,333.810017,1,4678.63,3389.73,1288.9,0,1,1,1,0,0,60,2500,3789.993246,162.295285,1,12 +C13297,4526.591303,1,1806.5,976.5,830,4354.491196,0.5,0.416667,0.166667,0.333333,5,11,9000,1329.600846,947.556185,0,12 +C13298,74.0153,1,546.7,0,546.7,0,0.833333,0,0.75,0,0,10,4000,673.234502,153.314788,0.363636,12 +C13299,88.492683,0.727273,0,0,0,438.517219,0,0,0,0.083333,1,0,2500,481.996972,78.113848,0.083333,12 +C13300,1508.80711,1,372.16,325.32,46.84,1172.467897,0.416667,0.25,0.333333,0.166667,9,11,2500,2948.81126,1021.416857,0.083333,12 +C13301,3.925627,0.454545,17.8,17.8,0,0,0.083333,0.083333,0,0,0,1,2500,649.54356,84.757464,0.5,12 +C13302,65.207898,0.454545,350,350,0,0,0.083333,0.083333,0,0,0,1,8000,369.369235,97.235037,0,12 +C13303,10871.08518,1,0,0,0,4822.559803,0,0,0,0.166667,3,0,18000,2735.624602,2595.765441,0,12 +C13304,1845.113513,1,258.9,258.9,0,251.188184,0.166667,0.166667,0,0.166667,2,3,2000,486.093032,515.528152,0,12 +C13305,4432.514906,1,1543.75,1543.75,0,2188.478475,0.75,0.75,0,0.5,11,12,9000,1042.51532,1307.289892,0,12 +C13306,1133.652007,1,34.83,34.83,0,0,0.166667,0.166667,0,0,0,2,1200,309.340005,279.044103,0,12 +C13307,1054.466688,1,142.8,142.8,0,0,0.166667,0.166667,0,0,0,2,1200,515.767434,319.949186,0,12 +C13308,449.123098,1,65,65,0,354.816958,0.090909,0.090909,0,0.272727,6,1,2500,118.654655,239.240948,0,11 +C13309,1760.407415,1,0,0,0,364.974098,0,0,0,0.083333,1,0,3500,1868.315118,593.24323,0,12 +C13310,2308.191918,1,47.8,0,47.8,0,0.083333,0,0.083333,0,0,1,3000,617.883193,590.47289,0,12 +C13312,2007.080218,1,75,0,75,1270.19897,0.25,0,0.166667,0.166667,4,3,2500,453.694102,498.284122,0,12 +C13313,6045.192228,1,0,0,0,2628.993114,0,0,0,0.666667,17,0,8500,1507.863241,1615.436709,0,12 +C13314,4393.939007,1,417.08,417.08,0,2126.961648,0.25,0.25,0,0.416667,7,3,5300,1026.406336,1152.616381,0,12 +C13315,969.346477,0.545455,0,0,0,7217.705353,0,0,0,0.25,5,0,5200,7122.694558,218.463565,0.166667,12 +C13316,784.897871,1,0,0,0,312.283682,0,0,0,0.166667,3,0,1600,287.326954,269.699364,0,12 +C13317,509.900317,0.363636,21,0,21,0,0.083333,0,0.083333,0,0,1,11500,23150.57184,1863.225391,0.333333,12 +C13318,124.561589,0.636364,1674.16,1674.16,0,0,0.583333,0.583333,0,0,0,60,1800,2397.018501,144.268048,1,12 +C13319,175.930384,0.333333,264.98,0,264.98,1556.629433,0.222222,0,0.111111,0.333333,3,6,1500,5379.820725,153.461233,1,9 +C13320,250.493739,1,500.67,500.67,0,0,0.166667,0.166667,0,0,0,3,12000,589.69489,197.615598,0.166667,12 +C13321,1735.137321,1,1879.92,1879.92,0,934.051432,0.454545,0.454545,0,0.272727,3,8,4000,3986.076109,429.538814,0.090909,11 +C13322,89.708187,1,1808.6,1808.6,0,450.417925,0.916667,0.916667,0,0.166667,3,26,7500,1890.186096,139.117341,0.444444,12 +C13323,1954.920348,1,1016.34,1016.34,0,0,0.333333,0.333333,0,0,0,9,7500,481.559934,595.650324,0,12 +C13324,81.860834,0.909091,710.09,392,318.09,0,0.583333,0.166667,0.416667,0,0,8,7500,684.774819,97.399107,0.1,12 +C13325,165.544411,0.818182,468.6,335.4,133.2,18.126683,1,0.25,1,0.083333,1,15,1700,1389.092134,198.260864,0,12 +C13326,935.778608,1,645.83,645.83,0,2607.507856,0.583333,0.583333,0,0.916667,43,12,6500,5524.371958,290.170065,0.25,12 +C13327,1574.330411,1,869.26,0,869.26,0,0.75,0,0.75,0,0,9,1500,1341.941189,1534.646713,0,12 +C13328,833.62924,1,1171.28,856.28,315,0,1,1,1,0,0,24,6500,1034.871633,262.137054,0,12 +C13329,0,0,103.68,103.68,0,0,0.111111,0.111111,0,0,0,1,2500,230.652819,,0,9 +C13330,56.837819,0.727273,584.34,584.34,0,0,0.5,0.5,0,0,0,8,9500,1074.374998,128.896127,0.1,12 +C13331,51.759686,0.818182,256.5,0,256.5,0,0.583333,0,0.416667,0,0,7,4000,282.494417,156.138846,0,12 +C13332,2675.636728,1,1257.27,1115.92,141.35,0,0.916667,0.916667,0.583333,0,0,28,6000,1380.967309,622.738695,0,12 +C13333,1907.364819,1,192.88,138,54.88,0,0.583333,0.083333,0.5,0,0,9,7500,1484.679588,684.377166,0,12 +C13334,182.085903,1,1935.16,1935.16,0,0,0.833333,0.833333,0,0,0,26,13500,2559.793542,212.12069,0.416667,12 +C13335,243.590067,1,1995.25,410.21,1585.04,0,1,0.416667,1,0,0,49,5700,2413.9198,227.534843,0.166667,12 +C13336,2130.117689,1,63.38,0,63.38,1131.804112,0.166667,0,0.166667,0.25,5,3,2500,1125.751115,592.360464,0,12 +C13337,4660.384868,1,0,0,0,782.193415,0,0,0,0.333333,5,0,5000,1161.791759,1309.518909,0,12 +C13338,129.314624,1,94.5,0,94.5,0,0.583333,0,0.583333,0,0,7,1500,132.94586,849.067783,0,12 +C13339,1963.239125,1,67.55,0,67.55,1935.971876,0.25,0,0.166667,0.333333,6,3,2500,459.929854,543.168888,0,12 +C13340,1166.660018,1,2452.69,1541.69,911,0,0.666667,0.416667,0.416667,0,0,13,1500,1259.60563,271.109376,0.083333,12 +C13341,42.996921,1,230.04,230.04,0,0,0.25,0.25,0,0,0,4,200,187.489678,186.703736,0,12 +C13342,4064.615698,1,351,0,351,2412.0422,0.75,0,0.666667,0.083333,3,9,5000,702.91438,2615.222618,0,12 +C13343,25.095678,0.888889,177.76,0,177.76,0,0.888889,0,0.777778,0,0,8,1500,138.239594,130.345404,0.285714,9 +C13344,1149.160308,1,30.6,30.6,0,112.385792,0.083333,0.083333,0,0.25,3,1,3000,3169.387626,510.304379,0,12 +C13345,210.670699,1,2675.53,1132.69,1542.84,0,1,0.5,1,0,0,42,5000,2496.741743,173.308474,0.727273,12 +C13346,896.347796,1,0,0,0,989.764347,0,0,0,0.25,13,0,2500,280.037759,257.298488,0,12 +C13347,5709.486507,0.833333,0,0,0,2794.326341,0,0,0,1.166667,10,0,6000,550.513331,1299.46337,0,6 +C13348,68.207625,0.363636,536,0,536,0,0.333333,0,0.25,0,0,4,4000,1204.801315,186.15796,0.666667,12 +C13349,82.483732,1,1301.05,30,1271.05,0,1,0.083333,1,0,0,22,7500,1264.358895,194.410326,0.833333,12 +C13350,95.267927,1,571.64,0,571.64,0,0.75,0,0.666667,0,0,14,8800,558.81781,191.864946,0,12 +C13351,4788.283283,1,0,0,0,437.808586,0,0,0,0.166667,2,0,5000,823.840717,1934.821741,0,12 +C13352,13.922594,0.909091,182.1,0,182.1,0,0.833333,0,0.833333,0,0,10,5500,231.561711,159.668759,0.8,12 +C13353,6246.069586,1,0,0,0,5518.29804,0,0,0,0.166667,4,0,10000,1462.274274,2206.014199,0,12 +C13354,409.38122,0.545455,3197.42,3197.42,0,1668.819905,0.333333,0.333333,0,0.166667,2,6,6000,5000.150942,204.042253,1,12 +C13355,3688.371995,1,0,0,0,10746.54538,0,0,0,1,63,0,7000,10906.06846,1059.881395,0.083333,12 +C13356,2924.640322,1,0,0,0,6817.656826,0,0,0,0.333333,10,0,6500,2455.218599,751.502763,0,12 +C13357,67.869072,0.454545,502.52,0,502.52,0,0.333333,0,0.333333,0,0,4,1000,1297.259048,140.879535,0.5,12 +C13358,8571.315438,1,0,0,0,6543.824302,0,0,0,0.5,15,0,10000,2274.349191,2222.681317,0,12 +C13359,6209.488896,1,0,0,0,3674.314806,0,0,0,0.166667,3,0,8500,1417.16906,1425.192934,0,12 +C13360,73.189931,0.636364,199.96,199.96,0,0,0.083333,0.083333,0,0,0,1,2000,362.012001,167.584529,0,12 +C13361,8341.513474,1,5410.31,2265.38,3144.93,0,1,0.5,1,0,0,111,11100,4058.304036,2575.6226,0,12 +C13362,1377.184745,1,0,0,0,173.972384,0,0,0,0.5,7,0,1500,366.247349,451.841215,0,12 +C13363,5532.653003,1,2491.83,1449.12,1042.71,3504.619697,0.916667,0.5,0.75,0.416667,16,37,10500,1683.540792,1437.443187,0,12 +C13364,4445.044609,1,5714.5,3055.5,2659,3575.55006,1,0.166667,1,0.5,22,47,5000,9315.869127,2935.639712,0.083333,12 +C13365,3747.079869,1,0,0,0,3970.509167,0,0,0,0.333333,6,0,6000,6841.765563,1249.799792,0.083333,12 +C13366,124.117838,0.363636,14.98,14.98,0,0,0.083333,0.083333,0,0,0,1,1700,607.535166,43.582049,0,12 +C13367,5905.955278,1,1642.94,1642.94,0,2154.941692,0.333333,0.333333,0,0.416667,5,4,12200,1439.105644,1429.520664,0,12 +C13368,4861.692801,1,54.25,0,54.25,2986.039891,0.333333,0,0.333333,0.333333,6,4,9000,1609.448663,1410.13097,0,12 +C13369,7579.855749,1,4544.7,1583.96,2960.74,470.690431,1,0.5,1,0.166667,5,54,11500,1967.604336,1955.832192,0,12 +C13370,13.141343,0.545455,850.44,150,700.44,0,1,0.083333,1,0,0,22,1000,766.489028,28.116598,0,12 +C13371,6023.720208,1,1182.08,432.25,749.83,4295.168396,1,0.083333,0.833333,0.083333,5,20,10000,3888.521014,1405.441642,0,12 +C13372,189.722981,1,1771.78,231.23,1540.55,0,0.916667,0.166667,0.916667,0,0,27,6700,1678.622679,188.591146,0.166667,12 +C13373,1179.878115,1,0,0,0,127.034,0,0,0,0.333333,4,0,1200,400.481025,355.300563,0,12 +C13374,4653.854929,1,360,360,0,4267.21357,0.5,0.5,0,0.5,17,6,5000,2676.029302,5204.152199,0,12 +C13375,355.125926,1,269.75,269.75,0,0,0.75,0.75,0,0,0,9,2000,960.623536,202.824829,0,12 +C13376,3122.507074,1,10755.68,6488.74,4266.94,573.846921,0.916667,0.833333,0.833333,0.166667,2,151,10000,5199.074518,787.853297,0,12 +C13377,2101.04762,1,184,184,0,1881.773648,0.166667,0.166667,0,0.666667,24,3,2500,2231.251407,726.381528,0,12 +C13378,76.046682,1,1440.93,26.61,1414.32,0,0.916667,0.083333,0.75,0,0,15,12000,1311.209483,147.350402,0.875,12 +C13379,868.808006,1,39.83,33.5,6.33,0,0.166667,0.083333,0.083333,0,0,2,1950,264.721497,282.178494,0,12 +C13380,1484.693487,1,399.96,0,399.96,0,1,0,1,0,0,12,1200,185.006776,10729.24905,0,12 +C13381,826.019814,1,6856.25,6856.25,0,0,0.833333,0.833333,0,0,0,46,10500,6429.084786,215.361187,0.4,12 +C13382,423.629272,1,2485.54,2349.3,136.24,0,0.75,0.166667,0.583333,0,0,10,4500,2590.141003,180.488982,0.375,12 +C13383,2806.343181,1,0,0,0,274.463254,0,0,0,0.083333,3,0,3000,797.82877,937.454272,0,12 +C13384,1455.180323,1,81.1,81.1,0,249.897384,0.083333,0.083333,0,0.25,5,1,1800,377.255832,587.838614,0,12 +C13385,4839.379685,1,503.64,503.64,0,7811.002437,0.166667,0.166667,0,0.666667,17,2,10000,8307.329219,1991.934051,0.083333,12 +C13386,3642.140907,1,3338.1,218.82,3119.28,0,1,0.166667,1,0,0,32,6000,1793.138722,871.776232,0,12 +C13387,305.506746,1,0,0,0,381.399683,0,0,0,0.333333,4,0,6000,402.20014,180.815649,0,12 +C13388,5379.384053,1,501.09,501.09,0,0,0.416667,0.416667,0,0,0,6,9000,1480.283481,1923.071434,0,12 +C13389,1132.615315,1,136.19,136.19,0,0,0.166667,0.166667,0,0,0,2,5100,346.986446,407.889131,0,12 +C13390,172.316897,0.181818,368.49,368.49,0,1731.561995,0.083333,0.083333,0,0.166667,16,2,2500,0,,0,12 +C13391,215.015895,0.285714,0,0,0,1034.617513,0,0,0,0.285714,4,0,1500,0,,0,7 +C13392,2120.098679,1,0,0,0,4834.483762,0,0,0,0.25,10,0,6000,2856.303303,654.963612,0.083333,12 +C13393,1647.461444,1,323.55,323.55,0,0,0.75,0.75,0,0,0,9,5000,669.943854,607.902881,0,12 +C13394,2837.322217,1,35,35,0,804.52054,0.083333,0.083333,0,0.666667,12,1,3000,618.234466,762.082055,0,12 +C13395,926.218872,1,1218.92,0,1218.92,0,1,0,1,0,0,18,13000,2913.075304,267.051909,0,12 +C13396,1309.983442,1,504.5,207.6,296.9,2800.75903,0.833333,0.166667,0.75,0.583333,16,18,7500,1795.634727,297.714417,0.083333,12 +C13397,3.93442,0.636364,29.99,29.99,0,0,0.083333,0.083333,0,0,0,1,1800,18.769077,42.100823,0,12 +C13398,306.084815,0.888889,3200,0,3200,0,0.888889,0,0.777778,0,0,14,2500,3017.573426,116.302492,0.2,9 +C13399,2854.716657,1,0,0,0,333.917678,0,0,0,0.166667,2,0,3000,712.005753,941.643087,0,12 +C13400,10.811047,0.454545,85.5,0,85.5,0,0.25,0,0.166667,0,0,3,1500,245.987433,132.932707,1,12 +C13401,185.984965,0.454545,482.24,392.24,90,903.843591,0.272727,0.181818,0.090909,0.272727,8,8,1200,2333.997439,160.900585,0.25,11 +C13402,6533.312256,1,504.33,234.39,269.94,2308.315512,0.5,0.166667,0.5,0.25,5,8,11000,1670.6627,1498.484584,0,12 +C13403,50.582235,0.909091,428,110,318,0,0.5,0.083333,0.333333,0,0,7,1700,541.419745,139.585651,0.428571,12 +C13404,545.767741,1,102.4,0.01,102.39,526.948456,0.75,0.083333,0.666667,0.083333,2,13,1500,812.543364,248.91561,0,12 +C13405,1592.974511,1,0,0,0,147.114012,0,0,0,0.333333,5,0,1700,326.19924,484.066784,0,9 +C13406,80.178891,1,1200,0,1200,0,1,0,0.916667,0,0,12,1200,1037.62728,165.880254,1,12 +C13407,715.044288,1,249.96,0,249.96,828.943053,1,0,0.833333,0.166667,2,6,1000,189.02697,261.530262,0,6 +C13408,752.26105,1,4019.86,3627.86,392,5632.549503,0.916667,0.916667,0.583333,0.333333,10,19,3000,7574.577354,237.824379,0.875,12 +C13409,168.909599,0.909091,2313.68,125.4,2188.28,0,1,0.166667,1,0,0,22,8000,2987.023425,164.438353,0.909091,12 +C13410,1256.034535,1,545.74,110,435.74,381.203187,0.583333,0.166667,0.5,0.166667,2,9,7000,561.983691,294.602332,0,12 +C13411,533.990908,0.545455,1286.1,1129.82,156.28,95.526303,0.5,0.25,0.416667,0.083333,1,29,1200,55.766782,739.571101,0,12 +C13412,79.462211,0.727273,1073.97,1073.97,0,0,0.416667,0.416667,0,0,0,5,8100,866.683765,116.514395,0.222222,12 +C13413,1152.591573,0.666667,50,50,0,2172.551397,0.166667,0.166667,0,0.166667,2,1,2500,99.26684,405.504082,0,6 +C13414,790.367002,1,3663.31,2744.88,918.43,0,1,1,0.833333,0,0,70,5000,4232.922974,250.545557,0,12 +C13416,2694.354265,1,0,0,0,3711.466877,0,0,0,0.75,36,0,8500,3388.94577,567.291789,0,12 +C13417,364.464393,0.818182,1050.76,1050.76,0,0,0.416667,0.416667,0,0,0,5,1200,1195.876023,173.488987,0,12 +C13418,173.329004,1,72,0,72,0,0.166667,0,0.166667,0,0,4,8050,191.693568,189.060724,0,12 +C13419,302.768674,1,3028.94,2033.94,995,0,0.916667,0.833333,0.166667,0,0,22,2400,2893.951915,163.750989,0.9,12 +C13420,870.783501,1,1813.87,916.2,897.67,0,1,0.5,1,0,0,25,7500,1483.654129,232.0668,0,12 +C13421,2806.264846,1,1021.66,25,996.66,0,0.166667,0.083333,0.083333,0,0,3,6500,728.025537,1026.321014,0,12 +C13422,425.966019,1,2219.33,2060.5,158.83,0,0.416667,0.083333,0.333333,0,0,8,9000,2268.864868,211.168736,0.083333,12 +C13423,1525.063274,1,150,150,0,264.96017,0.083333,0.083333,0,0.083333,1,3,1800,733.240634,469.758727,0,12 +C13424,1060.209389,1,43.2,0,43.2,176.22717,0.166667,0,0.083333,0.333333,4,2,1200,676.139575,314.901632,0,12 +C13425,1068.046178,1,1632.83,285,1347.83,0,1,0.166667,1,0,0,22,3600,3541.399754,549.246265,0,12 +C13426,6533.309582,1,0,0,0,4257.018953,0,0,0,0.333333,11,0,8500,1691.047119,1914.459253,0,12 +C13427,128.558239,1,720,0,720,0,1,0,0.916667,0,0,12,1000,598.322582,197.443037,0.090909,12 +C13428,1502.292117,1,0,0,0,188.762242,0,0,0,0.083333,1,0,4600,544.978537,368.962968,0,12 +C13429,999.528562,1,662.98,583,79.98,495.595993,0.363636,0.363636,0.090909,0.181818,2,8,1400,691.407037,676.34902,0,11 +C13430,864.760723,1,1894.5,1601.7,292.8,808.489505,1,0.5,0.75,0.166667,3,24,4100,1295.954973,286.246906,0.083333,12 +C13431,465.332882,1,6920.08,5182.71,1737.37,0,0.833333,0.583333,0.5,0,0,34,9500,5691.439238,235.694396,0.636364,12 +C13432,2187.00313,0.9,0,0,0,892.792807,0,0,0,0.1,2,0,3000,460.103356,455.40632,0,10 +C13433,2073.595183,1,1716.11,1716.11,0,0,0.333333,0.333333,0,0,0,7,7000,1608.073274,699.559936,0,12 +C13434,3592.56906,1,0,0,0,1286.356207,0,0,0,0.333333,5,0,4500,820.438917,1048.73584,0,12 +C13435,1861.43505,1,247.45,0,247.45,3760.827918,0.583333,0,0.5,0.083333,10,7,4000,903.972319,716.103395,0.083333,12 +C13436,1176.753991,1,0,0,0,1817.167913,0,0,0,0.333333,6,0,2000,768.296414,318.681676,0,12 +C13437,146.647091,1,866.57,684.87,181.7,0,0.5,0.333333,0.166667,0,0,12,2500,1085.866453,119.015325,0.090909,12 +C13439,1396.385805,1,25.2,25.2,0,1920.24988,0.083333,0.083333,0,0.583333,19,1,2500,410.617369,503.627101,0,12 +C13440,48.272361,0.727273,750,250,500,0,0.5,0.083333,0.333333,0,0,8,6500,912.949944,74.0589,0,12 +C13441,1440.568286,1,0,0,0,56.461898,0,0,0,0.166667,2,0,1500,474.645124,548.86868,0,12 +C13442,7595.24699,1,1422.12,1196.98,225.14,4798.127161,0.75,0.333333,0.5,0.666667,14,23,10000,2283.468603,2631.254565,0,12 +C13443,473.679359,1,2580.63,1608.74,971.89,0,1,1,0.833333,0,0,64,8500,2358.035548,263.453051,0,12 +C13444,3613.551586,1,2653.49,2033.01,620.48,3516.374364,0.833333,0.666667,0.5,0.666667,20,38,6500,868.565652,1183.572986,0,12 +C13445,1.366727,0.545455,0,0,0,191.751369,0,0,0,0.083333,1,0,1200,594.099172,26.161818,0.166667,12 +C13446,686.657879,1,2476.45,1624.5,851.95,253.273353,1,0.75,1,0.083333,1,35,4000,1600.734366,224.265608,0.083333,12 +C13447,6100.396015,1,0,0,0,5312.922403,0,0,0,0.666667,13,0,12000,1460.027383,1465.870504,0,12 +C13448,5926.922151,1,2325.75,2325.75,0,461.862131,0.5,0.5,0,0.25,3,25,13000,1489.518098,1644.757535,0,12 +C13449,1135.452712,1,374.94,0,374.94,1062.414129,1,0,0.888889,0.111111,2,9,1200,415.322291,678.223873,0,9 +C13450,1502.972028,1,673.8,673.8,0,1187.524461,1,1,0,0.25,6,12,2400,2925.653927,361.356383,0,12 +C13451,1355.179528,1,0,0,0,119.945758,0,0,0,0.083333,2,0,1500,338.541279,348.388563,0,12 +C13452,2962.757731,1,4398.65,300,4098.65,2483.768145,1,0.083333,1,0.333333,9,47,3000,7109.795209,5114.110493,0.083333,12 +C13453,1467.458994,0.909091,497.83,434.8,63.03,0,0.727273,0.545455,0.181818,0,0,14,1500,726.488879,856.508162,0,11 +C13454,1737.037252,1,2432.9,1800,632.9,0,1,0.083333,0.916667,0,0,19,5000,1500.221266,468.467422,0,12 +C13455,3866.85069,1,0,0,0,762.875848,0,0,0,0.181818,3,0,10000,708.94961,1392.546969,0,11 +C13456,1637.51006,1,0,0,0,6050.562566,0,0,0,0.666667,22,0,6500,5587.314274,437.988978,0,12 +C13457,2948.881234,1,840.48,510,330.48,411.828101,0.5,0.25,0.333333,0.166667,7,15,3000,1520.923579,1841.972209,0,12 +C13458,10.785694,0.444444,384.4,0,384.4,0,0.888889,0,0.777778,0,0,8,1500,655.428475,65.251585,0.333333,9 +C13459,126.32794,0.909091,718.01,718.01,0,0,0.25,0.25,0,0,0,5,7500,1067.973689,157.340797,0,12 +C13460,3862.125712,1,812.78,676.8,135.98,3217.292489,0.5,0.333333,0.25,0.583333,13,14,6000,803.736956,1738.467819,0,12 +C13461,2105.898309,1,0,0,0,217.314696,0,0,0,0.333333,5,0,2250,569.815997,1031.776402,0,12 +C13462,4891.896666,1,915.81,0,915.81,1678.175594,0.583333,0,0.5,0.25,5,7,7500,1164.557472,1270.282758,0,12 +C13463,1299.826045,1,599.74,524.5,75.24,160.70672,0.25,0.083333,0.166667,0.166667,2,5,1500,589.628198,489.936556,0,12 +C13464,68.707804,1,774.91,774.91,0,0,1,1,0,0,0,12,7500,1209.741424,169.985235,1,12 +C13465,589.130175,1,1669.58,1060.58,609,0,0.75,0.583333,0.416667,0,0,17,3000,2883.911526,292.720686,0,12 +C13466,820.163313,1,680.14,0,680.14,0,0.75,0,0.666667,0,0,18,1200,1178.247173,219.875876,0,12 +C13467,282.873015,1,484.49,305,179.49,0,0.666667,0.416667,0.416667,0,0,15,1000,341.883623,979.920602,0.083333,12 +C13468,3367.300661,1,898.18,798.78,99.4,0,0.166667,0.166667,0.083333,0,0,7,6500,855.157235,1315.440072,0,12 +C13469,1299.092905,1,323.99,323.99,0,10614.20378,0.083333,0.083333,0,0.25,19,1,8500,2222.007132,1109.569412,0,12 +C13470,93.358273,0.857143,1094.41,220.01,874.4,0,0.857143,0.142857,0.714286,0,0,16,1500,780.526454,102.598525,1,7 +C13471,1872.458334,1,220,220,0,330.0146,0.083333,0.083333,0,0.166667,2,1,2000,716.568489,755.821363,0,12 +C13472,11.78569,0.272727,69.9,69.9,0,0,0.083333,0.083333,0,0,0,1,2000,266.254303,116.316856,0,12 +C13473,1694.125362,1,437.52,172.6,264.92,0,0.916667,0.166667,0.916667,0,0,13,1800,797.134098,666.656548,0,12 +C13474,62.986919,1,693.43,62,631.43,0,1,0.083333,0.916667,0,0,15,8500,593.0196,152.069656,1,12 +C13475,4005.202539,1,1425.23,1208.45,216.78,2637.011333,1,1,0.416667,0.333333,6,46,5550,1607.054463,1061.281539,0,12 +C13476,1887.939311,1,0,0,0,1535.271649,0,0,0,0.166667,3,0,6700,567.78086,406.932424,0,12 +C13478,1003.774921,1,161.27,161.27,0,0,0.333333,0.333333,0,0,0,8,1200,257.638043,368.466873,0,12 +C13479,877.354533,1,6954.28,6441.4,512.88,61.792952,1,1,1,0.083333,1,105,9000,7486.398825,236.319631,0.166667,12 +C13480,670.425221,1,349,0,349,0,0.166667,0,0.083333,0,0,2,1950,563.652253,218.138964,0,12 +C13481,15.669963,0.714286,70.81,0,70.81,0,0.714286,0,0.571429,0,0,7,1500,16.385421,84.383546,0.333333,7 +C13482,892.102792,1,0,0,0,276.598043,0,0,0,0.416667,7,0,900,511.767875,321.440682,0,12 +C13483,1037.137052,1,549,549,0,882.773966,0.25,0.25,0,0.333333,5,3,4000,2521.277415,2480.872488,0.181818,12 +C13484,3278.259894,1,1581.43,1296.74,284.69,0,0.583333,0.333333,0.5,0,0,41,8500,996.350965,1147.212494,0,12 +C13485,930.286054,1,3039.16,439.16,2600,0,1,1,0.916667,0,0,26,2500,2991.900221,548.880214,0.083333,12 +C13486,61.921514,0.181818,655.21,655.21,0,0,0.166667,0.166667,0,0,0,2,1500,116.093233,172.342232,0,12 +C13487,3765.693221,1,0,0,0,1700.400179,0,0,0,0.454545,8,0,4000,745.344919,2011.115424,0,11 +C13488,962.855497,0.909091,1839.69,1501.05,338.64,0,0.833333,0.25,0.583333,0,0,19,5000,1331.30538,247.588037,0,12 +C13489,935.367518,0.818182,2186.22,1774.12,412.1,0,0.416667,0.333333,0.25,0,0,35,1700,3159.774947,291.825678,0,12 +C13490,2640.820976,0.9,1167.86,0,1167.86,3463.175221,0.8,0,0.7,0.6,15,13,8000,538.132963,641.479689,0,10 +C13491,39.670161,1,319.92,0,319.92,0,1,0,1,0,0,12,10000,365.863745,176.935616,0.727273,12 +C13492,1158.783497,1,183,183,0,0,0.166667,0.166667,0,0,0,3,1200,271.548882,355.227627,0,12 +C13493,1518.339584,1,1435.79,762.12,673.67,0,0.916667,0.333333,0.75,0,0,27,1500,1075.686261,1136.154471,0,12 +C13494,2158.754686,1,0,0,0,3027.725404,0,0,0,0.5,7,0,9000,1392.104949,494.197293,0,12 +C13495,6882.811896,1,2480.63,2038.24,442.39,1657.436894,0.916667,0.833333,0.583333,0.5,12,48,8500,1876.060624,2543.670089,0,12 +C13496,132.353911,1,358.34,0,358.34,0,0.916667,0,0.833333,0,0,16,1500,85.938437,149.203101,0,12 +C13497,3732.224017,1,0,0,0,2167.305318,0,0,0,0.833333,23,0,4500,1086.72505,1535.949295,0,12 +C13498,1089.475719,1,0,0,0,287.364895,0,0,0,0.083333,1,0,3000,373.306733,231.573591,0,12 +C13499,434.71366,1,1971.57,450.94,1520.63,0,0.583333,0.25,0.5,0,0,24,6700,616.189722,223.258848,0,12 +C13500,246.688528,0.909091,297.96,0,297.96,0,0.916667,0,0.916667,0,0,11,1000,1333.301174,221.51113,0,12 +C13501,8161.84873,1,5519,4986.43,532.57,0,1,1,0.583333,0,0,91,9000,3723.833142,4650.41017,0,12 +C13502,35.276551,1,22.48,22.48,0,0,0.083333,0.083333,0,0,0,1,7500,68.205028,200.03439,0,12 +C13503,87.908147,0.545455,895.11,895.11,0,0,0.25,0.25,0,0,0,5,16500,1082.659906,103.425559,0,12 +C13504,215.993595,1,835.71,0,835.71,0,1,0,0.916667,0,0,28,5500,794.991453,178.248506,0,12 +C13505,3333.963106,1,934.07,841.07,93,0,0.916667,0.916667,0.416667,0,0,19,11500,867.272423,935.819727,0,12 +C13506,6071.895277,1,204.8,0,204.8,4283.656363,0.75,0,0.75,0.833333,13,9,7000,1892.355319,1653.92317,0,12 +C13507,63.169044,1,806.71,806.71,0,0,1,1,0,0,0,14,7500,705.485115,148.199188,0.181818,12 +C13508,1326.334307,1,2484.76,374.18,2110.58,0,1,0.25,1,0,0,39,7500,400.178807,367.804459,0,12 +C13509,1088.996599,1,0,0,0,2475.856774,0,0,0,0.75,10,0,2500,170.234238,214.292795,0,8 +C13510,4146.601225,1,521.32,200,321.32,2054.006911,0.666667,0.083333,0.666667,0.416667,8,9,5000,1147.148308,1070.072907,0,12 +C13511,2240.079824,1,0,0,0,7955.964618,0,0,0,0.333333,8,0,3000,8064.891702,883.416435,0.166667,12 +C13512,440.263759,1,891.66,891.66,0,0,0.25,0.25,0,0,0,3,7500,619.251006,188.075723,0,12 +C13513,642.939211,0.545455,0,0,0,1936.701702,0,0,0,0.166667,5,0,1950,3997.53568,308.839052,0.25,12 +C13514,67.515739,0.909091,640.48,640.48,0,0,0.75,0.75,0,0,0,12,500,531.228483,162.317727,0.090909,12 +C13515,625.292621,1,1215.64,1215.64,0,0,0.083333,0.083333,0,0,0,1,2500,297.914805,525.056459,0,12 +C13516,25.766006,1,290,0,290,0,1,0,0.916667,0,0,12,1500,262.366918,170.710461,1,12 +C13517,3197.652201,1,0,0,0,4179.249342,0,0,0,0.166667,2,0,5000,6103.93835,759.570108,0.083333,12 +C13518,39.432667,1,442.76,0,442.76,0,1,0,1,0,0,13,2100,482.712777,130.29661,0.714286,12 +C13519,2651.966491,1,0,0,0,1680.241238,0,0,0,0.25,5,0,3000,771.905711,778.739379,0,12 +C13520,186.130209,0.636364,2546.94,1136.36,1410.58,0,0.666667,0.333333,0.583333,0,0,15,12000,4633.517467,216.399562,1,12 +C13521,669.973636,0.545455,0,0,0,1479.440572,0,0,0,0.166667,3,0,3000,1616.215963,121.550312,0,12 +C13522,25.897329,1,299.65,299.65,0,0,1,1,0,0,0,12,9000,261.779201,163.208033,0.818182,12 +C13523,1243.734425,1,0,0,0,306.3199,0,0,0,0.166667,3,0,1500,635.639502,342.273932,0,12 +C13524,1965.881663,1,3782.09,2450,1332.09,0,0.833333,0.083333,0.666667,0,0,11,1800,3988.944816,2687.313856,0.083333,12 +C13525,140.715619,0.888889,1562.4,0,1562.4,0,0.888889,0,0.888889,0,0,12,2500,1140.945539,134.478322,0.222222,9 +C13526,31.285608,0.636364,1013,0,1013,0,0.583333,0,0.416667,0,0,7,4500,1486.232552,43.611906,0,12 +C13527,115.593266,0.818182,46.3,0,46.3,378.517888,0.083333,0,0.083333,0.083333,1,1,7500,450.775587,93.858687,0,12 +C13528,1055.613983,1,0,0,0,378.769414,0,0,0,0.333333,4,0,1200,1328.486686,267.70904,0.083333,12 +C13529,874.800721,0.909091,0,0,0,557.540201,0,0,0,0.166667,2,0,1700,1915.107195,200.032263,0.090909,12 +C13530,14.9447,0.636364,381.5,0,381.5,0,0.583333,0,0.583333,0,0,7,3000,602.003541,124.074597,0.666667,12 +C13531,118.463635,0.818182,1572.67,1572.67,0,0,0.583333,0.583333,0,0,0,14,5000,1838.425899,131.342387,0.8,12 +C13532,551.175183,1,1711.11,537.42,1173.69,0,1,0.416667,1,0,0,51,4000,1581.285232,189.328101,0,12 +C13533,144.080651,1,1526.54,1005.69,520.85,0,0.75,0.25,0.5,0,0,20,3000,0,,0,12 +C13534,673.930629,1,689.93,0,689.93,916.447583,0.833333,0,0.75,0.083333,2,14,1800,1603.66063,204.556137,0,12 +C13535,122.062129,1,924.69,422,502.69,0,0.5,0.083333,0.416667,0,0,11,6300,789.33314,164.279979,0.363636,12 +C13536,72.033516,1,837.43,39,798.43,0,1,0.083333,1,0,0,22,2500,948.576582,169.887225,0.583333,12 +C13537,4350.643699,0.9,1021.19,441.55,579.64,11220.76636,0.8,0.1,0.7,0.5,20,20,6000,7137.368582,1661.123436,0.125,10 +C13538,1413.006634,1,1678.69,1528.69,150,392.356874,0.5,0.166667,0.333333,0.083333,1,8,1800,2308.456562,510.627017,0.083333,12 +C13539,1253.764799,1,666.98,666.98,0,0,0.916667,0.916667,0,0,0,12,2400,3038.416025,1276.724682,0.083333,12 +C13540,260.636327,1,673.28,673.28,0,477.616267,0.583333,0.583333,0,0.25,6,29,300,1150.334467,435.025577,0.272727,12 +C13541,87.296391,0.636364,897.56,897.56,0,0,0.416667,0.416667,0,0,0,7,4000,880.271979,113.623443,0.2,12 +C13542,2024.488164,1,0,0,0,1374.874243,0,0,0,0.083333,1,0,3000,3398.082374,678.700673,0.083333,12 +C13543,52.485431,1,1476.02,644.07,831.95,0,1,0.833333,1,0,0,41,7000,1149.01904,97.339489,0.454545,12 +C13544,11.736675,1,119.28,0,119.28,0,1,0,1,0,0,12,1700,115.257036,92.166894,0.444444,12 +C13545,3242.285167,1,0,0,0,2732.692813,0,0,0,0.916667,28,0,6000,766.465991,1225.221287,0,12 +C13546,1716.340133,1,184.23,0,184.23,0,1,0,1,0,0,13,1700,510.451516,833.346049,0,12 +C13547,919.85102,1,0,0,0,1483.168185,0,0,0,0.25,3,0,2000,2087.8452,338.75698,0.083333,12 +C13548,634.088475,0.75,2194.29,2065.25,129.04,0,0.75,0.625,0.375,0,0,14,10000,408.701268,201.735817,0.2,8 +C13549,1337.229284,1,6661.25,5805.5,855.75,0,1,1,0.5,0,0,108,1700,5936.298921,554.610686,0,12 +C13550,1700.502651,1,0,0,0,257.198087,0,0,0,0.083333,1,0,2500,819.6874,428.628715,0,12 +C13551,433.436164,1,2552.55,626.51,1926.04,0,1,1,0.916667,0,0,28,5000,2828.817452,184.724863,0,12 +C13552,193.103834,1,246.56,246.56,0,0,0.25,0.25,0,0,0,3,600,3540.713522,1987.489882,0.083333,12 +C13553,58.924277,1,449.4,0,449.4,0,1,0,1,0,0,12,2000,420.654043,176.280895,0.545455,12 +C13554,1995.332004,1,0,0,0,209.970707,0,0,0,0.416667,5,0,2000,510.542442,923.312273,0,12 +C13555,2075.637866,0.454545,0,0,0,4573.876388,0,0,0,0.083333,1,0,7500,1146.220278,1448.097316,0,12 +C13556,0,0,125.37,0,125.37,0,1,0,1,0,0,7,1500,0,,0,7 +C13557,1199.490675,1,2093.55,1727.08,366.47,0,1,0.916667,0.333333,0,0,35,4000,2833.409817,344.952165,0.083333,12 +C13558,3576.905009,1,0,0,0,2224.867516,0,0,0,0.333333,8,0,4000,755.884496,1212.323241,0,12 +C13559,1034.253025,1,144,0,144,365.613498,1,0,1,0.083333,3,12,1000,373.833477,658.796594,0,12 +C13560,31.934855,1,533.52,0,533.52,0,1,0,1,0,0,20,10000,586.42543,166.592076,1,12 +C13561,1523.552696,1,1810,1810,0,0,0.1,0.1,0,0,0,1,1850,368.561315,390.858281,0,10 +C13562,55.805523,1,1343.88,0,1343.88,0,1,0,1,0,0,24,5700,1278.431749,177.351498,1,12 +C13563,84.537586,0.909091,547.54,157.54,390,0,0.583333,0.083333,0.416667,0,0,7,6000,657.978173,161.430668,0.111111,12 +C13564,2271.936696,1,2386.88,173.26,2213.62,0,1,0.083333,1,0,0,40,5000,917.290601,1633.568519,0,12 +C13565,2178.733642,1,0,0,0,988.704211,0,0,0,0.1,1,0,3000,642.035001,579.522074,0,10 +C13566,348.813275,1,0,0,0,27.740449,0,0,0,0.083333,1,0,150,804.063354,3727.643932,0.083333,12 +C13567,2499.228939,1,217.37,0,217.37,5197.145458,0.833333,0,0.666667,0.5,3,11,10000,360.742975,372.143566,0,6 +C13568,20.661831,0.454545,298.8,0,298.8,0,0.416667,0,0.333333,0,0,5,5000,529.767238,128.122144,1,12 +C13569,127.727053,1,0,0,0,341.642911,0,0,0,0.083333,2,0,11000,1489.306631,167.320117,0,12 +C13570,1943.038819,1,0,0,0,399.745986,0,0,0,0.166667,4,0,2000,748.233144,1155.324802,0,12 +C13571,2861.242925,0.909091,0,0,0,725.809616,0,0,0,0.083333,1,0,4500,5134.288965,699.504112,0.090909,12 +C13572,933.622145,1,2873.87,1756.23,1117.64,342.602229,1,0.333333,1,0.166667,2,32,7000,2361.792954,360.663949,0.083333,12 +C13573,223.786947,1,5094.41,3744.41,1350,1076.426136,1,0.916667,0.416667,0.166667,4,53,3000,5874.101847,151.281295,0.666667,12 +C13574,2546.677419,1,0,0,0,555.691078,0,0,0,0.333333,4,0,3000,629.301315,811.517014,0,12 +C13575,3782.000774,1,60,60,0,104.521972,0.083333,0.083333,0,0.083333,1,1,5000,894.056461,876.236347,0,12 +C13576,1294.145453,1,3059.1,1836.98,1222.12,0,1,0.416667,1,0,0,42,7000,5560.033502,497.637767,0.083333,12 +C13577,5.265937,0.363636,22.5,0,22.5,0,0.083333,0,0.083333,0,0,1,3000,819.881055,60.727594,0,12 +C13578,3774.277331,0.7,0,0,0,7911.027809,0,0,0,0.5,11,0,9000,897.98134,1584.979751,0,10 +C13579,1204.873791,1,0,0,0,58.18308,0,0,0,0.166667,2,0,1500,1658.132051,390.628809,0.083333,12 +C13580,1710.418727,0.8,0,0,0,2813.620582,0,0,0,0.3,9,0,2500,1337.799917,508.122732,0,10 +C13581,9111.704896,1,980,0,980,7202.118275,0.5,0,0.416667,0.5,28,6,10000,2349.045262,3954.803197,0,12 +C13582,651.236224,1,1696.62,1425.22,271.4,0,1,1,0.333333,0,0,36,4600,1677.445455,221.961649,0,12 +C13583,592.919388,1,105,0,105,0,0.166667,0,0.083333,0,0,2,6600,419.484901,195.526613,0,12 +C13584,711.174631,1,155.39,155.39,0,0,0.166667,0.166667,0,0,0,4,8500,615.867397,190.288155,0,12 +C13585,24.635116,1,205.92,0,205.92,0,1,0,0.888889,0,0,9,1500,189.085208,117.723479,0.857143,9 +C13586,1516.547224,1,565.61,0,565.61,0,1,0,1,0,0,17,1500,857.794499,1136.557523,0,12 +C13587,5055.816826,1,126.68,0,126.68,1854.786122,0.333333,0,0.25,0.75,12,4,5500,1368.530409,1320.825093,0,12 +C13588,10092.23573,1,8710.72,6799.79,1910.93,0,1,0.75,0.833333,0,0,83,18000,4557.360839,2831.402596,0,12 +C13589,2447.872198,1,2108.56,1563.4,545.16,0,0.916667,0.416667,0.916667,0,0,14,7000,730.926311,718.232165,0,12 +C13591,1040.419338,1,307.92,0,307.92,18.616675,1,0,1,0.083333,1,17,1000,340.87911,3332.992542,0,12 +C13592,951.675294,1,0,0,0,1090.520215,0,0,0,0.272727,3,0,1200,178.362607,340.410195,0,11 +C13593,4315.123399,1,3927.58,2238.34,1689.24,0,1,0.416667,1,0,0,21,11000,1518.432988,1317.32547,0,12 +C13594,5998.431562,0.909091,0,0,0,7120.317519,0,0,0,0.083333,2,0,8500,1629.632001,1613.203482,0,12 +C13596,4345.879999,1,0,0,0,5114.886055,0,0,0,0.166667,5,0,5000,1035.564747,1546.857439,0,12 +C13597,2280.447419,1,1681.78,1219,462.78,0,1,0.25,0.916667,0,0,21,7500,1398.406343,513.533438,0,12 +C13598,2104.961701,0.727273,4115.95,230.5,3885.45,9358.071183,0.833333,0.166667,0.666667,0.916667,20,59,8000,15172.58535,778.239214,0,12 +C13599,3146.619037,1,161.44,161.44,0,1293.405174,0.166667,0.166667,0,0.333333,5,3,4000,888.223787,746.243829,0,12 +C13600,9993.352521,1,0,0,0,3299.665576,0,0,0,0.5,10,0,14500,2580.47736,2902.819273,0,12 +C13601,1755.193192,1,0,0,0,1657.887522,0,0,0,0.166667,5,0,1800,310.988036,627.613135,0,12 +C13602,387.646975,1,2900.84,900.6,2000.24,0,1,0.416667,1,0,0,54,7500,2581.347865,179.407624,0.333333,12 +C13603,3443.287685,1,500,500,0,0,0.083333,0.083333,0,0,0,1,7000,1073.265004,872.760983,0,12 +C13604,1765.502751,1,2129.44,2129.44,0,506.593406,0.5,0.5,0,0.083333,2,6,4450,1893.259541,472.608761,0,12 +C13605,43.775427,1,523.64,523.64,0,0,1,1,0,0,0,15,6500,492.097703,172.889643,0.75,12 +C13606,98.418953,0.555556,0,0,0,2327.566908,0,0,0,0.444444,15,0,1500,2535.544366,62.281239,0.25,9 +C13607,758.188531,1,0,0,0,305.653048,0,0,0,0.166667,2,0,1950,388.247865,245.555646,0,12 +C13608,2341.505917,1,1231.59,390.05,841.54,0,1,0.083333,1,0,0,26,7600,1218.749713,572.244747,0,12 +C13610,10124.47214,1,4795.49,2006.02,2789.47,0,1,0.666667,1,0,0,87,15000,2552.784306,2780.902332,0,12 +C13611,134.786311,1,515.42,137,378.42,0,1,0.25,1,0,0,32,2000,166.24989,170.243513,0,12 +C13612,1225.201454,1,1842.64,1842.64,0,0,0.583333,0.583333,0,0,0,8,1200,2326.84606,996.543357,0,12 +C13613,190.650694,1,1954.08,776.49,1177.59,0,1,0.583333,1,0,0,64,4000,2012.696604,177.147238,1,12 +C13614,3788.416968,0.857143,718.06,608.02,110.04,6348.57393,0.857143,0.428571,0.428571,0.571429,19,9,7500,294.502943,1107.881169,0,7 +C13615,73.353928,0.4,0,0,0,380.852744,0,0,0,0.1,2,0,1200,1035.473514,84.740732,0.5,10 +C13616,1123.476228,1,933.38,497.6,435.78,2721.894656,0.666667,0.416667,0.583333,0.5,13,21,4000,339.284273,442.797661,0,12 +C13617,1323.270862,1,0,0,0,681.498916,0,0,0,0.25,7,0,1500,848.816024,326.93747,0,12 +C13618,14.289109,0.909091,275.21,0,275.21,0,1,0,1,0,0,18,7500,384.69094,96.596385,0.6,12 +C13619,791.778273,0.818182,0,0,0,3058.096526,0,0,0,0.416667,7,0,3000,2877.697274,255.198463,0.142857,12 +C13620,536.104848,1,8591.31,8008.5,582.81,0,0.916667,0.666667,0.166667,0,0,14,1000,8390.497243,659.502436,0.416667,12 +C13621,228.925466,1,2084.18,2084.18,0,0,1,1,0,0,0,28,1000,2034.867192,195.590094,1,12 +C13622,3193.320102,1,1887.25,1103.23,784.02,0,1,0.833333,1,0,0,48,10500,8817.138726,662.651314,0.166667,12 +C13623,1283.032349,1,0,0,0,75.783817,0,0,0,0.166667,2,0,1500,398.772365,749.765219,0,12 +C13624,31.107711,0.272727,230,0,230,0,0.166667,0,0.166667,0,0,2,4500,1314.252082,134.541185,1,12 +C13625,41.301246,1,655.79,655.79,0,0,1,1,0,0,0,13,6000,685.985441,185.521414,1,12 +C13626,2077.343786,1,479.94,195,284.94,344.256221,0.75,0.25,0.666667,0.166667,4,13,2500,619.598735,576.194268,0,12 +C13627,3822.394483,1,2239.1,1789.7,449.4,0,1,1,0.666667,0,0,39,5300,944.21011,919.346978,0,12 +C13628,2966.034939,1,0,0,0,1607.410863,0,0,0,0.25,17,0,3500,770.65505,789.628075,0,12 +C13629,6046.821082,1,502.48,502.48,0,3143.218022,0.2,0.2,0,0.2,2,3,9000,2034.824228,1372.663864,0,10 +C13630,868.044414,1,8443.97,7506.99,936.98,1637.416111,1,1,0.583333,0.25,6,46,9000,7793.279324,233.662599,0.909091,12 +C13631,1861.08737,1,1752.06,1417.18,334.88,0,0.916667,0.583333,0.666667,0,0,32,3500,737.941555,437.075647,0,12 +C13632,5944.084692,1,0,0,0,584.439061,0,0,0,0.416667,7,0,6000,1523.589544,2416.455868,0,12 +C13633,909.164049,0.454545,200,200,0,3213.624456,0.083333,0.083333,0,0.416667,13,1,4000,149.396413,714.634361,0,12 +C13634,152.983848,0.375,0,0,0,451.815934,0,0,0,0.125,1,0,1200,54.712966,123.051387,0,8 +C13635,3682.715337,1,0,0,0,789.024025,0,0,0,0.416667,16,0,4200,980.81081,6604.763658,0,12 +C13636,3124.579024,1,1620.09,1199.92,420.17,3440.35465,0.833333,0.666667,0.25,0.166667,8,27,3600,4563.851228,1920.9573,0.083333,12 +C13637,1677.722492,1,3088.18,1480.64,1607.54,0,1,1,1,0,0,50,4100,1669.635458,459.391698,0,12 +C13638,149.139346,1,1415.42,182,1233.42,0,1,0.083333,1,0,0,26,6000,1186.629453,163.029483,0.916667,12 +C13639,4379.07132,1,45.84,0,45.84,2191.862613,0.166667,0,0.083333,0.333333,8,2,5500,2005.913978,1371.456622,0,12 +C13640,273.243365,1,2308.58,0,2308.58,0,1,0,1,0,0,44,7500,2453.347527,189.381014,0.25,12 +C13641,555.340226,1,621.03,534.33,86.7,0,0.416667,0.333333,0.166667,0,0,9,10500,347.749694,188.666431,0,12 +C13642,612.311544,1,1115,715,400,0,0.333333,0.166667,0.083333,0,0,4,1800,1407.537644,188.77787,0,12 +C13643,1811.87843,1,900,0,900,99.27619,0.666667,0,0.666667,0.083333,1,12,1700,1147.826125,1998.400995,0,12 +C13644,3012.642667,1,6999.56,6999.56,0,0,1,1,0,0,0,81,3500,5446.940305,573.86773,0.166667,12 +C13645,4175.826879,1,0,0,0,9968.184827,0,0,0,0.909091,110,0,10500,1083.433387,1000.206323,0,11 +C13646,444.021111,0.545455,0,0,0,1101.192457,0,0,0,0.166667,3,0,1000,191.491371,243.991341,0,12 +C13647,3690.855584,1,0,0,0,5737.671452,0,0,0,0.583333,23,0,9500,8907.704166,798.162634,0.090909,12 +C13648,4025.646358,1,0,0,0,1189.418695,0,0,0,0.25,3,0,5650,1138.104685,1210.778254,0,12 +C13649,2754.527855,1,0,0,0,145.998161,0,0,0,0.083333,1,0,3000,606.80074,1064.070359,0,12 +C13650,40.069534,0.909091,833.29,833.29,0,0,1,1,0,0,0,12,7000,766.596225,112.992397,0.3,12 +C13651,2183.58965,1,381.1,381.1,0,0,0.333333,0.333333,0,0,0,7,2400,1052.994297,929.718593,0,12 +C13652,4752.694271,1,0,0,0,3473.011991,0,0,0,0.833333,36,0,5000,2662.805022,2683.218557,0,12 +C13653,5555.173827,1,6613.09,3594.45,3018.64,0,1,1,1,0,0,119,9500,5503.365097,1340.151555,0,12 +C13654,1515.473846,1,862.44,0,862.44,2402.323391,1,0,1,0.083333,2,12,5000,5908.136491,412.289836,0.166667,12 +C13655,6744.845686,1,4.44,0,4.44,19862.87844,0.25,0,0.166667,0.416667,11,3,16500,21440.29866,1350.823356,0.1,12 +C13656,6930.14958,1,0,0,0,1710.197063,0,0,0,0.166667,2,0,7500,1915.638655,1787.885357,0,12 +C13657,98.6782,0.818182,540,540,0,0,0.75,0.75,0,0,0,9,1700,364.533707,169.369886,0.125,12 +C13658,663.415354,1,608.18,608.18,0,929.641923,0.333333,0.333333,0,0.25,9,6,2700,614.998015,237.022164,0,12 +C13659,896.619803,1,128.86,0,128.86,0,0.166667,0,0.166667,0,0,2,1200,1606.846759,927.291416,0,12 +C13660,2820.576665,0.818182,0,0,0,10717.89195,0,0,0,0.583333,11,0,7000,9602.278174,937.556314,0.142857,12 +C13661,1077.019958,1,465.9,398.1,67.8,272.884393,1,0.416667,1,0.333333,6,33,1200,360.977324,259.240426,0,12 +C13662,2654.354521,1,256.68,40.4,216.28,1845.164653,0.833333,0.25,0.75,0.25,23,14,4000,5175.714855,1084.89841,0.083333,12 +C13663,21.789565,0.333333,0,0,0,273.882354,0,0,0,0.166667,1,0,1200,574.484351,30.624751,1,6 +C13664,264.261791,1,175,0,175,0,0.416667,0,0.416667,0,0,5,1000,152.787605,213.203947,0,12 +C13665,1188.102086,1,0,0,0,1984.802386,0,0,0,0.25,6,0,1800,2122.721313,360.708968,0.090909,12 +C13666,2317.222844,1,741.02,741.02,0,1101.246941,0.583333,0.583333,0,0.166667,2,11,8200,1047.497885,574.751651,0,12 +C13668,1012.295263,0.8,627.51,627.51,0,2169.972526,0.5,0.5,0,0.4,5,5,4000,304.899075,257.215964,0,10 +C13669,1330.716005,1,1043.64,0,1043.64,0,1,0,1,0,0,12,1300,1210.930138,1598.490579,0,12 +C13670,5983.285834,1,4170.04,4020.04,150,2359.135053,0.75,0.75,0.416667,0.583333,17,23,7000,2974.801874,3232.760835,0,12 +C13671,2822.483318,1,1203.05,780.13,422.92,3521.075329,0.583333,0.5,0.166667,0.583333,10,16,8500,4359.919494,624.012723,0.083333,12 +C13672,6231.293492,1,0,0,0,9423.621866,0,0,0,0.5,7,0,10500,7690.562242,1730.102644,0.083333,12 +C13673,2681.041081,1,0,0,0,1865.578447,0,0,0,0.083333,1,0,7000,2806.574314,698.295365,0,12 +C13674,158.657744,0.909091,752,752,0,0,0.25,0.25,0,0,0,4,2500,865.171658,161.710712,0,12 +C13675,4359.963222,1,0,0,0,2763.612473,0,0,0,0.583333,22,0,5000,1878.873999,3194.138435,0,12 +C13676,803.033404,1,0,0,0,1785.847822,0,0,0,0.25,5,0,3400,483.890558,262.163584,0,12 +C13677,1245.943963,1,5848.55,3843.33,2005.22,0,1,1,1,0,0,73,5000,4833.588891,271.982369,0,12 +C13678,149.540627,0.636364,656.16,186.9,469.26,901.458485,0.583333,0.166667,0.5,0.083333,1,19,3000,226.55628,167.090135,0,12 +C13679,1140.805503,1,1296.47,1060.24,236.23,490.16229,1,0.75,0.833333,0.333333,5,32,1800,287.539782,299.883459,0,12 +C13680,33.117601,0.909091,157.61,157.61,0,0,0.333333,0.333333,0,0,0,8,1800,173.321501,135.658586,0.142857,12 +C13681,6.690484,0.272727,133.2,0,133.2,0,0.333333,0,0.25,0,0,4,2500,418.446951,42.250987,0,12 +C13682,536.846283,0.727273,2660.21,2565.24,94.97,0,0.666667,0.416667,0.416667,0,0,13,4000,931.515333,199.627117,0,12 +C13683,143.025504,1,1312.35,1312.35,0,0,0.916667,0.916667,0,0,0,12,300,1212.60088,178.466749,0.5,12 +C13684,0,0,339.85,339.85,0,103.334378,1,1,0,0.083333,1,12,6500,432.927281,,0,12 +C13685,5611.762916,1,4395.2,810.2,3585,1270.995476,0.75,0.416667,0.416667,0.25,4,22,10000,2697.38636,1264.58408,0,12 +C13686,216.842907,0.909091,2480.88,279.09,2201.79,0,1,0.25,0.833333,0,0,36,7000,2897.619018,141.539131,0.3,12 +C13687,1400.189725,1,0,0,0,48.568786,0,0,0,0.090909,1,0,1500,292.26428,636.964586,0,11 +C13688,63.264922,0.818182,849.57,0,849.57,0,0.75,0,0.75,0,0,9,4000,886.592905,123.424741,0.636364,12 +C13689,2473.466078,1,0,0,0,944.4812,0,0,0,0.272727,3,0,2500,156.061607,10474.56452,0,11 +C13690,544.423104,1,710.19,381.03,329.16,0,0.75,0.333333,0.5,0,0,14,1800,1453.969557,242.240752,0,12 +C13691,1.869435,0.454545,0.24,0.24,0,0,0.083333,0.083333,0,0,0,0,3000,150.381107,53.294711,0,12 +C13692,1395.011267,0.636364,0,0,0,4781.140751,0,0,0,0.454545,10,0,5500,1719.426611,467.183345,0,11 +C13693,3221.717702,1,0,0,0,935.750295,0,0,0,0.083333,4,0,4500,5058.385272,1103.84347,0.083333,12 +C13694,1772.323491,1,574.14,146,428.14,2318.489037,0.833333,0.166667,0.75,0.916667,34,15,7500,2663.779785,404.810009,0,12 +C13695,899.526526,0.714286,0,0,0,1363.827125,0,0,0,0.142857,2,0,1500,202.25573,168.184085,0,7 +C13696,47.872617,0.818182,649,147.42,501.58,0,0.75,0.166667,0.666667,0,0,19,6000,624.293646,191.993448,0.875,12 +C13697,253.08362,0.181818,0,0,0,1654.916972,0,0,0,0.083333,1,0,1800,0,,0,12 +C13698,3053.311301,1,1889.8,1242.9,646.9,182.209576,0.666667,0.583333,0.416667,0.083333,1,27,8800,1789.470663,988.843416,0,12 +C13699,592.171152,1,0,0,0,1058.554385,0,0,0,0.142857,3,0,1800,216.539488,124.816467,0.142857,7 +C13701,286.264356,0.857143,27.51,27.51,0,871.199257,0.142857,0.142857,0,0.428571,3,1,500,733.901545,122.83519,0.25,7 +C13702,7.056933,0.636364,85.8,0,85.8,0,0.333333,0,0.25,0,0,4,2400,132.51377,118.67516,0.333333,12 +C13703,135.765325,1,3997.03,3943.93,53.1,99.079907,0.5,0.166667,0.333333,0.083333,1,7,5600,3741.698029,206.505497,0,12 +C13704,30.93853,0.909091,232.89,0,232.89,0,0.416667,0,0.333333,0,0,10,16000,86.660547,90.167861,0.1,12 +C13705,35.382803,0.545455,359.84,0,359.84,0,0.416667,0,0.333333,0,0,9,5000,503.91361,135.328767,0.75,12 +C13706,242.901961,0.636364,790.39,540.77,249.62,3866.409521,0.75,0.166667,0.583333,0.333333,7,16,10000,3774.471563,121.14295,0.3,12 +C13707,1678.85258,1,0,0,0,551.890714,0,0,0,0.083333,2,0,1800,360.416137,545.158224,0,12 +C13708,1344.353594,1,0,0,0,661.025022,0,0,0,0.181818,3,0,1500,266.795469,456.289689,0,11 +C13709,1503.884481,1,3296.52,2988.63,307.89,842.262706,0.916667,0.5,0.75,0.166667,2,38,2300,4922.59119,828.828133,0.083333,12 +C13710,132.471933,1,1767.75,500,1267.75,0,0.916667,0.083333,0.833333,0,0,12,6000,1757.458646,169.684838,1,12 +C13711,3516.835582,1,4019.73,1932.75,2086.98,0,0.916667,0.916667,1,0,0,73,12000,3376.57379,910.942173,0,12 +C13712,838.594895,0.636364,258.49,258.49,0,2220.225056,0.181818,0.181818,0,0.363636,6,2,2000,2670.428981,988.159544,0,11 +C13713,93.672733,1,674.3,69.5,604.8,0,1,0.166667,1,0,0,26,5400,812.396962,194.901529,0.083333,12 +C13714,1106.910402,1,515.98,286.81,229.17,0,0.5,0.166667,0.416667,0,0,7,12000,1867.692351,283.339719,0,12 +C13715,13.173883,0.272727,1243.48,643.44,600.04,0,0.833333,0.25,0.583333,0,0,24,4800,1490.981521,17.053725,0,12 +C13717,4157.933876,1,929.2,631.4,297.8,2592.238013,0.583333,0.333333,0.25,0.583333,8,12,8000,934.634439,1076.539881,0,12 +C13718,3789.302616,1,49.98,0,49.98,0,0.166667,0,0.166667,0,0,3,8500,1046.938327,1131.579706,0,12 +C13719,41.143328,1,239.23,239.23,0,0,0.583333,0.583333,0,0,0,7,6000,309.734225,149.956376,0.083333,12 +C13720,2843.642245,1,116.75,116.75,0,229.950859,0.166667,0.166667,0,0.083333,2,5,3000,830.607554,707.607834,0,12 +C13721,150.351606,1,352.92,352.92,0,0,0.333333,0.333333,0,0,0,4,3100,0,,0,12 +C13722,477.81804,1,515.6,515.6,0,0,0.333333,0.333333,0,0,0,5,7500,610.621157,277.826134,0,12 +C13723,294.338354,1,1851.48,0,1851.48,0,1,0,1,0,0,12,1400,1479.799263,197.087803,0,12 +C13724,58.811557,0.636364,370,370,0,19.719684,0.083333,0.083333,0,0.083333,1,1,1200,1483.573731,144.531014,0.090909,12 +C13725,4476.972577,1,360.95,231,129.95,840.962414,0.454545,0.181818,0.272727,0.363636,11,9,7500,2230.331576,1484.636709,0,11 +C13726,6851.036206,1,669.93,203.19,466.74,4588.030733,0.75,0.083333,0.666667,0.583333,14,11,9500,2499.79919,1746.510786,0,12 +C13727,4229.914629,0.909091,1631.85,1631.85,0,4350.228299,0.416667,0.416667,0,0.083333,1,9,10000,6211.694188,1157.178012,0,12 +C13728,11.799054,0.5,77.36,0,77.36,0,0.5,0,0.375,0,0,4,1200,103.635381,117.664686,1,8 +C13729,17.125776,0.727273,95.76,0,95.76,0,0.583333,0,0.583333,0,0,7,4000,116.956664,135.178047,0.222222,12 +C13730,107.536958,1,555,0,555,0,1,0,0.833333,0,0,6,1000,313.879828,48.96697,0,6 +C13731,1624.004773,1,0,0,0,223.285625,0,0,0,0.25,5,0,1800,781.308189,489.267058,0,12 +C13732,4226.8188,1,0,0,0,3425.647464,0,0,0,0.416667,8,0,7000,1226.710941,1281.843775,0,12 +C13733,47.722183,0.636364,440.37,105,335.37,0,0.583333,0.083333,0.5,0,0,8,1200,674.726783,168.430684,0.8,12 +C13734,971.268179,0.777778,2336.32,1845.99,490.33,0,0.777778,0.777778,0.555556,0,0,31,4000,299.485824,252.187792,0,9 +C13735,33.015501,0.727273,295.56,108,187.56,0,0.666667,0.166667,0.5,0,0,9,3000,301.892766,165.877993,0.625,12 +C13736,383.921461,1,6598.29,6598.29,0,0,1,1,0,0,0,102,9500,4371.05477,229.880036,0.916667,12 +C13737,1725.950669,0.727273,268,0,268,5074.475131,0.333333,0,0.25,0.166667,3,4,4500,8167.082676,760.852947,0.142857,12 +C13738,288.525281,1,341.7,341.7,0,0,0.083333,0.083333,0,0,0,1,1000,246.925425,237.035886,0,12 +C13739,169.925245,1,2000,0,2000,0,0.916667,0,0.833333,0,0,21,7000,1862.047167,171.958681,0.909091,12 +C13740,1827.921694,1,3626.09,3626.09,0,1280.42318,1,1,0,0.166667,2,15,6000,1962.883537,462.098001,0,12 +C13741,5368.192094,1,4050.01,3863.11,186.9,4843.394482,0.666667,0.583333,0.166667,0.416667,13,32,13000,14290.99627,1337.235636,0,12 +C13742,854.739785,1,0,0,0,298.390512,0,0,0,0.083333,1,0,7000,1397.280901,249.103542,0,12 +C13743,66.73904,0.545455,0,0,0,325.379938,0,0,0,0.083333,3,0,2500,610.793225,110.712542,0,12 +C13744,7064.55047,1,0,0,0,11582.49911,0,0,0,0.75,38,0,11500,7964.175992,1607.124085,0,12 +C13745,739.124439,0.727273,380.8,323,57.8,983.2321,0.416667,0.25,0.25,0.083333,2,7,4500,464.271303,211.836739,0,12 +C13746,1001.543878,1,2577.1,720.1,1857,2241.427898,1,0.666667,0.666667,0.416667,7,49,15500,3875.419446,327.217973,0.090909,12 +C13747,6743.544354,1,1437.65,317.5,1120.15,1957.772343,0.75,0.166667,0.583333,0.25,9,20,8000,1585.561354,1696.945451,0,12 +C13748,5342.348915,1,0,0,0,8075.196634,0,0,0,0.333333,7,0,6000,6335.002819,938.210823,0.111111,9 +C13749,980.034696,1,275,0,275,0,0.916667,0,0.916667,0,0,11,1000,537.693669,649.808406,0,12 +C13750,2374.665105,1,339.82,339.82,0,1434.174341,0.166667,0.166667,0,0.333333,4,3,6000,622.389567,604.704131,0,12 +C13751,633.396401,1,0,0,0,1330.106689,0,0,0,0.166667,2,0,1500,116.50071,171.747655,0,12 +C13752,2899.032432,0.857143,0,0,0,3431.707208,0,0,0,0.571429,7,0,4000,407.402983,636.954252,0,7 +C13753,2671.282197,1,2307.35,2165.12,142.23,0,0.833333,0.833333,0.25,0,0,31,7500,645.688177,623.12516,0,12 +C13754,1138.314061,1,470.17,470.17,0,553.632474,0.25,0.25,0,0.083333,1,3,2100,0,,0,12 +C13755,8700.079439,1,20421.59,16864.56,3557.03,0,1,1,1,0,0,204,17000,13002.30393,2746.592199,0.083333,12 +C13756,1278.671515,1,229,229,0,1444.251462,0.166667,0.166667,0,0.25,10,3,1600,410.259989,456.099234,0.083333,12 +C13757,1375.25356,1,0,0,0,142.304216,0,0,0,0.083333,1,0,1500,364.444624,404.839423,0,12 +C13758,4496.709257,1,945.26,945.26,0,0,0.25,0.25,0,0,0,4,9500,1149.199704,1093.331983,0,12 +C13759,955.117067,1,0,0,0,3798.701398,0,0,0,0.5,13,0,4500,2413.364689,284.390966,0,12 +C13760,1390.597054,1,724.4,724.4,0,0,0.5,0.5,0,0,0,9,7000,998.57171,432.987767,0,12 +C13761,1330.585412,1,304.6,304.6,0,0,1,1,0,0,0,12,8000,1310.489719,385.183578,0,12 +C13762,177.592802,1,1471.55,1471.55,0,0,1,1,0,0,0,25,25000,1389.167981,262.826661,0.916667,12 +C13763,19.104261,0.636364,322.77,0,322.77,0,0.583333,0,0.5,0,0,7,5300,409.550536,174.81905,0.857143,12 +C13764,1593.708884,1,1676.78,33.68,1643.1,1370.18527,1,0.083333,1,0.166667,2,38,1800,1542.745936,1458.898338,0,12 +C13765,5.006737,1,100.3,100.3,0,0,0.083333,0.083333,0,0,0,1,5000,188.823702,16.853858,0,12 +C13767,531.349404,1,1599.02,817.8,781.22,0,1,0.25,1,0,0,46,8000,1369.654983,200.078137,0,12 +C13768,1184.529629,1,467.32,0,467.32,2337.837011,1,0,1,0.583333,7,25,6500,903.639776,340.000899,0.083333,12 +C13769,16.068323,0.636364,182.8,79,103.8,0,0.333333,0.083333,0.25,0,0,4,1200,294.668739,108.486655,0.571429,12 +C13770,6644.82923,1,0,0,0,2557.006793,0,0,0,0.25,9,0,7600,1648.570068,2284.360915,0,12 +C13771,2803.663441,1,81.41,0,81.41,0,0.5,0,0.5,0,0,6,3000,839.354624,967.565584,0,12 +C13772,3743.771094,1,368.44,128.67,239.77,1428.188333,0.9,0.2,0.7,0.3,3,11,7000,748.149925,767.438566,0,10 +C13773,5970.705432,1,6091.51,2071.52,4019.99,0,1,0.666667,1,0,0,111,8500,2516.606708,1333.818771,0,12 +C13774,49.789963,1,700,0,700,0,1,0,0.9,0,0,10,1000,658.47788,160.909873,1,10 +C13775,1013.706876,1,2143.28,227.12,1916.16,3610.57243,0.916667,0.333333,0.583333,0.083333,1,34,7500,2945.957395,290.544441,0,12 +C13776,1544.279694,1,0,0,0,472.46147,0,0,0,0.416667,8,0,1600,771.903463,704.457126,0,12 +C13777,78.402006,1,233.34,0,233.34,0,0.833333,0,0.833333,0,0,10,3100,278.825852,202.802547,0,12 +C13778,712.91077,1,602.3,413.99,188.31,0,1,1,0.666667,0,0,26,7500,455.465188,205.19717,0,12 +C13779,916.961442,1,156.5,156.5,0,0,0.083333,0.083333,0,0,0,3,1200,238.956831,440.543925,0,12 +C13780,837.142436,1,5344.92,3666.78,1678.14,0,1,0.916667,1,0,0,157,8500,4522.48655,222.642044,0,12 +C13781,6468.426706,1,277.7,277.7,0,4440.766432,0.666667,0.666667,0,0.333333,6,8,10000,1544.782363,1970.75409,0,12 +C13782,35.460649,0.909091,378.58,378.58,0,0,0.083333,0.083333,0,0,0,2,2000,388.874728,47.739871,0,12 +C13783,611.983643,1,0,0,0,2189.894057,0,0,0,0.166667,2,0,1700,2714.119535,232.12183,0.25,12 +C13784,561.974673,1,2930.99,2279,651.99,0,0.75,0.333333,0.666667,0,0,20,4000,510.35919,262.710453,0,12 +C13785,2403.175046,1,0,0,0,906.383436,0,0,0,0.333333,15,0,2500,1089.627935,1784.183581,0,12 +C13786,658.123447,1,1294.09,712.68,581.41,106.899407,1,0.5,1,0.083333,1,62,4000,1803.332627,176.771849,0,12 +C13787,502.399014,0.428571,0,0,0,1392.472408,0,0,0,0.285714,4,0,1500,0,,0,7 +C13788,743.38993,0.7,1530.63,1530.63,0,0,0.2,0.2,0,0,0,4,3000,393.615017,192.211742,0,10 +C13789,284.510677,0.818182,83.2,83.2,0,0,0.083333,0.083333,0,0,0,1,6500,1033.94329,146.825436,0.090909,12 +C13790,1418.854925,1,0,0,0,121.072144,0,0,0,0.083333,1,0,1500,275.722064,408.666535,0,12 +C13791,5629.224986,1,3382.96,3382.96,0,553.500582,1,1,0,0.166667,3,42,10500,1537.649319,1279.024775,0,12 +C13792,1210.573775,1,2077.09,1578.62,498.47,0,1,1,0.5,0,0,20,1500,879.902552,525.459448,0,10 +C13793,2784.364948,1,1178.31,1178.31,0,0,0.583333,0.583333,0,0,0,8,8500,4188.764712,776.323383,0,12 +C13794,283.899006,1,818.69,519.49,299.2,947.496827,0.833333,0.166667,0.75,0.083333,1,15,8000,4618.241,199.905433,0,12 +C13795,9630.367575,1,5245.28,2931.2,2314.08,0,0.5,0.5,0.333333,0,0,29,21000,5669.928467,2420.224884,0,12 +C13796,105.216147,1,1445.55,1135.55,310,0,1,1,0.416667,0,0,32,13500,1267.655533,179.377143,0.9,12 +C13797,41.080375,0.818182,280,0,280,0,0.666667,0,0.666667,0,0,8,9000,479.765654,140.712772,0.5,12 +C13798,954.260731,1,611.08,567.32,43.76,0,0.833333,0.666667,0.083333,0,0,14,3500,795.002019,189.893901,0,12 +C13799,5779.287938,1,5233.92,3277.47,1956.45,0,1,0.75,1,0,0,61,6000,3555.592453,4277.740666,0,12 +C13800,6727.925578,1,1694.48,1457.48,237,5881.182495,0.5,0.5,0.166667,0.333333,10,14,7000,0,,0,6 +C13801,1092.570471,1,624.36,0,624.36,0,1,0,1,0,0,24,1000,653.319911,1210.133021,0,12 +C13802,3012.178613,1,27790.42,14605.99,13184.43,469.074937,1,0.666667,1,0.083333,1,79,12000,27839.82354,569.401398,0.727273,12 +C13803,148.511058,0.363636,562.24,349,213.24,0,0.333333,0.083333,0.25,0,0,5,9000,18.208604,74.16386,0,12 +C13804,2360.086196,1,0,0,0,921.067126,0,0,0,0.333333,5,0,9000,617.359054,569.1152,0,12 +C13805,28.909122,1,177.05,0,177.05,0,0.5,0,0.333333,0,0,5,1200,165.005267,88.205007,0,6 +C13806,3993.254745,1,2049.97,843.7,1206.27,373.338524,1,0.583333,1,0.333333,5,68,5200,1089.826018,974.979137,0,12 +C13807,110.98472,0.909091,150,0,150,559.653063,0.083333,0,0.083333,0.166667,3,1,2000,731.165077,103.635405,0.111111,12 +C13809,72.02566,1,222.6,222.6,0,0,0.333333,0.333333,0,0,0,4,7500,390.258331,147.64645,0,12 +C13810,224.313303,1,2426.96,859.5,1567.46,0,0.75,0.25,0.5,0,0,16,17500,1660.462764,214.351604,0,12 +C13811,2233.485479,1,0,0,0,99.651002,0,0,0,0.083333,1,0,5000,536.029708,527.131185,0,12 +C13812,423.479877,1,1944.47,1021.09,923.38,0,1,1,0.666667,0,0,45,11500,1768.256214,206.145472,0,12 +C13813,3265.116481,0.727273,2147.01,0,2147.01,0,1,0,1,0,0,60,8000,8481.013758,2978.655593,0,12 +C13814,3341.352075,1,192.96,0,192.96,917.200952,1,0,1,0.333333,10,12,3500,1136.740187,1603.866129,0,12 +C13815,30.186422,0.909091,345.99,120,225.99,0,0.666667,0.25,0.583333,0,0,15,9000,99.876601,149.179856,0.083333,12 +C13816,6943.433775,1,3513.64,3513.64,0,0,0.833333,0.833333,0,0,0,7,8000,879.211422,804.71261,0,6 +C13817,9598.377893,1,781.18,332.95,448.23,5967.801306,1,0.083333,1,0.333333,14,19,12000,2723.358933,4437.764187,0,12 +C13819,980.370868,1,699.33,0,699.33,0,1,0,1,0,0,23,1000,1002.591557,947.930858,0,12 +C13820,142.833472,1,1400.18,85,1315.18,0,0.916667,0.083333,0.833333,0,0,22,3000,1575.110682,154.612528,0.636364,12 +C13821,3177.742619,1,153.72,153.72,0,0,0.416667,0.416667,0,0,0,5,3500,1078.780479,780.955903,0,12 +C13822,1751.368315,1,0,0,0,2811.456765,0,0,0,0.333333,12,0,6000,3898.309616,619.053896,0,12 +C13823,35.550618,1,458.15,0,458.15,0,1,0,0.909091,0,0,22,1000,402.170167,158.977495,0.666667,11 +C13824,1239.927866,1,1520,770,750,898.218922,1,0.333333,0.916667,0.25,7,25,1400,2393.323514,1561.256041,0.090909,12 +C13825,2692.671422,1,13013.5,9849.05,3164.45,0,1,1,0.833333,0,0,200,7000,11250.01917,723.647022,0,12 +C13826,3562.624897,1,244.5,244.5,0,3815.281397,0.083333,0.083333,0,0.166667,3,2,5500,1402.591743,914.737883,0,12 +C13827,3337.178486,1,883.39,106.09,777.3,5338.547155,0.833333,0.166667,0.75,0.416667,12,20,6000,4039.075325,1344.980722,0.083333,12 +C13828,2531.153022,0.909091,0,0,0,2718.185493,0,0,0,0.090909,8,0,3500,712.639694,728.897716,0,11 +C13829,784.959164,1,0,0,0,397.992799,0,0,0,0.083333,2,0,3500,223.240044,279.341188,0,12 +C13830,1632.580058,1,0,0,0,115.413927,0,0,0,0.25,3,0,1800,1839.752683,4397.363594,0,12 +C13831,133.428199,1,1268.22,406.28,861.94,0,1,1,0.666667,0,0,21,6000,1551.580661,182.743266,1,12 +C13832,40.467471,1,553.48,0,553.48,0,1,0,1,0,0,18,11500,532.936499,176.388863,1,12 +C13833,22.682781,0.272727,161.5,161.5,0,0,0.083333,0.083333,0,0,0,1,2000,934.889414,81.670199,0,12 +C13834,62.489102,0.272727,290,290,0,0,0.083333,0.083333,0,0,0,1,4800,77.890926,181.913668,0,12 +C13835,797.925938,1,3143.21,2352.5,790.71,0,1,1,1,0,0,70,6500,4268.871085,289.372678,0,12 +C13836,430.592769,1,1741.39,564,1177.39,0,1,0.25,1,0,0,57,5000,1125.765206,248.140964,0.083333,12 +C13837,1128.38317,1,0,0,0,74.22288,0,0,0,0.166667,2,0,1200,285.277888,300.062626,0,12 +C13838,2817.59092,1,37.92,0,37.92,0,0.166667,0,0.166667,0,0,2,3000,755.313452,1167.316335,0,12 +C13839,1565.025253,1,3035.98,785.6,2250.38,7003.112284,1,0.5,1,0.666667,36,94,2500,13562.87926,1709.158354,0.666667,12 +C13840,2828.6637,1,3766.55,1165.85,2600.7,2157.382814,1,0.333333,0.916667,0.083333,2,43,10000,3100.096212,1107.07388,0.083333,12 +C13841,2810.335817,1,0,0,0,1460.353036,0,0,0,0.416667,6,0,3500,4109.608819,666.842013,0,12 +C13842,830.073634,1,0,0,0,1803.238152,0,0,0,0.25,7,0,14000,2173.470034,233.202069,0,12 +C13843,1784.447292,1,233.09,233.09,0,4469.29969,0.090909,0.090909,0,0.272727,6,2,3000,6168.238025,695.713182,0.181818,11 +C13844,224.97236,1,2084.64,0,2084.64,0,1,0,1,0,0,67,8500,1658.927139,162.039102,0.916667,12 +C13845,1155.123292,1,62.02,62.02,0,19.081161,0.083333,0.083333,0,0.083333,1,1,1200,217.775407,465.251459,0,12 +C13846,336.565042,1,875.52,341,534.52,0,1,0.25,0.916667,0,0,22,4000,299.441751,191.111282,0,12 +C13847,639.830783,0.636364,578.19,380.67,197.52,1848.938533,0.5,0.166667,0.416667,0.166667,4,25,2000,2247.506595,218.280473,0,12 +C13848,369.384435,1,3303.03,87.9,3215.13,0,0.833333,0.166667,0.75,0,0,28,6000,2353.184431,173.56131,0,12 +C13849,86.157142,1,915.64,0,915.64,0,0.916667,0,0.833333,0,0,11,9500,855.755398,170.160443,0.727273,12 +C13850,4283.519021,1,8151.36,3092.07,5059.29,2685.118122,0.833333,0.416667,0.583333,0.25,5,48,9500,6839.916671,1409.01275,0,12 +C13851,88.327488,1,669.75,669.75,0,0,1,1,0,0,0,12,4300,632.122421,179.875598,0.545455,12 +C13852,1253.723768,1,87.4,87.4,0,0,0.083333,0.083333,0,0,0,2,6500,303.383266,307.918918,0,12 +C13853,1487.509392,1,34.52,0,34.52,0,0.166667,0,0.166667,0,0,2,2000,2133.989319,19443.45352,0,12 +C13855,0,0,990,0,990,0,0.818182,0,0.818182,0,0,9,1500,0,,0,11 +C13856,5825.470945,1,633.11,0,633.11,1249.383941,0.25,0,0.166667,0.666667,10,32,6700,1697.035816,1817.190813,0,12 +C13857,2540.664814,1,383.28,0,383.28,0,1,0,1,0,0,12,2900,1721.123332,1410.34689,0,12 +C13858,673.014589,0.833333,638,638,0,2421.366568,0.833333,0.833333,0,0.666667,15,10,8000,789.728968,185.543824,0,6 +C13859,951.415721,1,279.01,279.01,0,552.821008,0.083333,0.083333,0,0.416667,7,1,1200,346.833439,330.722261,0,12 +C13860,3315.689234,1,1434.88,740,694.88,5802.393776,1,0.083333,1,0.583333,25,22,6000,4608.192303,2742.232319,0,12 +C13861,1383.892711,1,1095.13,235.4,859.73,99.30138,1,0.25,1,0.083333,1,26,6000,1130.55011,415.172992,0,12 +C13862,716.970968,1,378.35,0,378.35,801.879454,1,0,0.857143,0.428571,8,7,1000,211.734375,317.6652,0,7 +C13863,542.036699,1,423.86,423.86,0,0,1,1,0,0,0,12,2500,770.057042,211.127834,0,12 +C13864,757.67311,1,2553.46,568.46,1985,0,1,0.25,1,0,0,25,7000,2559.544182,241.597164,0,12 +C13865,5311.078831,1,1349.62,887.94,461.68,4258.489193,0.833333,0.75,0.833333,0.416667,13,21,6000,2212.652278,2429.739931,0,12 +C13866,734.663507,0.75,218,218,0,952.495425,0.125,0.125,0,0.125,1,1,1500,992.813331,164.909489,0,8 +C13867,4762.717627,1,0,0,0,450.089413,0,0,0,0.571429,4,0,5000,806.236783,1327.669984,0,7 +C13868,62.082275,0.909091,791.68,568.66,223.02,0,0.833333,0.583333,0.583333,0,0,22,4500,892.892557,176.794551,0.75,12 +C13869,3805.629844,1,0,0,0,2132.877903,0,0,0,0.454545,9,0,4000,862.812957,803.521321,0,11 +C13870,92.279773,1,842.51,842.51,0,0,0.916667,0.916667,0,0,0,12,9500,655.378633,151.346633,1,12 +C13871,1180.686055,1,243.04,0,243.04,56.662525,1,0,0.916667,0.083333,2,12,1200,498.424721,592.239705,0,12 +C13872,2953.212886,0.545455,320.48,188,132.48,261.393051,0.833333,0.166667,0.666667,0.083333,1,11,10000,8972.867229,718.597731,0,12 +C13873,4479.251427,1,0,0,0,2078.88662,0,0,0,0.25,4,0,9000,1355.483086,1039.794118,0,12 +C13874,4380.251712,1,0,0,0,404.036972,0,0,0,0.333333,3,0,4500,776.241676,1326.776456,0,9 +C13875,1110.575152,1,3384.68,2344.28,1040.4,0,1,0.833333,1,0,0,47,6000,0,,0,12 +C13876,1278.502197,1,0,0,0,451.336788,0,0,0,0.166667,2,0,1800,0,,0,12 +C13877,7291.244386,1,3509.25,2299.45,1209.8,64.517949,1,1,1,0.083333,1,73,12000,1543.281435,2581.26123,0,12 +C13878,7899.171076,1,0,0,0,11657.31244,0,0,0,0.5,12,0,13000,1646.946937,2154.909881,0,12 +C13879,72.723403,0.909091,0,0,0,134.752225,0,0,0,0.25,3,0,200,94.494445,157.394691,0,12 +C13881,187.973296,1,116,116,0,0,0.166667,0.166667,0,0,0,2,4000,244.135461,170.124513,0,12 +C13882,381.627688,1,1266.2,1153.56,112.64,0,0.75,0.666667,0.166667,0,0,21,1500,693.809552,179.077356,0,12 +C13883,5852.750868,1,722.8,269,453.8,5817.204294,0.5,0.083333,0.416667,0.416667,10,8,9000,1771.136112,1789.579488,0,12 +C13884,5131.239119,1,0,0,0,7216.567867,0,0,0,0.25,3,0,13000,1194.04075,1190.260209,0,12 +C13885,290.175484,1,345.17,219.8,125.37,0,0.636364,0.181818,0.545455,0,0,11,6000,376.607432,184.176753,0,11 +C13886,102.58313,0.636364,2044.73,1294.39,750.34,0,1,1,0.666667,0,0,24,10000,2329.319937,64.668944,0.3,12 +C13887,224.812081,1,388.9,119,269.9,0,0.5,0.083333,0.416667,0,0,7,1500,671.924423,171.946342,0,12 +C13888,1432.350154,1,0,0,0,353.621982,0,0,0,0.416667,7,0,1500,525.178843,540.921834,0,12 +C13889,1509.177493,1,0,0,0,1281.15107,0,0,0,0.75,14,0,5000,449.984139,569.555493,0,12 +C13890,675.8726,1,1315.3,1265.32,49.98,0,0.916667,0.833333,0.083333,0,0,18,4000,0,,0,12 +C13891,683.849179,1,7387.83,3894.51,3493.32,0,1,0.5,0.916667,0,0,50,8000,6873.576182,229.157755,0.75,12 +C13892,678.62589,1,59.24,0,59.24,272.436416,0.083333,0,0.083333,0.083333,1,1,1200,1669.187919,519.945056,0,12 +C13893,2628.010018,1,1918.14,1367.73,550.41,1051.790943,0.916667,0.75,0.833333,0.583333,11,57,7000,3129.107625,759.02622,0,12 +C13894,144.845309,1,150.88,0,150.88,0,0.909091,0,0.909091,0,0,10,2500,218.136811,161.609286,0,11 +C13895,0.000199,0.090909,0.01,0.01,0,0,0.083333,0.083333,0,0,0,1,4000,0.056466,0.05588,0,12 +C13896,4199.989868,1,11653.14,6884.6,4768.54,0,0.916667,1,0.916667,0,0,84,16500,13660.2412,1056.912965,0,12 +C13897,2288.181566,1,177.45,88,89.45,0,0.333333,0.083333,0.25,0,0,5,5000,712.897132,666.545104,0,12 +C13898,5312.289573,1,399.92,289,110.92,7412.140941,0.25,0.083333,0.25,0.583333,19,10,7500,13817.5638,6729.203906,0.083333,12 +C13899,1851.372165,1,6006.79,5506.81,499.98,0,1,1,0.916667,0,0,93,7600,5389.6734,586.24393,0.083333,12 +C13900,692.2898,1,200,200,0,299.710379,0.1,0.1,0,0.1,1,2,9950,816.23679,157.88983,0,10 +C13901,163.335524,0.545455,460.95,460.95,0,0,0.083333,0.083333,0,0,0,2,1500,162.939482,77.604225,0,12 +C13902,182.709228,0.909091,2463.21,1295.84,1167.37,0,1,1,1,0,0,44,9500,2362.519923,115.016047,0.444444,12 +C13903,483.261458,1,3228.3,3228.3,0,0,0.416667,0.416667,0,0,0,34,600,3304.347175,476.295378,0.166667,12 +C13904,3676.225496,1,2743.35,1299.63,1443.72,1095.478557,1,0.666667,0.916667,0.083333,1,78,6000,1859.086356,1075.569803,0,12 +C13905,242.161751,1,686,686,0,0,0.25,0.25,0,0,0,5,1600,79.554524,142.15912,0,12 +C13906,19.281564,0.727273,428.9,0,428.9,0,0.583333,0,0.416667,0,0,7,10500,418.803807,72.655775,0.2,12 +C13907,2.476557,0.166667,115.7,115.7,0,0,0.333333,0.333333,0,0,0,2,4500,0,,0,6 +C13908,3515.499451,1,2864.32,1215.93,1648.39,2880.208755,1,0.583333,1,0.416667,40,91,5500,3362.139057,1988.153764,0,12 +C13909,199.684606,0.363636,287.4,0,287.4,0,1,0,1,0,0,12,4500,1110.399779,69.685168,0,12 +C13910,5218.923199,1,100.01,0,100.01,491.329785,0.083333,0,0.083333,0.166667,3,1,6000,1299.677915,1252.860717,0,12 +C13911,1565.98205,0.818182,1677.26,614.85,1062.41,0,0.75,0.166667,0.75,0,0,22,4500,7364.974854,815.300574,0.444444,12 +C13912,2672.203163,0.909091,0,0,0,1347.646329,0,0,0,0.333333,4,0,7500,5983.259628,1143.324572,0.090909,12 +C13913,166.442301,0.454545,797.58,797.58,0,0,0.083333,0.083333,0,0,0,1,9500,2402.676315,207.671591,0,12 +C13914,14100.2511,1,4995.8,3403.11,1592.69,20712.67008,1,1,0.333333,0.833333,36,34,16500,20418.33238,21235.0653,0,12 +C13915,1819.405059,1,5671.86,2086.05,3585.81,0,1,0.416667,1,0,0,58,6000,834.969649,540.276017,0,12 +C13916,0,0,178.8,0,178.8,0,1,0,1,0,0,12,1900,0,,0,12 +C13917,19.572514,0.909091,310.25,310.25,0,0,0.833333,0.833333,0,0,0,13,5500,322.934105,80.005624,0.7,12 +C13918,175.635786,1,0,0,0,54.180326,0,0,0,0.083333,2,0,1800,324.105254,209.432542,0,12 +C13919,923.117542,0.909091,224.4,224.4,0,1845.4779,0.083333,0.083333,0,0.333333,8,3,1700,2232.42607,467.573132,0,12 +C13920,1885.892405,1,675.69,675.69,0,232.702808,0.416667,0.416667,0,0.166667,3,5,2000,657.008002,577.720179,0,12 +C13921,1045.458739,0.9,946.29,705.69,240.6,886.266785,0.9,0.3,0.7,0.3,6,27,1500,2138.807396,729.764287,0,10 +C13922,2875.669063,1,0,0,0,740.863461,0,0,0,0.25,8,0,3000,729.064946,1821.339762,0,12 +C13923,28.054194,0.636364,824.27,0,824.27,0,1,0,1,0,0,26,2500,673.029715,68.550818,0.333333,12 +C13924,396.376998,1,286.74,52.49,234.25,0,0.75,0.083333,0.666667,0,0,15,1000,232.783063,187.565813,0,12 +C13925,1641.251218,0.727273,0,0,0,2990.165538,0,0,0,0.166667,4,0,3000,4399.723425,500.276155,0.142857,12 +C13926,2421.106175,0.9,0,0,0,3701.78388,0,0,0,0.3,8,0,3000,1607.740298,521.646758,0,10 +C13927,890.633006,0.909091,756.73,756.73,0,0,0.416667,0.416667,0,0,0,9,3000,1964.578805,276.845199,0,12 +C13928,57.408695,1,338.5,338.5,0,0,0.166667,0.166667,0,0,0,2,7000,354.35735,199.273484,0.125,12 +C13929,2013.171338,1,60,60,0,4621.713196,0.083333,0.083333,0,0.666667,20,1,3500,3428.736898,657.056647,0.1,12 +C13930,4859.262329,1,0,0,0,4835.129243,0,0,0,0.5,12,0,8000,1126.662524,1204.405197,0,12 +C13931,224.202679,1,1522.91,990.17,532.74,0,1,1,1,0,0,60,7500,1306.491984,201.004982,0.333333,12 +C13932,26.034907,0.636364,299.79,0,299.79,0,0.333333,0,0.25,0,0,4,7500,308.31669,86.667034,0.3,12 +C13933,2673.770349,1,435,435,0,3667.84151,0.181818,0.181818,0,0.181818,2,3,5000,1143.636383,586.53723,0,11 +C13934,1863.787327,1,0,0,0,1998.061069,0,0,0,0.083333,1,0,3000,749.522371,439.864871,0,12 +C13935,14.836268,0.545455,170.09,0,170.09,0,0.454545,0,0.454545,0,0,10,7000,190.956987,73.377488,0.5,11 +C13936,2012.049986,1,1279.21,242.91,1036.3,196.593829,1,0.333333,1,0.083333,1,50,4500,656.977251,862.499664,0,12 +C13937,1110.047967,1,0,0,0,569.881041,0,0,0,0.083333,1,0,3500,3544.922751,554.98066,0.083333,12 +C13938,726.779809,1,5497.04,5497.04,0,0,0.583333,0.583333,0,0,0,33,1700,4207.962368,193.423939,0.25,12 +C13939,1812.61375,0.727273,0,0,0,2804.289646,0,0,0,0.083333,1,0,9000,961.987007,951.721048,0,12 +C13940,43.200086,1,324,324,0,0,1,1,0,0,0,12,1800,350.499835,189.592793,0.3,12 +C13941,1771.43578,1,1176,0,1176,0,1,0,1,0,0,12,1700,1350.02185,2973.25488,0,12 +C13942,521.38404,0.909091,0,0,0,1001.605022,0,0,0,0.166667,3,0,1150,1220.262003,146.169349,0.1,12 +C13943,604.816148,1,764,331,433,796.641859,0.916667,0.166667,0.916667,0.333333,7,25,10500,1984.660403,215.409725,0.083333,12 +C13944,680.671377,1,8040.78,2946.69,5094.09,0,1,0.666667,1,0,0,66,7000,6331.737868,194.172362,0.833333,12 +C13945,2336.985188,1,190.56,190.56,0,4066.421468,0.166667,0.166667,0,0.583333,10,4,3500,8319.645575,1423.865598,0.25,12 +C13946,40.479403,1,452.61,0,452.61,0,1,0,0.916667,0,0,18,5000,426.404957,178.830469,0.818182,12 +C13947,1382.376636,1,77.91,0,77.91,300.531629,0.083333,0,0.083333,0.166667,2,1,2500,639.362373,397.789389,0,12 +C13948,8539.312935,1,0,0,0,4070.445699,0,0,0,0.5,8,0,11000,2459.237522,2081.685138,0,12 +C13949,509.872908,0.454545,31.89,31.89,0,0,0.083333,0.083333,0,0,0,1,1500,1396.027009,237.748097,0,12 +C13950,1008.864224,1,1392.83,1392.83,0,0,0.333333,0.333333,0,0,0,7,9000,1265.870255,274.007655,0,12 +C13951,723.172037,1,2095.14,238,1857.14,0,0.75,0.166667,0.583333,0,0,25,5000,1509.479538,283.139714,0,12 +C13952,1.025109,0.090909,59.66,0,59.66,0,0.083333,0,0.083333,0,0,1,1700,0,,0,12 +C13953,126.13588,1,0,0,0,1170.273287,0,0,0,0.083333,2,0,1200,1131.54314,78.85135,0.083333,12 +C13954,975.637547,0.818182,6897.56,0,6897.56,0,0.5,0,0.5,0,0,6,6150,8337.882098,6703.880744,0.272727,12 +C13955,1129.284728,1,1211.42,0,1211.42,0,1,0,1,0,0,42,4000,3390.831252,341.402204,0.333333,12 +C13956,2306.310095,1,359.96,0,359.96,2843.482435,0.916667,0,0.916667,0.333333,6,11,4000,1482.816136,2056.434829,0,12 +C13957,883.835888,1,187.47,0,187.47,0,0.75,0,0.666667,0,0,9,1000,263.631752,434.734741,0,12 +C13958,874.571604,1,385.7,316.7,69,289.822557,0.416667,0.333333,0.166667,0.166667,2,8,2000,357.969443,231.854555,0,12 +C13959,444.760263,0.636364,3734.7,3734.7,0,0,0.333333,0.333333,0,0,0,7,4000,5808.857795,180.414703,0.5,12 +C13960,0,0,1200,1200,0,0,0.083333,0.083333,0,0,0,1,2500,14229.88248,,0,12 +C13961,332.650256,1,770,0,770,0,0.583333,0,0.5,0,0,7,5500,558.752797,216.863764,0,12 +C13962,101.682988,1,610.34,86,524.34,0,1,0.166667,1,0,0,40,1500,324.924223,152.877812,0.090909,12 +C13964,4143.074668,1,1074.27,1074.27,0,190.242856,0.75,0.75,0,0.166667,3,21,6000,926.813916,1175.934462,0,12 +C13965,42.68579,0.909091,708,326,382,0,0.75,0.166667,0.5,0,0,20,3000,755.300687,149.306085,0.625,12 +C13966,146.261257,1,3139.97,2499.22,640.75,0,1,1,0.916667,0,0,41,5000,2990.926573,176.657439,0.833333,12 +C13967,3876.778302,1,0,0,0,4269.018258,0,0,0,0.25,11,0,7500,1342.57535,939.667646,0,12 +C13968,1593.364737,1,2298.49,684.2,1614.29,554.604914,1,0.416667,1,0.25,3,53,4500,1082.087826,347.210824,0,12 +C13969,933.278656,1,182.55,0,182.55,2304.727023,0.25,0,0.166667,0.416667,7,3,2500,1755.16459,248.144048,0,12 +C13970,58.167348,0.181818,438.87,438.87,0,0,0.083333,0.083333,0,0,0,1,7500,1748.469291,270.533346,0,12 +C13971,2514.895334,1,3172.38,1653.16,1519.22,656.112456,1,0.916667,0.916667,0.166667,2,41,6800,2646.255583,692.03719,0,12 +C13972,1513.759633,1,70,70,0,0,0.181818,0.181818,0,0,0,2,1700,2085.049719,3812.357397,0,11 +C13973,80.00717,1,1548.37,28.58,1519.79,0,0.916667,0.083333,0.75,0,0,21,9500,1105.365158,149.982961,0.7,12 +C13974,93.104842,1,160,160,0,0,0.083333,0.083333,0,0,0,1,5200,633.184791,491.717092,0.1,12 +C13975,458.958269,0.363636,492.72,0,492.72,0,1,0,1,0,0,12,6000,2111.788889,199.91768,0,12 +C13977,1386.712561,1,0,0,0,699.804757,0,0,0,0.333333,7,0,1500,848.630874,520.077775,0,12 +C13978,4564.860642,1,1701.13,1322.61,378.52,0,1,0.916667,0.833333,0,0,39,12000,1205.113895,1141.311115,0,12 +C13979,1709.346088,1,339,339,0,0,0.166667,0.166667,0,0,0,4,2000,612.684346,476.106586,0,12 +C13980,94.83691,1,1027.84,93,934.84,0,1,0.083333,1,0,0,28,18000,1041.284778,173.91503,0.416667,12 +C13981,6204.264926,1,0,0,0,2344.901285,0,0,0,0.166667,8,0,7500,1381.411511,2173.987009,0,12 +C13982,64.677565,1,363.71,363.71,0,0,1,1,0,0,0,12,6000,343.104512,171.000625,0.083333,12 +C13983,24.297113,0.636364,230.47,0,230.47,0,0.5,0,0.5,0,0,7,4000,0,,0,12 +C13984,2271.7875,1,0,0,0,2866.563908,0,0,0,0.25,5,0,8000,327.593428,365.820843,0,8 +C13985,5000.825577,1,3310.39,3072.89,237.5,2019.865472,0.75,0.666667,0.333333,0.083333,1,28,7500,2633.433636,2412.441231,0,12 +C13986,3723.723928,1,0,0,0,1138.457723,0,0,0,0.333333,6,0,4500,930.285952,978.023398,0,12 +C13987,348.066767,1,695,695,0,0,0.083333,0.083333,0,0,0,1,4000,470.847821,179.773891,0,12 +C13988,846.380946,1,8397.44,6812.04,1585.4,0,1,1,1,0,0,118,10000,8067.500812,202.618759,1,12 +C13989,39.557369,0.363636,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,3000,831.294005,237.52827,0,12 +C13990,3492.064185,1,0,0,0,522.551112,0,0,0,0.090909,1,0,12500,1349.873959,790.534808,0,11 +C13991,719.427666,1,734.4,180,554.4,0,0.583333,0.083333,0.5,0,0,8,1000,285.477654,282.063918,0,12 +C13992,1184.924492,0.9,306,234,72,1314.443111,0.4,0.2,0.3,0.2,8,7,3000,500.833154,672.890662,0,10 +C13993,4285.123888,1,4235.03,4235.03,0,0,0.833333,0.833333,0,0,0,29,10000,1660.32858,1243.967283,0,12 +C13994,989.448428,1,429.97,420.32,9.65,1029.77967,0.875,0.5,0.5,0.25,4,13,1500,195.369397,179.644332,0,8 +C13995,3126.109251,1,3357.24,2197.01,1160.23,0,1,1,1,0,0,154,7000,1149.614601,707.168238,0,12 +C13996,3912.344717,1,2080.66,672.48,1408.18,1829.712153,1,0.166667,1,0.166667,5,42,6000,1017.896487,888.469097,0,12 +C13997,469.380653,1,5117.56,2562.27,2555.29,0,1,1,1,0,0,81,4300,5270.796852,216.41101,0.333333,12 +C13998,3543.905366,1,1362.92,0,1362.92,0,1,0,1,0,0,15,7500,1026.706561,1039.058094,0,12 +C13999,1218.208868,0.818182,0,0,0,4467.667258,0,0,0,0.363636,12,0,2500,3341.009938,385.307674,0,11 +C14000,680.079404,1,636.41,106.01,530.4,2525.736564,1,0.083333,1,0.25,10,19,12000,309.998666,266.056225,0,12 +C14001,1431.445361,1,0,0,0,1414.866215,0,0,0,0.083333,1,0,1500,235.637068,442.595956,0,12 +C14002,131.760301,1,789.43,787.48,1.95,0,1,1,0.083333,0,0,14,5000,2023.907685,187.636973,0.916667,12 +C14003,35.988695,0.636364,294,0,294,0,0.5,0,0.416667,0,0,6,1200,502.277937,188.697505,0.333333,12 +C14004,128.507898,0.454545,0,0,0,490.12386,0,0,0,0.083333,1,0,1200,199.424458,83.292732,0,12 +C14005,3985.637748,1,20,20,0,1306.18399,0.083333,0.083333,0,0.333333,5,1,6000,1203.180838,1148.848564,0,12 +C14006,1726.125465,1,223.95,223.95,0,265.018687,0.083333,0.083333,0,0.083333,1,1,5000,1734.836967,533.845048,0,12 +C14007,948.944615,1,678.94,201.4,477.54,0,1,0.166667,1,0,0,44,2000,1750.388539,612.055723,0.083333,12 +C14008,71.983739,1,1000,1000,0,0,0.083333,0.083333,0,0,0,1,1200,93.4312,20.887671,0,12 +C14009,32.903658,1,391.5,0,391.5,0,0.75,0,0.75,0,0,9,6500,405.250915,162.812944,0.727273,12 +C14010,3822.559709,1,1000,1000,0,0,0.083333,0.083333,0,0,0,1,5000,1160.567938,1336.764756,0,12 +C14011,580.175457,1,759.5,85,674.5,995.015703,0.833333,0.166667,0.75,0.333333,5,24,4000,1194.432152,1174.266863,0.083333,12 +C14012,9.444869,0.363636,127.14,127.14,0,0,0.166667,0.166667,0,0,0,2,4000,0,,0,12 +C14013,1509.525178,1,0,0,0,1784.023712,0,0,0,0.25,5,0,3500,513.387513,518.481808,0,12 +C14014,1288.895823,0.727273,0,0,0,3233.145994,0,0,0,0.181818,3,0,3500,4919.065431,409.279112,0.285714,11 +C14015,4825.450839,1,5855.46,5855.46,0,0,0.833333,0.833333,0,0,0,26,7000,3866.077948,1232.547913,0,12 +C14016,5797.6687,1,0,0,0,4639.195255,0,0,0,0.666667,12,0,6000,1936.745052,2327.030849,0,12 +C14017,10.248544,0.090909,0,0,0,690.668996,0,0,0,0.083333,3,0,1200,0,,0,12 +C14018,6928.721377,1,18.35,0,18.35,14836.45141,0.416667,0,0.416667,0.083333,1,5,18000,22281.70046,1592.560164,0.090909,12 +C14019,1725.887609,1,0,0,0,753.22315,0,0,0,0.25,3,0,1700,1169.756885,2116.153771,0,12 +C14020,475.675998,1,5421.73,5421.73,0,0,1,1,0,0,0,34,10500,5510.903074,183.857011,1,12 +C14021,961.369596,1,0,0,0,1124.284462,0,0,0,0.166667,2,0,1200,275.73187,564.587643,0,12 +C14022,1364.256013,1,0,0,0,252.98756,0,0,0,0.083333,1,0,1500,513.013589,313.51258,0,12 +C14023,113.629276,0.272727,798,798,0,0,0.083333,0.083333,0,0,0,1,5000,4372.014696,84.491283,0,12 +C14024,9.906062,0.909091,202.3,0,202.3,0,0.909091,0,0.818182,0,0,10,1500,195.62615,150.087965,0,11 +C14026,26.506901,0.909091,400.91,115.61,285.3,0,0.583333,0.083333,0.416667,0,0,19,2500,465.179466,147.891541,0.5,12 +C14027,157.66813,0.857143,1263.51,87,1176.51,0,0.714286,0.142857,0.428571,0,0,8,10000,1458.713508,101.798289,1,7 +C14028,2336.363625,1,924.19,0,924.19,432.263451,1,0,1,0.166667,2,48,2500,874.589045,845.447604,0,12 +C14029,316.095114,1,89.96,0,89.96,0,0.416667,0,0.416667,0,0,5,4700,301.153658,202.370136,0,12 +C14030,453.856643,1,238.75,0,238.75,0,0.571429,0,0.571429,0,0,6,1500,94.007773,106.442582,0,7 +C14031,1914.092562,1,538.85,487.5,51.35,0,0.416667,0.416667,0.166667,0,0,9,2000,1022.911305,980.069709,0,12 +C14032,9061.317491,1,0,0,0,366.077141,0,0,0,0.083333,1,0,10000,2524.110566,4676.178874,0,12 +C14033,3239.138704,1,3018.68,3018.68,0,4157.651522,0.25,0.25,0,0.5,9,6,5500,3369.399283,703.053712,0.083333,12 +C14034,2450.104201,1,0,0,0,657.525213,0,0,0,0.083333,1,0,3000,692.953519,606.926044,0,12 +C14035,342.358505,0.818182,633.66,65.96,567.7,367.516136,0.5,0.083333,0.333333,0.083333,1,6,4500,1625.059543,155.289203,0.272727,12 +C14036,8983.120358,1,0,0,0,3517.845954,0,0,0,0.25,5,0,12500,1943.319108,3319.715492,0,12 +C14037,2275.53087,1,1343.65,1262.29,81.36,0,1,0.666667,1,0,0,25,3000,718.5624,563.556704,0,12 +C14038,54.327257,1,346.02,0,346.02,0,0.916667,0,0.75,0,0,11,4500,237.839366,136.712954,0.333333,12 +C14039,984.135371,1,599.58,590,9.58,0,0.333333,0.333333,0.083333,0,0,5,3000,782.954766,204.154837,0,12 +C14040,2732.551701,1,1043.03,308.97,734.06,123.468228,1,0.5,1,0.083333,1,53,3000,1691.352849,1051.043802,0,12 +C14041,5795.166009,1,0,0,0,7363.303617,0,0,0,0.25,3,0,12500,7570.031897,1489.464244,0,12 +C14042,2944.156996,1,12.22,12.22,0,244.694657,0.083333,0.083333,0,0.166667,2,1,3000,628.31462,1288.695715,0,12 +C14043,1693.841127,1,2439.98,1373.89,1066.09,1068.614851,1,0.75,1,0.333333,7,45,5500,1474.677315,507.969189,0,12 +C14044,189.98582,0.666667,369,0,369,991.09837,0.666667,0,0.5,0.166667,1,6,2500,292.582747,101.339007,0,6 +C14045,1690.352634,1,0,0,0,1359.175968,0,0,0,0.166667,4,0,3500,373.741157,640.422897,0,12 +C14046,3048.011738,1,1271.34,1239.42,31.92,0,0.75,0.75,0.083333,0,0,24,3200,1216.277275,1864.446362,0,12 +C14047,419.486983,1,450,450,0,1365.172054,0.083333,0.083333,0,0.166667,3,1,9500,4275.760118,152.381267,0,12 +C14048,2997.977825,1,35131.16,34087.73,1043.43,0,1,1,0.833333,0,0,344,12000,28896.66522,767.01418,0.75,12 +C14049,44.635372,0.727273,640,0,640,0,0.909091,0,0.818182,0,0,10,6000,596.47654,76.801019,0,11 +C14050,5643.992345,1,6141.58,5070.48,1071.1,1003.760024,1,0.916667,1,0.333333,6,92,13000,11514.83756,1494.575739,0,12 +C14051,2713.749041,1,0,0,0,318.035084,0,0,0,0.333333,4,0,3000,664.635735,880.427416,0,12 +C14052,95.597121,1,101.97,101.97,0,97.921034,0.25,0.25,0,0.166667,3,3,3000,306.960201,174.329733,0,12 +C14053,1679.429188,1,0,0,0,75.844786,0,0,0,0.166667,2,0,1800,243.503331,4511.435479,0,12 +C14054,14.442528,1,163.9,0,163.9,0,1,0,0.909091,0,0,11,1500,138.776431,152.468146,0.777778,11 +C14055,8260.825897,1,3709.71,2420.76,1288.95,2379.462062,1,0.666667,1,0.833333,47,79,8500,6847.476495,7793.867173,0,12 +C14056,4899.638221,1,0,0,0,424.449434,0,0,0,0.272727,5,0,5000,880.262447,1651.415614,0,11 +C14057,138.596394,1,1333.9,663.9,670,0,0.75,0.583333,0.333333,0,0,14,7500,1000.797013,142.442556,0.333333,12 +C14058,4.160112,1,70.56,0,70.56,0,1,0,1,0,0,12,6000,54.598522,41.07052,0.222222,12 +C14059,592.416944,1,6228.01,3454.7,2773.31,0,1,1,1,0,0,117,4500,6052.32316,169.979797,1,12 +C14060,1211.895212,1,0,0,0,119.377631,0,0,0,0.083333,2,0,1200,413.575315,938.748553,0,12 +C14061,8.585976,0.545455,512.59,352.5,160.09,0,0.5,0.083333,0.333333,0,0,10,2500,908.190297,67.458687,0.25,12 +C14062,32.612016,0.454545,545.88,545.88,0,0,0.25,0.25,0,0,0,4,2000,1100.892272,150.867379,0.5,12 +C14063,174.214883,0.363636,0,0,0,956.089092,0,0,0,0.083333,1,0,1200,238.06524,200.254118,0,12 +C14064,147.765977,0.363636,1328.94,1328.94,0,0,0.166667,0.166667,0,0,0,4,4000,4606.168653,107.749361,1,12 +C14065,349.855056,1,3200.5,2097.88,1102.62,0,1,1,1,0,0,50,7000,3119.528249,192.900599,1,12 +C14066,816.765152,1,7967.04,7839.22,127.82,0,1,1,0.416667,0,0,81,10000,8455.311569,193.562444,1,12 +C14067,3177.232656,1,5877.73,5430.68,447.05,0,1,1,1,0,0,100,6000,6686.89278,1475.596139,0,12 +C14068,14.234636,0.545455,259.83,0,259.83,0,0.583333,0,0.416667,0,0,7,7000,357.269364,143.330305,1,12 +C14069,117.018324,0.909091,625.94,625.94,0,0,0.545455,0.545455,0,0,0,6,11000,627.763481,206.754529,0.142857,11 +C14070,330.236089,0.636364,0,0,0,930.459784,0,0,0,0.083333,1,0,6500,2048.983642,325.882925,0.2,12 +C14071,1087.567113,1,564.54,357.9,206.64,0,0.75,0.083333,0.666667,0,0,16,1400,443.196272,473.446195,0,12 +C14072,409.592245,1,190,190,0,1986.427611,0.166667,0.166667,0,0.333333,6,2,11500,299.91595,173.798807,0,12 +C14073,3.141961,0.181818,16,16,0,0,0.083333,0.083333,0,0,0,1,5500,656.045331,120.437462,1,12 +C14074,1957.712033,1,276.76,0,276.76,0,0.333333,0,0.333333,0,0,4,3000,566.106669,403.51514,0,12 +C14075,75.936035,0.545455,856.44,856.44,0,0,0.272727,0.272727,0,0,0,3,2300,426.894188,69.065604,0,11 +C14076,1459.518449,1,393.82,134.07,259.75,0,0.916667,0.25,0.833333,0,0,35,1500,438.601342,848.38389,0,12 +C14077,1033.498736,1,21.75,0,21.75,1238.746947,0.083333,0,0.083333,0.333333,5,1,3000,255.779858,489.80832,0,12 +C14078,2255.056361,0.909091,122.99,100,22.99,0,0.166667,0.083333,0.083333,0,0,2,9000,3737.838893,630.362106,0.090909,12 +C14079,1798.042812,1,0,0,0,478.838983,0,0,0,0.083333,1,0,6300,1192.610471,564.715406,0,12 +C14080,179.209557,1,1526.42,1526.42,0,0,1,1,0,0,0,26,13500,1482.286465,190.938401,0.916667,12 +C14081,1119.464381,1,266.68,0,266.68,0,0.166667,0,0.166667,0,0,2,1400,1041.406725,668.498187,0,12 +C14082,2046.402647,1,3976.4,3298.79,677.61,0,1,0.833333,0.416667,0,0,23,7000,3413.229693,513.763932,0,12 +C14083,472.529777,0.545455,358.2,0,358.2,1818.821088,0.5,0,0.416667,0.083333,2,6,2500,485.184548,308.730195,0.5,12 +C14084,1894.990608,1,0,0,0,1930.273374,0,0,0,0.166667,2,0,5500,767.315938,438.908538,0,12 +C14085,1066.884128,1,0,0,0,215.632774,0,0,0,0.25,6,0,1200,222.800881,263.186377,0,12 +C14086,4896.223044,1,0,0,0,396.233514,0,0,0,0.25,3,0,5000,1288.704377,1828.723569,0,12 +C14087,57.94319,1,440,0,440,0,0.916667,0,0.916667,0,0,11,6500,462.523442,188.76761,1,12 +C14088,501.453416,1,1199.46,447,752.46,0,0.833333,0.166667,0.666667,0,0,17,6500,495.243088,183.429357,0,12 +C14089,1422.85376,1,159.46,159.46,0,0,0.1,0.1,0,0,0,3,1600,468.122486,304.823458,0,10 +C14090,423.972293,0.454545,0,0,0,1677.787494,0,0,0,0.333333,4,0,1500,316.450771,110.828101,0,12 +C14091,3894.241117,1,1201.7,0,1201.7,995.062078,0.583333,0,0.583333,0.083333,2,7,4000,1734.235295,3618.939719,0,12 +C14092,19.726196,0.818182,220.9,0,220.9,0,0.75,0,0.75,0,0,9,2500,275.401717,145.945154,0.888889,12 +C14094,0.001146,0.090909,0,0,0,96.59138,0,0,0,0.083333,1,0,1500,1359.022794,13.809153,0.181818,12 +C14095,1126.942655,1,0,0,0,86.437024,0,0,0,0.166667,2,0,1200,353.897911,231.575224,0,12 +C14096,8121.778586,1,231.14,52.44,178.7,2992.209093,1,0.083333,1,0.25,18,14,12000,2143.672319,2870.329811,0,12 +C14097,54.096839,0.727273,185.99,44.99,141,0,0.333333,0.083333,0.25,0,0,5,4000,367.310313,128.442353,0,12 +C14098,58.312121,0.333333,0,0,0,839.112534,0,0,0,0.166667,5,0,1200,2616.215575,53.873964,1,6 +C14099,2552.597938,1,550.62,0,583.95,0,1,0,0.916667,0,0,24,3000,478.632499,1080.35048,0,12 +C14100,437.397682,1,1936.22,1538.97,397.25,396.568016,1,1,0.916667,0.083333,1,34,4000,2449.272289,190.128004,0,12 +C14101,5523.175617,0.888889,0,0,0,4104.980885,0,0,0,0.555556,5,0,6500,4355.053996,1018.17216,0,9 +C14102,2088.285449,1,0,0,0,1110.062064,0,0,0,0.166667,2,0,6000,476.667426,567.622744,0,12 +C14103,162.850565,1,1326.72,1023.27,303.45,0,0.666667,0.666667,0.166667,0,0,26,6000,967.490298,146.021103,0.142857,12 +C14104,263.467374,0.454545,0,0,0,837.67896,0,0,0,0.181818,2,0,1700,279.745591,186.823868,0,11 +C14105,1030.503395,1,25.26,25.26,0,0,0.166667,0.166667,0,0,0,2,3000,1135.363289,237.276808,0,12 +C14106,1420.113689,1,393.63,393.63,0,0,0.416667,0.416667,0,0,0,8,1500,473.832445,617.154654,0,12 +C14107,6.109243,0.181818,73.64,73.64,0,0,0.083333,0.083333,0,0,0,1,4000,71.926635,16.121833,0,12 +C14108,1968.876429,1,0,0,0,1803.871026,0,0,0,0.416667,7,0,10500,596.425723,577.185775,0,12 +C14109,488.340514,1,4908.93,2290.36,2618.57,0,1,0.916667,1,0,0,108,7500,4589.621491,195.304936,0.75,12 +C14111,944.851251,1,449.49,0,449.49,0,1,0,1,0,0,18,1000,642.845065,495.322314,0,12 +C14112,5561.390014,1,0,0,0,3041.330064,0,0,0,0.5,17,0,6000,2193.97427,1558.55294,0,12 +C14113,4705.036885,1,887.87,810.7,77.17,766.181321,0.583333,0.5,0.166667,0.166667,2,15,6000,1091.779354,1107.649182,0,12 +C14114,4802.507595,1,0,0,0,286.576749,0,0,0,0.083333,1,0,5000,986.609534,1852.577516,0,12 +C14115,1724.945864,1,2075.18,1841.7,233.48,0,0.916667,0.916667,0.416667,0,0,25,8500,3792.747568,451.651522,0,12 +C14116,3421.570645,1,0,0,0,287.27997,0,0,0,0.083333,1,0,8500,1387.841466,801.652585,0,12 +C14117,99.029726,1,1496.87,429.27,1067.6,0,0.916667,0.333333,0.833333,0,0,48,5000,1760.086698,164.9079,0.416667,12 +C14119,4353.46553,1,0,0,0,301.200047,0,0,0,0.25,3,0,4650,984.37305,2432.513704,0,12 +C14120,4506.159773,1,1948.25,546.35,1401.9,1870.142289,1,0.25,1,0.083333,2,27,11500,2398.862474,1166.102556,0,12 +C14121,231.089583,1,1547.92,1547.92,0,0,1,1,0,0,0,12,9000,1230.772375,196.595495,0.333333,12 +C14122,5199.213536,1,271.4,204,67.4,1013.616077,0.583333,0.166667,0.333333,0.333333,7,7,10000,1328.030861,1215.223154,0,12 +C14123,460.644885,1,805.42,805.42,0,1916.483068,0.5,0.5,0,0.166667,4,6,7000,708.479385,190.005996,0.285714,12 +C14124,421.796337,1,2748.74,1623.74,1125,0,1,1,0.666667,0,0,48,4500,2684.86037,169.599243,0.25,12 +C14125,137.864267,0.272727,237.24,0,237.24,1113.534935,1,0,1,0.083333,2,12,1200,1232.901419,109.853069,0,12 +C14126,5376.338384,1,5899.35,3732.48,2166.87,0,1,0.75,0.916667,0,0,112,6000,2816.619335,2785.379085,0,12 +C14127,2557.241228,1,2131.06,749.47,1381.59,0,0.916667,0.5,0.833333,0,0,55,5000,0,,0,12 +C14128,3971.701463,1,721.51,175,546.51,0,0.916667,0.083333,1,0,0,53,13500,1169.633242,1354.544785,0,12 +C14129,2454.552939,1,461.32,24,437.32,0,0.416667,0.083333,0.333333,0,0,6,8000,1010.442597,681.475934,0,12 +C14130,8695.084351,1,0,0,0,2772.592928,0,0,0,0.083333,2,0,17500,2353.936879,2580.94527,0,12 +C14131,2682.407264,1,315.5,315.5,0,6629.320612,0.25,0.25,0,0.833333,28,4,6000,1617.804094,907.05151,0.1,12 +C14132,3358.724054,1,328,328,0,8416.854736,0.166667,0.166667,0,0.583333,27,2,5000,6698.912435,1653.896679,0.166667,12 +C14133,196.967268,1,1915.07,1808.25,106.82,0,1,1,0.833333,0,0,67,7500,1776.394323,175.483698,1,12 +C14134,817.953789,1,0,0,0,1285.120888,0,0,0,0.25,4,0,1500,1213.585489,285.414868,0,12 +C14135,0,0,0,0,0,181.64979,0,0,0,0.083333,1,0,2500,1140.957855,,0,12 +C14136,3702.768802,1,0,0,0,3097.33974,0,0,0,0.5,9,0,6000,2617.067343,786.162283,0,12 +C14137,73.876478,1,600,0,600,0,0.666667,0,0.666667,0,0,12,3000,574.321262,165.586015,1,12 +C14138,241.032979,1,0,0,0,642.862505,0,0,0,0.083333,1,0,1500,915.454305,195.162256,0.083333,12 +C14139,187.204739,1,2816.01,2565.97,250.04,0,1,1,0.5,0,0,19,6000,2078.813618,163.082736,0.8,12 +C14140,379.542951,0.545455,0,0,0,925.399531,0,0,0,0.083333,1,0,1500,2651.530544,190.383316,0.166667,12 +C14141,647.166042,1,369.49,0,369.49,0,0.583333,0,0.5,0,0,9,12500,738.346676,245.989844,0,12 +C14142,78.114579,0.818182,0,0,0,7155.612737,0,0,0,0.083333,2,0,15000,11241.39128,16.95009,0.142857,12 +C14143,136.839366,0.636364,1133.54,1133.54,0,0,0.25,0.25,0,0,0,4,16500,4802.004681,234.303131,0.428571,12 +C14144,4858.92532,1,9282.12,1578.86,7703.26,4446.461559,0.833333,0.5,0.666667,0.083333,1,111,9000,16822.58645,3983.471892,0,12 +C14145,952.419564,1,283.8,0,283.8,0,0.75,0,0.75,0,0,11,1000,611.487872,607.283816,0,12 +C14146,70.392491,1,1008.56,180,828.56,0,1,0.166667,0.916667,0,0,14,6000,1321.09625,151.452457,0.8,12 +C14147,4252.504676,1,2172.77,1491.73,681.04,0,1,1,1,0,0,45,11000,1425.671686,1217.875041,0,12 +C14148,1282.087245,1,0,0,0,200.865502,0,0,0,0.181818,2,0,1500,246.329361,575.063465,0,11 +C14149,26.547229,0.636364,224.56,0,224.56,0,0.583333,0,0.5,0,0,7,3000,264.390903,167.672071,0.6,12 +C14150,285.645503,1,1265.24,893.54,371.7,0,0.833333,0.5,0.5,0,0,24,7000,1791.285108,197.065604,0.083333,12 +C14151,2033.538173,1,929.25,297.51,631.74,1567.042271,1,0.25,1,0.083333,1,20,3500,1291.31841,1843.752247,0,12 +C14152,2525.425787,1,0,0,0,2892.511237,0,0,0,0.090909,2,0,3000,683.769908,750.741405,0,11 +C14153,18.354425,0.777778,256.5,0,256.5,0,0.666667,0,0.555556,0,0,6,2000,306.969886,109.781933,0.8,9 +C14154,2571.311375,1,0,0,0,6537.278532,0,0,0,0.583333,16,0,3000,4513.686142,583.336071,0.1,12 +C14155,3252.763399,0.833333,230,74,156,4497.284924,0.833333,0.166667,0.666667,0.333333,5,11,4500,567.149683,953.566574,0,6 +C14156,817.439653,1,1091,1091,0,0,0.083333,0.083333,0,0,0,1,2600,766.573245,292.103091,0,12 +C14157,426.442669,1,0,0,0,1619.692655,0,0,0,0.333333,7,0,9000,6270.973592,307.538576,0.2,12 +C14158,212.282538,0.545455,1698.9,1698.9,0,0,0.25,0.25,0,0,0,10,3000,2865.759368,191.098681,1,12 +C14159,3298.236901,1,385,385,0,0,0.083333,0.083333,0,0,0,1,7100,911.237387,785.033485,0,12 +C14161,2759.801583,1,0,0,0,1063.852745,0,0,0,0.333333,6,0,3000,665.168762,656.712649,0,12 +C14162,44.192011,0.454545,356,356,0,0,0.166667,0.166667,0,0,0,2,16500,836.690499,205.907225,0,12 +C14163,405.234722,1,916.04,916.04,0,0,0.416667,0.416667,0,0,0,14,500,628.237735,202.203675,0.083333,12 +C14164,4663.032241,1,1325.31,1325.31,0,0,0.333333,0.333333,0,0,0,5,4500,2064.110786,6004.094182,0,12 +C14165,209.490297,1,1956.6,0,1956.6,0,1,0,1,0,0,12,4000,1800.384664,177.881873,0.916667,12 +C14166,70.963378,1,759.73,432.37,327.36,0,1,1,0.916667,0,0,25,7800,691.394748,181.926756,0.75,12 +C14167,1024.990375,1,0,0,0,58.443227,0,0,0,0.166667,3,0,1200,291.517362,311.113799,0,12 +C14168,134.581135,0.636364,2300.42,2093.42,207,0,0.583333,0.5,0.25,0,0,13,6000,3251.065775,154.277109,1,12 +C14169,16.179446,0.272727,80,0,80,0,0.166667,0,0.166667,0,0,2,5000,140.010501,69.870393,0,12 +C14170,2791.930619,1,231.52,0,231.52,0,0.5,0,0.5,0,0,6,3000,1828.411354,1109.449182,0,12 +C14171,293.614532,0.857143,839.61,839.61,0,2018.794348,0.714286,0.714286,0,0.857143,12,11,3000,2585.110269,102.177146,0.5,7 +C14172,1.470582,0.272727,0,0,0,18.149946,0,0,0,0.083333,1,0,9000,81.65922,60.080498,1,12 +C14173,1.816814,0.090909,21.05,0,21.05,0,0.083333,0,0.083333,0,0,1,2900,243.137299,112.019269,0,12 +C14174,1674.490411,1,421.71,334.94,86.77,0,0.5,0.5,0.166667,0,0,11,1700,790.338065,691.969013,0,12 +C14175,1539.375352,1,100,100,0,0,0.083333,0.083333,0,0,0,1,3000,420.283303,450.302969,0,12 +C14177,1676.218891,1,0,0,0,774.229185,0,0,0,0.416667,8,0,1800,477.308046,487.840515,0,12 +C14178,6981.281961,1,0,0,0,5795.971155,0,0,0,0.166667,3,0,18000,6002.538777,1710.932637,0,12 +C14179,2255.261218,1,0,0,0,550.830512,0,0,0,0.166667,2,0,2500,582.88501,782.752094,0,12 +C14180,1325.445684,0.818182,0,0,0,1895.470431,0,0,0,0.083333,1,0,4500,187.108587,566.078539,0,12 +C14181,2361.237383,1,0,0,0,4233.413107,0,0,0,0.416667,14,0,3000,3284.30732,996.558096,0.083333,12 +C14182,1049.603233,1,0,0,0,438.384856,0,0,0,0.083333,1,0,1500,221.394099,276.752949,0,12 +C14183,313.360445,0.818182,1031.91,1031.91,0,0,0.5,0.5,0,0,0,10,3000,2534.336507,121.667988,0.111111,12 +C14184,382.159579,0.363636,287.68,165,122.68,0,0.416667,0.083333,0.416667,0,0,6,2500,1879.689693,139.703904,0,12 +C14185,7347.355967,1,0,0,0,3726.752857,0,0,0,0.25,5,0,11500,2367.28451,1863.527533,0,12 +C14186,58.281306,0.363636,0,0,0,470.095785,0,0,0,0.083333,1,0,1000,150.567116,190.032581,0,12 +C14187,882.423211,1,288.75,270,18.75,0,0.166667,0.083333,0.083333,0,0,3,1000,450.107573,400.171096,0,12 +C14188,788.618659,1,2053.78,1094.91,958.87,0,0.916667,0.25,0.833333,0,0,15,2500,1875.180759,239.173819,0,12 +C14189,21.849058,1,256.11,0,256.11,0,0.916667,0,0.916667,0,0,11,2500,282.902137,169.325906,0.833333,12 +C14190,6978.185657,1,1051.43,174.48,876.95,5146.349321,0.75,0.083333,0.75,0.333333,10,12,7500,3756.694846,3084.193348,0,12 +C14191,1204.187686,1,674.85,226.96,447.89,0,0.833333,0.166667,0.75,0,0,11,7500,741.851507,285.994556,0,12 +C14192,1711.589245,1,1659.26,1152.26,507,0,0.833333,0.25,0.583333,0,0,13,6500,774.909705,545.130096,0,12 +C14193,869.947607,1,0,0,0,875.275758,0,0,0,0.25,4,0,3000,284.200413,351.686512,0,12 +C14194,1409.206763,1,143.5,143.5,0,0,0.083333,0.083333,0,0,0,1,3000,432.361276,300.764907,0,12 +C14195,1034.243518,1,0,0,0,1534.856631,0,0,0,0.75,38,0,1500,1716.353133,260.391952,0.125,8 +C14196,603.62806,1,60,60,0,54.866583,0.083333,0.083333,0,0.166667,2,1,1200,1543.263552,317.838364,0.083333,12 +C14197,438.429112,1,5044.36,3015.56,2028.8,0,1,0.416667,0.916667,0,0,35,5500,4591.418823,186.28407,1,12 +C14198,0.859447,0.454545,23,23,0,0,0.083333,0.083333,0,0,0,1,3000,0,,0,12 +C14199,1163.614769,1,0,0,0,79.975453,0,0,0,0.25,3,0,1200,282.300835,601.62523,0,12 +C14200,2683.935652,1,0,0,0,2780.106659,0,0,0,0.25,5,0,4500,424.014365,1123.7209,0,12 +C14201,552.464447,0.818182,1866.81,1075.17,791.64,0,0.666667,0.25,0.583333,0,0,35,3000,3158.4173,481.438547,0.111111,12 +C14202,6832.111113,1,6508.08,0,6508.08,0,1,0,1,0,0,72,6000,8210.115891,13621.70839,0,12 +C14203,1155.692527,1,981.2,326.2,655,0,0.583333,0.166667,0.416667,0,0,12,1200,1279.911936,1176.743934,0,12 +C14204,375.583779,0.818182,1567.4,1567.4,0,830.455855,0.583333,0.583333,0,0.083333,1,14,2500,2695.75854,188.250177,0.666667,12 +C14205,13968.47957,1,281.71,8.9,272.81,2710.679764,0.416667,0.083333,0.333333,0.666667,12,9,18500,3464.441992,3360.086085,0,12 +C14206,1847.255047,1,186.33,117.58,68.75,0,0.666667,0.25,0.416667,0,0,8,2000,494.841702,575.035999,0,12 +C14207,6629.045062,1,0,0,0,12178.96258,0,0,0,0.833333,31,0,8000,10117.7115,2189.436372,0,12 +C14208,1495.080484,1,2323.5,2082.52,240.98,0,0.916667,0.916667,0.333333,0,0,34,8500,2326.318039,431.826129,0,12 +C14209,2255.408224,0.909091,0,0,0,2705.839993,0,0,0,0.181818,3,0,3000,504.262605,569.631323,0,11 +C14210,1539.42247,1,0,0,0,1156.434609,0,0,0,0.083333,4,0,3500,369.04434,475.102035,0,12 +C14211,3035.951276,1,0,0,0,711.169986,0,0,0,0.666667,14,0,6000,710.84163,701.869995,0,12 +C14212,105.069311,1,1344.87,1344.87,0,0,0.916667,0.916667,0,0,0,12,1700,1461.200691,176.308343,0.25,12 +C14213,2446.709596,1,0,0,0,5281.049743,0,0,0,0.25,6,0,5000,5695.396335,696.156899,0,12 +C14214,295.374207,0.909091,0,0,0,2032.983385,0,0,0,0.25,4,0,1200,2781.869782,174.631958,0,12 +C14215,822.755885,1,531.14,359.24,171.9,0,1,0.428571,0.571429,0,0,10,3000,267.707871,117.131173,0,7 +C14216,4433.582508,1,0,0,0,1434.153185,0,0,0,0.416667,9,0,5500,6801.553821,1209.064809,0.083333,12 +C14217,2785.584338,1,0,0,0,144.330518,0,0,0,0.1,1,0,3000,446.776969,733.62973,0,10 +C14218,10116.70899,1,10166.69,3300,6866.69,0,0.833333,0.333333,0.666667,0,0,45,14000,2190.466875,4253.469898,0,12 +C14219,9440.796576,1,0,0,0,5831.378,0,0,0,0.666667,13,0,13000,2031.387858,2432.132089,0,12 +C14220,1435.975897,1,418.56,418.56,0,0,0.333333,0.333333,0,0,0,4,2150,950.209773,466.163755,0,12 +C14221,1160.514847,1,3726.79,664,3062.79,0,1,0.083333,1,0,0,89,3000,3312.651656,310.179028,0.083333,12 +C14222,634.759973,1,19.91,0,19.91,0,0.083333,0,0.083333,0,0,1,6000,610.491342,246.804668,0,12 +C14223,45.785125,0.636364,12,0,12,166.160258,1,0,0.916667,0.083333,3,12,1200,39.556692,46.550149,0,12 +C14224,968.504914,1,257.71,45.65,212.06,0,0.166667,0.083333,0.166667,0,0,4,1000,623.314494,842.242726,0,12 +C14225,200.806352,1,1957.45,1799.14,158.31,0,1,1,0.166667,0,0,49,6000,1934.825977,193.934077,0.75,12 +C14226,1634.559235,1,1062.94,1006.18,56.76,0,0.583333,0.5,0.166667,0,0,15,1800,584.660133,1332.692469,0,12 +C14227,1839.926709,1,487.75,0,487.75,266.614527,0.5,0,0.416667,0.083333,1,9,3500,791.115227,385.482464,0,12 +C14228,6743.313868,1,5591.26,1770.5,3820.76,1074.347669,1,1,1,0.25,4,162,9500,2314.208069,1682.939354,0,12 +C14229,1267.054186,1,0,0,0,1253.614385,0,0,0,0.166667,8,0,1500,209.297618,470.721288,0,12 +C14230,2778.737121,1,1973,1973,0,0,0.166667,0.166667,0,0,0,2,6500,630.766685,728.216731,0,12 +C14231,1138.592025,1,327.99,248.99,79,0,0.333333,0.25,0.166667,0,0,9,1200,559.386373,902.962826,0,12 +C14232,195.361788,1,0,0,0,368.716548,0,0,0,0.083333,1,0,8500,153.610279,165.079071,0,12 +C14233,8.576818,0.181818,80,80,0,0,0.083333,0.083333,0,0,0,1,7500,76.188977,14.667507,0,12 +C14234,117.439961,0.636364,0,0,0,279.060127,0,0,0,0.083333,1,0,750,657.048813,189.20871,0,12 +C14235,3803.111606,1,2025.96,541.39,1484.57,0,1,0.333333,0.833333,0,0,51,5600,1354.420552,990.395353,0,12 +C14236,841.744925,0.777778,2481.55,2481.55,0,0,0.555556,0.555556,0,0,0,9,5000,524.564867,275.814651,0,9 +C14237,153.602336,0.181818,0,0,0,962.466343,0,0,0,0.083333,1,0,1800,19.342419,37.240196,0,12 +C14238,382.449723,1,4162.66,917.78,3244.88,0,1,0.416667,1,0,0,60,5000,4103.998759,190.768834,0.833333,12 +C14239,4375.13933,1,32.1,0,32.1,1830.046883,0.083333,0,0.083333,0.083333,1,1,6000,2303.317555,1141.011091,0,12 +C14240,194.818874,1,1902.47,1902.47,0,0,0.916667,0.916667,0,0,0,11,7000,1896.961677,147.541524,0.75,12 +C14241,2605.6002,1,0,0,0,4127.528187,0,0,0,0.25,5,0,12000,2077.205644,601.214943,0.083333,12 +C14242,346.013906,0.818182,3561.31,1542.67,2018.64,0,0.75,0.333333,0.583333,0,0,39,5500,3156.901501,141.404986,0.5,12 +C14243,404.582074,1,555.84,0,555.84,0,0.916667,0,0.916667,0,0,11,1500,229.068913,255.734095,0,12 +C14244,0.933462,0.363636,0,0,0,39.348512,0,0,0,0.083333,1,0,6000,109.244925,36.387033,0,12 +C14245,358.674215,0.727273,411.3,411.3,0,4327.056723,0.25,0.25,0,0.333333,9,4,2500,6981.148039,136.660716,0.2,12 +C14246,36.005918,0.636364,463.36,0,463.36,0,0.333333,0,0.333333,0,0,4,7500,1070.3377,103.247226,0,12 +C14247,2197.935434,1,0,0,0,1183.00691,0,0,0,0.166667,2,0,5000,5233.68971,765.44367,0,12 +C14248,2525.493672,1,490,0,490,1470.99071,0.5,0,0.416667,0.5,20,6,6000,1130.147035,796.560224,0,12 +C14249,3039.972975,1,5988.29,4484.77,1503.52,0,1,1,1,0,0,68,7000,2458.531724,878.361313,0,12 +C14250,22.151355,0.333333,134.87,64.98,69.89,0,0.333333,0.166667,0.166667,0,0,3,3000,41.580849,81.595815,0,6 +C14251,1077.459774,1,4342.68,3109.98,1232.7,385.830526,1,0.833333,0.833333,0.25,6,33,6900,4105.36943,321.561308,0.083333,12 +C14252,58.647973,0.909091,528.65,108.32,420.33,0,0.666667,0.083333,0.416667,0,0,12,2000,539.9677,115.495581,0.571429,12 +C14253,1718.034412,1,422.68,422.68,0,3406.374587,0.333333,0.333333,0,0.833333,25,4,3500,3752.094461,797.08178,0.083333,12 +C14254,3907.641073,1,2001.35,147.84,1853.51,466.60762,1,0.083333,1,0.166667,2,141,4000,2111.180988,3216.413727,0,12 +C14255,1189.030969,1,1122.3,1122.3,0,1425.965785,0.416667,0.416667,0,0.416667,9,9,4000,3231.526204,318.563445,0,12 +C14256,18495.55855,1,5288.28,3657.3,1630.98,0,1,0.583333,1,0,0,76,22000,4246.168346,4227.08158,0,12 +C14257,494.045664,1,583.2,240.44,342.76,0,1,0.25,0.916667,0,0,25,2000,370.803775,333.663101,0,12 +C14258,520.441499,1,2170.6,2170.6,0,0,0.666667,0.666667,0,0,0,20,1500,1943.742193,179.996275,0.083333,12 +C14259,4592.041153,1,0,0,0,178.893987,0,0,0,0.25,3,0,5000,1009.612835,1918.589524,0,12 +C14260,2955.777008,1,0,0,0,3604.51247,0,0,0,0.7,12,0,11000,4398.578094,641.31761,0,10 +C14261,2666.903576,1,0,0,0,779.396921,0,0,0,0.166667,2,0,3000,661.437579,768.949382,0,12 +C14262,2015.554911,1,1446.48,493.88,952.6,0,0.666667,0.25,0.666667,0,0,27,13000,4537.716739,563.63857,0,12 +C14263,8.447806,1,85.12,0,85.12,0,0.666667,0,0.583333,0,0,8,7000,100.258283,78.383013,0.454545,12 +C14264,3447.674222,1,205,205,0,4548.057776,0.090909,0.090909,0,0.545455,7,1,10500,665.239171,817.844662,0,11 +C14265,655.712971,1,264.35,202.8,61.55,0,0.333333,0.083333,0.166667,0,0,6,1500,180.129661,295.417192,0,12 +C14266,3063.422164,0.727273,1646.48,555.73,1090.75,2934.748266,0.833333,0.333333,0.833333,0.166667,5,28,4500,6543.279871,2016.24126,0,12 +C14267,478.787453,1,780.38,655.74,124.64,144.37846,0.5,0.416667,0.083333,0.083333,1,12,1500,1842.23355,217.989591,0.111111,12 +C14268,697.141393,1,1027.28,567,460.28,0,0.583333,0.083333,0.416667,0,0,13,2000,1822.954828,175.169946,0,12 +C14269,48.933642,1,632.84,0,632.84,0,1,0,1,0,0,21,1500,626.111312,168.599543,1,12 +C14270,53.994628,1,257,257,0,0,0.083333,0.083333,0,0,0,3,6500,423.058905,63.502182,0.083333,12 +C14271,3494.152843,1,2217.87,578.06,1639.81,2452.383654,1,0.25,0.916667,0.25,10,59,6500,2125.932737,1672.557449,0,12 +C14272,180.32895,1,810.6,0,810.6,0,0.916667,0,0.833333,0,0,20,2500,700.22051,200.518843,0,12 +C14273,63.930277,0.545455,626.98,589.1,37.88,0,0.416667,0.416667,0.083333,0,0,10,3000,450.633632,166.929549,0.5,12 +C14274,1089.696979,0.833333,349.04,0,349.04,1477.68366,0.666667,0,0.5,0.333333,4,7,1500,231.019657,851.11955,0,6 +C14275,123.396703,0.545455,0,0,0,1196.579583,0,0,0,0.166667,2,0,7000,2591.841437,111.691332,0.25,12 +C14276,71.345309,1,1166.76,0,1166.76,0,1,0,1,0,0,12,3000,1137.865785,162.610445,0.75,12 +C14277,1044.704008,1,1142.6,346,796.6,0,1,0.333333,1,0,0,61,5000,1881.871223,249.300419,0.083333,12 +C14278,809.572784,1,691.66,691.66,0,992.321871,0.333333,0.333333,0,0.25,4,4,1500,1395.925667,263.711559,0,12 +C14279,2165.436389,1,0,0,0,1016.336335,0,0,0,0.25,6,0,2500,435.64194,745.905341,0,12 +C14280,123.632161,1,506,146,360,0,1,0.166667,1,0,0,14,6000,662.272892,184.935623,0.083333,12 +C14281,546.398561,0.272727,0,0,0,2498.547619,0,0,0,0.25,7,0,3000,339.612072,512.58683,0,12 +C14282,1032.031399,1,0,0,0,1143.502627,0,0,0,0.166667,4,0,1200,239.189487,613.232178,0,12 +C14283,316.812739,1,2393.89,801.1,1592.79,2145.718983,1,0.833333,1,0.25,3,80,10000,4439.641308,176.119649,0.833333,12 +C14284,715.64147,0.727273,0,0,0,1349.479114,0,0,0,0.25,6,0,1500,1967.176481,234.068674,0.125,12 +C14285,24.976709,1,720.6,720.6,0,18.985087,1,1,0,0.083333,1,12,9000,664.033022,3.19794,0,12 +C14286,826.018339,1,191.67,160.5,31.17,0,0.333333,0.25,0.083333,0,0,5,1200,443.248137,236.976635,0,12 +C14287,134.613205,0.727273,0,0,0,447.255199,0,0,0,0.090909,1,0,2500,414.896217,200.076565,0,11 +C14288,3749.634778,1,0,0,0,102.621184,0,0,0,0.090909,1,0,8000,1377.52604,933.115539,0,11 +C14289,16.657046,0.363636,186.32,65,121.32,0,0.166667,0.083333,0.083333,0,0,4,600,28.317708,55.354917,0,12 +C14290,69.945524,0.909091,41.4,0,41.4,0,0.333333,0,0.333333,0,0,4,1200,147.786034,162.510564,0,12 +C14291,2224.065672,1,81.84,81.84,0,1570.966236,0.083333,0.083333,0,0.666667,12,5,2500,487.001643,968.791469,0,12 +C14292,563.587232,1,1232.59,500.75,731.84,450.908415,1,0.5,0.833333,0.083333,1,31,4000,857.740923,218.063393,0,12 +C14293,27.742435,0.272727,303.24,0,303.24,0,0.25,0,0.166667,0,0,3,3000,775.085467,177.669243,0,12 +C14294,1018.880453,1,0,0,0,2583.510846,0,0,0,0.5,8,0,13000,1703.232165,243.18864,0,12 +C14295,1221.439496,1,1045.76,959.22,86.54,1478.541555,0.888889,0.666667,0.555556,0.555556,9,21,2500,269.325785,324.838245,0,9 +C14297,56.541208,0.272727,325.8,325.8,0,0,0.083333,0.083333,0,0,0,3,3200,1300.942779,136.804417,0,12 +C14298,1604.476717,0.8,2619.7,2619.7,0,3041.40624,0.6,0.6,0,0.3,3,10,6000,2045.152399,330.428974,0.142857,10 +C14299,39.086623,0.545455,374.63,91.63,283,0,0.5,0.083333,0.5,0,0,11,1600,767.182519,168.259829,1,12 +C14300,378.001129,1,1884.04,1884.04,0,104.557174,0.416667,0.416667,0,0.083333,1,10,5000,2249.919761,164.460238,0.222222,12 +C14301,3290.750214,1,974.72,974.72,0,0,1,1,0,0,0,25,10000,1064.701886,921.981349,0,12 +C14302,66.723482,1,550.95,0,550.95,0,0.833333,0,0.75,0,0,16,4000,521.433223,151.236269,0.4,12 +C14303,1987.232432,1,544.76,0,544.76,0,1,0,1,0,0,14,2000,1124.28278,1834.623457,0,12 +C14304,869.702973,1,370.74,138.54,232.2,710.440728,0.916667,0.166667,0.666667,0.416667,15,11,1000,540.848608,215.056881,0,12 +C14305,53.989299,0.857143,469.14,0,469.14,0,0.857143,0,0.714286,0,0,6,1500,446.737399,99.058125,0.8,7 +C14306,151.787402,0.363636,1234.32,1234.32,0,0,0.083333,0.083333,0,0,0,3,10000,2837.676536,110.578379,0,12 +C14307,5.856011,0.909091,827.4,0,827.4,0,1,0,1,0,0,12,6600,755.916603,34.528026,0.083333,12 +C14308,5.1807,0.363636,0,0,0,1283.543377,0,0,0,0.083333,1,0,3000,1282.18451,57.570471,0,12 +C14309,190.324034,1,322.33,238.97,83.36,0,0.25,0.083333,0.166667,0,0,3,6500,524.430161,175.583266,0,12 +C14310,1645.780139,1,150,150,0,0,0.083333,0.083333,0,0,0,1,1800,550.522713,689.616683,0,12 +C14311,8043.733112,1,99.5,99.5,0,3215.576129,0.166667,0.166667,0,0.333333,8,3,12500,1865.566177,2518.208896,0,12 +C14312,2155.276706,1,66,66,0,5478.844017,0.083333,0.083333,0,0.75,30,1,5000,5100.05147,566.549873,0.083333,12 +C14313,5619.654569,1,2457.53,1352.63,1104.9,6088.185478,1,0.571429,0.857143,0.571429,16,35,8000,1140.70277,1824.646248,0,7 +C14314,429.157725,1,170,170,0,0,0.166667,0.166667,0,0,0,2,6500,694.899932,210.984965,0,12 +C14315,1135.70375,1,92.07,0,92.07,81.509491,0.272727,0,0.181818,0.272727,3,3,1200,355.798199,434.689529,0,11 +C14316,484.70724,0.714286,960,960,0,531.964001,0.142857,0.142857,0,0.285714,2,1,2000,199.836894,146.202669,0,7 +C14317,96.799285,1,537.36,537.36,0,625.807503,1,1,0,0.083333,3,12,1500,1133.874141,185.212377,0.916667,12 +C14318,18.558992,0.545455,86.4,0,86.4,0,0.333333,0,0.333333,0,0,4,2000,265.768812,177.572305,0,12 +C14319,75.792862,1,1117.35,0,1117.35,0,1,0,1,0,0,16,5000,1060.951647,183.52695,1,12 +C14320,1354.161432,1,0,0,0,602.502862,0,0,0,0.333333,11,0,1500,313.83656,393.651962,0,12 +C14322,1276.549447,1,3355.73,1916.68,1439.05,887.518919,1,0.75,1,0.25,4,61,4000,1254.550076,391.089257,0.090909,12 +C14323,1119.157048,1,133.9,133.9,0,269.234406,0.166667,0.166667,0,0.25,3,3,1200,427.35515,320.855529,0,12 +C14324,889.090252,1,9751.9,5896.76,3855.14,0,1,1,0.916667,0,0,115,4500,8418.403666,206.69023,0.666667,12 +C14325,22.695131,1,201.18,201.18,0,0,1,1,0,0,0,12,3000,189.904819,137.173328,0.363636,12 +C14326,55.321121,0.909091,805.25,0,805.25,0,1,0,1,0,0,24,4000,797.688136,149.269198,0.9,12 +C14327,432.860083,1,128.32,128.32,0,0,0.083333,0.083333,0,0,0,1,4750,239.784988,297.228184,0,12 +C14328,3626.196814,1,475.36,0,475.36,1634.030482,0.833333,0,0.833333,0.416667,6,13,8500,1927.992694,1014.159287,0,12 +C14329,534.728906,1,976.98,251.05,725.93,0,0.833333,0.666667,0.833333,0,0,18,7000,742.950103,237.529082,0,12 +C14330,3645.191927,1,2311.83,2311.83,0,0,0.916667,0.916667,0,0,0,12,4500,1778.093952,1143.572365,0,12 +C14331,12.423203,0.909091,2292.41,2003.99,288.42,96.310823,0.916667,0.916667,0.916667,0.083333,1,36,7500,2411.035394,41.854466,0,12 +C14332,391.508345,0.888889,80.99,80.99,0,2867.104779,0.111111,0.111111,0,0.333333,3,1,1500,3855.328673,149.615036,0.2,9 +C14333,5601.953934,1,0,0,0,3449.910317,0,0,0,0.416667,11,0,6000,1307.896832,1274.924905,0,12 +C14334,240.110414,1,3510.42,1732.87,1777.55,0,0.916667,0.416667,0.75,0,0,37,6500,3868.013636,188.187607,0.545455,12 +C14335,1500.034488,1,274.45,239.45,35,889.383583,0.25,0.25,0.083333,0.25,4,6,3000,500.083333,353.918592,0,12 +C14336,1089.219786,1,639.15,639.15,0,443.668004,0.416667,0.416667,0,0.333333,5,11,3000,1095.752072,270.736901,0,12 +C14337,952.26088,0.875,0,0,0,1202.332312,0,0,0,0.5,16,0,1200,218.402942,375.854321,0,8 +C14338,1268.809031,0.272727,17945,17945,0,0,0.166667,0.166667,0,0,0,3,18000,50721.48336,1149.747342,0,12 +C14339,935.167278,0.636364,1757.91,672,1085.91,1009.683036,0.583333,0.166667,0.416667,0.166667,5,8,1800,2279.094703,1396.253288,0,12 +C14340,5.196923,0.545455,68.02,0,68.02,0,0.5,0,0.5,0,0,6,4000,125.516216,97.363421,0.5,12 +C14341,5543.972323,1,0,0,0,2231.203315,0,0,0,0.333333,9,0,6000,1265.31093,1978.26824,0,12 +C14342,77.684147,1,431.28,0,431.28,0,1,0,0.875,0,0,8,1000,342.768161,108.523334,0.333333,8 +C14343,226.78538,1,210.64,210.64,0,0,0.083333,0.083333,0,0,0,1,3500,295.155445,176.886468,0,12 +C14344,41.643083,1,212,212,0,0,0.083333,0.083333,0,0,0,1,1200,596.834019,47.139699,0.083333,12 +C14345,291.663664,1,129,129,0,0,0.083333,0.083333,0,0,0,1,5500,284.596786,200.845446,0,12 +C14346,1437.977941,1,229.94,229.94,0,901.185629,0.25,0.25,0,0.583333,10,4,1800,783.528158,394.172631,0,12 +C14347,213.205306,0.818182,2536.27,370.5,2165.77,0,0.833333,0.083333,0.75,0,0,17,6000,2298.104409,154.476891,0.666667,12 +C14348,2063.855487,1,220.4,220.4,0,2274.848149,0.083333,0.083333,0,0.666667,11,1,2500,468.683047,441.951462,0,12 +C14349,13.649888,0.363636,129.16,129.16,0,0,0.166667,0.166667,0,0,0,2,15000,375.36099,135.625973,1,12 +C14350,8477.970766,1,4837.88,2945.5,1892.38,289.117803,1,0.333333,0.916667,0.083333,1,36,15500,3695.744108,2794.373573,0,12 +C14351,1117.00354,1,240,240,0,0,0.166667,0.166667,0,0,0,9,1200,366.532467,1020.099462,0,12 +C14352,198.815177,1,247.5,0,247.5,0,0.166667,0,0.166667,0,0,3,4000,283.50846,249.335824,0,12 +C14353,472.61828,1,4626.36,2974,1652.36,305.257038,1,0.833333,1,0.166667,2,67,3800,4549.881872,176.856716,1,12 +C14354,1534.16579,1,0,0,0,635.299075,0,0,0,0.583333,11,0,1800,681.29005,439.318862,0,12 +C14355,2092.971853,1,0,0,0,135.256159,0,0,0,0.333333,2,0,2500,275.676251,217.425205,0,6 +C14356,1116.944017,1,182.64,182.64,0,109.600359,0.333333,0.333333,0,0.083333,1,4,1500,304.822958,347.685591,0,12 +C14357,2006.680789,1,121.93,78.81,43.12,3398.994695,0.7,0.2,0.6,0.8,21,9,4000,375.493789,412.394326,0,10 +C14358,251.715214,0.909091,2722.34,1744.63,977.71,0,0.75,0.75,0.583333,0,0,32,1200,2165.330989,167.725809,0.777778,12 +C14359,3334.683766,1,0,0,0,3411.430841,0,0,0,0.25,16,0,6000,682.561453,1166.814409,0,12 +C14360,1868.523786,1,27.89,27.89,0,47.998873,0.083333,0.083333,0,0.083333,1,2,2000,440.707307,517.115912,0,12 +C14361,1000.235038,1,79.41,79.41,0,0,0.166667,0.166667,0,0,0,2,6500,868.377193,264.329249,0,12 +C14362,1046.952264,1,504,0,504,0,1,0,1,0,0,12,1000,759.461397,845.861144,0,12 +C14363,1832.539694,1,1311.8,1076.16,235.64,0,0.75,0.5,0.416667,0,0,30,2500,384.218293,652.773095,0,12 +C14364,59.35799,0.454545,608.8,608.8,0,0,0.333333,0.333333,0,0,0,6,6000,1531.142227,133.914917,1,12 +C14365,48.068313,0.7,788.08,448,340.08,0,0.8,0.2,0.5,0,0,10,13000,689.403349,85.608786,0.555556,10 +C14366,570.657071,1,950.39,540.36,410.03,340.308868,0.833333,0.416667,0.333333,0.166667,2,16,4000,549.682725,254.640736,0,12 +C14367,8040.732429,1,0,0,0,3500.334072,0,0,0,0.333333,21,0,12000,2709.478892,2044.554634,0,12 +C14368,1121.44991,1,219.4,85,134.4,0,0.666667,0.083333,0.666667,0,0,9,1200,591.736846,747.662321,0,12 +C14369,1168.844004,0.454545,1310.31,1310.31,0,1502.01432,0.083333,0.083333,0,0.083333,5,1,3500,272.821647,1227.013099,0,12 +C14370,12596.42194,1,0,0,0,3252.260115,0,0,0,0.083333,6,0,14000,3031.587665,2946.488163,0,12 +C14371,1000.931473,1,0,0,0,374.200459,0,0,0,0.083333,1,0,1200,304.037261,290.949378,0,12 +C14372,10.564262,0.545455,240.25,240.25,0,0,0.5,0.5,0,0,0,8,2700,469.841016,110.128101,1,12 +C14373,13.07784,0.454545,69.5,69.5,0,0,0.083333,0.083333,0,0,0,1,400,98.275388,62.529499,0.1,12 +C14374,2891.926512,1,561.25,561.25,0,1991.754101,0.5,0.5,0,0.666667,12,6,7700,597.664886,962.397668,0,12 +C14375,1832.940008,1,1839.69,914.19,925.5,0,0.583333,0.416667,0.416667,0,0,35,5000,477.773934,602.380043,0,12 +C14376,13.713339,0.636364,504.08,137.9,366.18,0,0.583333,0.083333,0.5,0,0,11,4500,448.622511,76.110182,0.4,12 +C14377,128.25396,0.818182,1105,0,1105,0,0.75,0,0.666667,0,0,14,2500,1224.344711,132.96663,0.636364,12 +C14378,589.682566,0.909091,6398.73,6398.73,0,271.370767,0.583333,0.583333,0,0.083333,1,18,10500,7443.80581,183.239025,1,12 +C14379,16.379412,0.454545,178.15,0,178.15,0,0.25,0,0.25,0,0,3,5000,229.376368,89.613822,0.181818,12 +C14380,492.265287,1,424.5,0,424.5,0,0.25,0,0.25,0,0,3,4000,142.123847,292.596739,0,12 +C14381,3458.708146,1,0,0,0,8886.28396,0,0,0,0.5,10,0,6000,6285.292115,752.177841,0.1,10 +C14382,3285.196786,1,2830.48,1182.2,1648.28,1703.103212,1,0.083333,1,0.166667,3,37,8500,7224.787261,856.787065,0.166667,12 +C14383,1733.972492,1,147.96,0,147.96,0,0.333333,0,0.333333,0,0,8,1900,525.331558,670.323657,0,12 +C14384,577.30163,1,3702.79,2940.9,761.89,202.413978,1,1,1,0.166667,2,35,5000,4168.726662,183.73478,0.166667,12 +C14385,19.548437,0.727273,266.56,84,182.56,0,0.666667,0.083333,0.583333,0,0,9,4500,395.242487,199.880942,0.857143,12 +C14386,75.11232,1,0,0,0,293.856915,0,0,0,0.083333,1,0,7000,375.642608,96.03536,0,12 +C14387,420.215198,1,1681.1,834.8,846.3,0,0.916667,0.5,0.833333,0,0,20,2400,758.24314,156.101823,0.181818,12 +C14388,1396.800164,1,210.62,210.62,0,0,0.166667,0.166667,0,0,0,3,1500,703.616107,442.117237,0,12 +C14389,31.944612,1,408.01,408.01,0,0,1,1,0,0,0,12,7500,1027.411988,175.422323,0.909091,12 +C14390,5693.979714,1,1338.72,1338.72,0,0,1,1,0,0,0,13,9500,1753.988494,1290.972218,0,12 +C14391,1983.111978,1,1119.56,1119.56,0,5582.881679,0.333333,0.333333,0,0.416667,9,13,7000,6892.546158,467.408433,0,12 +C14392,490.157047,1,0,0,0,1289.130072,0,0,0,0.583333,13,0,1200,342.973205,183.96848,0,12 +C14393,306.115129,0.454545,0,0,0,991.835378,0,0,0,0.083333,1,0,1200,2653.659381,155.681898,0.2,12 +C14394,2001.407378,1,4793.35,1131.42,3661.93,0,1,0.083333,1,0,0,68,2700,647.406275,4623.542177,0,12 +C14395,10.386311,0.818182,171.6,0,171.6,0,1,0,1,0,0,12,4000,168.370514,82.263245,0.454545,12 +C14396,434.02839,0.636364,0,0,0,998.99144,0,0,0,0.166667,2,0,1800,159.573297,122.902765,0.083333,12 +C14397,1084.218952,0.909091,0,0,0,1729.084515,0,0,0,0.083333,4,0,2000,2193.419369,366.406015,0.111111,12 +C14398,79.345909,1,906.5,0,906.5,0,1,0,0.916667,0,0,12,6000,922.33766,180.755765,0.916667,12 +C14399,2.872146,0.181818,37,37,0,0,0.083333,0.083333,0,0,0,1,3000,213.066673,82.249496,0,12 +C14400,2004.816462,1,20747.34,13007.07,7740.27,0,1,1,1,0,0,95,10000,17005.40969,410.800069,1,12 +C14401,2339.037958,1,1823.56,0,1823.56,435.165222,1,0,1,0.083333,2,20,1800,890.623152,16638.3541,0,12 +C14402,4709.342642,1,1614.27,1193.06,421.21,588.059618,0.916667,0.916667,0.75,0.083333,1,56,7500,1276.0373,1207.45351,0,12 +C14403,531.615661,1,3196.22,2098.97,1097.25,0,1,0.833333,0.916667,0,0,44,4000,3556.432004,289.062155,0.166667,12 +C14404,1017.086549,1,0,0,0,1046.611295,0,0,0,0.166667,3,0,3500,2937.01018,309.461738,0.083333,12 +C14405,2436.843864,1,2647.9,2495,152.9,0,0.833333,0.75,0.166667,0,0,17,9000,7657.885804,883.173758,0,12 +C14406,1430.209699,1,1123.59,361,762.59,0,1,0.166667,1,0,0,41,5000,561.72022,438.620932,0,12 +C14407,237.393795,1,1294.97,0,1294.97,307.201386,1,0,0.916667,0.25,3,16,2500,1098.051237,166.187653,0.166667,12 +C14408,639.73038,1,951.05,785.05,166,0,0.5,0.5,0.083333,0,0,8,2600,693.302893,227.955037,0,12 +C14409,674.119098,1,3146.25,449.1,2697.15,0,1,0.333333,1,0,0,93,4000,2602.065596,189.152731,0,12 +C14410,1049.768556,1,171.65,55,116.65,0,0.416667,0.083333,0.333333,0,0,6,1200,256.698968,381.650944,0,12 +C14411,876.839962,1,147.82,0,147.82,784.229265,0.25,0,0.25,0.083333,1,3,1000,337.812755,355.119488,0,12 +C14412,31.870629,0.818182,192.92,139.7,53.22,0,0.166667,0.083333,0.083333,0,0,2,5500,834.627595,92.360868,0.090909,12 +C14413,4931.203112,1,0,0,0,1387.850238,0,0,0,0.25,4,0,6500,1018.476355,1683.087205,0,12 +C14414,5740.590335,1,8218.32,8218.32,0,0,0.75,0.75,0,0,0,17,12000,3318.260207,1338.187189,0,12 +C14415,258.223705,1,2391.44,1203.18,1188.26,49.410478,1,0.666667,1,0.083333,1,32,5000,2536.830662,210.770458,0.333333,12 +C14416,5686.466725,0.909091,177.35,177.35,0,0,0.090909,0.090909,0,0,0,1,8000,1775.784106,1724.337874,0,11 +C14417,4988.093733,1,8581.29,4640.84,3940.45,225.473003,1,0.666667,1,0.083333,1,94,10500,1571.883,1133.733957,0,12 +C14418,84.377933,1,270,0,270,0,1,0,0.916667,0,0,12,1200,308.698498,175.78115,0,12 +C14419,1234.235139,1,594.95,509.95,85,8287.780882,0.333333,0.25,0.083333,0.416667,10,5,5000,9630.24637,368.290985,0.333333,12 +C14421,931.866057,1,0,0,0,652.119509,0,0,0,0.25,3,0,3700,250.72198,252.620346,0,12 +C14422,1281.936062,1,43,43,0,0,0.083333,0.083333,0,0,0,1,1500,298.266234,287.394907,0,12 +C14423,1032.812458,1,995.07,806.07,189,555.033556,0.666667,0.166667,0.5,0.25,4,11,1400,363.992366,340.568669,0,12 +C14424,529.415371,0.5,0,0,0,1409.048702,0,0,0,0.25,4,0,1500,1417.666972,59.169474,0.142857,8 +C14425,132.73446,0.1,2190,2190,0,0,0.1,0.1,0,0,0,1,2500,2.389583,,0,10 +C14426,5850.1729,1,393.87,0,393.87,0,0.25,0,0.25,0,0,8,6000,1536.774213,2668.340809,0,12 +C14427,5.761614,0.181818,75,75,0,0,0.083333,0.083333,0,0,0,2,3400,289.742219,130.752133,0,12 +C14428,34.017341,0.272727,494.6,494.6,0,0,0.083333,0.083333,0,0,0,1,4000,456.293143,19.131945,0,12 +C14429,81.311082,0.727273,851.38,851.38,0,0,0.416667,0.416667,0,0,0,6,8500,964.675607,71.093469,0.25,12 +C14430,152.758442,0.727273,276,81,195,0,0.25,0.083333,0.083333,0,0,3,1200,1316.604491,132.449236,0.142857,12 +C14431,7659.19151,1,0,0,0,1971.469655,0,0,0,0.333333,7,0,8000,1897.854153,2710.882339,0,12 +C14432,2947.426082,0.888889,2257.28,1179.8,1077.48,281.877943,0.444444,0.333333,0.222222,0.222222,2,19,8500,3612.992662,717.268682,0,9 +C14433,1371.488874,1,0,0,0,3163.898453,0,0,0,0.333333,11,0,3500,338.654717,413.345954,0,12 +C14434,57.937789,1,450,450,0,0,0.5,0.5,0,0,0,6,4000,395.680968,181.630966,0.25,12 +C14435,3376.946886,1,0,0,0,9670.775878,0,0,0,0.4,6,0,9500,2194.131117,684.16893,0,10 +C14436,5824.000984,1,1501.08,0,1501.08,4730.837305,0.25,0,0.166667,0.333333,6,5,8500,1647.245926,2330.665551,0,12 +C14437,2286.673155,0.818182,0,0,0,2617.930904,0,0,0,0.083333,2,0,3000,602.563865,648.459886,0,12 +C14439,2608.512452,1,64.2,64.2,0,0,0.083333,0.083333,0,0,0,1,3000,647.437157,957.631664,0,12 +C14440,355.323994,0.636364,284.11,284.11,0,855.147084,0.166667,0.166667,0,0.166667,2,2,1500,1765.584677,265.343044,0.181818,12 +C14441,907.680311,1,0,0,0,159.333467,0,0,0,0.083333,1,0,1200,1368.734996,229.658625,0,12 +C14442,2493.134397,1,253,28,225,2622.759643,0.833333,0.083333,0.75,0.333333,8,11,2900,445.652564,1146.800921,0,12 +C14443,231.90824,0.818182,711.8,497.8,214,0,0.666667,0.166667,0.416667,0,0,10,8500,2007.282363,146.809491,0.111111,12 +C14444,88.13353,0.909091,1400,0,1400,0,0.833333,0,0.75,0,0,10,7500,1307.099065,138.949382,0.727273,12 +C14445,1068.985549,1,0,0,0,54.67143,0,0,0,0.083333,1,0,1200,359.180202,319.230878,0,12 +C14447,722.689568,1,6493.25,6454.25,39,0,1,1,0.083333,0,0,38,3200,5777.820302,221.688527,0.75,12 +C14448,62.759232,0.545455,311.55,311.55,0,0,0.166667,0.166667,0,0,0,5,1200,525.904979,86.934441,0,12 +C14449,852.001697,0.727273,372.36,0,372.36,1655.625508,0.416667,0,0.416667,0.166667,3,5,4000,347.937039,262.219868,0,12 +C14450,473.599403,1,524.7,150.32,374.38,1168.556598,1,0.25,0.75,0.083333,1,15,1200,1772.643444,144.171824,0.25,12 +C14451,567.055953,0.727273,0,0,0,3254.66653,0,0,0,0.416667,11,0,6000,4103.204766,162.659753,0.6,12 +C14452,597.416499,1,175.4,0,175.4,1816.49181,0.416667,0,0.416667,0.166667,2,5,1200,2524.423875,201.610785,0.181818,12 +C14453,3.005343,0.333333,0,0,0,265.334594,0,0,0,0.111111,1,0,1200,1233.178997,1.334075,0,9 +C14455,2224.000236,1,2276.41,1787.77,488.64,628.841571,0.833333,0.5,0.666667,0.333333,6,39,4500,3755.786767,685.860574,0,12 +C14456,83.564804,1,616,0,616,0,1,0,0.875,0,0,8,1000,526.820014,135.473963,0.833333,8 +C14457,19.589561,0.545455,299.84,299.84,0,0,0.416667,0.416667,0,0,0,6,3000,577.023407,116.058011,0.8,12 +C14458,1193.682005,1,445.18,445.18,0,0,1,1,0,0,0,11,1200,673.563611,775.381032,0,11 +C14459,2701.880978,1,0,0,0,576.920984,0,0,0,0.166667,4,0,10000,654.1843,686.833751,0,12 +C14460,8.820992,0.7,91.46,91.46,0,0,0.2,0.2,0,0,0,2,1500,77.334707,46.086964,0,10 +C14461,566.383268,1,1454.16,1043.25,410.91,0,1,0.75,1,0,0,44,3000,1828.965302,208.822523,0,12 +C14462,7369.794134,1,411.2,0,411.2,2943.158701,0.666667,0,0.583333,0.166667,5,8,8000,1753.647095,2670.980121,0,12 +C14463,31.856254,0.545455,241,0,241,0,0.666667,0,0.666667,0,0,11,1200,401.109047,101.527469,0,12 +C14464,63.615822,0.545455,970.57,970.57,0,0,0.5,0.5,0,0,0,7,7200,1113.617785,123.734011,0.75,12 +C14465,1172.183909,1,1700,900,800,0,0.666667,0.083333,0.666667,0,0,10,8000,1271.291305,360.944075,0,12 +C14466,374.405467,0.636364,1034.4,249,785.4,0,0.5,0.166667,0.416667,0,0,11,1200,1905.378315,174.443043,0,12 +C14467,4.054657,0.727273,264.02,264.02,0,0,0.25,0.25,0,0,0,4,7000,274.692435,55.272081,0.111111,12 +C14468,1739.13388,1,191.98,96,95.98,0,0.25,0.083333,0.25,0,0,4,2000,978.453301,634.093114,0,12 +C14469,229.667169,1,0,0,0,985.337823,0,0,0,0.083333,1,0,3000,1120.65839,131.179377,0.1,12 +C14470,5259.14039,0.888889,2659.35,813,1846.35,4851.392018,0.888889,0.222222,0.777778,0.333333,34,38,6000,2249.612405,4538.542583,0,9 +C14471,1975.349966,1,1749.72,1300.48,449.24,3738.635191,0.75,0.333333,0.5,0.25,8,24,6000,6481.117394,734.982596,0.083333,12 +C14472,4265.241202,1,1499.12,119.12,1380,2312.556328,0.833333,0.083333,0.666667,0.166667,4,10,4500,1844.394398,2439.534576,0,12 +C14473,1488.113177,1,0,0,0,2599.489045,0,0,0,0.5,15,0,2500,2952.279108,549.725344,0,12 +C14474,136.323936,1,289.9,0,289.9,0,0.333333,0,0.25,0,0,4,9500,714.619326,209.589155,0,12 +C14475,69.795639,1,1293.04,67.86,1225.18,0,1,0.166667,1,0,0,20,7500,891.734089,92.437942,0.7,12 +C14476,28.59068,1,367.44,0,367.44,0,0.916667,0,0.833333,0,0,13,5700,360.925707,151.126893,0.8,12 +C14477,331.503219,1,332.74,0,332.74,0,0.545455,0,0.454545,0,0,10,2500,399.729843,173.571302,0,11 +C14478,4282.043906,1,1974.04,1326,648.04,4310.515986,1,1,1,0.5,14,40,7000,1920.094402,1942.567564,0,12 +C14479,2083.900081,1,0,0,0,1116.430456,0,0,0,0.166667,6,0,5500,465.698012,602.277885,0,12 +C14480,0,0,232.2,0,232.2,0,1,0,1,0,0,12,1500,415.603589,,0,12 +C14481,1052.799075,1,0,0,0,1523.162883,0,0,0,0.333333,8,0,1500,1696.073522,351.642621,0,12 +C14482,2871.611936,1,2216.6,0,2216.6,1353.5452,0.833333,0,0.75,0.083333,1,34,3500,2268.296871,4010.894978,0,12 +C14483,1096.994956,1,0,0,0,1148.512914,0,0,0,0.166667,4,0,2500,160.482027,404.435634,0,12 +C14484,1087.574994,1,0,0,0,108.260087,0,0,0,0.083333,1,0,1200,317.447893,226.855527,0,12 +C14485,3541.769505,1,0,0,0,2238.32876,0,0,0,0.416667,10,0,15500,899.712442,773.302151,0,12 +C14486,339.566873,0.818182,2956.2,1398.57,1557.63,0,0.75,0.333333,0.666667,0,0,17,5500,2845.336693,181.388411,0.375,12 +C14487,1992.650296,1,20,0,20,0,0.333333,0,0.333333,0,0,4,7500,2069.263442,539.15281,0,12 +C14488,1451.584485,1,1216.58,561.9,654.68,0,0.666667,0.166667,0.666667,0,0,12,4000,603.722261,318.083871,0,12 +C14489,1107.099917,1,473.64,0,473.64,956.509038,1,0,0.916667,0.083333,1,12,1200,501.511019,556.905288,0,12 +C14490,9061.787692,1,0,0,0,5672.920976,0,0,0,0.5,13,0,14500,13893.86739,2529.713215,0.083333,12 +C14492,54.738397,0.909091,1326.75,0,1326.75,0,1,0,1,0,0,30,1500,1132.512843,134.186632,0.818182,12 +C14493,986.457953,1,1073.5,101.85,971.65,328.279184,1,0.166667,1,0.333333,9,46,4000,1009.068974,264.908262,0,12 +C14494,3277.092999,1,3936.51,3249.14,687.37,517.562968,1,0.666667,0.916667,0.166667,2,57,10000,2183.769759,812.766517,0,12 +C14495,1496.580949,1,0,0,0,183.230915,0,0,0,0.166667,3,0,1600,502.200633,1223.070301,0,12 +C14496,30.350623,1,341.48,0,341.48,0,1,0,1,0,0,15,4000,381.231169,178.836103,0.916667,12 +C14497,208.707195,0.545455,2351.58,2351.58,0,0,0.25,0.25,0,0,0,7,4500,3711.189548,162.638519,1,12 +C14498,1639.513143,1,1225,651,574,0,1,0.583333,1,0,0,24,1900,1467.532097,1476.718269,0,12 +C14499,10571.41107,1,7739.48,0,7739.48,0,1,0,1,0,0,44,8000,2688.447014,76406.20752,0,12 +C14500,1236.018537,0.909091,0,0,0,2132.985725,0,0,0,0.25,3,0,3000,540.703321,359.715011,0,12 +C14501,640.394092,1,2476.9,2324.38,152.52,0,1,1,0.916667,0,0,39,7000,2190.775297,298.614416,0.083333,12 +C14502,339.956112,1,2199.65,815.15,1384.5,0,0.916667,0.083333,0.833333,0,0,13,6000,2577.703016,242.28511,0.2,12 +C14503,506.470396,0.555556,0,0,0,6897.966615,0,0,0,0.222222,2,0,8500,7313.426958,183.18233,0.333333,9 +C14504,42.075054,1,421.2,0,421.2,0,1,0,1,0,0,12,2000,410.786446,177.457989,1,12 +C14505,5118.492838,1,3848.92,3247.26,601.66,8383.293085,0.916667,0.583333,0.666667,0.25,27,70,12000,1450.987082,1246.026053,0,12 +C14506,2228.47847,1,979.11,197.05,782.06,809.443906,1,0.166667,1,0.166667,2,31,2900,1097.760409,1330.385356,0,12 +C14507,2679.811246,1,0,0,0,154.629617,0,0,0,0.083333,1,0,3000,713.179379,1013.177624,0,12 +C14508,37.427412,1,31.23,0,31.23,1896.550326,0.25,0,0.25,0.166667,2,3,2500,4045.49694,82.129945,0.2,12 +C14509,64.491497,1,855.99,0,855.99,0,1,0,0.7,0,0,12,3000,816.582936,122.653219,1,10 +C14510,2070.627593,1,2564.08,1165,1399.08,0,1,0.583333,1,0,0,57,8500,1363.695769,628.433833,0,12 +C14511,1607.053725,1,451.9,335,116.9,0,0.25,0.083333,0.166667,0,0,6,2500,569.867313,482.831701,0,12 +C14512,5088.216894,1,4381.86,2825.56,1556.3,951.294749,1,1,0.666667,0.083333,1,50,7000,2410.061408,1205.692287,0,12 +C14513,937.086541,1,79,79,0,0,0.083333,0.083333,0,0,0,1,1500,357.720268,213.991077,0,12 +C14514,48.926154,0.272727,305.79,305.79,0,0,0.090909,0.090909,0,0,0,1,3000,566.857973,41.54037,0,11 +C14515,497.919885,1,1186.09,397,789.09,513.979897,0.916667,0.166667,0.833333,0.333333,8,30,500,1487.08197,769.568121,0,12 +C14516,1862.566976,1,1847.57,841.59,1005.98,0,0.583333,0.25,0.5,0,0,35,3350,1652.359591,624.9314,0,12 +C14517,1893.053845,1,746.31,487.27,259.04,1535.853619,0.666667,0.25,0.416667,0.416667,12,14,4200,3286.143282,735.695479,0,12 +C14518,10.05473,0.454545,530,0,530,0,0.916667,0,0.916667,0,0,12,1000,538.553454,49.080612,0,12 +C14519,7677.565407,1,1240.04,1240.04,0,3681.231518,0.75,0.75,0,0.333333,4,20,8000,2724.967965,2726.278972,0,12 +C14520,1403.574083,1,1831.57,697.94,1133.63,1909.684135,1,0.583333,1,0.083333,1,61,8000,427.189102,325.34638,0,12 +C14521,1425.175936,1,49.89,49.89,0,59.673576,0.2,0.2,0,0.3,3,2,1500,348.530192,330.552082,0,10 +C14522,2019.768435,0.727273,326.64,326.64,0,0,0.166667,0.166667,0,0,0,2,3000,3434.224242,589.095389,0,12 +C14523,1961.246269,1,0,0,0,233.246267,0,0,0,0.4,4,0,2000,422.017882,415.210454,0,10 +C14524,0,0,18.77,0,18.77,0,0.083333,0,0.083333,0,0,1,5000,0,,0,12 +C14525,1191.955492,1,0,0,0,275.762341,0,0,0,0.083333,1,0,1500,266.59382,276.874306,0,12 +C14526,344.543487,1,2219.53,1432.86,786.67,0,1,0.916667,1,0,0,43,5700,2073.117846,183.251598,0.333333,12 +C14527,1080.852036,1,0,0,0,48.919105,0,0,0,0.083333,1,0,1200,343.313124,254.04276,0,12 +C14528,12.597034,0.181818,99,99,0,0,0.083333,0.083333,0,0,0,1,1500,96.255421,13.60646,0,12 +C14529,5019.019126,1,1517.85,1517.85,0,185.169509,0.272727,0.272727,0,0.181818,2,6,6000,1157.021023,1085.111218,0,11 +C14530,14.281926,0.875,245.85,0,245.85,0,0.875,0,0.75,0,0,16,1500,209.736381,65.920948,0.25,8 +C14531,1381.27484,1,71.8,71.8,0,0,0.083333,0.083333,0,0,0,1,3500,304.742004,415.236204,0,12 +C14532,229.461086,1,3669.72,3669.72,0,0,1,1,0,0,0,26,13000,3512.263933,217.919829,1,12 +C14533,1307.177673,1,0,0,0,435.240217,0,0,0,0.25,3,0,3000,857.062706,375.080858,0,12 +C14534,4408.242337,1,324.3,324.3,0,3965.922581,0.083333,0.083333,0,0.666667,16,2,7000,7975.31466,1302.96803,0.166667,12 +C14535,785.429991,1,0,0,0,277.70324,0,0,0,0.083333,1,0,1200,327.423796,168.363818,0,12 +C14536,1064.872909,0.363636,0,0,0,3358.172644,0,0,0,0.25,8,0,10500,20740.15941,671.319778,0.25,12 +C14537,24.389998,0.181818,0,0,0,1369.366015,0,0,0,0.083333,1,0,3000,10893.77844,54.765004,1,12 +C14538,2739.711796,1,847.66,765.8,81.86,1201.188255,1,1,0.583333,0.083333,1,20,7500,3273.326636,718.558976,0,12 +C14539,4.908888,0.454545,133.16,0,133.16,0,0.333333,0,0.25,0,0,4,6500,210.448172,111.554771,0.5,12 +C14540,1471.640654,1,285.69,285.69,0,463.813261,0.25,0.25,0,0.25,4,3,3000,389.787483,421.667803,0,12 +C14541,1241.882057,1,94,94,0,234.639631,0.083333,0.083333,0,0.083333,1,1,1400,539.459472,456.550057,0,12 +C14542,7496.171727,1,0,0,0,7107.137059,0,0,0,0.666667,22,0,10500,2933.325551,3178.835456,0,12 +C14543,49.074293,0.818182,330.25,330.25,0,0,0.25,0.25,0,0,0,5,2500,509.309215,134.968858,0,12 +C14544,1494.221853,1,356.62,308.26,48.36,0,0.333333,0.25,0.166667,0,0,6,1600,641.34086,663.87709,0,12 +C14545,1317.547661,1,1987.76,1062.44,925.32,0,1,0.5,0.916667,0,0,36,6000,753.735014,306.442797,0,12 +C14546,158.919439,1,0,0,0,787.758817,0,0,0,0.25,3,0,4400,554.846112,173.790575,0,12 +C14547,1908.403984,1,657.05,0,657.05,0,1,0,1,0,0,17,2000,894.424776,915.822464,0,12 +C14548,3632.344231,1,83.45,0,83.45,1136.000468,0.25,0,0.25,0.166667,2,3,7000,837.430224,1596.597441,0,12 +C14549,9699.252383,1,0,0,0,10630.32102,0,0,0,0.833333,27,0,10000,13001.03715,3897.073997,0,12 +C14550,66.066065,0.818182,995.62,402.79,592.83,0,1,1,0.666667,0,0,30,7500,767.241839,133.121651,0.5,12 +C14551,700.100691,1,7244.98,2457.47,4787.51,0,1,0.833333,1,0,0,110,6200,6151.929937,197.28441,0.75,12 +C14553,1215.047947,1,0,0,0,204.182088,0,0,0,0.166667,2,0,1500,315.553886,315.206825,0,12 +C14554,148.180803,0.818182,1200,0,1200,0,0.5,0,0.416667,0,0,12,8000,1654.263363,129.321856,0.714286,12 +C14555,508.598624,1,0,0,0,950.084436,0,0,0,0.083333,1,0,11500,974.764661,217.361776,0,12 +C14556,480.596706,1,757.8,0,757.8,0,0.75,0,0.666667,0,0,18,8000,345.385827,166.714261,0,12 +C14557,1869.125099,0.545455,158.2,158.2,0,1402.159983,0.083333,0.083333,0,0.083333,1,1,6500,6585.792428,559.387332,0.090909,12 +C14558,1654.369427,1,736.24,480,256.24,0,1,0.166667,0.916667,0,0,20,7000,2267.012612,518.201767,0.083333,12 +C14559,1537.935236,0.818182,68,68,0,0,0.083333,0.083333,0,0,0,1,3000,3845.144477,709.872779,0,12 +C14560,2543.005761,1,1900.63,1900.63,0,0,0.75,0.75,0,0,0,29,4000,674.748921,786.205716,0,12 +C14561,11206.78624,1,1257.77,540.65,717.12,8295.538786,0.909091,0.909091,0.636364,0.636364,21,25,15000,20873.22194,2522.629723,0.090909,11 +C14562,308.769481,1,489.24,0,489.24,1010.553199,0.75,0,0.75,0.416667,9,11,1000,1660.010795,207.644586,0.166667,12 +C14563,3014.625246,1,0,0,0,1143.763365,0,0,0,0.166667,2,0,6500,1023.016247,938.580888,0,12 +C14564,1360.590356,1,2834.03,1972.22,861.81,0,1,0.5,1,0,0,54,6000,1333.71178,301.821505,0,12 +C14565,62.440728,1,709.01,709.01,0,0,1,1,0,0,0,12,2000,716.721864,170.422207,0.916667,12 +C14566,2024.263677,0.875,56,56,0,4086.268496,0.125,0.125,0,0.5,10,1,2500,375.558603,413.255193,0,8 +C14567,2610.997575,0.818182,328.7,328.7,0,0,0.333333,0.333333,0,0,0,4,8000,4256.385553,935.303835,0,12 +C14568,1592.354384,1,736.26,425.62,310.64,3120.093926,0.833333,0.166667,0.583333,0.416667,6,11,6000,3636.148663,336.850732,0,12 +C14569,1689.238956,1,261.89,139.19,122.7,0,0.416667,0.083333,0.333333,0,0,7,1700,309.348573,1196.937133,0,12 +C14570,203.499251,1,2115.76,530,1585.76,0,1,0.5,1,0,0,52,4000,1953.639143,172.233875,1,12 +C14571,1791.85654,1,71.38,0,71.38,0,0.416667,0,0.416667,0,0,5,3000,547.424357,647.111708,0,12 +C14572,5.626795,0.818182,374.4,0,374.4,0,1,0,1,0,0,12,1000,419.512265,2.891346,0.090909,12 +C14573,2305.006202,1,0,0,0,370.248624,0,0,0,0.166667,2,0,2500,624.147899,699.416582,0,12 +C14574,1138.014732,1,1170.48,1170.48,0,920.050071,0.416667,0.416667,0,0.25,4,5,4500,1078.964657,247.32444,0.083333,12 +C14575,80.762254,0.636364,861.9,150,711.9,0,0.5,0.083333,0.416667,0,0,7,6000,1426.507994,147.707838,1,12 +C14576,814.085729,0.818182,0,0,0,1087.144848,0,0,0,0.166667,2,0,3000,382.425723,292.838637,0,12 +C14577,444.630038,1,0,0,0,145.557904,0,0,0,0.25,3,0,500,172.645901,231.115707,0,12 +C14578,5402.993017,1,0.01,0.01,0,5942.11917,0.083333,0.083333,0,0.166667,5,1,12000,1071.665067,1998.26387,0,12 +C14579,1237.510447,0.555556,0,0,0,2914.767437,0,0,0,0.111111,2,0,3000,578.821763,473.168189,0,9 +C14580,289.512368,1,4185.94,898.14,3287.8,0,1,0.666667,1,0,0,90,6000,3836.06844,175.475265,0.909091,12 +C14581,404.182321,1,3682.11,2473.8,1208.31,0,1,1,1,0,0,76,10000,3259.008834,218.502255,0.833333,12 +C14582,1714.896284,1,2000,2000,0,0,0.111111,0.111111,0,0,0,1,2000,448.300443,348.836471,0,9 +C14583,388.132417,1,0,0,0,689.70174,0,0,0,0.333333,7,0,1050,1601.295316,225.711121,0.083333,12 +C14584,162.027905,0.818182,1045.84,1045.84,0,0,0.333333,0.333333,0,0,0,7,1850,530.125935,171.522214,0.125,12 +C14585,1801.084627,0.833333,0,0,0,3189.613873,0,0,0,0.833333,11,0,10000,329.077571,216.751158,0,6 +C14586,4976.028578,1,900.87,0,900.87,0,1,0,1,0,0,162,5500,92.865469,50260.75947,0,12 +C14587,24.831137,0.636364,1909.13,30,1879.13,0,0.916667,0.083333,0.833333,0,0,12,2000,1831.935279,21.095616,0,12 +C14588,3682.667737,1,2214.64,1250.3,964.34,0,1,0.666667,1,0,0,34,9000,1428.539668,930.608759,0,12 +C14589,629.946336,1,1832.92,1832.92,0,0,0.5,0.5,0,0,0,14,6500,1425.425074,231.1444,0,12 +C14590,568.060722,1,1799.03,1799.03,0,0,0.833333,0.833333,0,0,0,14,10000,1770.472642,215.536534,0,12 +C14591,300.395286,1,394.95,277.95,117,0,0.916667,0.25,0.75,0,0,33,6000,339.702306,175.28579,0,12 +C14592,898.253159,0.857143,165.5,165.5,0,1157.345416,0.285714,0.285714,0,0.142857,1,5,1200,375.839637,481.804214,0,7 +C14593,919.799915,0.857143,320.01,69,251.01,1056.477112,0.857143,0.142857,0.714286,0.142857,3,7,1200,195.595593,673.698985,0,7 +C14594,368.367166,1,1121.86,169.2,952.66,1172.195497,0.666667,0.083333,0.583333,0.333333,5,11,3500,3312.219079,195.611673,0.416667,12 +C14595,25.950664,0.636364,231.25,0,231.25,0,0.666667,0,0.583333,0,0,14,4000,209.115604,94.901424,0.090909,12 +C14596,1817.618232,1,623.19,0,623.19,408.434019,1,0,0.916667,0.083333,1,26,2800,719.914581,867.218309,0,12 +C14597,24.569042,1,532.93,0,532.93,0,1,0,1,0,0,23,3000,686.935875,150.108154,0.8,12 +C14598,5256.69533,1,188.6,188.6,0,1934.418697,0.083333,0.083333,0,0.333333,4,1,9000,1421.954639,1452.249653,0,12 +C14599,117.706441,1,718.44,0,718.44,0,1,0,1,0,0,14,3000,885.366764,174.343817,0.333333,12 +C14600,2707.058356,1,2018.13,1545.23,472.9,0,0.75,0.25,0.666667,0,0,26,7000,2575.541309,661.487315,0,12 +C14601,4917.162359,1,0,0,0,3179.132724,0,0,0,0.25,7,0,5000,865.821715,1977.876309,0,12 +C14602,272.717108,1,227.44,227.44,0,0,1,1,0,0,0,12,4500,316.388557,191.312297,0,12 +C14603,4708.26338,1,0,0,0,1352.783037,0,0,0,0.166667,2,0,10000,1325.649779,1227.092304,0,12 +C14604,82.029477,1,1126.32,580.44,545.88,0,1,1,1,0,0,49,9000,1136.224986,177.605867,0.5,12 +C14606,9919.456275,1,740.75,0,740.75,2238.487012,1,0,1,0.166667,2,13,14000,3281.898514,2912.794724,0,12 +C14607,3258.237364,1,921.12,521.14,399.98,0,0.75,0.5,0.5,0,0,14,6200,1323.776141,1011.025921,0,12 +C14608,61.115414,0.909091,239.71,0,239.71,0,0.454545,0,0.454545,0,0,5,700,358.108438,130.741607,0.090909,11 +C14609,1002.791997,1,0,0,0,234.105509,0,0,0,0.083333,3,0,1200,239.80734,225.238271,0,12 +C14610,2951.220065,1,0,0,0,1477.737906,0,0,0,0.666667,16,0,8500,710.854365,685.291892,0,12 +C14611,1248.903628,1,518.31,113.31,405,472.118676,1,0.333333,1,0.25,5,29,1200,1141.190295,980.845115,0,12 +C14612,793.167009,1,433.31,200,233.31,766.872458,1,0.142857,0.857143,0.428571,5,8,1000,363.064207,430.485462,0,7 +C14613,2368.338673,1,1307.18,762.5,544.68,0,0.916667,0.333333,0.666667,0,0,20,9000,2167.293003,539.880492,0,12 +C14614,7287.084204,1,0,0,0,6605.075695,0,0,0,0.75,24,0,7500,4293.062891,5255.006819,0,12 +C14615,3764.89205,1,898.43,479,419.43,2094.091371,0.5,0.083333,0.416667,0.333333,6,22,4500,1067.435442,1116.032132,0,12 +C14616,14.775035,1,80.44,0,80.44,0,0.333333,0,0.333333,0,0,4,3000,137.217255,81.263818,0.083333,12 +C14617,306.460387,1,0,0,0,191.834575,0,0,0,0.083333,1,0,7000,577.962789,171.809634,0.083333,12 +C14618,1499.689937,1,159.96,0,159.96,601.616399,0.25,0,0.25,0.416667,10,8,4000,356.317359,522.252346,0,12 +C14619,2778.220254,1,0,0,0,99.790116,0,0,0,0.083333,2,0,3000,813.686705,1449.354152,0,12 +C14620,56.149055,0.909091,493.32,149.93,343.39,0,0.75,0.166667,0.5,0,0,14,5000,471.382074,153.842106,0.75,12 +C14621,1924.657194,1,0,0,0,906.645286,0,0,0,0.166667,2,0,2500,428.488182,715.614697,0,12 +C14622,72.425884,1,655.68,0,655.68,0,1,0,1,0,0,0,1000,718.537117,162.732686,0.333333,12 +C14623,653.88103,0.909091,0,0,0,1366.204137,0,0,0,0.416667,7,0,1400,205.709969,271.728487,0,12 +C14624,579.243601,1,505.48,505.48,0,0,0.333333,0.333333,0,0,0,6,1950,188.304134,302.43456,0,12 +C14625,95.259372,0.727273,43.3,0,43.3,0,0.083333,0,0.083333,0,0,1,7000,526.604881,207.134146,0,12 +C14626,551.580225,1,2955.91,952.51,2003.4,0,1,1,0.833333,0,0,62,8000,2456.581737,209.435975,0.25,12 +C14627,1181.767566,1,153.95,153.95,0,0,0.333333,0.333333,0,0,0,5,6500,1908.258846,365.472319,0,12 +C14628,11.834127,0.166667,272.9,69.9,203,0,0.833333,0.166667,0.5,0,0,5,6000,313.913093,81.433073,1,6 +C14629,1138.554361,1,831.89,831.89,0,495.002834,0.166667,0.166667,0,0.166667,2,7,1200,381.967601,457.75848,0,12 +C14630,9962.070262,1,7465.91,6075.62,1390.29,0,1,0.833333,0.666667,0,0,57,18500,2403.16006,2207.068883,0,12 +C14631,6416.448101,1,0,0,0,3580.392989,0,0,0,0.25,9,0,7500,1756.557983,2302.022679,0,12 +C14632,2762.340044,1,2372.98,2372.98,0,1465.082446,0.166667,0.166667,0,0.083333,1,5,4500,659.726225,874.537967,0,12 +C14633,926.458992,0.818182,6200.71,5742.61,458.1,283.476295,0.666667,0.666667,0.416667,0.083333,1,49,7000,7932.430735,271.788449,0.142857,12 +C14634,7474.408678,1,0,0,0,10187.5226,0,0,0,0.6,11,0,10000,2021.908233,1918.555864,0,10 +C14635,287.884126,1,1545.03,124.72,1420.31,289.630816,1,0.083333,1,0.333333,5,41,6500,1182.107223,187.489659,0.25,12 +C14636,170.617046,0.727273,350,350,0,0,0.083333,0.083333,0,0,0,1,3000,828.8943,175.629153,0.142857,12 +C14637,86.661044,1,709.98,0,709.98,0,1,0,0.916667,0,0,12,1000,727.104508,168.805075,0.166667,12 +C14638,1541.743608,1,0,0,0,118.974129,0,0,0,0.333333,5,0,1600,353.686721,428.150067,0,12 +C14639,7558.010921,1,365.26,188.56,176.7,4738.30754,0.5,0.083333,0.416667,0.666667,25,9,8000,3311.192387,4903.859993,0,12 +C14640,6956.37654,1,11500.94,3091.01,8409.93,15133.53213,1,1,1,1,48,308,14000,20122.00545,1617.014574,0.166667,12 +C14641,99.256215,0.636364,1554.39,1174.39,380,0,0.636364,0.454545,0.181818,0,0,9,6000,1006.702329,139.902685,0.5,11 +C14642,376.15858,1,2724.76,572.76,2152,0,1,1,1,0,0,70,8500,2600.70524,190.766768,0,12 +C14643,380.517893,1,2590.27,2102.46,487.81,0,0.916667,0.916667,0.416667,0,0,49,2500,1825.405687,173.164117,0.090909,12 +C14644,1311.952719,0.909091,2092,1242,850,0,0.75,0.333333,0.5,0,0,15,5181.818182,3476.019003,330.828719,0,12 +C14645,548.252892,1,208.41,208.41,0,1633.935089,0.083333,0.083333,0,0.333333,6,1,3000,708.100631,154.96528,0,12 +C14646,3.691925,0.363636,27.99,27.99,0,0,0.083333,0.083333,0,0,0,1,6500,187.172733,56.066059,0.5,12 +C14647,49.911409,1,178.4,0,178.4,0,1,0,1,0,0,12,2500,130.650758,166.81518,0,12 +C14648,18.549421,0.090909,132,0,132,0,0.333333,0,0.333333,0,0,4,19500,3610.565153,66.187935,0,12 +C14649,4251.411617,1,0,0,0,2318.967259,0,0,0,0.083333,1,0,5000,1428.511775,1322.626868,0,12 +C14650,32.229139,0.727273,145.85,0,145.85,0,0.583333,0,0.583333,0,0,7,1000,263.681773,130.725349,0.125,12 +C14651,1226.152097,1,0,0,0,275.602351,0,0,0,0.166667,5,0,1200,797.029627,1026.510864,0,12 +C14652,1238.140283,1,56.38,0,56.38,0,0.416667,0,0.416667,0,0,5,1600,398.98255,422.371745,0,12 +C14653,153.643158,1,0,0,0,254.910338,0,0,0,0.083333,1,0,300,347.227774,148.87441,0.083333,12 +C14654,200.580245,0.727273,354,354,0,0,0.083333,0.083333,0,0,0,1,1200,1697.98971,217.875105,0.142857,12 +C14655,2329.869472,1,1497.2,1301.26,195.94,0,0.333333,0.25,0.083333,0,0,5,7000,1453.119488,632.472511,0,12 +C14656,5090.523925,1,1689.09,0,1689.09,1088.523871,1,0,1,0.166667,3,82,6000,2046.509543,2256.318292,0,12 +C14657,2996.761878,1,3644.35,3610.6,33.75,0,0.666667,0.583333,0.083333,0,0,23,3500,3879.940821,864.045134,0,12 +C14658,1103.834373,0.363636,0,0,0,155.414239,0,0,0,0.333333,4,0,7000,4021.956752,410.666163,0,12 +C14659,72.679836,0.545455,800.55,586.55,214,0,0.5,0.333333,0.333333,0,0,13,7000,1584.89763,147.859998,0.666667,12 +C14660,4995.229116,1,1580.34,1364.34,216,0,1,1,0.416667,0,0,26,5500,1712.233039,1485.721729,0,12 +C14661,300.427627,1,443.71,0,443.71,0,0.916667,0,0.916667,0,0,11,1000,372.548129,228.365901,0,12 +C14662,1521.763256,1,312.15,0,312.15,0,0.75,0,0.75,0,0,19,1500,671.70656,1458.363763,0,12 +C14663,16.742181,0.545455,320,0,320,0,0.5,0,0.416667,0,0,6,2500,559.713369,65.554557,0.25,12 +C14664,757.964752,0.875,157.4,157.4,0,0,0.125,0.125,0,0,0,6,1200,1494.480376,2638.59841,0,8 +C14665,8315.894044,1,8391.55,0,8391.55,0,1,0,1,0,0,199,8500,6322.388249,7912.050279,0,12 +C14666,476.728349,1,462.75,462.75,0,0,1,1,0,0,0,12,5500,185.002877,170.274498,0,12 +C14667,776.919827,1,11522.9,11146.28,376.62,0,1,1,0.416667,0,0,68,4500,11082.51429,237.006434,0.916667,12 +C14668,245.336939,0.363636,909,909,0,0,0.083333,0.083333,0,0,0,1,3000,340.201751,55.410769,0,12 +C14669,18.745682,0.363636,872.7,872.7,0,0,0.333333,0.333333,0,0,0,11,2500,2411.060444,44.981723,1,12 +C14670,7.106669,0.333333,27.98,27.98,0,0,0.111111,0.111111,0,0,0,1,2500,57.785065,154.349034,0,9 +C14672,1632.421395,1,993.96,245.59,748.37,0,0.727273,0.181818,0.636364,0,0,22,6000,2752.623744,489.842903,0.090909,11 +C14673,2439.976275,1,499.59,0,499.59,0,0.916667,0,0.916667,0,0,11,2700,555.286351,617.276328,0,12 +C14674,1315.478789,1,88.08,0,88.08,154.311694,0.5,0,0.416667,0.083333,2,6,1500,453.199092,321.319929,0,12 +C14675,1454.09973,1,0,0,0,49.602856,0,0,0,0.083333,1,0,1500,274.985583,493.392656,0,12 +C14676,1695.40481,1,1641.48,1377.06,264.42,1105.875503,0.916667,0.75,0.416667,0.583333,9,26,7000,3423.435143,629.237655,0,12 +C14677,19.991586,0.875,144,0,144,0,0.75,0,0.625,0,0,6,1500,173.881319,96.495473,0.8,8 +C14678,3219.604215,1,4126.75,4126.75,0,0,1,1,0,0,0,31,10500,6061.100911,1113.256834,0,12 +C14679,337.178513,1,3809.71,3809.71,0,0,1,1,0,0,0,16,16500,2837.599645,238.075524,0.916667,12 +C14680,217.10156,0.818182,2953.03,2953.03,0,0,0.166667,0.166667,0,0,0,3,5000,3123.296573,118.209566,0.125,12 +C14681,2124.826298,1,967.61,397.61,570,581.6512,0.833333,0.166667,0.75,0.25,3,12,5000,1778.725826,477.542826,0,12 +C14682,313.13311,1,49.09,49.09,0,1306.110387,0.166667,0.166667,0,0.416667,13,2,6500,1405.747523,189.159601,0.166667,12 +C14683,154.271153,1,1498.28,667,831.28,0,0.833333,0.416667,0.583333,0,0,24,12000,1343.450205,189.406063,0.583333,12 +C14684,7934.946009,1,1792.15,1792.15,0,4169.060991,0.333333,0.333333,0,0.333333,6,16,11500,2373.896899,2184.394699,0,12 +C14685,4183.77248,1,511.12,278.6,232.52,1209.426365,0.916667,0.25,0.833333,0.416667,14,24,4500,1378.838332,2569.377585,0,12 +C14686,4187.550741,1,0,0,0,433.71918,0,0,0,0.083333,1,0,4500,1216.465192,935.585513,0,12 +C14687,58.565355,0.833333,386,0,386,0,0.666667,0,0.5,0,0,4,1000,425.996964,65.250637,1,6 +C14688,8363.401152,1,1076.01,1076.01,0,3134.26615,0.25,0.25,0,0.666667,29,7,9500,1828.936956,2608.291402,0,12 +C14689,45.171225,0.636364,160,160,0,0,0.083333,0.083333,0,0,0,1,500,197.019336,94.411065,0,12 +C14690,440.676765,0.666667,0,0,0,1125.542162,0,0,0,0.666667,6,0,1200,171.743821,113.220269,0,6 +C14691,7867.660015,1,507,507,0,8980.648498,0.166667,0.166667,0,0.916667,43,4,8500,6802.892319,8644.138069,0,12 +C14692,731.222335,1,0,0,0,2828.975383,0,0,0,0.416667,8,0,1500,3208.182454,236.90696,0.090909,12 +C14693,39.523885,0.727273,592.88,451.18,141.7,0,0.583333,0.583333,0.083333,0,0,9,12000,1111.148943,120.742325,0.833333,12 +C14694,1996.785925,1,212.64,212.64,0,272.115509,0.083333,0.083333,0,0.166667,6,1,2000,1121.381513,2669.122014,0,12 +C14695,3114.988266,1,453.12,453.12,0,2115.036647,0.333333,0.333333,0,0.5,12,7,5000,1160.859524,1067.666256,0,12 +C14696,2341.401664,1,0,0,0,1818.306309,0,0,0,0.416667,5,0,3000,668.918811,553.243869,0,12 +C14697,2819.630553,1,0,0,0,230.543537,0,0,0,0.25,7,0,3000,810.389383,1147.376672,0,12 +C14698,147.085066,0.818182,1381.14,1027.14,354,0,0.666667,0.333333,0.25,0,0,11,2500,1457.406626,128.626652,1,12 +C14699,152.459665,1,1248.09,829.45,418.64,0,1,1,0.25,0,0,21,5000,1316.455236,210.906103,0.166667,12 +C14700,1998.15597,1,348,348,0,1940.357907,0.083333,0.083333,0,0.083333,1,1,9000,2893.195013,419.016946,0,12 +C14701,290.246277,1,2617.61,1342.69,1274.92,0,1,1,0.75,0,0,52,2500,2948.963493,164.864181,0.916667,12 +C14702,2074.364799,1,1500,1500,0,0,0.416667,0.416667,0,0,0,15,2200,2200.280484,1436.215703,0,12 +C14703,1773.323689,1,1423.71,1423.71,0,0,1,1,0,0,0,17,5000,1410.310559,423.078833,0,12 +C14704,12.540151,0.363636,201,104.5,96.5,0,0.25,0.083333,0.166667,0,0,4,2500,479.948299,142.198683,1,12 +C14705,5796.622219,0.875,423.38,223.38,200,6739.693779,0.625,0.25,0.375,0.25,18,9,8000,813.94163,1523.155003,0,8 +C14706,3261.241461,1,0,0,0,154.67204,0,0,0,0.083333,1,0,6500,800.677168,1588.441785,0,12 +C14707,4228.71103,1,923.99,0,923.99,3932.272703,1,0,1,0.416667,7,30,8500,8805.280436,1134.632482,0.25,12 +C14708,8033.907466,1,159,159,0,3983.763805,0.083333,0.083333,0,0.75,24,1,9000,1620.868564,2568.327034,0,12 +C14709,11.902047,0.818182,0,0,0,482.992567,0,0,0,0.083333,1,0,3000,727.929858,5.03821,0.142857,12 +C14710,7789.190958,1,1307.39,84.45,1222.94,1836.893684,1,0.166667,1,0.25,3,66,8500,2072.817061,2983.977594,0,12 +C14711,8465.740449,1,1345.81,226,1119.81,3429.450339,0.916667,0.333333,0.666667,0.666667,25,33,9500,2069.156797,2410.701385,0,12 +C14712,151.194794,0.818182,2634.7,2411.53,223.17,0,1,1,0.363636,0,0,42,7500,2295.964836,103.773786,0.5,11 +C14713,3212.963003,1,0,0,0,185.532602,0,0,0,0.083333,2,0,3500,766.728773,1044.358428,0,12 +C14714,149.59894,1,2009.64,206,1803.64,0,1,0.083333,1,0,0,23,16500,1886.871621,150.495102,0.636364,12 +C14715,39.718404,0.363636,525.17,525.17,0,0,0.083333,0.083333,0,0,0,4,8500,515.996856,37.409861,0,12 +C14716,99.523071,0.818182,955.87,955.87,0,0,0.5,0.5,0,0,0,9,13500,1201.853087,99.945036,0.666667,12 +C14717,1837.047378,1,0,0,0,73.157833,0,0,0,0.083333,1,0,2000,412.848153,599.972398,0,12 +C14718,28.90195,0.363636,169.24,169.24,0,0,0.083333,0.083333,0,0,0,1,1200,166.658504,42.777345,0,12 +C14719,133.68751,1,1139.2,0,1139.2,0,1,0,0.875,0,0,15,3000,957.152839,116.355394,0.833333,8 +C14720,1922.943603,1,110.8,110.8,0,0,0.166667,0.166667,0,0,0,2,3000,551.431723,565.627471,0,12 +C14721,653.931902,1,0,0,0,1561.104542,0,0,0,0.583333,9,0,1200,1535.018327,274.518511,0.1,12 +C14722,25.178303,0.727273,283.15,0,283.15,0,0.583333,0,0.5,0,0,7,5000,206.688202,101.894341,0.454545,12 +C14723,3049.215189,1,390,390,0,5876.866242,0.083333,0.083333,0,0.583333,9,1,3200,6537.913767,2729.078978,0,12 +C14724,8073.983031,1,2153.11,1326,827.11,3037.443167,1,0.75,0.916667,0.583333,28,48,9500,3032.171255,2764.780103,0,12 +C14725,1731.459785,1,288.47,0,288.47,37.454878,0.416667,0,0.416667,0.083333,2,5,1700,673.92358,1361.538435,0,12 +C14726,173.720757,0.181818,345.29,345.29,0,887.279827,0.083333,0.083333,0,0.166667,10,2,1200,0,,0,12 +C14727,1150.724569,1,797.27,482.31,314.96,180.115216,0.75,0.333333,0.583333,0.083333,1,12,6000,1177.010626,261.521082,0,12 +C14728,5376.083101,1,0,0,0,2293.529361,0,0,0,0.333333,8,0,5500,3202.100651,12449.67391,0,12 +C14729,992.615052,1,162.28,0,162.28,0,0.5,0,0.5,0,0,6,1000,333.663574,462.345834,0,12 +C14730,1360.029064,1,75.87,75.87,0,1482.699821,0.083333,0.083333,0,0.166667,10,1,1500,328.843583,544.816677,0,12 +C14731,167.244974,0.272727,0,0,0,1275.337159,0,0,0,0.083333,3,0,3000,7094.254317,248.788237,0.25,12 +C14732,24.382156,1,366.6,0,366.6,0,1,0,1,0,0,12,2000,335.625679,164.248719,1,12 +C14733,1001.129965,1,0,0,0,457.757366,0,0,0,0.083333,1,0,1200,462.290269,469.620367,0,12 +C14734,108.766657,0.857143,750.19,750.19,0,0,0.714286,0.714286,0,0,0,7,2500,498.643829,95.901909,0,7 +C14735,3106.853852,1,0,0,0,3043.478003,0,0,0,0.416667,11,0,6000,702.156272,1069.874481,0,12 +C14736,787.341687,1,2732.66,2548.47,184.19,0,1,1,0.416667,0,0,30,16500,2548.494077,388.363232,0.166667,12 +C14737,1075.768647,1,200,200,0,0,0.083333,0.083333,0,0,0,1,1200,550.95426,290.977264,0,12 +C14738,2270.22733,1,0,0,0,159.189426,0,0,0,0.083333,1,0,2400,495.667079,974.797056,0,12 +C14739,38.994955,1,431.52,431.52,0,0,1,1,0,0,0,12,7000,417.892105,182.596244,1,12 +C14740,1154.381343,1,2421.85,468.65,1953.2,0,1,0.333333,1,0,0,69,9000,1421.087219,422.043729,0,12 +C14741,126.098257,0.8,387.66,387.66,0,0,0.7,0.7,0,0,0,24,1200,211.00385,174.40662,0,10 +C14742,61.657184,1,338.4,0,338.4,0,1,0,1,0,0,12,1000,384.287358,135.392627,0.1,12 +C14743,6371.35328,1,0,0,0,3546.56566,0,0,0,0.333333,11,0,7000,1914.79158,3654.599824,0,12 +C14744,6057.280526,1,2235.12,1102.4,1132.72,0,1,0.5,1,0,0,103,10500,1489.016246,1494.385566,0,12 +C14745,7005.310696,1,0,0,0,4273.427073,0,0,0,0.333333,11,0,10500,1623.620841,1571.575974,0,12 +C14746,4.598902,0.363636,51.16,0,51.16,0,0.166667,0,0.083333,0,0,2,3000,160.554337,166.879157,1,12 +C14747,59.264067,0.909091,203.08,0,203.08,956.776745,0.666667,0,0.666667,0.166667,2,8,2000,1309.186831,204.315088,0.272727,12 +C14748,953.772248,1,747.62,747.62,0,1411.613588,0.166667,0.166667,0,0.5,6,2,2500,306.649908,215.800967,0,12 +C14749,22.187914,1,0,0,0,147.48527,0,0,0,0.083333,1,0,3000,182.533898,155.060934,0.083333,12 +C14750,2118.77868,1,62.46,0,62.46,1361.312559,0.5,0,0.416667,0.25,4,6,4000,1080.520104,448.013699,0,12 +C14751,21.345298,0.727273,1019,119,900,0,0.75,0.083333,0.75,0,0,10,4500,1274.379409,161.692199,1,12 +C14752,4817.148022,1,0,0,0,7625.978921,0,0,0,0.666667,16,0,8000,3810.594316,2642.808941,0,12 +C14753,452.951976,0.454545,3649.83,3649.83,0,0,0.25,0.25,0,0,0,10,7500,209.217046,164.503829,0,12 +C14754,41.25567,0.454545,297.4,297.4,0,0,0.25,0.25,0,0,0,5,6000,595.460601,173.255085,0.333333,12 +C14755,0,0,19.25,0,19.25,0,0.083333,0,0.083333,0,0,1,4000,0,,0,12 +C14756,107.600851,1,1461.15,1034.03,427.12,0,1,1,0.916667,0,0,33,7500,1334.893122,193.531249,0.833333,12 +C14757,9.431309,1,80.44,0,80.44,0,0.416667,0,0.416667,0,0,5,2500,104.97817,67.789985,0.5,12 +C14758,4768.062736,1,374.81,333.2,41.61,9917.639168,0.333333,0.25,0.083333,0.833333,18,4,7000,5283.297064,1589.293892,0,12 +C14759,244.653051,1,1181.03,607.4,573.63,0,0.666667,0.166667,0.666667,0,0,15,4500,1047.448996,181.476998,0.5,12 +C14760,268.966315,0.727273,784,659,125,0,0.5,0.25,0.333333,0,0,12,10500,514.650308,159.17308,0.166667,12 +C14761,1411.914825,1,0,0,0,127.321884,0,0,0,0.090909,2,0,1500,259.780798,423.779107,0,11 +C14762,183.992665,0.818182,1402.4,1140.5,261.9,0,0.666667,0.583333,0.416667,0,0,19,7200,1262.938606,239.059144,0.142857,12 +C14763,19.491307,0.363636,0,0,0,1161.514855,0,0,0,0.083333,3,0,1200,3338.597271,9.550733,0.5,12 +C14764,3153.251957,1,3398.12,95.84,3302.28,5608.804955,1,0.083333,1,0.333333,4,24,3000,9000.706634,4255.297059,0.166667,12 +C14765,534.168335,0.909091,3916.8,2170.37,1746.43,107.838419,0.909091,0.636364,0.545455,0.090909,1,60,3000,3291.567762,144.195071,0.571429,11 +C14766,6313.362606,0.909091,0,0,0,9687.179224,0,0,0,0.636364,11,0,10000,6291.189848,1246.208875,0.090909,11 +C14767,531.269205,1,33.4,0,33.4,0,1,0,1,0,0,12,3700,2508.700414,170.113751,0,12 +C14768,3699.694691,1,0,0,0,1182.596884,0,0,0,0.416667,13,0,4000,769.962086,1698.5381,0,12 +C14769,451.23106,1,1293.7,725.6,568.1,0,1,0.916667,0.916667,0,0,40,1200,894.932094,204.619343,0,12 +C14770,591.103032,1,626.69,626.69,0,0,0.166667,0.166667,0,0,0,2,2500,786.571498,311.637186,0,12 +C14771,253.640197,0.909091,2607.88,1142.96,1464.92,73.579253,0.833333,0.833333,0.666667,0.083333,1,43,4000,1954.784637,154.583752,0.583333,12 +C14772,4222.928545,1,0,0,0,4745.047686,0,0,0,0.333333,6,0,8000,1383.938805,1295.228551,0,12 +C14773,884.230978,1,0,0,0,611.76416,0,0,0,0.083333,2,0,1200,883.943797,216.195821,0,12 +C14774,237.344299,1,1266.03,170,1096.03,0,1,0.083333,1,0,0,46,1800,729.118157,189.433393,0.5,12 +C14775,19.949534,0.111111,0,0,0,326.731167,0,0,0,0.111111,5,0,2500,0,,0,9 +C14776,398.726283,1,393.49,393.49,0,787.215403,0.166667,0.166667,0,0.25,8,12,600,795.860389,213.548011,0,12 +C14777,6991.964344,1,1384.92,0,1384.92,18.807602,0.75,0,0.666667,0.083333,1,9,13000,2814.59508,2308.020257,0,12 +C14778,38.792757,0.636364,1115.92,0,1115.92,54.562891,0.916667,0,0.916667,0.166667,2,79,3500,1506.34522,85.99372,0.272727,12 +C14779,200.988312,0.181818,0,0,0,1864.566564,0,0,0,0.083333,5,0,2500,9724.871142,332.480788,1,12 +C14780,2173.970603,1,0,0,0,1192.786167,0,0,0,0.25,4,0,2400,445.866028,1043.148468,0,12 +C14781,158.878732,1,738.65,0,738.65,109.368455,0.833333,0,0.833333,0.083333,1,16,7500,899.2372,170.492035,0.166667,12 +C14783,1464.636143,1,0,0,0,2773.394382,0,0,0,0.25,8,0,1500,1751.449835,477.001326,0.090909,12 +C14784,190.962339,1,2161.22,2161.22,0,0,0.75,0.75,0,0,0,24,5000,1663.048553,148.790482,0.222222,12 +C14785,6983.408463,1,0,0,0,3354.686368,0,0,0,0.333333,11,0,7700,1116.896212,25697.63772,0,12 +C14786,58.83251,1,551.93,0,551.93,0,1,0,1,0,0,27,2500,437.19547,194.026175,0.75,12 +C14787,3046.937141,1,0,0,0,4021.457424,0,0,0,0.25,8,0,5000,809.451322,673.513777,0,12 +C14788,1396.279238,1,3380.44,1449.92,1930.52,0,1,0.333333,1,0,0,27,3500,5451.794841,385.003688,0.083333,12 +C14789,975.252077,1,1146.74,796.74,350,0,0.857143,0.142857,0.714286,0,0,8,1000,1273.063087,252.66907,0,7 +C14790,1622.84216,1,248.74,0,248.74,1814.147021,0.333333,0,0.25,0.25,3,4,2500,1082.286757,384.449529,0,12 +C14791,3899.763741,1,0,0,0,925.72976,0,0,0,0.083333,1,0,6500,877.767833,1454.215974,0,12 +C14792,2719.639153,1,715.81,715.81,0,0,0.333333,0.333333,0,0,0,7,10000,694.102974,724.758705,0,12 +C14793,347.226798,1,1535.49,1203.69,331.8,0,0.9,0.5,0.5,0,0,24,1000,778.913464,149.966517,0.25,10 +C14794,8.172299,0.636364,114,0,114,0,0.5,0,0.5,0,0,6,2700,123.400772,44.25482,0.545455,12 +C14795,8248.178009,1,1788.84,0,1788.84,90.031207,1,0,1,0.083333,1,12,18000,40627.59524,2149.990102,0.166667,12 +C14796,289.353197,1,461.68,201,260.68,0,0.333333,0.083333,0.166667,0,0,7,4500,282.328051,183.50739,0,12 +C14797,38.91624,1,358.49,0,358.49,188.234434,0.916667,0,0.833333,0.083333,1,11,2500,479.607061,141.652641,0.3,12 +C14798,810.739995,1,86.9,86.9,0,0,0.083333,0.083333,0,0,0,1,7500,253.775702,210.961925,0,12 +C14799,438.337653,1,1867.9,1424.87,443.03,128.429272,0.75,0.5,0.5,0.166667,3,24,6500,2080.403638,204.877516,0.083333,12 +C14800,101.083401,0.909091,553.36,140,413.36,1719.767683,0.666667,0.083333,0.666667,0.166667,2,9,3000,2515.38256,56.937337,0,12 +C14802,1300.793883,1,1282.2,0,1282.2,0,1,0,1,0,0,12,1200,1407.623536,1230.452069,0,12 +C14803,1418.838078,1,0,0,0,272.782072,0,0,0,0.583333,7,0,1500,619.975821,519.49072,0,12 +C14804,2042.585017,0.857143,498.96,0,498.96,2364.540395,0.857143,0,0.714286,0.285714,5,9,2500,414.718951,1517.202791,0,7 +C14805,218.948323,1,1858.33,1380,478.33,0,0.666667,0.333333,0.333333,0,0,14,4500,1934.821016,177.124786,0.5,12 +C14806,115.467669,0.545455,354,354,0,0,0.166667,0.166667,0,0,0,2,16500,4555.965464,211.04268,0,12 +C14807,199.462047,1,1296.2,745.82,550.38,0,0.25,0.25,0.166667,0,0,14,1800,18.125527,110.486344,0,12 +C14808,143.737177,1,1456,361,1095,0,0.666667,0.166667,0.583333,0,0,17,2500,1416.600792,139.685178,0.818182,12 +C14809,45.45702,0.909091,175,175,0,0,0.166667,0.166667,0,0,0,2,1200,212.558928,223.193529,0,12 +C14810,1089.795044,1,0,0,20,38.249993,0,0,0.166667,0.083333,1,1,1200,284.731156,331.10383,0,12 +C14811,19.946102,1,450,0,450,0,1,0,0.9,0,0,10,1000,386.571651,131.349565,1,10 +C14812,626.213492,1,0,0,0,3393.427055,0,0,0,0.25,11,0,1200,3566.140224,473.448279,0.25,12 +C14813,1849.017387,1,0,0,0,838.008227,0,0,0,0.166667,2,0,2500,433.218956,837.7785,0,12 +C14814,2992.591246,1,0,0,0,759.456509,0,0,0,0.416667,9,0,3500,817.050377,825.529474,0,12 +C14815,2021.514867,1,1582.84,1554.89,27.95,0,0.5,0.416667,0.083333,0,0,8,2500,565.380786,486.702058,0,12 +C14816,2122.066396,1,0,0,0,1048.972729,0,0,0,0.25,9,0,3000,548.182704,515.520727,0,12 +C14817,4.417273,0.181818,27.42,0,27.42,0,0.083333,0,0.083333,0,0,1,1800,228.417814,175.836378,1,12 +C14818,825.347767,1,0,0,0,105.877591,0,0,0,0.083333,1,0,1200,426.206835,217.958559,0,12 +C14819,87.462633,0.454545,0,0,0,1251.696029,0,0,0,0.083333,1,0,2000,2678.249487,114.91159,0.333333,12 +C14820,1223.909602,1,607,607,0,0,0.916667,0.916667,0,0,0,13,1200,466.149713,906.697643,0,12 +C14821,83.930127,0.727273,1027.64,1027.64,0,0,0.5,0.5,0,0,0,15,6000,1007.971531,106.407569,0.5,12 +C14822,1241.025652,1,0,0,0,180.783929,0,0,0,0.083333,1,0,1800,842.814061,405.72085,0,12 +C14823,268.797746,1,70,0,70,0,0.5,0,0.416667,0,0,6,1000,105.954038,229.157988,0,12 +C14824,451.404363,1,2196,2154.34,41.66,0,0.833333,0.75,0.083333,0,0,14,1800,2142.056177,184.805024,0.166667,12 +C14825,3.248979,0.090909,91.26,0,91.26,0,0.083333,0,0.083333,0,0,2,3500,0,,0,12 +C14826,160.873814,0.666667,480,480,0,0,0.666667,0.666667,0,0,0,8,1500,38.770699,86.542118,0,6 +C14827,982.566805,1,282.39,0,282.39,0,0.583333,0,0.583333,0,0,7,1000,722.645708,935.878792,0,12 +C14828,4070.500764,0.833333,710.8,140,570.8,4620.069456,0.833333,0.166667,0.666667,0.166667,11,16,4900,364.205524,3231.905456,0,6 +C14829,1048.892643,1,0,0,0,115.766104,0,0,0,0.25,4,0,1100,218.648513,598.910658,0,12 +C14830,507.076999,0.857143,0,0,0,1391.140391,0,0,0,0.142857,2,0,1500,2104.053736,257.650259,0.25,7 +C14831,158.634812,0.909091,1765.38,84.8,1680.58,0,0.666667,0.083333,0.583333,0,0,24,9500,1661.464986,135.26688,0.666667,12 +C14832,976.370187,1,0,0,0,1622.255801,0,0,0,0.25,4,0,1600,3056.718074,429.217423,0.166667,12 +C14833,5.336222,0.272727,57,0,57,0,0.25,0,0.166667,0,0,3,5000,164.041195,124.16248,1,12 +C14834,3363.288511,1,1123.42,865.78,257.64,1992.271699,1,1,0.583333,0.166667,2,30,4500,4772.462052,948.702747,0,12 +C14835,1475.396878,1,5055.77,2931.91,2123.86,0,1,0.333333,1,0,0,69,1900,4826.844372,1879.122243,0,12 +C14836,15155.53286,1,717.24,717.24,0,4718.274895,1,1,0,0.5,7,24,18000,4002.194556,3843.924668,0,12 +C14837,782.392041,1,8168.9,3000.97,5167.93,0,1,0.666667,1,0,0,59,16500,7455.296139,232.694923,0.916667,12 +C14838,3157.715309,1,548.79,548.79,0,3075.115015,0.583333,0.583333,0,0.166667,5,48,3500,3817.151157,852.200705,0.083333,12 +C14839,872.07108,1,853,0,853,999.04114,0.5,0,0.416667,0.083333,3,6,4000,784.917897,276.484296,0,12 +C14841,1904.495561,1,4044.14,2961.8,1082.34,0,1,0.916667,1,0,0,66,6700,6312.820074,520.454965,0,12 +C14842,1186.287841,1,115.5,115.5,0,0,0.166667,0.166667,0,0,0,3,1200,446.088328,356.432463,0,12 +C14843,3838.312836,1,0,0,0,1256.712548,0,0,0,0.5,11,0,9500,1419.130675,1076.233929,0,12 +C14844,5975.063353,1,345.3,345.3,0,3599.222154,0.166667,0.166667,0,0.666667,18,2,6500,2010.926039,2784.103858,0,12 +C14845,2005.438728,1,956.05,818.73,137.32,0,0.583333,0.5,0.25,0,0,16,2500,915.734963,592.444909,0,12 +C14846,6749.994904,1,0,0,0,4561.826799,0,0,0,0.416667,10,0,11500,4930.710131,4974.373221,0,12 +C14847,6.127959,0.636364,82.85,0,82.85,0,0.636364,0,0.545455,0,0,13,3500,100.08381,108.827629,0.4,11 +C14848,1994.694769,1,248.75,248.75,0,1016.518185,0.166667,0.166667,0,0.083333,1,2,6000,568.025868,562.654151,0,12 +C14849,7404.850748,1,0,0,0,12405.2945,0,0,0,0.5,13,0,11500,13956.71873,1633.85526,0.083333,12 +C14850,6950.583049,1,400.98,0,400.98,259.046858,0.5,0,0.416667,0.083333,1,6,12500,2008.360568,1704.533297,0,12 +C14851,5976.796897,1,1194.52,0,1194.52,790.205561,0.416667,0,0.333333,0.333333,6,15,6000,2722.095294,2670.210603,0,12 +C14852,19.846569,1,0,0,0,133.049604,0,0,0,0.285714,2,0,1200,48.739156,97.986182,0,7 +C14853,6456.515148,1,0,0,0,3802.386718,0,0,0,0.75,17,0,7500,2640.103648,1789.614843,0,12 +C14854,2651.484926,1,908.15,0,908.15,1008.639756,1,0,1,0.333333,9,23,3000,4361.679346,943.46896,0.083333,12 +C14855,1091.437438,1,1237.37,447.6,789.77,0,0.833333,0.166667,0.75,0,0,13,4500,833.893431,279.421489,0,12 +C14856,28.588826,1,151.92,0,151.92,0,1,0,0.875,0,0,8,1000,111.631804,111.312954,0.666667,8 +C14857,703.368382,1,64,0,64,0,0.5,0,0.416667,0,0,6,2550,179.083715,212.119486,0,12 +C14858,1512.218864,1,1002.93,825.89,177.04,0,1,0.833333,0.333333,0,0,23,4000,328.446221,344.205824,0,12 +C14859,1608.052487,0.545455,0,0,0,2496.721337,0,0,0,0.25,3,0,5000,9933.62261,684.647727,0.166667,12 +C14860,233.961592,1,248.44,13,235.44,0,0.5,0.083333,0.416667,0,0,6,1200,219.96077,174.71331,0,12 +C14861,159.36681,0.636364,1277.5,0,1277.5,0,0.583333,0,0.5,0,0,7,2500,1315.820451,173.58488,0.4,12 +C14862,27.40855,1,290.6,290.6,0,0,1,1,0,0,0,12,2000,315.279531,170.973738,0.083333,12 +C14863,1132.796058,1,519.79,519.79,0,0,0.583333,0.583333,0,0,0,8,1200,642.723631,436.088187,0,12 +C14864,101.874313,0.636364,70,70,0,365.228157,0.083333,0.083333,0,0.333333,6,1,2500,464.687342,178.912575,0.166667,12 +C14865,862.753623,1,1282.38,0,1282.38,0,0.916667,0,0.833333,0,0,11,11500,930.179257,179.698273,0,12 +C14866,3753.102666,1,0,0,0,702.912179,0,0,0,0.583333,7,0,11000,1029.476417,921.100658,0,12 +C14867,996.223227,1,0,0,0,1398.39554,0,0,0,0.083333,1,0,8000,2369.167737,226.016919,0,12 +C14868,4035.138453,1,0,0,0,2399.437045,0,0,0,0.25,3,0,7000,1474.388466,927.057881,0,12 +C14870,1845.210833,1,0,0,0,1960.264859,0,0,0,0.25,3,0,4500,331.387568,600.297574,0,12 +C14871,46.56216,1,261.16,0,261.16,0,1,0,1,0,0,16,4000,230.605229,179.077671,0.25,12 +C14872,299.179091,0.454545,1147.23,1071.7,75.53,0,0.25,0.083333,0.25,0,0,6,4000,1460.796216,80.470536,0.181818,12 +C14873,2917.079199,1,0,0,0,844.083928,0,0,0,0.416667,13,0,3000,1360.117166,1562.665426,0,12 +C14874,3062.16821,0.9,2253.98,920.54,1333.44,4161.09715,0.9,0.8,0.8,0.8,30,68,9000,1132.237548,960.131857,0,10 +C14876,320.33625,1,0,0,0,1258.982051,0,0,0,0.583333,14,0,6500,1746.672526,194.539211,0.083333,12 +C14877,24.176932,1,189.85,189.85,0,0,0.333333,0.333333,0,0,0,4,3000,184.60455,100.687061,0,12 +C14878,5496.421462,1,0,0,0,2338.977761,0,0,0,0.083333,2,0,6000,1292.534876,1605.355165,0,12 +C14879,0.074724,0.181818,0,0,0,370.73048,0,0,0,0.083333,1,0,1000,1628.657052,11.51534,1,12 +C14880,6063.976197,1,3987.01,3531.24,455.77,2791.263609,0.833333,0.416667,0.75,0.416667,13,25,7500,1423.187576,1583.370963,0,12 +C14881,2669.587009,1,0,0,0,967.482287,0,0,0,0.083333,1,0,6500,666.186973,655.620366,0,12 +C14882,86.206262,1,626.28,210.7,415.58,0,0.833333,0.416667,0.666667,0,0,22,3000,729.334233,164.106431,0,12 +C14884,958.26975,1,0,0,0,171.920223,0,0,0,0.416667,8,0,1000,327.333462,308.017569,0,12 +C14885,10929.05958,1,675.89,500.39,175.5,1521.869211,0.916667,0.25,0.666667,0.333333,12,12,12000,2639.956641,3049.937917,0,12 +C14886,11581.9335,1,0,0,0,9236.092963,0,0,0,0.5,23,0,13000,2132.826323,4814.853217,0,12 +C14887,207.209597,1,13.66,0,13.66,0,0.090909,0,0.090909,0,0,1,7000,1703.339459,208.367436,0,11 +C14888,3139.267322,1,5393.36,2094.44,3298.92,0,1,0.583333,1,0,0,86,3000,4173.119357,5573.463031,0,12 +C14889,2689.895528,1,0,0,0,270.201463,0,0,0,0.083333,1,0,2900,639.484442,640.261805,0,12 +C14890,1406.627442,1,2315.86,1339.26,976.6,0,0.916667,0.416667,0.833333,0,0,27,4000,3176.971719,462.419982,0,12 +C14892,1594.485356,1,2650.91,2123.9,527.01,0,1,0.25,1,0,0,33,7000,1416.618009,427.14706,0,12 +C14894,3755.184007,1,3211.86,1420.58,1791.28,0,1,0.75,0.833333,0,0,22,11000,3198.261943,960.856638,0,12 +C14895,38.795708,0.636364,229.48,229.48,0,0,0.25,0.25,0,0,0,3,3050,392.882251,132.864883,0,12 +C14896,37.911473,0.818182,254,84,170,0,0.666667,0.166667,0.5,0,0,12,3000,248.076679,185.502626,0.5,12 +C14897,1723.804529,1,3145.79,997.29,2148.5,0,1,0.333333,1,0,0,26,6000,995.065501,387.473541,0,12 +C14898,165.290723,0.818182,971.2,971.2,0,446.94537,0.166667,0.166667,0,0.083333,1,3,1000,1922.505496,124.779308,0.666667,12 +C14899,683.391465,0.636364,0,0,0,1786.070392,0,0,0,0.083333,4,0,3000,346.494649,159.136566,0,12 +C14900,10.358325,0.454545,98.83,98.83,0,0,0.454545,0.454545,0,0,0,5,7000,116.299635,145.320085,0.666667,11 +C14901,1063.614099,1,0,0,0,196.616463,0,0,0,0.083333,1,0,1200,206.505212,316.230814,0,12 +C14902,98.290292,0.545455,4440.8,4440.8,0,0,0.583333,0.583333,0,0,0,19,1500,7150.995346,119.097785,0.75,12 +C14903,1540.879308,0.909091,0,0,0,154.550357,0,0,0,0.090909,1,0,4000,720.558343,334.635642,0,11 +C14904,3083.636304,1,250,0,250,0,0.5,0,0.416667,0,0,6,10000,4669.193554,893.368255,0.083333,12 +C14905,1098.457059,1,0,0,0,18.510103,0,0,0,0.083333,1,0,1200,224.204359,551.721679,0,12 +C14906,4836.914446,1,305.6,305.6,0,0,0.166667,0.166667,0,0,0,2,16500,2547.923816,1602.370029,0,12 +C14907,131.069154,1,1315.39,313.08,1002.31,0,1,1,1,0,0,50,3500,1123.656185,182.23728,1,12 +C14908,49.564532,1,433.5,273.94,159.56,0,0.909091,0.181818,0.909091,0,0,13,9000,465.466079,148.914581,0.272727,11 +C14909,1967.70274,1,744.9,669.9,75,956.424536,0.5,0.416667,0.083333,0.25,7,10,4000,449.758817,647.309788,0,12 +C14910,1669.128355,1,0,0,0,335.056814,0,0,0,0.166667,2,0,1800,528.612762,607.334479,0,12 +C14911,56.116326,0.181818,368.47,368.47,0,66.320495,0.083333,0.083333,0,0.083333,2,5,2500,174.470592,167.4688,1,12 +C14912,227.184126,0.272727,50,50,0,947.140065,0.083333,0.083333,0,0.166667,2,1,5500,2074.177677,162.04957,0,12 +C14913,1417.157652,1,562.5,0,562.5,0,0.416667,0,0.416667,0,0,5,1500,987.794574,861.298259,0,12 +C14914,1406.483149,1,0,0,0,363.680545,0,0,0,0.125,1,0,1500,214.423727,362.96484,0,8 +C14915,0,0,581,0,581,0,0.583333,0,0.583333,0,0,7,1000,692.523718,,0,12 +C14916,1124.582725,1,0,0,0,219.933843,0,0,0,0.333333,4,0,1200,446.251464,228.206218,0,12 +C14917,110.409387,0.727273,992.88,992.88,0,0,0.416667,0.416667,0,0,0,12,4500,791.103098,148.537836,0,12 +C14918,4929.758948,1,4939.1,4939.1,0,2365.84349,0.666667,0.666667,0,0.25,7,309,6000,3952.187547,5234.368383,0,12 +C14919,687.378139,1,74.42,0,74.42,0,0.25,0,0.25,0,0,3,700,353.250281,492.588377,0,12 +C14920,7.167028,0.363636,99,99,0,0,0.333333,0.333333,0,0,0,4,6000,196.556706,85.643203,0,12 +C14921,49.433937,1,387,0,387,0,1,0,0.888889,0,0,9,3000,335.472854,122.280528,1,9 +C14922,1427.949491,1,0,0,0,617.736537,0,0,0,0.166667,2,0,1800,2163.873958,329.166007,0.083333,12 +C14923,17.141376,0.818182,182.1,33.6,148.5,113.918826,0.25,0.083333,0.083333,0.083333,1,4,6000,255.074373,93.628909,0.2,12 +C14924,2285.655394,0.9,3648.73,2517.43,1131.3,2034.664095,0.9,0.9,0.6,0.5,7,46,7000,586.67656,558.834333,0,10 +C14925,341.149186,1,48.78,48.78,0,0,0.083333,0.083333,0,0,0,1,500,256.731955,259.3518,0,12 +C14926,91.705554,1,1468.1,1468.1,0,0,0.833333,0.833333,0,0,0,27,3000,1502.962138,110.071016,0.5,12 +C14927,2032.338405,0.909091,158.24,0,158.24,2508.932178,0.666667,0,0.583333,0.25,5,8,2500,625.314406,632.198197,0,12 +C14928,4.12565,0.363636,25.69,25.69,0,0,0.083333,0.083333,0,0,0,1,4500,163.352538,128.336305,0,12 +C14929,709.473364,1,548.85,385.29,163.56,153.665694,0.666667,0.333333,0.5,0.083333,1,13,1200,381.15677,213.8837,0,12 +C14930,8048.03442,1,0,0,0,6163.107978,0,0,0,0.333333,10,0,12000,2165.252987,2164.447843,0,12 +C14931,2755.306896,0.909091,2754.49,1974,780.49,3193.924548,0.75,0.416667,0.583333,0.333333,9,43,13000,4843.691023,774.60303,0,12 +C14932,348.646985,0.818182,230,230,0,1099.152158,0.166667,0.166667,0,0.083333,1,2,1200,443.364076,271.562248,0,12 +C14933,472.663708,0.545455,310.44,0,310.44,0,0.416667,0,0.416667,0,0,5,4000,2493.243567,222.654608,0.142857,12 +C14934,387.585128,0.333333,0,0,0,2494.497971,0,0,0,0.333333,21,0,3000,0,,0,6 +C14935,120.658015,1,349.12,349.12,0,0,0.25,0.25,0,0,0,4,2700,383.414493,163.463142,0,12 +C14936,105.385636,1,1536.31,344.91,1191.4,0,0.666667,0.166667,0.416667,0,0,8,3000,1639.344093,161.467632,0.625,12 +C14937,2843.942194,1,0,0,0,266.975744,0,0,0,0.583333,10,0,3000,869.193769,910.703762,0,12 +C14938,28.315171,0.5,225.02,111.7,113.32,0,0.375,0.125,0.125,0,0,3,10000,315.246249,118.313994,1,8 +C14939,949.530268,1,45.65,45.65,0,47.786053,0.083333,0.083333,0,0.083333,1,1,1000,303.450157,456.016895,0,12 +C14940,34.706824,0.181818,242.9,242.9,0,0,0.083333,0.083333,0,0,0,2,1500,85.290895,174.958496,0,12 +C14941,3596.749572,1,0,0,0,1172.638871,0,0,0,0.166667,3,0,6000,1499.401344,765.099049,0,12 +C14942,49.920897,1,400.19,400.19,0,0,1,1,0,0,0,14,8500,363.703322,177.221407,0.727273,12 +C14943,120.945829,0.7,33.38,0,33.38,0,0.2,0,0.1,0,0,2,1000,514.002301,148.330512,0,10 +C14944,1118.479084,1,325.95,203.96,121.99,0,0.666667,0.333333,0.25,0,0,9,2400,290.888289,369.130795,0,12 +C14945,216.184011,0.454545,0,0,0,948.380744,0,0,0,0.166667,2,0,1200,243.64342,173.667325,0,12 +C14946,3997.572659,1,0,0,0,3516.5482,0,0,0,0.272727,6,0,4500,1456.274689,1310.022633,0,11 +C14947,1906.703614,1,780,0,780,0,1,0,1,0,0,12,3000,1338.303471,598.649198,0,12 +C14948,1747.359784,1,0,0,0,413.38083,0,0,0,0.333333,8,0,1800,700.732344,755.249544,0,12 +C14949,2363.615492,1,1441.32,374.64,1066.68,0,0.833333,0.083333,0.833333,0,0,11,6000,1055.392983,988.408977,0,12 +C14950,1247.196735,1,243,243,0,0,0.333333,0.333333,0,0,0,9,1200,529.091477,919.446681,0,12 +C14951,336.640397,1,589.59,165,424.59,0,0.833333,0.083333,0.75,0,0,17,5000,839.728514,184.635553,0,12 +C14952,135.493002,1,0,0,0,499.794103,0,0,0,0.25,4,0,1200,1844.110066,185.379277,0.166667,12 +C14953,957.980588,1,424.76,0,424.76,0,0.333333,0,0.333333,0,0,4,5000,504.56116,337.959338,0,12 +C14954,965.236679,1,2786.08,763.82,2022.26,0,0.75,0.333333,0.666667,0,0,33,4500,1399.589495,244.198717,0,12 +C14955,260.409355,1,545.34,257.34,288,0,0.416667,0.166667,0.166667,0,0,9,1500,384.809868,189.1629,0,12 +C14956,2772.790822,1,337.98,0,337.98,198.185224,1,0,1,0.416667,7,45,3000,1043.396353,1046.955311,0,12 +C14957,1305.266304,0.833333,1078.89,844.99,233.9,2081.15215,0.833333,0.833333,0.666667,0.666667,4,20,5000,164.080259,191.069553,0,6 +C14958,1153.335938,1,886.56,0,886.56,0,1,0,1,0,0,12,1000,724.171914,2256.223464,0,12 +C14959,633.388444,1,830.45,830.45,0,0,0.416667,0.416667,0,0,0,8,6000,497.263402,239.606651,0,12 +C14960,5830.700298,1,4079.01,507,3572.01,0,1,0.333333,1,0,0,72,11500,2038.201869,1375.326986,0,12 +C14961,4931.40051,1,540,540,0,527.008867,0.083333,0.083333,0,0.25,6,2,11500,1174.80652,1147.961544,0,12 +C14962,344.532447,1,3603,1990.05,1612.95,0,1,1,1,0,0,44,6000,2912.826118,186.295633,1,12 +C14963,743.52397,1,962.78,278.48,684.3,360.154972,1,0.25,1,0.083333,1,30,1000,402.895757,794.825011,0,12 +C14964,1161.901683,1,10903.22,7841.79,3061.43,0,1,1,1,0,0,136,12000,10799.00074,235.88019,1,12 +C14965,10.451064,0.333333,405.93,405.93,0,0,0.111111,0.111111,0,0,0,1,6500,831.748202,165.599724,0,9 +C14966,256.028048,1,627.42,0,627.42,0,0.833333,0,0.833333,0,0,16,2500,288.225797,174.799517,0.083333,12 +C14967,1109.172807,0.909091,190,190,0,1496.441591,0.083333,0.083333,0,0.166667,5,1,1500,795.189855,331.294133,0,12 +C14968,15.307062,1,71.52,0,71.52,0,1,0,0.833333,0,0,6,1500,55.180487,69.3025,0.25,6 +C14969,1056.954525,1,0,0,0,744.221343,0,0,0,0.333333,11,0,2500,498.592426,250.571856,0,12 +C14970,4797.567431,1,0,0,0,4824.425698,0,0,0,0.333333,10,0,5000,5965.070573,2108.574767,0.083333,12 +C14971,42.363094,0.571429,0,0,0,260.723304,0,0,0,0.285714,2,0,1200,440.939379,39.551362,0,7 +C14972,608.422266,0.636364,0,0,0,2338.86519,0,0,0,0.166667,2,0,4000,600.277524,369.688294,0,12 +C14973,7.950803,0.636364,92.2,0,92.2,0,0.583333,0,0.583333,0,0,7,3000,152.592178,125.684033,0.166667,12 +C14974,927.983543,1,1321.52,1321.52,0,0,0.25,0.25,0,0,0,15,4500,527.949934,264.030133,0,12 +C14975,821.933113,1,987.26,872.64,114.62,0,0.916667,0.833333,0.416667,0,0,29,6500,1605.098906,212.082883,0,12 +C14976,46.773238,0.545455,2166.56,0,2166.56,0,0.666667,0,0.583333,0,0,16,3000,1969.308069,100.53897,0.4,12 +C14977,42.755706,0.545455,350.94,284.29,66.65,0,0.25,0.25,0.25,0,0,9,5000,1191.823088,195.006921,0.4,12 +C14978,95.731707,1,632.3,200,432.3,0,0.916667,0.083333,0.916667,0,0,12,2000,606.576346,173.221204,0.5,12 +C14979,889.767658,1,2997.02,1823.02,1174,0,0.916667,0.416667,0.916667,0,0,22,7000,2199.48968,244.279734,0,12 +C14980,1456.399956,0.909091,0,0,0,4116.968065,0,0,0,0.727273,34,0,2500,2793.487295,545.874795,0,11 +C14981,72.372971,0.363636,456.7,456.7,0,0,0.25,0.25,0,0,0,4,1200,312.287787,163.340754,0,12 +C14982,405.052353,1,515.14,69,446.14,0,0.583333,0.083333,0.416667,0,0,11,4500,281.491353,280.482025,0,12 +C14983,855.811816,1,1960.18,306.18,1654,271.838738,1,0.083333,0.916667,0.083333,1,42,3000,2043.814652,324.863481,0.1,12 +C14984,1074.258487,1,11.35,0,11.35,0,0.083333,0,0.083333,0,0,1,1200,421.348577,206.637191,0,12 +C14985,3024.642476,1,0,0,0,2381.716886,0,0,0,0.083333,2,0,8000,578.458133,1031.5915,0,12 +C14986,597.410794,0.909091,344.75,289.3,55.45,1347.900815,0.25,0.25,0.166667,0.416667,9,7,2500,2026.647785,172.765035,0,12 +C14987,43.20377,1,308.22,0,308.22,0,0.916667,0,0.916667,0,0,11,2000,331.111373,162.258275,0.5,12 +C14988,79.517489,0.818182,335.38,270,65.38,0,0.25,0.083333,0.083333,0,0,3,3000,413.920617,122.063597,0.111111,12 +C14989,35.16925,0.636364,272.34,0,272.34,0,0.416667,0,0.416667,0,0,8,1500,386.322209,104.5487,0.272727,12 +C14990,5177.774511,1,1562.74,979.99,582.75,1443.200669,0.666667,0.166667,0.5,0.166667,4,9,9000,3770.423728,1262.016427,0,12 +C14991,80.298186,0.727273,1090,0,1090,0,0.5,0,0.416667,0,0,6,4500,1015.891727,166.102478,0.666667,12 +C14992,1202.204204,1,435.04,435.04,0,0,0.916667,0.916667,0,0,0,11,1200,686.958695,847.988773,0,12 +C14993,31.161679,0.545455,300,0,300,0,0.5,0,0.5,0,0,6,11500,619.179957,162.175915,1,12 +C14994,176.162762,0.909091,1814.64,1614.64,200,0,0.583333,0.583333,0.083333,0,0,25,4000,1847.959268,81.667964,0.333333,12 +C14995,703.407676,1,637.84,0,637.84,0,0.636364,0,0.545455,0,0,7,4500,888.272466,210.538977,0,11 +C14996,445.921101,1,1580.56,701.61,878.95,2703.408056,1,0.666667,1,0.5,14,61,2500,3992.8893,185.418931,1,12 +C14997,3083.784255,1,0,0,0,737.652849,0,0,0,0.166667,2,0,5500,1033.581612,746.430888,0,12 +C14998,31.111548,1,110,110,0,0,0.083333,0.083333,0,0,0,1,8000,228.192095,73.146612,0,12 +C15000,503.732786,1,1730.3,1401.15,329.15,0,0.916667,0.583333,0.333333,0,0,21,2500,2293.371099,179.553478,0.083333,12 +C15001,176.837859,1,108.39,0,108.39,0,0.416667,0,0.416667,0,0,6,1500,56.561603,174.299229,0,12 +C15002,94.537529,1,1399.55,1399.55,0,0,0.916667,0.916667,0,0,0,12,7500,471.663042,209.623931,0.3,12 +C15003,661.940291,1,755.14,482.9,272.24,0,0.916667,0.75,0.75,0,0,29,6500,2284.482833,247.277952,0.333333,12 +C15004,8.799432,0.454545,1591.48,218.8,1372.68,0,0.833333,0.25,0.666667,0,0,23,2000,1496.045221,72.016021,0.2,12 +C15005,3106.418215,0.636364,0,0,0,2139.745589,0,0,0,0.333333,6,0,10000,11508.41333,1296.671661,0.142857,12 +C15006,827.393597,0.727273,693.89,0,693.89,0,0.416667,0,0.416667,0,0,13,1500,1954.590955,700.486647,0.090909,12 +C15007,0,0,94.5,0,94.5,0,0.166667,0,0.166667,0,0,2,1500,0,,0,12 +C15008,4361.964176,1,0,0,0,288.451529,0,0,0,0.166667,2,0,4500,1041.187421,1583.295751,0,12 +C15009,73.10055,1,78.09,0,78.09,0,0.25,0,0.166667,0,0,3,4000,93.718849,256.977391,0,12 +C15010,7.047482,0.545455,321.07,321.07,0,0,0.916667,0.916667,0,0,0,11,3000,285.785253,52.529089,0,12 +C15011,353.895121,1,2073.54,2073.54,0,175.826711,0.75,0.75,0,0.25,4,35,700,1633.858307,156.422554,0.333333,12 +C15012,5911.506531,0.9,0,0,0,7098.892954,0,0,0,0.3,13,0,8000,1156.310659,1880.717414,0,10 +C15013,8.523984,0.363636,130.32,0,130.32,0,0.166667,0,0.083333,0,0,2,1500,64.34569,100.347627,0,12 +C15014,3096.831684,1,4492.85,1076.95,3415.9,0,1,1,1,0,0,40,10000,3853.65899,708.700191,0,12 +C15015,2468.506177,1,0,0,0,648.808629,0,0,0,0.25,4,0,2500,601.740186,1085.79506,0,12 +C15016,1341.000157,1,1355.77,1220.45,135.32,929.959753,0.916667,0.666667,0.5,0.083333,1,24,4000,553.207757,351.43166,0,12 +C15017,169.343874,0.818182,1553.8,1553.8,0,0,0.5,0.5,0,0,0,8,16500,1921.042991,125.895667,0.8,12 +C15018,18.112481,0.636364,206.69,0,206.69,0,0.416667,0,0.416667,0,0,5,2000,259.021737,95.4525,0.3,12 +C15019,287.493279,0.222222,1709,1709,0,0,0.111111,0.111111,0,0,0,1,2283.333333,5120.550705,259.56173,0,9 +C15020,38.013028,1,469.62,0,469.62,0,0.833333,0,0.833333,0,0,12,4000,744.854844,68.98672,0.4,12 +C15021,8.570991,0.272727,149.55,149.55,0,0,0.083333,0.083333,0,0,0,1,5000,447.377119,97.176376,0,12 +C15022,7.20735,0.545455,152.02,0,152.02,0,0.583333,0,0.5,0,0,7,1000,219.445915,99.133361,0.5,12 +C15023,15.667283,1,147.48,0,147.48,0,1,0,1,0,0,12,3000,137.105608,124.544483,0.416667,12 +C15025,955.159037,1,440.57,45.65,394.92,0,0.666667,0.083333,0.666667,0,0,13,1000,684.090131,591.385845,0,12 +C15026,827.255067,1,281.97,0,281.97,0,0.416667,0,0.416667,0,0,5,1000,298.808637,232.286208,0,12 +C15027,2472.017517,1,2317.89,1716.02,601.87,0,1,0.583333,0.75,0,0,55,5500,647.118596,769.790351,0,12 +C15028,22.322215,0.363636,448,190,258,0,0.333333,0.083333,0.25,0,0,5,3000,1262.320878,132.889435,1,12 +C15029,1764.083164,1,329.47,0,329.47,58.536178,1,0,1,0.166667,2,22,1800,789.269658,798.373689,0,12 +C15030,23.651198,0.454545,250,0,250,0,0.416667,0,0.333333,0,0,5,1200,475.347623,173.942309,1,12 +C15031,1886.811282,1,146.73,146.73,0,3249.377014,0.166667,0.166667,0,0.416667,10,2,3000,2817.269516,523.086888,0.083333,12 +C15032,232.140345,0.818182,552.66,76,476.66,76.633316,1,0.166667,1,0.083333,2,20,500,1123.972876,332.553992,0.090909,12 +C15033,17.092052,0.454545,1160,0,1160,0,1,0,1,0,0,29,7000,1587.607855,78.175369,0.4,12 +C15034,4746.953711,0.909091,0,0,0,939.38774,0,0,0,0.454545,10,0,11000,1257.708437,1029.681413,0,11 +C15035,30.969957,0.666667,319.67,319.67,0,0,0.666667,0.666667,0,0,0,5,7500,103.198108,55.782805,0,6 +C15036,201.463595,1,2148.34,638.34,1510,0,1,1,0.166667,0,0,32,5000,1951.521978,147.236428,1,12 +C15037,322.411152,1,1506.92,813.02,693.9,0,1,1,0.583333,0,0,33,2500,1567.278435,167.076537,0,12 +C15038,1129.185643,1,0,0,0,1385.126221,0,0,0,0.25,3,0,1500,1275.071841,293.203915,0,12 +C15039,99.643727,1,677.68,655.68,22,0,1,1,0.083333,0,0,14,3000,809.678399,148.487769,0.272727,12 +C15040,651.394216,1,2529.64,1014.32,1515.32,0,1,0.916667,1,0,0,83,7500,2334.314811,200.435964,0,12 +C15041,1409.256223,0.9,4569.65,1748.94,2820.71,3883.517967,0.7,0.6,0.6,0.4,5,24,30000,5772.813158,472.103929,0,10 +C15042,194.927,0.909091,2061.48,1613.06,448.42,0,0.833333,0.5,0.5,0,0,23,8500,1937.914753,144.660755,0.636364,12 +C15043,6758.987905,1,198.96,26.6,172.36,7019.083751,0.5,0.083333,0.416667,0.083333,13,7,11000,2337.875284,3171.185979,0,12 +C15044,2332.496766,1,0,0,0,1848.691278,0,0,0,0.083333,1,0,9700,803.519921,548.26632,0,12 +C15045,1860.469601,1,0,0,0,303.822585,0,0,0,0.166667,2,0,4000,560.883507,436.589785,0,12 +C15046,920.529926,0.857143,462.33,462.33,0,1065.754951,0.571429,0.571429,0,0.285714,3,11,1200,514.839542,318.922693,0,7 +C15047,3347.700395,1,5967.42,5016.08,951.34,0,1,1,1,0,0,73,11500,3012.483841,811.061687,0,12 +C15048,947.70851,1,483.4,483.4,0,1288.83283,0.083333,0.083333,0,0.166667,2,1,2000,394.907752,280.049702,0,12 +C15049,574.032791,1,1606.51,0,1606.51,0,1,0,1,0,0,98,1000,1844.561564,449.515886,0.083333,12 +C15050,3067.274152,1,0,0,0,591.246114,0,0,0,0.083333,1,0,3500,692.136868,877.674613,0,12 +C15051,768.881695,0.727273,408.59,408.59,0,0,0.25,0.25,0,0,0,7,2500,2095.952073,250.856639,0.125,12 +C15052,1190.884428,0.857143,0,0,0,1817.843113,0,0,0,0.285714,2,0,2000,290.690807,251.393985,0,7 +C15054,1710.119356,1,1697.15,122.9,1574.25,0,0.916667,0.166667,0.916667,0,0,37,7500,1161.146904,390.404693,0,12 +C15055,229.878735,0.272727,0,0,0,928.309409,0,0,0,0.090909,1,0,3000,101.7826,203.285024,0,11 +C15056,4766.360515,1,2894.04,2583.82,310.22,1386.851165,1,1,0.416667,0.166667,2,34,20000,1302.79339,1245.948419,0,12 +C15057,3007.664861,1,534.26,365.51,168.75,0,0.833333,0.583333,0.75,0,0,21,16000,3007.94197,807.008705,0,12 +C15058,1871.597836,1,3220.25,208.49,3011.76,2367.006699,0.833333,0.166667,0.75,0.416667,15,28,5500,448.564207,559.391166,0,12 +C15059,1455.745146,1,266,266,0,168.514165,0.222222,0.222222,0,0.222222,2,4,1500,284.966485,302.737808,0,9 +C15060,1986.558317,1,0,0,0,872.861808,0,0,0,0.166667,4,0,6500,653.211583,587.112789,0,12 +C15061,36.174755,1,315,0,315,0,1,0,1,0,0,12,1000,294.181491,166.626282,0,12 +C15062,129.836526,0.909091,1433.99,743.99,690,0,0.909091,0.454545,0.636364,0,0,19,4000,1363.134203,141.64886,0.875,11 +C15063,206.978089,1,0,0,0,500.665069,0,0,0,0.090909,2,0,3000,936.856845,163.934517,0.090909,11 +C15064,1192.594159,1,1324.82,1000.12,324.7,914.684674,0.666667,0.5,0.416667,0.333333,4,17,6000,610.477936,361.259813,0,12 +C15065,50.564486,0.909091,84,84,0,259.105418,0.083333,0.083333,0,0.083333,2,2,2000,474.054081,222.202924,0.3,12 +C15067,62.104602,0.636364,377.62,0,377.62,0,0.5,0,0.5,0,0,6,2500,548.900318,99.168927,0.181818,12 +C15068,56.945201,0.454545,328.1,328.1,0,0,0.166667,0.166667,0,0,0,4,6500,437.845434,117.947254,0,12 +C15069,8.421315,0.272727,60,60,0,0,0.083333,0.083333,0,0,0,1,6000,250.155585,122.06814,0,12 +C15070,15.810927,0.363636,246.29,246.29,0,0,0.181818,0.181818,0,0,0,4,500,149.886496,23.3231,0,11 +C15071,44.613002,0.363636,281.7,281.7,0,0,0.083333,0.083333,0,0,0,2,7500,401.455848,75.081916,0,12 +C15073,2342.724406,0.909091,0,0,0,4697.170219,0,0,0,0.333333,7,0,8000,6049.990217,517.090852,0.090909,12 +C15074,3164.714813,1,839.65,815.65,24,96.764357,0.5,0.416667,0.083333,0.083333,1,7,4000,740.325412,1010.532573,0,12 +C15075,2068.865586,1,0,0,0,1285.834671,0,0,0,0.166667,2,0,2500,607.215424,496.404113,0,12 +C15076,0,0,265.76,0,265.76,0,0.916667,0,0.916667,0,0,11,1500,288.141157,14.094123,0,12 +C15077,14.891908,0.818182,59.8,59.8,0,0,0.166667,0.166667,0,0,0,2,500,98.211239,119.964053,0,12 +C15078,1367.301373,1,231.41,0,231.41,0,1,0,1,0,0,16,2500,107.242408,257.56864,0,6 +C15079,299.82542,1,480,130,350,416.566286,1,0.142857,0.857143,0.428571,3,8,1000,113.970639,100.59858,0,7 +C15080,0,0,0,0,0,253.887233,0,0,0,0.111111,1,0,500,2437.932505,,0,9 +C15081,1176.088299,1,0,0,0,1106.360593,0,0,0,0.166667,4,0,1200,27.832777,7751.321328,0,12 +C15082,1164.125671,1,0,0,0,3087.004701,0,0,0,0.25,5,0,3500,244.853194,748.670976,0,12 +C15083,25.499945,0.727273,62.53,62.53,0,0,0.083333,0.083333,0,0,0,1,1700,1637.518241,110.864194,0.090909,12 +C15084,3646.30636,1,594.88,133.9,460.98,3281.891728,0.416667,0.166667,0.333333,0.5,15,9,9000,732.79341,1135.596349,0,12 +C15085,164.583178,0.454545,1489.28,918.48,570.8,0,0.333333,0.25,0.25,0,0,8,3500,1858.087268,176.445411,0,12 +C15086,2980.628942,1,1352.52,1352.52,0,0,0.083333,0.083333,0,0,0,1,10000,782.875155,760.415003,0,12 +C15087,3350.186138,1,0,0,0,2887.013513,0,0,0,0.5,10,0,4500,1161.817205,902.109479,0,12 +C15088,1101.8547,1,0,0,0,38.930597,0,0,0,0.083333,1,0,2100,292.271318,282.262223,0,12 +C15089,468.294595,1,4164.14,3215.54,948.6,0,1,1,1,0,0,53,4000,3958.926162,203.066713,1,12 +C15090,63.928065,1,183.6,0,183.6,0,1,0,1,0,0,12,1500,141.055898,171.950243,0,12 +C15091,906.613422,0.888889,0,0,0,2222.768202,0,0,0,0.666667,11,0,3000,1450.04403,229.914965,0.142857,9 +C15092,798.693995,1,0,0,0,1865.808018,0,0,0,0.666667,11,0,3000,180.865117,301.842645,0,12 +C15093,3.750633,0.181818,159.6,0,159.6,879.373487,0.166667,0,0.083333,0.083333,2,2,4500,966.963956,14.83825,0,12 +C15094,1281.842665,1,0,0,0,371.667107,0,0,0,0.333333,4,0,1500,576.243687,407.81451,0,12 +C15095,863.130387,1,37.3,37.3,0,0,0.166667,0.166667,0,0,0,2,1000,164.343581,176.441403,0,12 +C15096,50.302615,0.636364,0,0,0,575.797773,0,0,0,0.166667,2,0,500,511.341658,186.033645,0,12 +C15097,33.817964,0.909091,232.45,0,232.45,0,0.833333,0,0.833333,0,0,10,1800,243.407128,141.988053,0.363636,12 +C15098,559.917793,1,4760.11,2907.18,1852.93,19.930337,1,1,1,0.083333,1,85,4000,3632.719723,239.701062,0.181818,12 +C15099,2671.979402,1,1469.66,1427.43,42.23,2150.272488,0.666667,0.583333,0.166667,0.25,19,43,3000,4047.049777,1682.737989,0,12 +C15100,814.781581,1,832.7,832.7,0,757.375098,0.666667,0.666667,0,0.333333,7,19,4000,265.237605,226.573606,0,12 +C15101,1184.434511,0.818182,99.8,99.8,0,3445.51955,0.083333,0.083333,0,0.583333,48,2,3000,3497.925485,512.876256,0.111111,12 +C15102,3.198999,0.090909,45.87,0,45.87,0,0.083333,0,0.083333,0,0,1,3000,89.700598,14.369082,0,12 +C15103,33.267171,0.909091,341.45,0,341.45,0,0.833333,0,0.833333,0,0,17,5000,361.47312,156.23979,0.9,12 +C15104,261.462528,1,2893.57,1690.63,1202.94,0,1,1,1,0,0,71,10000,2567.609796,182.974604,1,12 +C15105,2659.411879,1,177.62,177.62,0,1831.115496,0.166667,0.166667,0,0.583333,19,4,4000,577.131439,624.924987,0,12 +C15106,8.077527,0.545455,125,0,125,0,0.545455,0,0.454545,0,0,6,1500,155.940858,97.910986,0.714286,11 +C15107,115.937936,0.272727,0,0,0,1529.395551,0,0,0,0.083333,4,0,1800,109.424145,229.044312,0,12 +C15108,69.37782,0.545455,588.02,71.3,516.72,0,0.333333,0.083333,0.333333,0,0,5,7000,1596.674994,241.434175,0.4,12 +C15109,61.588389,0.818182,250,39,211,0,0.666667,0.083333,0.666667,0,0,12,1000,282.556704,149.753219,0.111111,12 +C15110,2.081357,0.181818,26.49,26.49,0,0,0.083333,0.083333,0,0,0,1,7500,78.573329,42.09528,0,12 +C15111,3092.189629,1,60.82,0,60.82,2361.473149,0.25,0,0.166667,0.5,17,3,3500,856.196277,889.485238,0,12 +C15112,564.325877,1,0,0,0,36.998782,0,0,0,0.083333,1,0,600,239.847051,336.627401,0,12 +C15113,10.684577,0.181818,300,0,300,0,0.25,0,0.25,0,0,3,4000,368.807294,,0,12 +C15114,2067.148279,1,792.68,441.9,350.78,446.493825,0.583333,0.25,0.5,0.333333,7,21,3500,697.332323,611.827896,0,12 +C15115,966.732798,1,1093,1093,0,247.199642,0.333333,0.333333,0,0.166667,2,7,7500,1226.547045,218.206833,0,12 +C15116,4099.755913,1,0,0,0,4933.666708,0,0,0,0.75,14,0,12000,3005.016513,929.740389,0,12 +C15117,1507.001995,1,209.1,209.1,0,0,0.25,0.25,0,0,0,4,1800,443.628394,417.620633,0,12 +C15118,2220.864979,1,2884.42,1327.83,1556.59,0,0.75,0.583333,0.666667,0,0,46,4500,1355.527973,555.596549,0,12 +C15121,92.325796,1,371.16,0,371.16,0,1,0,1,0,0,12,2000,205.804949,170.367631,0.166667,12 +C15122,3583.515054,1,5683.71,219.98,5463.73,0,1,0.166667,1,0,0,110,3000,4752.379612,8296.912755,0,12 +C15123,3343.299372,1,790.8,0,790.8,5001.962631,1,0,1,0.333333,4,17,5000,1325.639966,848.308643,0,12 +C15124,2133.901379,1,303.03,9.03,294,0,1,0.083333,1,0,0,13,3000,1512.770602,615.208288,0,12 +C15125,217.993205,1,2435.21,1681.89,753.32,0,1,1,0.666667,0,0,30,7500,2024.009974,193.289032,1,12 +C15126,50.803778,0.25,0,0,0,892.941422,0,0,0,0.125,2,0,1500,1272.269385,28.024972,0.333333,8 +C15127,319.037744,0.818182,1262.28,1262.28,0,0,0.25,0.25,0,0,0,6,10500,1350.541585,218.810614,0.125,12 +C15128,100.208311,0.909091,0,0,0,182.143966,0,0,0,0.090909,1,0,3000,175.911508,145.244181,0,11 +C15129,7.168805,0.272727,88.04,88.04,0,0,0.083333,0.083333,0,0,0,1,1500,553.411253,85.677168,0,12 +C15130,1747.876077,1,0,0,0,2774.385866,0,0,0,0.25,7,0,3000,495.398338,379.91166,0,12 +C15131,519.444307,1,525,0,525,0,1,0,1,0,0,12,1000,1500.456687,806.258492,0.083333,12 +C15132,4320.267209,1,117.23,117.23,0,2746.430467,0.083333,0.083333,0,0.333333,6,1,8000,1200.321938,1017.299239,0,12 +C15133,2811.486863,1,692.52,692.52,0,637.084199,1,1,0,0.25,5,13,3000,1848.537683,2532.728316,0,12 +C15134,125.793836,1,630,0,630,0,1,0,0.916667,0,0,12,1000,373.891965,166.265696,0.2,12 +C15135,3798.323722,1,0,0,0,182.513182,0,0,0,0.166667,2,0,4000,916.384302,1193.658503,0,12 +C15136,4274.488095,1,0,0,0,12527.49129,0,0,0,0.583333,17,0,10500,9836.835644,1115.092967,0.083333,12 +C15137,900.557796,1,1865.55,1865.55,0,583.31815,0.583333,0.583333,0,0.25,7,20,3000,676.956491,232.309851,0.090909,12 +C15138,858.857651,1,1013.61,631.13,382.48,0,0.5,0.25,0.416667,0,0,13,2500,739.761292,257.745004,0,12 +C15139,6537.852206,0.909091,2598.51,2422.55,175.96,0,0.272727,0.090909,0.272727,0,0,26,16000,2209.410409,1385.561503,0,11 +C15140,1793.970596,1,1004.9,1004.9,0,0,0.583333,0.583333,0,0,0,10,2500,2697.139893,466.169801,0,12 +C15141,3215.903805,1,745.48,0,745.48,0,1,0,1,0,0,35,2500,0,,0,12 +C15142,1893.704851,1,4124.81,3035.9,1088.91,0,1,0.75,1,0,0,72,6500,3235.222635,415.452888,0,12 +C15143,7.50839,0.181818,95,95,0,0,0.166667,0.166667,0,0,0,2,4000,547.880399,84.010008,0,12 +C15144,1180.178744,1,233.35,233.35,0,0,0.333333,0.333333,0,0,0,6,14000,599.388563,336.726753,0,12 +C15145,3232.101217,1,495,495,0,4815.406969,0.166667,0.166667,0,0.583333,14,2,5500,5434.899642,1006.907571,0.083333,12 +C15146,6963.435383,1,2951.93,2951.93,0,0,0.333333,0.333333,0,0,0,10,8000,1069.094662,11142.93224,0,12 +C15147,368.330629,1,1029.29,1029.29,0,0,0.416667,0.416667,0,0,0,6,6500,1393.630631,170.881343,0,12 +C15148,0,0,66.75,0,66.75,0,0.25,0,0.25,0,0,3,4000,0,,0,12 +C15149,4.421403,0.909091,95.59,22.03,73.56,0,1,0.083333,1,0,0,16,4500,186.546816,50.283744,0.545455,12 +C15150,41.049799,0.727273,413.31,133.31,280,0,0.583333,0.083333,0.416667,0,0,8,6000,475.939508,106.476161,0.625,12 +C15151,3611.316106,1,2400.71,1479.24,921.47,1815.313783,1,1,1,0.166667,2,32,11500,3911.840079,795.275831,0,12 +C15152,3214.579198,1,0,0,0,2322.566457,0,0,0,0.166667,3,0,4000,2232.66712,748.463466,0,12 +C15153,339.183041,1,139.5,139.5,0,0,0.25,0.25,0,0,0,3,1200,877.494612,167.323383,0.090909,12 +C15154,477.16584,1,1342.51,1072.51,270,0,0.583333,0.583333,0.083333,0,0,20,8500,1089.226019,211.335301,0,12 +C15155,3711.955487,1,1241.4,626.4,615,0,0.666667,0.25,0.666667,0,0,22,11000,848.624102,855.287602,0,12 +C15156,390.008261,1,0,0,0,463.287959,0,0,0,0.083333,1,0,2500,250.588485,205.177541,0,12 +C15157,2251.896834,1,1331,1321.1,9.9,0,1,1,0.083333,0,0,24,12500,4571.887377,502.626418,0,12 +C15158,2461.015559,0.636364,0,0,0,308.497698,0,0,0,0.166667,2,0,6500,8328.730628,982.558921,0.142857,12 +C15159,9309.635579,1,9007.67,8775.37,232.3,0,1,1,0.25,0,0,87,15000,5528.180381,2618.776868,0,12 +C15160,4355.982388,1,0,0,0,305.985578,0,0,0,0.166667,2,0,7500,1188.602797,1142.583303,0,12 +C15161,62.996845,1,779.7,290,489.7,0,1,0.166667,0.833333,0,0,14,9000,775.601851,155.518201,0.5,12 +C15162,22.879526,0.833333,171,0,171,0,0.833333,0,0.5,0,0,7,1500,152.51735,85.653871,1,6 +C15163,4719.819043,1,2143.73,1292.78,850.95,146.547709,0.5,0.416667,0.333333,0.083333,1,28,12500,1031.151095,1032.193959,0,12 +C15164,1241.565972,1,3637.75,3396.25,241.5,6419.421654,0.833333,0.583333,0.5,0.333333,8,26,7000,8754.779769,407.886506,0.416667,12 +C15165,49.198038,0.272727,699,699,0,0,0.083333,0.083333,0,0,0,1,1800,69.941439,166.648868,0,12 +C15166,662.691336,1,0,0,0,967.59402,0,0,0,0.166667,4,0,1200,107.916464,291.705634,0,12 +C15167,4587.062248,1,333.28,0,333.28,77.956377,0.583333,0,0.583333,0.083333,1,8,5000,1234.809537,1673.959822,0,12 +C15168,169.639713,1,1970.49,1009.85,960.64,0,1,1,0.666667,0,0,40,12000,1643.812227,195.514075,0.416667,12 +C15169,2823.212665,1,2814.23,2814.23,0,0,1,1,0,0,0,40,7500,1150.696529,662.5686,0,12 +C15170,2.880247,0.181818,250,250,0,0,0.083333,0.083333,0,0,0,1,2000,1401.222628,159.142575,0,12 +C15171,47.193664,1,132,0,132,0,0.166667,0,0.166667,0,0,2,2500,267.057792,170.357282,0,12 +C15172,597.628578,1,1430,1200,230,2091.07342,0.25,0.083333,0.166667,0.416667,8,4,1500,4032.106936,262.884347,0.083333,12 +C15173,2872.798614,1,27.16,0,27.16,2692.777044,0.083333,0,0.083333,0.416667,15,1,5000,507.240956,1102.034141,0,12 +C15174,3350.116932,1,39.8,39.8,0,3907.706693,0.083333,0.083333,0,0.083333,2,1,8000,1809.711855,907.682774,0,12 +C15175,13.221335,0.857143,108.84,0,108.84,0,0.857143,0,0.714286,0,0,9,1500,69.973565,85.417572,0,7 +C15177,1083.120149,1,0,0,0,2426.830138,0,0,0,0.416667,9,0,1200,1481.809323,240.79407,0.1,12 +C15178,777.616173,0.909091,0,0,0,1894.377727,0,0,0,0.083333,2,0,9000,2245.358858,217.630638,0,12 +C15179,122.684019,0.875,1267,247.88,1019.12,0,0.875,0.375,0.75,0,0,12,2500,1263.464175,111.639152,1,8 +C15180,1615.968515,1,270,0,270,2592.263468,0.5,0,0.416667,0.666667,11,6,6000,3434.362444,364.334809,0.111111,12 +C15181,434.099616,1,4392.05,3817.98,574.07,0,1,1,1,0,0,79,6000,4076.914448,188.019302,1,12 +C15182,820.700166,0.818182,0,0,0,857.720875,0,0,0,0.083333,2,0,1500,1892.507498,267.650667,0.111111,12 +C15183,7.625765,1,110.68,0,110.68,0,0.166667,0,0.166667,0,0,3,4000,0,,0,12 +C15184,1428.118364,1,119.34,0,119.34,2563.324769,0.75,0,0.666667,0.25,14,27,1200,2545.222796,7960.080674,0.090909,12 +C15185,1324.038811,1,1862.96,1862.96,0,0,0.416667,0.416667,0,0,0,11,4400,954.962296,323.536714,0,12 +C15186,1190.800122,1,1864.79,1002.22,862.57,0,0.916667,0.666667,0.75,0,0,51,3000,1617.884909,255.931146,0,12 +C15187,2580.169522,1,0,0,0,3912.041656,0,0,0,0.25,10,0,3000,1809.765794,638.475926,0,12 +C15188,371.866448,1,2825.85,2506.84,319.01,0,0.75,0.75,0.5,0,0,24,10000,2137.437449,233.649807,0.25,12 +C15189,1280.732187,1,0,0,0,395.725602,0,0,0,0.166667,4,0,1500,397.461163,380.286525,0,12 +C15190,975.416023,1,9586.1,7916.74,1669.36,0,1,1,1,0,0,248,12000,8906.373361,214.210554,0.916667,12 +C15191,122.113869,1,1105.92,0,1105.92,0,1,0,1,0,0,12,2500,1105.854643,173.332353,0.666667,12 +C15192,1262.631995,0.909091,405,405,0,0,1,1,0,0,0,11,7000,586.551078,424.343093,0,11 +C15193,143.553904,1,1778.76,726.88,1051.88,0,1,0.416667,1,0,0,53,7000,1303.254323,161.824942,0.583333,12 +C15194,1037.797184,1,103.27,103.27,0,475.467016,0.25,0.25,0,0.75,14,5,2500,326.649398,254.195184,0,12 +C15195,1938.576334,1,333.54,310.19,23.35,2738.946605,0.571429,0.428571,0.142857,0.857143,7,4,2000,867.233681,586.992382,0,7 +C15196,6257.390416,1,9228.97,9081.24,147.73,0,1,1,0.916667,0,0,85,9400,2139.278062,3537.101876,0,12 +C15197,14.570032,1,89.58,0,89.58,0,1,0,0.833333,0,0,6,1500,71.641741,83.215986,1,6 +C15198,39.241601,1,199.56,0,199.56,0,1,0,1,0,0,12,3000,1558.673423,223.538858,0.25,12 +C15199,871.499977,1,20,20,0,197.024597,0.083333,0.083333,0,0.333333,5,1,2000,278.265172,277.580245,0,12 +C15200,180.750232,1,266.64,0,266.64,95.285453,1,0,1,0.083333,1,12,3500,1172.975952,175.62276,0.545455,12 +C15201,4107.157763,1,279.71,279.71,0,9337.271222,0.25,0.25,0,0.416667,8,3,5000,8627.985927,1211.424432,0.166667,12 +C15202,58.313733,0.454545,499,0,499,0,0.545455,0,0.454545,0,0,6,1500,526.368079,76.744713,0.125,11 +C15203,5665.802895,1,0,0,0,10507.87257,0,0,0,0.416667,9,0,10500,1290.753615,1629.315325,0,12 +C15204,1340.671346,1,0,0,0,244.036318,0,0,0,0.25,3,0,1500,514.124193,519.856738,0,12 +C15206,43.762299,1,422.24,347.24,75,0,1,0.166667,1,0,0,15,3000,280.83786,119.087402,0,12 +C15207,111.449845,1,1389.94,0,1389.94,0,1,0,1,0,0,24,1300,1356.270465,167.215217,1,12 +C15208,138.489138,1,1455.68,1237.92,217.76,0,1,1,0.083333,0,0,30,500,1330.92776,177.486834,1,12 +C15209,70.976464,1,0,0,0,1880.659305,0,0,0,0.166667,2,0,1000,1860.536797,69.470274,0.181818,12 +C15210,49.378783,0.375,542.34,542.34,0,0,0.25,0.25,0,0,0,3,2700,387.944071,113.60971,1,8 +C15211,4295.964134,1,0,0,0,4505.063338,0,0,0,0.416667,18,0,7500,934.137744,1259.264875,0,12 +C15212,1017.071792,0.636364,0,0,0,4310.221199,0,0,0,0.25,15,0,4500,4992.302341,665.402509,0.2,12 +C15213,138.459191,1,327.94,0,327.94,0,1,0,1,0,0,26,5000,188.683162,208.663344,0,12 +C15214,289.537597,0.909091,1216.7,1216.7,0,0,0.5,0.5,0,0,0,9,5000,788.58998,188.958312,0,12 +C15215,74.755978,1,553.7,248.7,305,0,0.583333,0.333333,0.166667,0,0,9,1000,467.131192,169.840535,0.2,12 +C15216,16.59641,0.545455,220.48,220.48,0,0,0.083333,0.083333,0,0,0,1,5000,302.180025,60.558319,0,12 +C15217,51.004807,0.909091,431.93,0,431.93,0,1,0,1,0,0,17,4000,1089.402716,135.20894,0.3,12 +C15218,1489.224372,0.636364,1209.56,890,319.56,0,0.833333,0.083333,0.833333,0,0,11,12500,6831.656434,717.304514,0.181818,12 +C15219,57.70484,0.818182,772.46,85,687.46,0,0.833333,0.083333,0.75,0,0,13,4000,770.916661,95.057442,0.5,12 +C15220,99.446029,0.181818,0,0,0,1045.066588,0,0,0,0.083333,5,0,1200,7142.732735,127.577579,1,12 +C15221,186.054174,1,2126.81,1529.8,597.01,0,1,0.916667,1,0,0,27,7000,1998.999896,178.290009,1,12 +C15222,2948.447663,1,0,0,0,1539.285222,0,0,0,0.333333,13,0,3000,207.448103,13350.55682,0,12 +C15223,127.895284,1,1085.16,134.9,950.26,0,1,0.25,1,0,0,29,1000,469.114905,172.662882,0.333333,12 +C15224,18.014226,0.727273,130.5,0,130.5,0,0.75,0,0.75,0,0,9,1500,176.874316,151.915915,0.333333,12 +C15225,6.86049,0.2,114,114,0,0,0.1,0.1,0,0,0,1,2000,1081.831337,,0,10 +C15226,1908.569743,1,0,0,0,4604.425401,0,0,0,0.416667,6,0,5400,2118.553043,471.692662,0,12 +C15227,437.735369,0.909091,483.65,483.65,0,0,0.5,0.5,0,0,0,11,6000,1497.949644,211.310481,0.2,12 +C15228,1245.976021,1,0,0,0,615.715834,0,0,0,0.083333,2,0,1800,328.825762,287.194759,0,12 +C15229,1019.133646,1,9249.73,2326.09,6923.64,0,0.833333,0.583333,0.833333,0,0,96,9000,8716.674684,240.332998,0.3,12 +C15230,1844.889665,1,1848.24,1848.24,0,0,0.75,0.75,0,0,0,12,3400,1239.278015,427.761699,0,12 +C15232,952.431767,0.909091,3882.65,3527.65,355,2101.942774,0.666667,0.583333,0.166667,0.333333,10,37,3500,3823.141055,252.01094,0.166667,12 +C15233,1848.758853,1,3588.13,399.76,3188.37,0,1,0.583333,1,0,0,62,6700,4923.193295,413.007713,0,12 +C15234,1181.852384,1,750.78,0,750.78,18.531069,0.5,0,0.5,0.083333,1,6,1200,1080.501526,1752.604791,0,12 +C15235,382.870641,0.909091,2972.92,2479.1,493.82,0,0.75,0.666667,0.416667,0,0,18,1200,3753.091608,161.92571,0.8,12 +C15236,1459.803597,1,0,0,0,218.234292,0,0,0,0.416667,5,0,1500,436.226459,602.777344,0,12 +C15237,162.972111,0.909091,1586.6,0,1586.6,110.671623,0.833333,0,0.75,0.083333,1,10,2500,1577.161232,203.807999,0.666667,12 +C15239,1396.214811,1,3729.35,2489.35,1240,536.658419,1,1,0.583333,0.25,4,45,2500,1550.474014,363.926512,0,12 +C15240,225.282024,1,545.68,0,545.68,0,1,0,1,0,0,14,6500,1097.963345,176.797021,0.083333,12 +C15241,454.552808,0.454545,0,0,0,1091.832836,0,0,0,0.083333,1,0,1200,163.85665,297.132962,0,12 +C15242,1785.90226,1,0,0,0,129.421992,0,0,0,0.166667,4,0,1800,287.777315,9294.994141,0,12 +C15243,535.291589,1,824.61,438.57,386.04,0,0.727273,0.181818,0.545455,0,0,20,4000,314.512747,159.094115,0,11 +C15244,6.697211,0.181818,64.69,64.69,0,0,0.083333,0.083333,0,0,0,2,10500,372.572278,81.447345,0,12 +C15245,5.377296,0.181818,69,69,0,0,0.083333,0.083333,0,0,0,1,2000,92.031894,46.267546,0,12 +C15246,4020.130769,1,79.62,79.62,0,5457.123658,0.083333,0.083333,0,0.25,23,1,9500,7058.832194,1040.283795,0.1,12 +C15247,1117.33657,1,0,0,0,99.315429,0,0,0,0.25,4,0,1200,272.177301,395.344077,0,12 +C15248,15.848963,0.363636,150,0,150,0,0.25,0,0.166667,0,0,3,1600,119.468878,68.370436,0.181818,12 +C15249,900.541751,1,15.8,0,15.8,0,0.25,0,0.25,0,0,3,7000,1542.583506,375.127536,0,12 +C15250,2544.378002,1,1108.54,1108.54,0,0,0.583333,0.583333,0,0,0,26,3000,524.24945,831.65824,0,12 +C15251,1852.646433,1,2600,2200,400,3481.132679,0.333333,0.166667,0.083333,0.083333,8,4,6000,1362.425769,727.429491,0.1,12 +C15252,0,0,0,0,0,465.571691,0,0,0,0.083333,1,0,3000,6112.512276,,0,12 +C15253,581.24856,0.909091,556.83,484.88,71.95,0,0.727273,0.636364,0.090909,0,0,32,1500,328.462817,345.557752,0,11 +C15254,504.409631,1,338.9,199,139.9,0,0.416667,0.166667,0.166667,0,0,5,2500,829.691401,190.314886,0,12 +C15255,142.430458,1,1488.84,0,1488.84,0,1,0,1,0,0,24,5000,1450.096836,178.871755,1,12 +C15256,7057.524237,1,2761.76,163,2598.76,2317.636143,0.916667,0.166667,0.75,0.25,5,121,7000,3083.16422,8724.958739,0,12 +C15257,958.920206,1,66.7,0,66.7,0,0.166667,0,0.166667,0,0,2,1000,302.656395,800.097611,0,12 +C15258,15.257465,0.636364,238.25,0,238.25,0,0.083333,0,0.083333,0,0,2,3000,4.841543,111.741197,0,12 +C15259,0.009684,0.181818,79.24,0,79.24,0,0.083333,0,0.083333,0,0,1,6000,688.614293,35.978677,0.333333,12 +C15260,385.763111,1,232.93,232.93,0,0,0.5,0.5,0,0,0,6,2500,989.738532,152.762176,0.083333,12 +C15261,1780.188356,1,845.67,31.5,814.17,4137.170984,0.75,0.166667,0.583333,1,71,16,2500,3989.545295,566.947431,0.090909,12 +C15262,1.841583,0.181818,67.5,0,67.5,0,0.083333,0,0.083333,0,0,1,2500,110.266434,209.339591,0,12 +C15263,1839.122533,1,1055.32,0,1055.32,3780.152602,0.916667,0,0.833333,0.25,3,19,6500,2842.037627,541.368131,0,12 +C15264,15.008041,1,108.95,49.8,59.15,0,0.5,0.083333,0.333333,0,0,6,1500,149.853315,131.972396,0.111111,12 +C15265,2106.417286,1,2151.93,1386.67,765.26,0,0.833333,0.5,0.75,0,0,21,4200,2190.962493,601.921408,0,12 +C15266,2676.263845,1,0,0,0,2328.859489,0,0,0,0.083333,1,0,3500,636.709165,558.717246,0,12 +C15267,500.219415,1,27.05,0,27.05,0,0.083333,0,0.083333,0,0,1,1200,104.687781,300.921255,0,12 +C15268,4128.31155,1,0,0,0,1674.401635,0,0,0,0.416667,6,0,5000,1082.274035,1107.973906,0,12 +C15269,1018.350846,1,0,0,0,716.818927,0,0,0,0.090909,3,0,3000,263.238508,334.618726,0,11 +C15270,10.678354,0.727273,50,50,0,0,0.083333,0.083333,0,0,0,1,3000,71.90595,91.526002,0,12 +C15271,1273.731635,1,0,0,0,534.228453,0,0,0,0.166667,3,0,1500,755.520686,568.672226,0,12 +C15272,58.12945,1,576,0,576,0,1,0,1,0,0,12,1500,505.433563,163.327553,0.416667,12 +C15273,153.637431,1,1495.41,941.41,554,0,1,1,0.25,0,0,26,4500,1345.989788,163.177278,0.727273,12 +C15274,1667.146414,1,4343.82,3818.84,524.98,0,0.916667,0.75,0.666667,0,0,39,7500,3798.443473,425.9899,0,12 +C15275,1648.701838,1,740.7,650.9,89.8,0,0.5,0.5,0.166667,0,0,12,2500,885.070007,366.004256,0,12 +C15276,15.330559,0.727273,144.64,0,144.64,0,0.666667,0,0.666667,0,0,8,1000,198.970881,96.044022,0,12 +C15277,5772.250286,1,255.25,150,105.25,2969.93596,0.25,0.083333,0.166667,0.5,20,4,6500,1385.482263,1378.644403,0,12 +C15278,73.704935,1,554.67,0,554.67,0,1,0,1,0,0,17,4000,578.565706,175.221326,0.75,12 +C15279,2933.068755,1,0,0,0,7542.177658,0,0,0,0.833333,20,0,10000,2201.09767,612.068106,0,12 +C15280,1421.419262,1,1669.2,274.19,1395.01,0,1,0.166667,1,0,0,65,8500,7684.307278,521.675562,0,12 +C15281,424.938385,1,4060.58,1696.94,2363.64,0,1,1,0.75,0,0,53,7500,4308.448155,184.69761,0.833333,12 +C15282,1033.371763,1,2361.97,1591.05,770.92,365.689536,1,0.583333,1,0.083333,1,39,3000,2097.161809,245.746831,0.083333,12 +C15283,0,0,120,0,120,0,0.333333,0,0.333333,0,0,4,4000,140.890144,,0,12 +C15284,5861.100691,1,64.71,64.71,0,9799.529884,0.083333,0.083333,0,0.583333,35,2,9000,7371.459399,2791.366849,0.083333,12 +C15285,3987.467435,1,146.53,45,101.53,2665.355738,0.416667,0.083333,0.25,0.5,8,6,6000,1316.698331,1252.705624,0,12 +C15286,1606.56766,0.818182,0,0,0,1173.530445,0,0,0,0.25,3,0,4500,3883.138519,638.672701,0.125,12 +C15287,1630.991993,1,578.9,0,578.9,145.230653,0.666667,0,0.583333,0.083333,1,20,2500,574.051951,940.119465,0,12 +C15288,95.887902,1,769,325,444,0,0.666667,0.416667,0.25,0,0,15,4000,958.996228,151.156275,0.4,12 +C15289,1804.401706,1,40,40,0,2392.281584,0.083333,0.083333,0,0.25,6,1,2500,2459.382382,679.004285,0,12 +C15290,1447.267049,1,0,0,0,77.866868,0,0,0,0.083333,1,0,1500,315.87129,298.701546,0,12 +C15291,1268.250294,1,167,167,0,1141.77504,0.083333,0.083333,0,0.333333,5,1,1800,467.080947,404.439747,0,12 +C15292,668.291862,0.545455,248.77,0,248.77,0,0.333333,0,0.333333,0,0,8,1500,2482.201611,244.376255,0,12 +C15293,50.853021,1,428.75,0,428.75,0,1,0,1,0,0,18,8000,319.919021,107.187821,0.090909,12 +C15294,241.001768,0.5,1888.88,1000,888.88,0,0.875,0.125,0.875,0,0,9,1000,3450.990535,185.857663,0.4,8 +C15295,157.763858,0.909091,211.07,211.07,0,0,0.25,0.25,0,0,0,4,1400,994.915444,186.548599,0.1,12 +C15296,724.854858,1,185.63,185.63,0,321.127263,0.25,0.25,0,0.083333,1,4,1300,1474.929946,441.741032,0.083333,12 +C15297,147.527826,0.727273,0,0,0,291.423252,0,0,0,0.181818,3,0,1200,114.87215,198.55418,0,11 +C15298,581.916416,1,5723.9,3780.51,1943.39,0,1,1,1,0,0,130,7500,5666.333186,186.941527,1,12 +C15299,5292.264382,1,0,0,0,3383.299741,0,0,0,0.666667,9,0,8000,994.210187,1051.709303,0,9 +C15300,2762.536531,1,0,0,0,478.933445,0,0,0,0.083333,1,0,3000,652.759069,6038.567518,0,12 +C15301,273.429593,1,8534.58,7875.08,659.5,0,0.916667,0.916667,0.75,0,0,116,5000,7512.513474,131.710372,0.875,12 +C15302,12.039121,1,274.98,0,274.98,0,1,0,0.833333,0,0,6,1500,310.575541,,0,6 +C15303,1451.993504,1,0,0,0,1739.998495,0,0,0,0.25,4,0,2000,251.384712,228.826381,0,8 +C15304,90.017392,0.909091,1247.39,427.02,820.37,0,0.909091,0.272727,0.818182,0,0,25,5000,762.863333,115.044143,0.454545,11 +C15305,0.920339,0.454545,343.4,0,343.4,0,0.833333,0,0.833333,0,0,10,3000,347.01723,13.714895,0,12 +C15306,1071.748626,1,0,0,0,567.817662,0,0,0,0.166667,2,0,3500,513.503781,436.115043,0,12 +C15307,303.929544,0.545455,0,0,0,1120.769857,0,0,0,0.083333,1,0,1200,1471.642879,146.079539,0.125,12 +C15308,1938.648722,1,0,0,0,2548.837078,0,0,0,0.333333,5,0,6000,1732.275197,457.524824,0,12 +C15309,79.432369,0.636364,799.83,81,718.83,0,0.583333,0.083333,0.5,0,0,17,3000,786.407104,179.622447,1,12 +C15310,670.885072,1,341.9,215.18,126.72,294.185703,0.833333,0.25,0.666667,0.166667,4,13,4000,409.29211,185.805592,0,12 +C15311,1494.69695,0.666667,0,0,0,3020.521475,0,0,0,0.5,20,0,3000,582.828406,318.94963,0,6 +C15312,114.361988,0.727273,2141.32,98,2043.32,0,0.666667,0.083333,0.666667,0,0,13,6500,3361.500799,47.676403,0,12 +C15313,2002.429291,1,3500.03,1814.42,1685.61,0,1,0.666667,1,0,0,129,6000,1619.62737,537.587864,0,12 +C15314,2135.646123,1,114,114,0,0,0.083333,0.083333,0,0,0,2,8000,577.415935,768.591692,0,12 +C15315,943.584041,0.875,103,103,0,0,0.125,0.125,0,0,0,1,1000,215.325023,410.484825,0,8 +C15316,4785.789559,1,0,0,0,8422.554694,0,0,0,0.875,25,0,9500,687.474829,1010.781349,0,8 +C15317,1436.996287,1,0,0,0,73.568388,0,0,0,0.25,4,0,1500,292.521349,503.505212,0,12 +C15318,5.313086,0.545455,71.75,0,71.75,0,0.583333,0,0.583333,0,0,7,3000,112.61746,99.423595,0.142857,12 +C15319,365.48242,1,1618.31,1000,618.31,0,1,0.142857,0.857143,0,0,9,1000,1366.668756,380.796942,0.333333,7 +C15320,322.383609,1,2903.17,935.82,1967.35,0,1,0.333333,0.75,0,0,24,4000,2826.698853,181.386587,0.833333,12 +C15321,3497.200665,1,1350.13,519.8,830.33,1938.008846,0.666667,0.416667,0.583333,0.166667,3,32,4000,1882.437447,1279.813588,0,12 +C15322,3720.59375,1,345,0,345,2529.303126,1,0,1,0.25,7,12,4500,977.281878,1592.232637,0,12 +C15323,5598.352813,1,0,0,0,2698.171001,0,0,0,0.583333,26,0,6000,1421.321273,1718.462688,0,12 +C15324,0,0,933.75,0,933.75,0,0.75,0,0.75,0,0,9,4000,0,,0,12 +C15325,2.777589,0.090909,0,0,0,135.339466,0,0,0,0.083333,1,0,3000,0,,0,12 +C15326,3362.979048,1,90,90,0,2093.951054,0.083333,0.083333,0,0.25,3,1,5000,1599.377333,765.036103,0,12 +C15327,563.459762,0.833333,420.06,283.36,136.7,765.914966,0.833333,0.333333,0.666667,0.666667,10,9,1200,70.500843,97.68575,0,6 +C15328,31.980197,0.727273,300,0,300,0,0.666667,0,0.583333,0,0,8,7500,214.796949,99.124898,0,12 +C15329,1964.369476,0.727273,0,0,0,2706.493856,0,0,0,0.083333,1,0,3000,636.224436,675.460542,0,12 +C15330,740.704213,0.545455,1311.76,524.8,786.96,0,0.416667,0.083333,0.333333,0,0,14,3500,5149.432038,277.233099,0,12 +C15331,991.949111,1,945.43,945.43,0,0,0.583333,0.583333,0,0,0,10,1500,1448.269927,1950.911172,0,12 +C15332,37.615084,0.909091,229.5,0,229.5,0,0.5,0,0.416667,0,0,6,6000,229.256141,180.598109,0.444444,12 +C15333,2266.220776,1,125.32,125.32,0,434.011893,0.083333,0.083333,0,0.083333,1,1,3000,657.190307,633.370465,0,12 +C15334,262.25861,1,2269.74,614.5,1655.24,292.97442,1,0.416667,1,0.083333,1,41,3000,2239.223522,188.5229,1,12 +C15335,14.5923,1,200.4,0,200.4,0,1,0,1,0,0,12,4000,196.541494,156.086837,0.454545,12 +C15336,833.541256,1,0,0,0,1422.637361,0,0,0,0.333333,8,0,2500,180.104404,282.085369,0,12 +C15337,116.172752,0.111111,0,0,0,1867.994674,0,0,0,0.111111,6,0,3000,0,,0,9 +C15338,478.520473,0.727273,768.96,368.96,400,2604.390666,0.25,0.083333,0.166667,0.333333,9,3,5000,2465.151762,161.497921,0.363636,12 +C15339,1018.811119,1,3137.2,1737.1,1400.1,0,1,0.666667,1,0,0,57,6500,4106.558919,260.772338,0,12 +C15341,2827.367195,1,678.32,195,483.32,175.567183,0.333333,0.083333,0.25,0.083333,1,9,3000,1223.23593,1933.376383,0,12 +C15342,1529.318797,1,678.44,0,678.44,36.989392,0.75,0,0.666667,0.083333,1,17,1500,731.943501,1187.72741,0,12 +C15343,2670.123456,1,3103.57,1587.68,1515.89,3780.101366,1,0.333333,1,0.166667,3,44,7500,1865.73836,573.258246,0.090909,12 +C15344,481.961018,0.909091,967.23,585.5,381.73,6718.127621,0.25,0.166667,0.166667,0.666667,19,15,1400,9282.027007,217.823333,0.571429,12 +C15345,72.087172,1,607.36,607.36,0,0,1,1,0,0,0,12,5500,554.770836,192.60691,1,12 +C15346,87.887472,1,1282.73,0,1282.73,0,0.916667,0,0.916667,0,0,11,3500,1347.51278,177.102986,0.818182,12 +C15347,5194.184491,1,73.42,73.42,0,1101.178394,0.083333,0.083333,0,0.166667,3,1,9500,1465.747485,1141.633296,0,12 +C15348,216.705656,1,1442.9,424.6,1018.3,0,1,0.666667,0.833333,0,0,29,4000,1111.898226,87.775306,1,6 +C15349,18.400472,0.166667,0,0,0,186.853063,0,0,0,0.166667,1,0,,9.040017,14.418723,0,6 +C15350,5829.92767,1,0,0,0,306.064982,0,0,0,0.25,4,0,6500,1438.89528,2351.635775,0,12 +C15351,830.51605,1,1059.04,799.04,260,0,0.5,0.333333,0.25,0,0,8,3000,182.53903,400.00556,0,12 +C15352,88.012898,0.545455,975,0,975,0,0.583333,0,0.583333,0,0,11,2725,1930.437135,142.662885,0.857143,12 +C15353,77.523872,1,325,0,325,117.402685,0.833333,0,0.75,0.166667,2,10,6500,408.437645,208.322149,0.166667,12 +C15354,8073.052656,1,2588.69,1592.99,995.7,1857.729049,1,0.833333,0.833333,0.333333,9,39,11500,2435.285131,2828.269468,0,12 +C15355,72.76697,1,0,0,0,952.855308,0,0,0,0.083333,1,0,2500,945.465018,56.782521,0.090909,12 +C15356,8.285344,0.142857,72.52,72.52,0,0,0.142857,0.142857,0,0,0,1,3000,0,,0,7 +C15357,1207.768239,1,0,0,0,944.367262,0,0,0,0.25,8,0,1200,1106.479425,685.694358,0,12 +C15358,470.593325,1,6743.31,6182.78,560.53,0,1,1,0.666667,0,0,122,3200,4369.008441,222.118023,0.666667,12 +C15359,1915.675716,1,855.27,855.27,0,0,0.545455,0.545455,0,0,0,8,6200,519.064499,438.190574,0,11 +C15360,1283.81226,1,166.9,166.9,0,959.09202,0.166667,0.166667,0,0.666667,20,6,1200,1363.547891,1860.072318,0,12 +C15361,1322.579742,1,453,453,0,0,0.5,0.5,0,0,0,7,1800,616.31303,317.061706,0,12 +C15362,1753.27998,1,245.85,245.85,0,468.567126,0.333333,0.333333,0,0.25,5,4,1800,955.297792,686.649339,0,12 +C15364,1663.492233,1,3415.39,2355.11,1060.28,4152.202096,1,0.666667,1,0.416667,7,44,8500,4768.332744,532.466094,0,12 +C15365,528.651164,1,4978.23,2870.42,2107.81,0,0.916667,0.833333,0.5,0,0,60,6000,4465.155013,165.366492,0.916667,12 +C15366,6.226972,0.181818,54,0,54,0,0.166667,0,0.083333,0,0,2,3000,0,,0,12 +C15367,2517.38247,1,320,320,0,2357.815693,0.166667,0.166667,0,0.5,5,2,2500,552.896593,978.223,0,6 +C15368,1453.608861,1,4656.79,3853.49,803.3,0,1,1,0.5,0,0,70,11500,1158.648328,454.273077,0,12 +C15369,1002.93543,1,1056.33,0,1056.33,0,1,0,1,0,0,42,2200,1108.476353,1694.702504,0,12 +C15370,1344.982445,1,224.54,0,224.54,0,0.5,0,0.5,0,0,18,1500,619.063466,678.63587,0,12 +C15371,50.366106,0.363636,507.57,507.57,0,0,0.083333,0.083333,0,0,0,2,6000,503.254349,34.488495,0,12 +C15372,3570.596193,1,150.46,0,150.46,3381.913668,0.181818,0,0.090909,0.272727,7,2,6500,1233.301038,911.267314,0,11 +C15373,4364.016237,1,2711.9,2711.9,0,908.150316,1,1,0,0.083333,1,12,9500,2428.395411,1040.884331,0,12 +C15374,1207.320442,0.9,359,359,0,0,0.4,0.4,0,0,0,4,3000,239.704238,379.055818,0,10 +C15375,138.537976,0.333333,987.45,987.45,0,0,0.333333,0.333333,0,0,0,12,3000,0,,0,6 +C15376,1155.338824,0.909091,5744.03,4055.8,1688.23,0,0.5,0.083333,0.416667,0,0,11,6000,3684.789911,328.151043,0,12 +C15377,30.327329,0.909091,284.34,0,284.34,0,0.333333,0,0.25,0,0,6,1200,269.948292,101.35824,0.272727,12 +C15378,30.692503,0.454545,205.06,0,607.76,0,0.916667,0,1,0,0,35,4500,163.982192,55.660981,0,12 +C15379,805.368458,1,0,0,0,1257.626787,0,0,0,0.333333,7,0,1000,1515.789235,201.815134,0.083333,12 +C15380,638.163467,1,1202.72,904.2,298.52,716.190021,0.833333,0.416667,0.75,0.25,3,23,3000,2857.881585,234.745291,0.166667,12 +C15381,264.869295,1,940,940,0,0,0.166667,0.166667,0,0,0,2,6000,753.034035,179.692509,0,12 +C15382,576.890374,1,1081,1081,0,0,0.25,0.25,0,0,0,3,6000,513.64046,190.606207,0,12 +C15383,27.17079,0.909091,275,0,275,0,0.833333,0,0.833333,0,0,10,3000,299.572759,149.944032,0.8,12 +C15384,2292.952733,1,0,0,0,523.015459,0,0,0,0.166667,2,0,2500,976.79165,724.561182,0,12 +C15385,3830.603522,1,1257.16,841,416.16,2929.077889,1,0.083333,0.916667,0.166667,4,26,7500,887.037084,1014.663188,0,12 +C15386,690.625555,1,666.6,0,666.6,0,1,0,1,0,0,12,6000,1130.376548,170.144183,0,12 +C15387,566.477136,1,5370.39,1129.3,4241.09,0,1,0.5,1,0,0,60,5700,4124.004704,224.493971,0.5,12 +C15388,1158.01315,1,170,170,0,299.89919,0.083333,0.083333,0,0.25,3,1,1200,525.816276,616.813089,0,12 +C15389,145.320241,0.636364,530.81,0,530.81,0,0.583333,0,0.5,0,0,7,5500,143.114001,196.881446,0,12 +C15390,3619.986054,1,0,0,0,1483.6368,0,0,0,0.75,17,0,13000,942.812569,920.525945,0,12 +C15391,118.941982,0.285714,1250,0,1250,0,0.714286,0,0.714286,0,0,5,3000,1130.438324,127.592031,0,7 +C15392,1793.954788,1,0,0,0,93.199729,0,0,0,0.083333,1,0,2500,508.613001,481.397375,0,12 +C15393,186.020599,0.714286,269.85,211.8,58.05,1115.885225,0.714286,0.142857,0.571429,0.428571,5,6,2000,174.556187,95.587203,0.333333,7 +C15394,1414.47232,0.636364,331.52,331.52,0,57.691122,0.166667,0.166667,0,0.083333,1,2,7500,3321.020515,394.681018,0,12 +C15395,385.841997,1,24.63,0,24.63,0,0.416667,0,0.416667,0,0,5,4500,1349.938041,203.987924,0,12 +C15396,306.539753,0.909091,2684.5,299.5,2385,0,0.75,0.083333,0.666667,0,0,10,6000,2855.153528,186.149348,1,12 +C15397,12.132712,0.8,244.18,0,244.18,0,1,0,1,0,0,10,2500,231.239325,128.726662,1,10 +C15398,330.068448,1,2441.21,0,2441.21,0,0.833333,0,0.833333,0,0,21,1500,2816.104753,163.703623,0.916667,12 +C15399,1121.018433,1,0,0,0,410.041428,0,0,0,0.083333,2,0,1500,858.248769,296.752391,0,12 +C15400,133.957441,0.571429,128.5,0,128.5,357.492328,0.142857,0,0.142857,0.142857,2,1,1500,507.934017,37.947135,0,7 +C15401,1057.699883,1,229.74,216.17,13.57,768.99315,0.5,0.5,0.083333,0.333333,4,7,1500,307.755667,393.128829,0,12 +C15402,7907.725211,1,1685.19,1552.31,132.88,8253.390661,0.833333,0.75,0.166667,0.416667,14,27,18500,19841.25737,2025.836483,0.090909,12 +C15403,61.159113,0.818182,981.49,381.49,600,0,0.916667,0.833333,0.333333,0,0,21,7000,873.241146,85.160646,0.4,12 +C15404,1191.749595,1,0,0,0,1242.647518,0,0,0,0.166667,2,0,2500,387.341388,352.084649,0,12 +C15405,15.577506,1,143.76,0,143.76,0,1,0,0.916667,0,0,12,1000,124.753548,146.043815,0.3,12 +C15406,2.641101,1,9.68,0,9.68,0,0.083333,0,0.083333,0,0,1,8000,72.282497,17.530337,0,12 +C15407,4060.710208,0.727273,22500,0,22500,0,0.5,0,0.416667,0,0,12,23000,8760.860264,1645.535202,0,12 +C15408,909.846336,0.875,590,590,0,1557.373205,0.375,0.375,0,0.25,5,5,2500,750.556869,181.398536,0,8 +C15409,894.357857,1,1164,0,1164,0,1,0,1,0,0,12,2000,907.603723,270.413449,0,12 +C15410,801.703734,1,387.77,0,387.77,0,0.583333,0,0.583333,0,0,7,2500,1480.676383,1246.237666,0,12 +C15411,267.253822,1,2326.71,1333.71,993,457.383814,1,0.75,0.916667,0.083333,2,27,16000,2803.060431,169.41646,1,12 +C15412,291.598301,0.454545,0,0,0,1118.361104,0,0,0,0.083333,2,0,3000,1174.005094,85.227184,0.083333,12 +C15413,660.468854,1,0,0,0,1334.235174,0,0,0,0.583333,8,0,1700,205.396282,195.799861,0,12 +C15414,128.365782,1,1003.2,816.07,187.13,0,1,0.916667,0.416667,0,0,27,7000,1057.647019,203.927038,0.75,12 +C15415,3267.962664,1,1910.51,0,1910.51,0,1,0,1,0,0,65,3000,2553.372888,3339.39289,0,12 +C15417,437.609832,1,0,0,0,1340.127945,0,0,0,0.166667,3,0,1200,1569.501192,156.935733,0.090909,12 +C15418,2701.540547,1,0,0,0,932.369762,0,0,0,0.25,4,0,3000,1065.255189,1135.449267,0,12 +C15419,2427.756294,1,0,0,0,2995.177193,0,0,0,0.25,19,0,5000,477.894327,613.519804,0,12 +C15420,239.101942,1,750,0,750,1299.253842,0.857143,0,0.714286,0.285714,3,6,6500,2021.846497,96.572665,0.428571,7 +C15421,1500.810722,1,2340.87,1975.55,365.32,0,0.916667,0.833333,0.5,0,0,31,5500,348.740817,431.266392,0,12 +C15422,3425.949762,1,0,0,0,2601.134743,0,0,0,0.416667,7,0,4000,1114.681017,732.984374,0,12 +C15423,103.792136,1,1607.84,168.27,1439.57,0,1,0.083333,1,0,0,38,7000,1563.287264,178.816786,0.833333,12 +C15424,1621.345326,1,5167.6,4246.5,921.1,0,1,1,0.833333,0,0,52,5000,2721.870415,523.348392,0,12 +C15425,250.258381,0.727273,486.94,486.94,0,1131.986387,0.25,0.25,0,0.083333,1,3,4500,2837.08595,130.716778,0.333333,12 +C15426,663.394569,0.875,1208.7,1025.94,182.76,0,0.875,0.25,0.75,0,0,19,1500,662.519566,119.295167,0,8 +C15427,96.820999,0.272727,928.53,611.04,317.49,148.450478,0.25,0.25,0.166667,0.083333,2,13,3000,1827.504821,173.812568,1,12 +C15428,636.142309,1,4659.65,3377.15,1282.5,0,1,0.916667,0.666667,0,0,46,6000,4622.217377,230.464797,0.25,12 +C15429,16115.5964,1,684.74,105.3,579.44,4354.002428,1,0.083333,1,0.583333,15,15,18000,3546.06155,5743.736444,0,12 +C15430,5238.915225,1,270,270,0,2706.554295,0.166667,0.166667,0,0.666667,14,3,6000,1259.203988,1197.398596,0,12 +C15431,2172.893325,0.909091,416.74,0,416.74,0,0.416667,0,0.333333,0,0,5,3000,3905.486286,1080.480612,0.1,12 +C15432,1143.333419,1,0,0,0,267.402242,0,0,0,0.083333,1,0,2500,588.789066,289.050092,0,12 +C15433,1595.980444,1,0,0,0,138.761295,0,0,0,0.333333,4,0,2400,351.305519,440.128449,0,12 +C15435,288.097302,1,2622.6,0,2622.6,0,1,0,1,0,0,12,450,2718.47954,2413.233231,0.833333,12 +C15436,7268.70638,1,306.91,306.91,0,12702.4277,0.272727,0.272727,0,1,93,4,12000,3512.633784,2096.962594,0,11 +C15437,15.449607,0.818182,574.75,0,574.75,0,1,0,0.909091,0,0,11,1000,560.219458,17.826933,0,11 +C15438,1903.274531,0.545455,1813.4,0,1813.4,3795.101004,0.5,0,0.416667,0.083333,1,14,4000,1959.916433,1187.591705,0,12 +C15439,1102.63215,1,1409.31,1080.18,329.13,0,0.666667,0.25,0.583333,0,0,13,8500,874.024544,274.582036,0,12 +C15440,21.881383,1,123.48,0,123.48,0,1,0,0.833333,0,0,6,1500,87.868362,88.187856,0.5,6 +C15441,2.585715,0.090909,70,70,0,0,0.083333,0.083333,0,0,0,1,2000,396.435632,85.073591,0,12 +C15442,1182.28075,1,0,0,0,19.326352,0,0,0,0.090909,1,0,1200,254.727472,491.098362,0,11 +C15443,66.842287,1,908.34,723.02,185.32,0,1,1,0.083333,0,0,14,6500,788.60284,177.213829,0.5,12 +C15444,4476.634442,1,0,0,0,6118.973106,0,0,0,0.416667,20,0,6000,3395.637883,1532.092391,0,12 +C15445,6069.720873,1,0,0,0,3189.058341,0,0,0,0.166667,2,0,12000,3357.944033,1437.438437,0,12 +C15446,536.027158,1,0,0,0,1057.951828,0,0,0,0.166667,3,0,1200,1326.002237,286.69926,0,12 +C15448,5044.179003,1,966.6,0,966.6,774.254505,1,0,1,0.083333,3,48,4500,3332.360525,31871.36379,0,12 +C15449,97.16839,1,1639.92,0,1639.92,0,1,0,1,0,0,12,2150,1620.285733,1555.793076,0.083333,12 +C15450,1339.008889,1,0,0,0,1982.368623,0,0,0,0.125,1,0,2500,1331.706743,232.422715,0,8 +C15451,2786.743524,1,231.63,86.63,145,0,0.5,0.166667,0.25,0,0,6,3000,711.838166,750.333981,0,12 +C15452,28.413136,0.727273,215.94,0,215.94,0,0.5,0,0.5,0,0,12,4000,331.529307,146.818553,0.777778,12 +C15453,37.261373,1,498.65,51.05,447.6,0,1,0.083333,1,0,0,29,7000,487.168856,164.505587,0.666667,12 +C15454,11.116861,1,168,0,168,0,1,0,1,0,0,12,5500,154.705191,157.784568,0.083333,12 +C15455,6.420394,0.363636,136.72,0,136.72,0,0.333333,0,0.333333,0,0,4,2500,361.012758,169.705471,0.8,12 +C15456,135.856693,0.75,843.95,198,645.95,0,0.75,0.25,0.625,0,0,25,1200,862.494363,113.077567,1,8 +C15457,13.792103,0.909091,600,600,0,0,0.083333,0.083333,0,0,0,1,4500,607.677726,92.393376,0,12 +C15459,2116.845833,1,898.34,0,898.34,256.376109,0.916667,0,0.916667,0.166667,2,11,2500,1786.497369,508.470423,0,12 +C15460,135.794123,0.909091,880.28,0,880.28,0,0.833333,0,0.833333,0,0,22,6000,1550.332412,178.096603,0.727273,12 +C15461,243.182403,1,2687.48,398.67,2288.81,0,1,0.333333,1,0,0,67,5500,2349.060843,176.161796,1,12 +C15462,7468.01201,1,1569.41,796.07,773.34,4500.288676,0.545455,0.454545,0.363636,0.272727,7,10,8700,2162.94335,4628.802111,0,11 +C15463,7395.88757,1,0,0,0,4507.523293,0,0,0,1,31,0,8500,2902.821241,2869.727066,0,12 +C15464,364.219107,0.818182,142.52,142.52,0,654.345476,0.083333,0.083333,0,0.25,6,2,2500,621.956899,191.258003,0,12 +C15465,53.173349,0.545455,60,60,0,277.129953,0.083333,0.083333,0,0.083333,1,1,1200,2202.149777,274.519006,0,12 +C15466,1173.949821,1,785.69,785.69,0,0,0.416667,0.416667,0,0,0,8,1200,473.659122,619.376955,0,12 +C15467,1543.205532,1,1027.57,927.57,100,0,0.416667,0.333333,0.083333,0,0,13,6000,319.878647,443.406361,0,12 +C15469,467.345479,1,46.74,0,46.74,0,0.166667,0,0.166667,0,0,2,2500,122.054178,206.106505,0,12 +C15470,303.054817,0.636364,894.4,609.4,285,0,0.636364,0.363636,0.454545,0,0,12,4000,183.620398,128.25155,0,11 +C15471,5481.738308,1,0,0,0,8896.92309,0,0,0,1,80,0,9000,13652.75432,1343.985397,0,12 +C15472,1952.189994,1,297.59,99.59,198,55.219714,0.5,0.083333,0.416667,0.166667,2,7,2500,634.780319,658.460719,0,12 +C15473,0,0,54.85,0,54.85,0,0.333333,0,0.333333,0,0,5,5000,75.750562,,0,12 +C15474,19.962737,1,287.4,0,287.4,0,1,0,1,0,0,12,3000,276.339695,167.93554,0.833333,12 +C15475,1773.484195,1,0,0,0,1578.889669,0,0,0,0.25,3,0,3000,442.578729,616.532252,0,12 +C15476,1734.688041,1,0,0,0,158.851964,0,0,0,0.166667,2,0,1800,363.842433,612.656741,0,12 +C15477,927.294609,1,364.74,151.42,213.32,0,0.75,0.166667,0.583333,0,0,16,1000,442.174198,711.024081,0,12 +C15478,1248.193121,1,40.13,0,40.13,0,0.083333,0,0.083333,0,0,1,1750,293.330975,343.940892,0,12 +C15479,467.287934,1,4327.92,78,4249.92,0,1,0.083333,1,0,0,13,3000,4214.565847,182.841487,0.75,12 +C15480,1450.959629,0.444444,0,0,0,3419.81768,0,0,0,0.222222,4,0,4000,446.092673,747.172775,0,9 +C15481,34.195309,1,211.56,0,211.56,0,1,0,1,0,0,12,1000,188.66041,153.221194,0.5,12 +C15482,3028.512053,1,0,0,0,353.51025,0,0,0,0.583333,10,0,3000,820.085077,1187.871281,0,12 +C15483,886.65747,1,1440.48,1440.48,0,0,1,1,0,0,0,13,1800,309.644014,291.857209,0,12 +C15484,692.529504,1,404,404,0,0,0.166667,0.166667,0,0,0,2,6400,787.236366,201.135008,0,12 +C15485,952.952011,1,39.58,39.58,0,663.05871,0.083333,0.083333,0,0.083333,3,1,1800,1665.457998,204.226245,0,12 +C15486,2056.866139,1,3373.7,3373.7,0,0,0.833333,0.833333,0,0,0,31,7000,2647.183713,490.378067,0,12 +C15487,566.928754,0.909091,903,903,0,0,0.090909,0.090909,0,0,0,1,1500,751.551966,193.903676,0,11 +C15488,1395.907515,1,962.12,962.12,0,0,0.583333,0.583333,0,0,0,20,1600,1081.988109,645.551427,0,12 +C15489,18.606861,0.636364,302.5,0,302.5,0,0.75,0,0.666667,0,0,17,3000,705.81092,112.041868,0.333333,12 +C15490,8419.737786,1,3050.48,1475.56,1574.92,2127.489462,1,1,1,0.25,5,67,12300,3298.741768,4239.303788,0,12 +C15491,5.168354,0.181818,69,29,40,0,0.083333,0.083333,0.083333,0,0,3,5000,167.350713,41.839613,0.181818,12 +C15492,7030.446043,1,3747.12,1053.08,2694.04,266.710051,1,0.25,1,0.083333,1,70,14000,1968.080891,1635.841661,0,12 +C15493,7091.028361,1,0,0,0,2137.809373,0,0,0,0.25,5,0,8500,1835.361842,2701.584337,0,12 +C15494,1478.552756,1,479.1,311.1,168,901.677781,0.5,0.416667,0.5,0.083333,1,11,4500,4774.597215,478.802097,0,12 +C15495,985.457755,1,672.31,103,569.31,0,1,0.166667,1,0,0,17,2500,1656.974517,542.14663,0,12 +C15496,767.708957,1,1730.6,661.45,1069.15,0,1,0.571429,0.857143,0,0,45,4000,341.459733,126.503057,0,7 +C15497,8670.048011,1,0,0,0,7738.744823,0,0,0,0.666667,17,0,12500,10496.24166,2094.307389,0,12 +C15498,26.767358,0.6,190,90,100,0,0.5,0.1,0.3,0,0,7,1200,270.6586,136.109592,0,10 +C15499,878.010252,0.833333,4085.23,3705.15,380.08,0,0.833333,0.833333,0.666667,0,0,43,20000,4036.028203,109.759102,1,6 +C15500,2409.236843,1,990.15,772.6,217.55,0,0.75,0.416667,0.416667,0,0,26,8000,707.712681,606.899998,0,12 +C15501,2891.678357,0.454545,0,0,0,7981.152983,0,0,0,0.083333,4,0,10000,1379.83404,1840.913723,0,12 +C15502,21.409828,1,149.71,0,149.71,0,0.916667,0,0.916667,0,0,11,1500,141.974905,150.500248,0.166667,12 +C15503,1268.584315,1,1835.93,255.32,1580.61,674.180105,1,0.25,1,0.083333,1,30,1200,3021.605454,3148.909502,0.083333,12 +C15504,3509.710886,1,0,0,0,3448.87085,0,0,0,0.090909,1,0,6000,811.884107,833.953708,0,11 +C15505,2.566385,0.454545,0,0,0,294.434643,0,0,0,0.083333,1,0,1300,379.556939,54.371074,0,12 +C15506,879.987974,1,1517.56,1507.56,10,0,0.583333,0.583333,0.083333,0,0,15,1700,1812.402979,314.375296,0.166667,12 +C15507,868.331112,1,1167.15,864.28,302.87,748.152104,1,0.25,1,0.25,4,26,3000,704.323375,240.060933,0.083333,12 +C15508,3093.592745,1,47.69,82.41,0,1438.951061,0.166667,0.083333,0,0.583333,15,1,4100,4591.237633,723.343619,0,12 +C15509,1879.694262,1,832.67,694.73,137.94,0,0.583333,0.25,0.333333,0,0,22,2000,873.931715,1452.265916,0,12 +C15510,6372.182817,1,22101.78,22101.78,0,19513.47483,0.333333,0.333333,0,0.666667,35,40,7500,39461.9658,6764.853481,0.25,12 +C15511,1235.224095,1,637.28,10,627.28,0,1,0.083333,0.916667,0,0,13,1500,742.382146,703.203441,0,12 +C15512,4800.168978,1,0,0,0,4491.730795,0,0,0,0.272727,11,0,9000,1134.482984,1092.950836,0,11 +C15513,704.910363,1,500.5,225.5,275,851.158327,1,0.166667,1,0.333333,6,18,1200,1713.299924,425.812312,0,12 +C15514,1340.551352,1,427.96,331.96,96,618.344755,0.5,0.333333,0.416667,0.166667,4,12,1500,326.956073,472.486843,0,12 +C15515,923.977036,1,0,0,0,6616.555691,0,0,0,0.416667,6,0,2500,5155.088326,320.494371,0.2,12 +C15516,182.171771,1,270.65,45.65,225,0,0.833333,0.083333,0.75,0,0,10,1000,216.489485,190.287126,0,12 +C15517,22.689289,0.818182,360.6,160.6,200,0,0.666667,0.166667,0.416667,0,0,9,4500,415.618854,144.896661,0.857143,12 +C15519,1184.971992,1,0,0,0,4743.715012,0,0,0,0.5,10,0,3000,2355.267462,268.140818,0,12 +C15520,4375.764064,1,1016.41,0,1016.41,252.583938,0.916667,0,0.833333,0.083333,1,12,10000,1133.806322,1165.41843,0,12 +C15521,444.519756,1,302.4,0,302.4,1955.504366,0.333333,0,0.25,0.166667,4,6,3000,2579.035502,209.238839,0.166667,12 +C15522,1383.72609,1,0,0,0,148.185304,0,0,0,0.166667,2,0,1500,298.943957,508.050053,0,12 +C15523,4738.804194,1,0,0,0,3814.313134,0,0,0,0.833333,27,0,7000,1374.849589,1159.813479,0,12 +C15524,389.835298,0.818182,0,0,0,2101.740346,0,0,0,0.5,7,0,3000,2236.589562,100.212983,0,12 +C15525,455.452678,0.909091,1301.25,1301.25,0,0,0.5,0.5,0,0,0,9,1500,472.453467,170.192614,0,12 +C15526,658.6552,1,629.99,629.99,0,0,0.083333,0.083333,0,0,0,1,6000,353.862252,247.500183,0,12 +C15527,5058.555256,1,0,0,0,2915.339463,0,0,0,0.666667,8,0,7000,1689.268612,1198.874608,0,12 +C15528,42.51225,0.272727,523.15,75.2,447.95,0,0.25,0.083333,0.25,0,0,7,2000,925.820102,164.103619,1,12 +C15529,21.187313,0.272727,319.41,0,319.41,0,0.25,0,0.166667,0,0,6,6000,135.546054,29.013477,0.083333,12 +C15530,570.552082,1,3179.69,1258.99,1920.7,0,1,0.25,0.833333,0,0,28,5000,3067.833591,248.870731,0.416667,12 +C15531,3.319222,0.181818,47.05,0,47.05,0,0.083333,0,0.083333,0,0,1,1900,511.105425,118.437426,1,12 +C15532,2899.781468,1,223.62,193.94,29.68,507.263645,0.333333,0.25,0.166667,0.083333,2,6,3000,1059.352415,683.372766,0,12 +C15533,1278.829156,1,0,0,0,2425.727213,0,0,0,0.166667,6,0,4000,445.436177,418.536968,0,12 +C15534,1368.906278,1,0,0,0,5809.802917,0,0,0,0.166667,8,0,6000,322.580506,419.059837,0,12 +C15535,1859.165344,1,0,0,0,1543.160715,0,0,0,0.083333,5,0,3500,310.775643,659.586136,0,12 +C15536,1413.865738,1,313.03,313.03,0,1405.693267,0.25,0.25,0,0.166667,3,4,1800,1467.766461,405.632903,0,12 +C15537,205.409896,0.909091,0,0,0,1903.840296,0,0,0,0.25,3,0,1500,779.245735,60.582149,0.125,12 +C15538,2527.531968,1,720.16,720.16,0,4783.105548,0.5,0.5,0,0.416667,15,13,3000,3866.435107,1094.491962,0.090909,12 +C15539,1022.71734,1,120.09,120.09,0,0,0.083333,0.083333,0,0,0,1,2500,368.7253,410.924268,0,12 +C15540,3078.059784,1,0,0,0,4403.683518,0,0,0,0.333333,8,0,6000,6043.227704,1183.930323,0.083333,12 +C15541,1064.308102,1,1067.32,242.38,824.94,3608.38187,0.833333,0.25,0.666667,0.083333,1,13,6000,4770.998795,289.339838,0.083333,12 +C15542,1204.686047,1,0,0,0,2212.929045,0,0,0,0.75,20,0,3500,1668.247356,448.064322,0,12 +C15543,40.247238,0.181818,0,0,0,909.480894,0,0,0,0.083333,2,0,1500,3578.648701,69.271137,1,12 +C15544,2722.600219,1,0,0,0,234.473649,0,0,0,0.083333,2,0,3000,638.102089,653.783205,0,12 +C15545,90.953335,0.888889,921.02,317.74,603.28,0,0.888889,0.111111,0.777778,0,0,9,2500,782.67882,109.17084,0.777778,9 +C15546,165.721899,1,231.51,115,116.51,0,0.833333,0.166667,0.75,0,0,24,4300,90.964048,208.147019,0,12 +C15547,738.656748,1,0,0,0,1417.01143,0,0,0,0.25,3,0,3000,170.645351,187.555397,0,12 +C15548,3182.968599,1,2502.46,2455.79,46.67,1837.023964,0.833333,0.833333,0.166667,0.5,22,53,5500,2170.561697,1731.420819,0,12 +C15549,44.586199,0.272727,413.7,0,413.7,0,0.166667,0,0.166667,0,0,4,2500,2271.738188,131.138844,0,12 +C15550,3221.105151,1,3447.55,1450,1997.55,0,1,0.166667,1,0,0,40,9500,5401.287094,756.926664,0,12 +C15551,45.869314,0.363636,0,0,0,566.943998,0,0,0,0.25,10,0,4500,238.152441,123.753834,0,12 +C15552,2089.997028,1,2576,2576,0,0,0.25,0.25,0,0,0,4,5700,574.514857,531.183467,0,12 +C15553,2017.314401,1,4311.85,1259.88,3051.97,0,1,0.666667,1,0,0,121,12000,5430.633936,477.257131,0,12 +C15554,1719.048074,1,2115.79,1395.05,720.74,0,1,0.583333,0.666667,0,0,34,9000,4450.197966,556.179286,0,12 +C15555,875.649126,1,0,0,0,748.125667,0,0,0,0.166667,3,0,1200,860.788124,214.677868,0,12 +C15556,268.82613,0.454545,0,0,0,2793.801452,0,0,0,0.166667,2,0,6000,6801.790399,156.159732,1,12 +C15557,1906.283349,1,4016.42,1058.18,2958.24,0,1,0.583333,1,0,0,35,8000,1344.622375,526.831031,0,12 +C15558,2686.595082,1,282.52,282.52,0,0,0.416667,0.416667,0,0,0,5,3000,3747.500925,1248.460984,0.083333,12 +C15559,99.508886,0.636364,248.72,225.39,23.33,198.923306,0.25,0.166667,0.083333,0.166667,3,3,1500,275.248686,100.780063,0.083333,12 +C15560,1038.573059,1,1023.76,855.9,167.86,0,0.909091,0.272727,0.818182,0,0,18,1600,811.701446,327.262906,0,11 +C15561,5678.479456,1,0,0,0,2677.463375,0,0,0,0.666667,35,0,9500,1259.720956,1479.53625,0,12 +C15562,788.5958,1,3858.06,3678.81,179.25,974.547645,0.916667,0.833333,0.166667,0.333333,6,44,7050,8123.060053,3915.696493,0.444444,12 +C15563,2933.387442,0.727273,0,0,0,3317.250842,0,0,0,0.25,5,0,6500,9317.533927,929.334025,0.125,12 +C15564,1322.005771,1,0,0,0,159.292225,0,0,0,0.25,3,0,1500,404.269442,424.156288,0,12 +C15565,286.686616,0.090909,0,0,0,3742.712482,0,0,0,0.083333,2,0,4000,0,,0,12 +C15566,485.507827,0.875,0,0,0,455.227731,0,0,0,0.125,1,0,2000,794.426157,116.202264,0,8 +C15567,216.716507,1,0,0,0,810.792285,0,0,0,0.25,3,0,1800,1308.537026,94.70744,0.25,12 +C15568,239.446482,0.636364,0,0,0,698.096182,0,0,0,0.25,8,0,2000,351.850485,181.339692,0.166667,12 +C15569,91.861479,1,939.51,0,939.51,0,0.916667,0,0.833333,0,0,11,3000,874.020918,180.358798,1,12 +C15570,27.716642,0.1,0,0,0,480.104401,0,0,0,0.1,1,0,5000,0,,0,10 +C15571,1030.914048,1,1083.44,1083.44,0,1342.617687,1,1,0,0.333333,5,48,1200,2574.978162,606.739379,0.083333,12 +C15572,391.755763,1,575.72,400.72,175,0,0.833333,0.416667,0.5,0,0,13,10500,1631.594511,269.311255,0.333333,12 +C15573,126.279615,1,1307.52,0,1307.52,0,1,0,1,0,0,39,6000,1491.690159,164.139365,0.5,12 +C15574,1193.708983,1,6643.71,4841.7,1802.01,0,1,0.916667,0.75,0,0,39,12500,6446.627837,6340.898794,0,12 +C15575,6958.239974,1,0,0,0,3482.699506,0,0,0,0.166667,2,0,7500,3688.217452,1752.657115,0,12 +C15576,5965.535557,1,0,0,0,419.177619,0,0,0,0.583333,7,0,6000,1495.067426,2221.880048,0,12 +C15577,1039.256129,1,618.75,0,618.75,0,0.916667,0,0.916667,0,0,11,1700,202.137436,262.20484,0,12 +C15578,94.110539,1,1090.19,0,1090.19,0,1,0,1,0,0,19,7000,1174.739824,176.285795,0.916667,12 +C15579,293.118363,1,368.91,0,368.91,683.536421,0.75,0,0.75,0.166667,3,18,1800,1309.489418,195.953485,0.166667,12 +C15580,2206.463745,1,1945.82,521.5,1424.32,194.73579,1,0.083333,1,0.083333,1,56,9000,819.905846,679.005417,0,12 +C15581,39.554197,0.545455,353.9,0,353.9,0,0.5,0,0.5,0,0,6,2500,374.472803,85.914125,0.454545,12 +C15582,237.435762,0.909091,1270.32,1270.32,0,438.420213,0.333333,0.333333,0,0.166667,2,6,1800,1148.378687,110.252783,0,12 +C15583,38.160715,0.545455,340,0,340,0,0.5,0,0.416667,0,0,6,5000,888.221177,146.348596,1,12 +C15584,28.593511,0.909091,258.32,0,258.32,0,0.666667,0,0.583333,0,0,10,4000,307.750161,161.030353,0.166667,12 +C15585,1597.679284,1,272.4,0,272.4,0,1,0,1,0,0,16,1550,587.710246,1090.811625,0,12 +C15586,1140.91813,1,0,0,0,1531.176754,0,0,0,0.333333,6,0,1800,1336.452403,374.452534,0,12 +C15587,1458.775165,1,0,0,0,1759.295218,0,0,0,0.333333,10,0,3500,856.740386,379.255051,0,12 +C15588,2.307336,0.142857,0,0,0,28.443974,0,0,0,0.142857,1,0,3000,0,,0,7 +C15589,1173.112709,1,823.05,573.05,250,1000.869648,0.5,0.25,0.416667,0.25,3,11,1500,2049.345099,266.90291,0,12 +C15590,287.817221,1,360,360,0,0,0.083333,0.083333,0,0,0,1,3000,112.678222,208.247475,0,12 +C15591,3.894895,0.727273,182.49,0,182.49,0,0.916667,0,0.916667,0,0,11,1500,201.08824,13.88938,0,12 +C15592,2377.537394,1,0,0,0,2420.59067,0,0,0,0.166667,3,0,5000,533.940153,826.56466,0,12 +C15593,4694.671605,1,0,0,0,4174.716471,0,0,0,0.5,14,0,12000,8919.228234,1075.889659,0,12 +C15594,30.072702,0.454545,461.99,461.99,0,0,0.333333,0.333333,0,0,0,4,6000,945.998757,104.810436,0.666667,12 +C15595,44.538702,0.545455,916.67,0,916.67,0,0.416667,0,0.416667,0,0,5,1500,1075.578609,94.762661,0.416667,12 +C15596,28.349518,0.454545,235,0,235,0,0.25,0,0.166667,0,0,4,6000,268.128456,67.701929,0.272727,12 +C15597,557.277303,1,3739.78,3436.23,303.55,0,0.833333,0.833333,0.25,0,0,28,1500,3530.131795,190.985351,0.25,12 +C15598,1919.099019,1,240.27,102.26,138.01,2116.077457,0.833333,0.083333,0.75,0.583333,17,11,3200,763.674122,744.713817,0,12 +C15599,4837.835705,0.909091,1283.4,1140.9,142.5,6312.335558,0.818182,0.818182,0.090909,1,24,34,4500,5190.696125,6825.44203,0,11 +C15600,226.34624,1,2206.74,2206.74,0,0,1,1,0,0,0,24,10000,1891.000067,204.477134,0.818182,12 +C15601,2269.073907,1,284.9,284.9,0,490.612381,0.166667,0.166667,0,0.333333,5,6,6000,559.24901,786.402078,0,12 +C15602,588.618641,1,0,0,0,36.769821,0,0,0,0.166667,2,0,1200,1386.88202,232.802183,0.083333,12 +C15603,5825.38367,1,3426.12,2369.78,1056.34,570.064013,1,0.666667,0.916667,0.166667,2,39,17000,2925.020526,1463.588692,0,12 +C15604,2267.664008,1,0,0,0,76.590404,0,0,0,0.083333,1,0,2500,597.046672,673.465761,0,12 +C15605,2514.170127,0.818182,87.28,87.28,0,1863.759832,0.083333,0.083333,0,0.333333,6,2,5000,4646.340788,767.829781,0,12 +C15606,2354.125834,1,5351.58,3824.94,1526.64,156.148653,1,0.333333,1,0.083333,1,21,10000,4452.753075,562.102772,0,12 +C15607,616.570241,0.818182,5788.81,5788.81,0,0,0.5,0.5,0,0,0,13,7000,5891.252034,285.762299,0.2,12 +C15608,153.679036,1,181.81,0,181.81,0,0.833333,0,0.833333,0,0,16,1500,454.857585,183.013235,0,12 +C15609,417.898933,0.9,1735.17,1116.67,618.5,649.936157,0.9,0.3,0.8,0.1,2,20,2500,1892.675483,170.458741,0.125,10 +C15610,810.089776,0.909091,1428.89,1428.89,0,0,0.181818,0.181818,0,0,0,11,2500,1576.842421,395.761881,0,11 +C15611,450.746858,1,194.1,194.1,0,345.734661,0.166667,0.166667,0,0.333333,6,4,600,635.073163,389.795498,0,12 +C15612,21.441736,0.636364,197.62,0,197.62,0,0.5,0,0.5,0,0,6,4000,398.382513,153.645248,1,12 +C15613,8978.156324,1,482.88,325.52,157.36,72.44379,0.75,0.5,0.75,0.083333,1,15,9500,2112.619409,5817.079142,0,12 +C15614,1669.992809,1,91.84,91.84,0,1680.871074,0.166667,0.166667,0,0.583333,11,2,4400,348.40535,413.727143,0,12 +C15615,957.010021,1,604.8,0,604.8,901.754709,1,0,0.916667,0.083333,3,12,1000,811.45719,926.087148,0,12 +C15616,249.489629,0.181818,0,0,0,3689.517625,0,0,0,0.166667,8,0,6000,0,,0,12 +C15617,12.886661,0.363636,1437.15,1399.8,37.35,0,0.333333,0.25,0.083333,0,0,4,2700,2372.012083,98.767606,0.25,12 +C15618,1502.517905,1,266.64,0,266.64,0,0.727273,0,0.636364,0,0,8,1500,318.73308,792.01288,0,11 +C15619,2287.486277,1,0,0,0,2705.094894,0,0,0,0.166667,1,0,3000,341.751466,327.277488,0,6 +C15620,184.890347,0.454545,1686.86,1686.86,0,0,0.25,0.25,0,0,0,5,6000,3873.506886,127.016328,0,12 +C15621,2122.821694,1,255.34,199.34,56,1331.769584,0.333333,0.166667,0.333333,0.5,7,6,5000,1016.843526,561.912557,0,12 +C15622,1097.28593,1,0,0,0,37.643261,0,0,0,0.166667,2,0,1200,236.375748,259.21298,0,12 +C15623,114.523682,1,83,83,0,69.22803,0.166667,0.166667,0,0.166667,2,3,300,196.333324,201.615417,0.083333,12 +C15624,298.779514,0.909091,1205.85,310.97,894.88,0,0.666667,0.333333,0.416667,0,0,12,3000,378.768909,130.651802,0,12 +C15625,2306.698723,0.727273,12784.51,11246.07,1538.44,191.652876,0.666667,0.666667,0.333333,0.083333,1,68,6200,13705.00441,1310.291574,0,12 +C15626,8.838114,0.454545,1003.66,586.14,417.52,0,0.583333,0.333333,0.25,0,0,10,2500,1140.257668,31.497924,0,12 +C15627,1710.971649,1,2042.5,1000,1042.5,0,0.833333,0.083333,0.833333,0,0,12,9500,1952.923432,387.281405,0,12 +C15628,742.730997,1,6236.64,4613.7,1622.94,0,1,1,1,0,0,49,3750,8529.330225,256.82014,0.833333,12 +C15629,1625.118547,1,2908.35,956.83,1951.52,1029.560342,0.916667,0.333333,0.75,0.166667,4,40,3500,763.750978,1125.042573,0,12 +C15630,358.915537,0.727273,0,0,0,709.485501,0,0,0,0.166667,5,0,6400,331.996644,137.43958,0,12 +C15631,1060.420992,1,480.22,295.63,184.59,0,1,0.25,0.916667,0,0,17,4200,2398.956105,342.2675,0,12 +C15632,1047.854274,1,384,0,384,0,1,0,1,0,0,12,1000,530.36208,1127.724623,0,12 +C15633,842.600625,0.909091,0,0,0,679.67338,0,0,0,0.333333,7,0,1200,1901.27932,324.801824,0.090909,12 +C15634,2344.19277,1,0,0,0,1517.268703,0,0,0,0.333333,9,0,3000,681.433652,592.032785,0,12 +C15636,352.736999,1,1833.9,1833.9,0,0,0.416667,0.416667,0,0,0,6,2500,1779.977904,188.774182,0.4,12 +C15637,1643.215639,0.818182,0,0,0,2493.498137,0,0,0,0.363636,9,0,2500,414.951308,7164.306187,0,11 +C15638,1638.42534,1,0,0,0,37.921481,0,0,0,0.083333,1,0,1800,459.151425,335.813771,0,12 +C15639,855.571897,0.666667,71.13,0,71.13,1343.021655,0.666667,0,0.555556,0.222222,5,6,1500,220.436374,583.820142,0,9 +C15640,2893.897487,1,18,0,18,3904.514452,0.083333,0,0.083333,0.416667,23,1,6000,483.729934,720.971058,0,12 +C15641,19.766484,0.363636,197.48,0,197.48,0,0.333333,0,0.25,0,0,4,16000,409.933465,164.248292,0.5,12 +C15642,16304.88925,1,1770.57,0,1770.57,7424.094447,0.5,0,0.416667,0.666667,13,9,19000,5337.961195,8345.641905,0,12 +C15643,5825.2877,1,230,230,0,1909.594385,0.083333,0.083333,0,0.25,3,1,7000,1537.817125,1442.075559,0,12 +C15644,753.518771,0.636364,1737.87,249.12,1488.75,947.957969,1,0.083333,1,0.083333,1,27,2500,977.188809,313.922409,0.083333,12 +C15645,40.074484,1,423.37,423.37,0,0,1,1,0,0,0,12,7000,430.466572,187.954393,0.083333,12 +C15646,765.966137,1,1488.82,1402.35,86.47,0,0.833333,0.833333,0.25,0,0,24,4000,1111.593127,181.840836,0,12 +C15647,2594.878719,1,160,160,0,3095.18013,0.083333,0.083333,0,0.25,7,3,9500,851.52967,596.332001,0,12 +C15648,91.655431,0.363636,1110.01,1110.01,0,0,0.166667,0.166667,0,0,0,2,6000,3304.443043,84.471116,0,12 +C15649,1127.643812,1,14454.98,10454.28,4000.7,0,1,1,1,0,0,82,9000,12996.64271,289.757941,0.916667,12 +C15650,1.874969,0.363636,433.32,0,433.32,0,1,0,1,0,0,12,2000,238.913827,7.070714,0,12 +C15651,4241.864828,1,225.08,225.08,0,2842.771908,0.090909,0.090909,0,1,17,2,5000,2011.126751,1282.428401,0,11 +C15652,287.565501,1,472.32,375,97.32,1785.926136,0.333333,0.166667,0.25,0.416667,5,7,1000,2022.302019,191.073806,0.333333,12 +C15653,5604.357612,0.909091,0,0,0,6067.586592,0,0,0,0.727273,15,0,6500,1255.546074,1542.906309,0,11 +C15654,345.75483,1,3125.03,492.71,2632.32,0,1,0.166667,1,0,0,36,5500,3016.560969,189.375956,1,12 +C15655,56.872544,1,748.36,748.36,0,0,1,1,0,0,0,12,4000,698.817652,170.77492,1,12 +C15656,471.104779,1,0,0,0,58.192353,0,0,0,0.25,3,0,500,165.27161,190.841988,0,12 +C15657,11.944853,0.181818,88.93,88.93,0,0,0.083333,0.083333,0,0,0,1,2750,430.507379,154.067397,0,12 +C15658,4276.929643,1,298,298,0,7635.621091,0.166667,0.166667,0,0.333333,11,2,8000,969.689869,1336.9578,0,12 +C15659,1768.589163,1,63.7,63.7,0,0,0.083333,0.083333,0,0,0,1,2000,750.927612,379.079339,0,12 +C15660,714.813335,1,1110.42,0,1110.42,0,0.5,0,0.5,0,0,6,2200,4296.908322,4130.592522,0.083333,12 +C15661,1222.745469,0.363636,0,0,0,5396.550576,0,0,0,0.083333,1,0,6000,15843.68136,1261.125201,0.333333,12 +C15662,70.794108,0.909091,0,0,0,211.854586,0,0,0,0.181818,2,0,150,699.292482,599.5493,0,11 +C15663,67.72881,1,869.48,685.79,183.69,0,0.916667,0.833333,0.666667,0,0,20,3000,824.557797,175.239392,0.75,12 +C15664,1455.904478,0.818182,149,149,0,1991.844526,0.083333,0.083333,0,0.333333,7,1,2200,2326.985125,1115.444711,0,12 +C15666,309.491763,0.454545,0,0,0,3497.519958,0,0,0,0.25,6,0,4000,5364.680585,116.705952,0.333333,12 +C15667,635.48213,1,1481.24,1160.26,320.98,0,1,0.454545,0.545455,0,0,21,6000,805.516282,219.717476,0.181818,11 +C15668,2475.507619,1,569.85,233.04,336.81,1909.470528,0.666667,0.083333,0.583333,0.25,3,14,5000,672.048823,658.657911,0,12 +C15669,6976.34614,1,2552.1,2080.01,472.09,377.85546,1,0.916667,0.833333,0.083333,1,50,9000,1850.332531,2024.379006,0,12 +C15670,3767.546906,1,3545.56,1653.36,1892.2,1841.555758,1,0.75,1,0.083333,1,30,9000,4061.59893,1007.691447,0,12 +C15671,182.854647,1,1978.87,765.85,1213.02,0,1,0.75,1,0,0,68,6000,1590.330808,167.136534,0.75,12 +C15672,14.571059,0.545455,180.5,0,180.5,0,0.416667,0,0.333333,0,0,5,6000,178.584988,69.359061,0.363636,12 +C15673,10.035492,1,0,0,0,139.113927,0,0,0,0.083333,2,0,1000,154.970698,77.402578,0,12 +C15674,2584.617366,1,0,0,0,385.424519,0,0,0,0.3,3,0,3000,3206.865961,557.973185,0,10 +C15675,3857.278468,1,0,0,0,1238.047916,0,0,0,0.444444,6,0,4000,666.97848,635.614648,0,9 +C15676,374.101774,1,1283.36,1253.36,30,0,1,1,0.083333,0,0,14,1800,1482.140815,202.184147,0.083333,12 +C15677,1696.302382,1,0,0,0,1578.159867,0,0,0,0.666667,13,0,3000,650.716947,784.060078,0,12 +C15678,760.884589,0.833333,2940.79,2644.17,296.62,103.179579,0.833333,0.833333,0.333333,0.166667,1,53,11500,426.798145,113.262756,0,6 +C15680,269.406382,1,2629.96,2006.57,623.39,0,0.75,0.416667,0.583333,0,0,19,2200,1936.724441,202.619118,0.416667,12 +C15681,2948.966018,1,4129.97,1804.1,2325.87,451.62219,1,0.75,1,0.25,4,56,5000,2557.014611,605.697272,0,12 +C15682,130.142888,0.636364,0,0,0,435.228353,0,0,0,0.083333,1,0,3000,791.783333,138.420191,0.166667,12 +C15683,449.026889,1,313.2,0,313.2,0,1,0,1,0,0,12,1000,136.096707,217.449281,0,12 +C15684,2556.292783,1,0,0,0,226.369362,0,0,0,0.166667,2,0,6000,1311.010857,841.880535,0,12 +C15685,3031.933707,1,2000.6,2000.6,0,0,0.166667,0.166667,0,0,0,3,6500,811.109413,858.298082,0,12 +C15686,26.982025,0.181818,237.6,0,237.6,0,0.166667,0,0.083333,0,0,2,2500,0,,0,12 +C15687,1866.428342,1,3306.06,549,2757.06,0,1,0.166667,1,0,0,54,5000,2248.341145,431.796784,0,12 +C15688,2059.035678,1,0,0,0,387.757647,0,0,0,0.083333,1,0,2500,460.005554,754.982656,0,12 +C15689,30.395073,1,512.47,512.47,0,0,1,1,0,0,0,12,7000,484.669932,192.908611,1,12 +C15690,91.266202,0.909091,701.59,701.59,0,0,0.333333,0.333333,0,0,0,6,3200,812.383013,140.175864,0.1,12 +C15691,76.673877,0.777778,410.9,0,410.9,0,0.666667,0,0.555556,0,0,6,1500,449.09003,100.105897,0,9 +C15692,200.574081,1,675.9,675.9,0,0,0.416667,0.416667,0,0,0,8,7500,753.502654,308.604961,0.083333,12 +C15693,0,0,350.48,0,350.48,0,0.416667,0,0.416667,0,0,5,2700,681.924724,,0,12 +C15694,1078.3009,1,0,0,0,1537.88642,0,0,0,0.666667,16,0,1500,199.01051,226.880981,0,6 +C15695,633.209696,1,1625.01,1165.36,459.65,0,1,0.333333,1,0,0,29,2500,764.713719,206.988911,0,12 +C15696,26.296743,0.545455,417,417,0,0,1,1,0,0,0,13,6500,960.737291,86.562843,0.111111,12 +C15697,16.727614,0.545455,128,0,128,0,0.333333,0,0.333333,0,0,4,5000,363.86862,170.73776,1,12 +C15698,882.715792,1,120,0,120,322.935862,1,0,1,0.25,4,12,1000,307.584827,249.005928,0,12 +C15699,1540.077454,1,0,0,0,3490.330397,0,0,0,0.583333,16,0,4000,383.056837,394.763386,0,12 +C15700,10495.73934,1,5038.27,1940.88,3097.39,0,1,0.5,1,0,0,108,14500,2564.857063,4606.755937,0,12 +C15701,2182.752161,1,3216.97,2360.3,856.67,5594.061996,1,0.666667,1,0.583333,17,51,10000,7573.546529,501.711259,0.25,12 +C15702,177.822533,1,0,0,0,212.597424,0,0,0,0.090909,1,0,3000,141.272092,271.376651,0,11 +C15703,3127.073601,1,4468.44,4432.46,35.98,0,1,0.833333,0.083333,0,0,55,4500,665.046852,850.247297,0,12 +C15704,924.170798,1,1663.77,1663.77,0,3718.276337,0.833333,0.833333,0,0.5,11,21,3000,4201.694496,307.53747,0.2,12 +C15705,750.528885,1,1384.79,886.32,498.47,0,1,1,0.916667,0,0,34,1800,759.916056,225.743387,0,12 +C15706,701.135691,1,1004.04,624,380.04,181.874234,0.416667,0.166667,0.25,0.083333,1,6,3000,359.829195,190.226811,0,12 +C15707,21.960773,1,175.45,0,175.45,0,1,0,0.909091,0,0,11,1500,143.609104,164.361594,0.777778,11 +C15708,1175.922628,1,14.72,14.72,0,79.252166,0.083333,0.083333,0,0.25,3,1,1200,347.568201,463.992512,0,12 +C15709,4612.147149,1,0,0,0,2260.623056,0,0,0,0.25,4,0,6500,1210.9845,1565.678756,0,12 +C15710,19.928467,0.727273,310.64,0,310.64,0,0.666667,0,0.583333,0,0,8,9000,409.454228,175.245981,0.714286,12 +C15711,26.157304,0.818182,318.41,65,253.41,0,0.75,0.083333,0.666667,0,0,11,5000,240.474518,154.2101,0,12 +C15712,13.99841,0.857143,94.86,0,94.86,0,0.857143,0,0.714286,0,0,6,1500,68.323361,104.264949,0.4,7 +C15713,1594.328636,1,0,0,0,2880.609563,0,0,0,0.333333,19,0,3000,348.795318,510.986097,0,12 +C15714,37.050529,1,367.17,0,367.17,0,1,0,1,0,0,19,2000,326.624678,152.547744,0.636364,12 +C15715,844.230511,1,615,336,279,0,0.666667,0.25,0.416667,0,0,9,1500,1028.163341,183.039309,0,12 +C15716,1228.170181,1,817.94,436.64,381.3,0,0.666667,0.166667,0.5,0,0,8,1500,708.383328,831.442071,0,12 +C15717,1727.699797,1,0,0,0,414.072507,0,0,0,0.181818,2,0,2000,396.836709,680.410348,0,11 +C15718,1306.735189,1,0,0,0,256.361633,0,0,0,0.25,4,0,5500,536.065588,324.670041,0,12 +C15719,5182.092727,1,3183.43,1049.3,2134.13,445.337568,1,0.25,1,0.166667,7,67,6000,2400.861889,2257.788425,0,12 +C15720,756.573198,1,1056.64,683.89,372.75,548.067443,0.5,0.5,0.333333,0.25,4,16,1800,1597.746211,309.576217,0.083333,12 +C15721,1727.516892,1,624.46,624.46,0,0,0.333333,0.333333,0,0,0,9,1800,925.227009,865.078504,0,12 +C15722,1441.404242,0.4,0,0,0,7313.203925,0,0,0,0.4,5,0,8000,462.437204,856.401575,0,10 +C15723,1032.823341,1,1540.06,1395.13,144.93,0,1,0.916667,1,0,0,28,4000,3846.028003,322.506371,0.181818,12 +C15724,1623.176564,0.909091,0,0,0,3478.643597,0,0,0,0.818182,34,0,3000,1007.211689,433.963634,0,11 +C15725,1602.425383,1,0,0,0,1770.282273,0,0,0,0.583333,17,0,2500,1434.566669,597.46081,0,12 +C15726,14.593148,1,158.7,0,158.7,0,1,0,1,0,0,23,5200,193.70608,141.02725,0.7,12 +C15727,20.700474,0.857143,94.98,0,94.98,0,0.857143,0,0.714286,0,0,6,1000,86.16753,104.771473,0.5,7 +C15728,3467.619262,1,468.49,278.5,189.99,2493.180667,0.833333,0.083333,0.666667,0.5,10,10,4000,1612.002883,898.050967,0,12 +C15729,212.84035,1,1944.48,864.38,1080.1,0,1,0.666667,1,0,0,36,6000,1780.988408,182.31869,0.416667,12 +C15730,387.449138,1,253.7,253.7,0,0,0.416667,0.416667,0,0,0,8,3000,198.133653,200.73031,0,12 +C15731,2901.999862,1,11250.65,10165.88,1084.77,0,1,1,0.75,0,0,274,9500,6443.381719,691.328423,0.083333,12 +C15732,828.013302,1,126.48,0,126.48,0,0.25,0,0.166667,0,0,3,3000,301.728915,224.641178,0,12 +C15733,884.16375,1,823.52,0,823.52,0,1,0,1,0,0,56,1500,416.870269,294.032386,0,12 +C15734,71.186651,0.727273,1500,0,1500,0,1,0,1,0,0,12,3000,1330.781779,118.364043,0.636364,12 +C15735,1167.254965,1,499.92,0,499.92,0,1,0,1,0,0,12,1200,897.514706,1358.434639,0,12 +C15736,6090.22908,1,1583.23,1583.23,0,8983.561279,0.666667,0.666667,0,0.333333,11,8,7000,8054.48508,1805.455623,0.083333,12 +C15737,2986.070256,1,178.9,74.9,104,1948.211838,0.333333,0.083333,0.166667,0.416667,10,4,10000,619.02881,1149.24369,0,12 +C15738,74.277994,1,795.57,135.38,660.19,0,1,0.083333,1,0,0,19,5000,899.310578,178.313275,1,12 +C15739,79.222393,1,994.96,463.2,531.76,0,0.916667,0.333333,0.833333,0,0,22,3500,612.645199,160.160912,0.9,12 +C15740,997.98763,1,952.29,152.29,800,274.949525,1,0.083333,1,0.083333,2,17,1200,1273.253687,580.934766,0,12 +C15741,8737.860241,1,0,0,0,5424.78258,0,0,0,0.916667,24,0,10500,2804.040289,2312.250917,0,12 +C15742,2236.176309,1,1114.43,979.43,135,0,1,0.916667,0.416667,0,0,21,9000,615.627805,634.853764,0,12 +C15743,2932.136377,1,0,0,0,1866.470014,0,0,0,0.583333,12,0,3500,809.813492,849.210431,0,12 +C15744,126.159165,1,144.9,144.9,0,0,0.25,0.25,0,0,0,6,450,1307.853194,1336.106153,0.333333,12 +C15745,963.467447,1,720.57,720.57,0,0,1,1,0,0,0,12,2600,2304.882707,392.9199,0,12 +C15746,641.02208,1,0,0,0,180.321494,0,0,0,0.25,4,0,1000,345.161002,277.7637,0,12 +C15747,2638.45383,1,0,0,0,262.082802,0,0,0,0.166667,2,0,2900,642.830286,599.508236,0,12 +C15748,2800.848284,1,0,0,0,230.345891,0,0,0,0.166667,2,0,3000,864.931529,1796.44717,0,12 +C15749,921.334338,1,161.6,0,161.6,18.980421,0.5,0,0.416667,0.083333,1,6,1500,1757.687136,5482.177329,0.083333,12 +C15750,324.831712,0.363636,0,0,0,1282.314634,0,0,0,0.083333,2,0,3000,3585.134646,270.542229,0,12 +C15751,144.006679,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1000,287.560084,177.475343,0,12 +C15752,1737.967907,1,249,249,0,1669.386699,0.083333,0.083333,0,0.416667,12,2,2500,1543.486682,374.993899,0.166667,12 +C15753,266.142747,1,2109.17,1384.31,724.86,0,1,1,1,0,0,40,7000,2003.273695,176.453648,1,12 +C15754,3956.072098,1,82,82,0,2113.060571,0.166667,0.166667,0,0.25,9,2,4500,811.119073,1325.010085,0,12 +C15755,3128.61332,1,3875.71,2244.32,1631.39,0,1,0.916667,1,0,0,98,6500,1628.411065,1548.159984,0,12 +C15756,2731.319748,1,0,0,0,410.837121,0,0,0,0.25,3,0,3000,696.542192,761.827013,0,12 +C15757,1478.069308,1,0,0,0,37.483718,0,0,0,0.083333,1,0,1500,287.13201,531.655053,0,12 +C15758,1357.969348,0.454545,0,0,0,2903.355319,0,0,0,0.25,6,0,6000,12353.26546,717.788508,0.2,12 +C15759,59.32524,1,527.63,0,527.63,0,1,0,0.9,0,0,11,1000,435.994202,158.158755,0.875,10 +C15760,2.71921,0.181818,0,0,0,365.729727,0,0,0,0.083333,1,0,6000,3961.072777,29.048708,0.090909,12 +C15761,145.379392,0.727273,0,0,0,79.010936,0,0,0,0.166667,2,0,1000,542.489358,156.265479,0.125,12 +C15762,730.058174,1,782.6,782.6,0,0,1,1,0,0,0,12,12000,278.865346,238.608197,0,12 +C15763,1916.067737,1,0,0,0,4690.22899,0,0,0,0.25,19,0,4000,7730.195068,1442.992764,0,12 +C15764,204.041606,1,1173.34,1067.7,105.64,0,0.7,0.7,0.3,0,0,20,5000,871.245658,137.913285,0,10 +C15765,203.62963,0.454545,0,0,0,589.991614,0,0,0,0.166667,2,0,3000,314.842514,185.625798,0,12 +C15766,9166.016365,1,0,0,0,2911.322626,0,0,0,0.333333,8,0,10500,2335.737316,3361.046714,0,12 +C15767,1371.015868,1,180,180,0,0,0.166667,0.166667,0,0,0,2,3000,534.055194,866.123831,0,12 +C15768,218.35043,1,54.25,0,54.25,0,0.333333,0,0.333333,0,0,4,500,704.553221,1722.057336,0,12 +C15769,89.579737,0.272727,1174.59,1174.59,0,0,0.181818,0.181818,0,0,0,2,12500,711.52357,27.094432,0,11 +C15770,665.786437,1,5634.56,3335.15,2299.41,0,1,1,1,0,0,104,5200,5831.664538,202.213224,0.916667,12 +C15771,0.298538,0.090909,510,0,510,0,1,0,1,0,0,12,6500,557.480712,,0,12 +C15773,9.052765,0.272727,172,172,0,0,0.166667,0.166667,0,0,0,2,6000,179.644191,118.316999,0,12 +C15774,1631.603874,1,0,0,0,831.780875,0,0,0,0.181818,2,0,1800,357.259124,687.048707,0,11 +C15775,501.360034,1,107.27,107.27,0,0,0.25,0.25,0,0,0,3,7500,614.163281,188.038862,0,12 +C15776,672.84733,1,1969.47,1796.79,172.68,0,0.5,0.4,0.1,0,0,7,5500,1204.587035,238.195134,0.1,10 +C15777,1308.128024,1,623.03,0,623.03,0,0.916667,0,0.833333,0,0,15,1500,306.967651,356.087522,0,12 +C15778,29.929842,0.272727,259.59,0,259.59,0,0.166667,0,0.166667,0,0,3,2500,682.334296,175.624776,1,12 +C15779,8894.553534,1,476.84,476.84,0,6098.490836,0.166667,0.166667,0,0.583333,16,3,12000,2163.376448,2871.461432,0,12 +C15780,40.778677,1,100.98,100.98,0,0,0.333333,0.333333,0,0,0,4,400,227.659466,196.226103,0,12 +C15781,46.816731,1,539.88,0,539.88,0,1,0,1,0,0,14,6000,457.377375,187.088484,0.75,12 +C15782,18.430156,0.454545,342.5,342.5,0,0,0.083333,0.083333,0,0,0,2,6000,230.757968,73.567323,0,12 +C15783,1393.098681,1,353.43,0,353.43,1465.018056,0.7,0,0.6,0.2,3,14,1500,491.576263,502.718043,0,10 +C15784,64.03101,1,646.5,95,551.5,0,0.833333,0.166667,0.666667,0,0,17,1500,564.329726,151.912905,1,12 +C15785,47.783061,0.181818,0,0,0,545.183508,0,0,0,0.166667,2,0,3000,0,,0,12 +C15786,425.549034,1,151.68,0,151.68,0,1,0,1,0,0,12,1000,72.454987,270.085264,0,12 +C15787,907.371097,1,55.65,0,55.65,0,0.166667,0,0.166667,0,0,3,1000,416.818116,603.735158,0,12 +C15789,2828.808139,1,199,0,199,0,0.25,0,0.166667,0,0,3,8000,615.69756,792.533866,0,12 +C15790,1372.443049,1,0,0,0,3895.022384,0,0,0,0.333333,7,0,2500,2697.2213,679.634933,0,12 +C15791,34.351126,0.545455,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1500,79.207316,208.550713,0,12 +C15792,2997.999455,1,288.4,0,288.4,931.971634,0.75,0,0.75,0.166667,2,9,9000,1733.213844,705.163246,0,12 +C15793,2223.497527,1,132.28,0,132.28,1380.807166,0.75,0,0.75,0.125,3,6,3000,244.379096,582.083146,0,8 +C15794,4506.810924,1,0,0,0,312.118407,0,0,0,0.363636,7,0,5000,1194.027733,1726.574128,0,11 +C15795,32.290778,1,1185.34,1185.34,0,0,0.583333,0.583333,0,0,0,10,8000,428.89277,176.271756,0.666667,12 +C15796,1394.245166,1,684.85,61.85,623,1574.545965,0.583333,0.083333,0.416667,0.416667,9,7,1500,2411.283485,1291.78569,0.090909,12 +C15797,433.979083,0.545455,0,0,0,2779.963478,0,0,0,0.166667,4,0,1500,1596.987626,187.596016,0.083333,12 +C15798,294.280019,1,19.9,19.9,0,75.255164,0.083333,0.083333,0,0.166667,2,1,1000,214.638861,174.577973,0,12 +C15799,356.669878,0.909091,0,0,0,390.549563,0,0,0,0.166667,2,0,1200,1936.324445,117.244717,0.285714,12 +C15800,379.198083,1,40,0,40,0,0.166667,0,0.166667,0,0,3,2900,224.790156,212.520426,0,12 +C15801,264.051708,1,63,63,0,39.762754,0.083333,0.083333,0,0.083333,1,1,5000,360.123912,192.075716,0,12 +C15802,218.894935,1,568.34,568.34,0,0,0.333333,0.333333,0,0,0,4,3000,279.74723,241.723393,0,12 +C15803,255.628716,1,2525.88,1640.96,884.92,0,1,0.583333,1,0,0,47,6000,1936.907938,198.598427,0.416667,12 +C15804,2584.317807,1,0,0,0,6036.492283,0,0,0,0.25,7,0,3000,6024.595066,826.013735,0.181818,12 +C15805,1283.560983,0.454545,0,0,0,871.427059,0,0,0,0.25,4,0,4000,4525.286325,408.805328,0.090909,12 +C15806,7.634737,0.272727,61.26,0,61.26,0,0.25,0,0.25,0,0,3,4000,247.778082,139.574077,0.25,12 +C15807,2091.627351,1,4361.04,2325.83,2035.21,4224.133411,1,0.666667,1,0.833333,27,109,2500,7608.515679,915.803727,0.083333,12 +C15808,31.299159,0.5,185.13,0,185.13,0,0.5,0,0.333333,0,0,3,3000,289.706891,85.464647,1,6 +C15809,520.521822,1,820.29,820.29,0,0,0.916667,0.916667,0,0,0,11,6000,2295.229351,274.668404,0,12 +C15810,95.162463,1,1000,0,1000,0,0.75,0,0.625,0,0,8,11500,824.871032,101.683837,0.8,8 +C15811,1930.738051,0.9,0,0,0,2396.848186,0,0,0,0.1,2,0,2500,364.208749,710.889925,0,10 +C15812,880.259646,1,831.52,609.37,222.15,0,0.5,0.333333,0.416667,0,0,20,1200,975.402992,229.25572,0,12 +C15813,1593.655423,1,358.7,111.3,247.4,618.455892,0.416667,0.083333,0.25,0.25,5,8,2000,467.499859,449.473659,0,12 +C15814,31.303174,1,322.41,0,322.41,0,0.916667,0,0.833333,0,0,11,1500,266.683039,168.946603,0.7,12 +C15815,4628.109931,1,912.54,0,912.54,0,1,0,1,0,0,21,5000,3746.305759,56370.04117,0,12 +C15816,7.992356,1,196.66,0,196.66,0,0.166667,0,0.083333,0,0,2,7000,90.0711,29.862755,0.083333,12 +C15817,16.646768,0.818182,135.28,0,135.28,0,0.5,0,0.5,0,0,6,4000,212.020939,142.655139,0.111111,12 +C15818,356.883731,1,929.29,929.29,0,0,1,1,0,0,0,13,1200,1587.56373,193.337889,0.166667,12 +C15819,1706.846933,0.857143,1000,1000,0,2022.36136,0.142857,0.142857,0,0.714286,13,1,2500,862.833252,233.053173,0,7 +C15820,3842.454902,1,0,0,0,6381.534619,0,0,0,0.5,24,0,6500,3869.74895,1742.491124,0.083333,12 +C15821,66.296517,1,56.44,0,56.44,0,0.333333,0,0.333333,0,0,4,1500,110.099433,166.020925,0,12 +C15822,35.771638,1,443.04,0,443.04,0,1,0,1,0,0,12,1500,404.189925,151.005361,1,12 +C15823,2431.019916,0.818182,729.82,729.82,0,2555.909872,0.181818,0.181818,0,0.181818,13,4,3500,46.969049,18924.00199,0,11 +C15824,5585.30457,1,515.28,0,515.28,656.485086,1,0,1,0.25,4,12,6000,1353.941998,2230.75253,0,12 +C15825,897.877807,1,1758.75,0,1758.75,2557.126189,0.583333,0,0.416667,0.416667,10,7,6000,3349.425019,243.137378,0.363636,12 +C15826,0.734665,0.777778,254.23,0,254.23,0,0.555556,0,0.555556,0,0,5,1500,0,,0,9 +C15827,1163.135011,1,0,0,0,884.506039,0,0,0,0.166667,6,0,1200,222.485191,420.701352,0,12 +C15828,225.404563,0.727273,2424.34,1963.74,460.6,0,0.666667,0.416667,0.166667,0,0,9,7500,3023.04845,169.574114,0.6,12 +C15829,1298.539837,1,42.56,0,42.56,0,0.25,0,0.25,0,0,3,1500,278.050986,814.495329,0,12 +C15830,59.614155,0.818182,438,0,438,0,1,0,1,0,0,12,1500,525.046566,149.110815,0.090909,12 +C15831,2648.784405,1,6697.57,5281.17,1416.4,0,0.916667,0.916667,1,0,0,65,8200,2984.80545,678.731919,0,12 +C15832,391.673369,1,1944.64,1333.38,611.26,0,0.833333,0.666667,0.583333,0,0,29,6000,2218.376164,211.587611,0.083333,12 +C15833,1190.007646,1,0,0,0,1491.137439,0,0,0,0.25,4,0,1500,175.509452,546.469472,0,12 +C15834,152.255187,0.833333,894.28,894.28,0,0,0.5,0.5,0,0,0,5,4000,304.061592,84.043137,0,6 +C15835,269.966481,0.636364,0,0,0,1579.555134,0,0,0,0.166667,2,0,3000,2097.898378,272.284192,0.125,12 +C15836,4539.839383,1,384,209,175,74.101229,1,0.083333,0.916667,0.083333,1,13,5000,879.549573,2035.107418,0,12 +C15837,25.383911,1,401.16,0,401.16,0,0.916667,0,0.833333,0,0,11,2500,419.168947,164.819559,1,12 +C15838,964.386954,1,0,0,0,1852.449594,0,0,0,0.166667,4,0,3200,5586.40448,5766.252183,0.166667,12 +C15839,121.671833,0.818182,540,540,0,0,0.583333,0.583333,0,0,0,9,1800,238.201855,231.170968,0.285714,12 +C15840,337.269093,1,0,0,0,149.696598,0,0,0,0.083333,1,0,1200,482.296401,191.122638,0,12 +C15841,92.902071,1,812.74,618.4,194.34,0,1,1,0.416667,0,0,18,4000,708.651818,176.003434,0.583333,12 +C15842,1422.3042,1,0,0,0,115.324837,0,0,0,0.083333,1,0,3000,3489.163639,5873.275911,0.083333,12 +C15843,6.542818,0.571429,178,0,178,0,0.857143,0,0.571429,0,0,6,1500,231.111728,19.703002,0,7 +C15844,80.198389,0.454545,981.75,459,522.75,0,0.583333,0.083333,0.5,0,0,14,1000,1381.850719,58.816069,0.1,12 +C15845,153.377124,1,2048.5,846.79,1201.71,0,1,0.25,1,0,0,51,7000,1512.631142,178.977455,1,12 +C15846,445.179998,1,0,0,0,58.770943,0,0,0,0.25,3,0,500,197.851349,214.062758,0,12 +C15847,26.572803,1,277.33,0,277.33,0,1,0,0.916667,0,0,17,6000,258.265698,129.984016,1,12 +C15848,1337.133737,1,0,0,0,73.354616,0,0,0,0.083333,1,0,1500,349.862368,350.033702,0,12 +C15849,487.723632,1,0,0,0,978.210005,0,0,0,0.083333,1,0,1500,1454.589519,184.288462,0.083333,12 +C15850,2487.42306,1,113.25,0,113.25,512.570394,0.416667,0,0.416667,0.083333,3,5,2500,600.106329,1033.145181,0,12 +C15851,4.966985,0.181818,59.34,0,59.34,0,0.166667,0,0.166667,0,0,2,2000,360.724808,111.894178,0.5,12 +C15852,171.267988,1,2062.67,1455.11,607.56,0,1,1,1,0,0,39,7500,1913.827405,180.637896,0.75,12 +C15853,845.930093,1,2384.15,1206.43,1177.72,1950.164327,1,0.916667,0.833333,0.083333,2,62,2500,4029.993964,232.49717,0.272727,12 +C15854,1380.729836,1,145.94,145.94,0,589.017161,0.083333,0.083333,0,0.166667,10,3,1800,610.851898,610.251148,0,12 +C15856,97.064177,0.545455,863.97,114,749.97,0,0.416667,0.083333,0.416667,0,0,9,7000,1384.018459,103.701385,0.363636,12 +C15857,930.322044,1,444.96,0,444.96,0,1,0,1,0,0,12,1000,630.302306,657.600716,0,12 +C15858,126.169985,1,1155,0,1155,0,0.833333,0,0.833333,0,0,10,3900,1375.353007,158.020499,0.909091,12 +C15859,832.183808,1,0,0,0,1991.951203,0,0,0,0.333333,9,0,2500,1497.093428,255.621363,0,12 +C15860,253.367476,0.909091,626.69,0,626.69,0,0.416667,0,0.416667,0,0,5,1500,969.151872,176.889617,0,12 +C15861,2111.244939,0.818182,147.12,147.12,0,1578.669085,0.083333,0.083333,0,0.166667,5,1,6500,4014.564637,475.89936,0,12 +C15862,1450.649137,1,0,0,0,1782.155586,0,0,0,0.25,4,0,4000,843.588576,316.380664,0,12 +C15863,4593.098361,0.777778,0,0,0,6944.484735,0,0,0,0.333333,9,0,7000,1108.771839,1744.975926,0,9 +C15864,3598.913061,1,53.13,53.13,0,2767.233925,0.083333,0.083333,0,0.25,6,1,6000,868.558084,1233.962964,0,12 +C15865,106.390419,1,1038.38,1038.38,0,0,0.666667,0.666667,0,0,0,14,6000,918.029106,140.547255,0.6,12 +C15866,82.476563,1,637.44,0,637.44,0,1,0,1,0,0,12,4000,623.916338,179.604687,0.75,12 +C15867,117.324773,1,1101,0,1101,0,1,0,1,0,0,21,7500,1002.953582,178.537408,0.5,12 +C15868,16.34663,0.545455,267.06,25,242.06,0,0.5,0.083333,0.5,0,0,7,1000,318.011069,113.606953,0.272727,12 +C15869,2447.62454,1,116.16,26.16,90,729.174169,0.5,0.083333,0.416667,0.083333,1,7,7500,525.469962,571.995314,0,12 +C15870,1421.787032,1,0,0,0,2017.846783,0,0,0,0.583333,16,0,1500,2180.007785,622.671345,0,12 +C15871,1219.143484,0.666667,0,0,0,1893.219765,0,0,0,0.5,3,0,2000,204.789406,274.065414,0,6 +C15872,2456.499396,1,4791.33,2067.8,2723.53,0,1,0.666667,1,0,0,78,6500,839.407521,817.36242,0,12 +C15873,59.064314,0.363636,686,0,686,0,0.333333,0,0.25,0,0,7,3000,840.254381,182.922865,0,12 +C15874,1042.614416,1,0,0,0,119.716756,0,0,0,0.083333,2,0,1200,269.011259,437.211705,0,12 +C15875,6851.39075,0.909091,4004,117,3887,10616.27014,0.909091,0.181818,0.818182,0.363636,17,18,7500,6746.5317,22011.7798,0,11 +C15876,3871.433675,1,0,0,0,975.139233,0,0,0,0.083333,5,0,9500,903.655941,953.264819,0,12 +C15877,646.398621,1,839.05,192.95,646.1,0,1,0.166667,1,0,0,19,4500,1350.435597,248.178351,0.083333,12 +C15878,802.086509,0.818182,2008.98,1990.65,18.33,0,0.583333,0.583333,0.083333,0,0,28,4500,468.463615,302.127133,0,12 +C15879,3881.679582,1,15.92,15.92,0,2183.782456,0.083333,0.083333,0,0.333333,9,1,5500,1032.183632,1129.747227,0,12 +C15880,7886.777059,1,0,0,0,12876.04361,0,0,0,0.454545,20,0,12000,11080.9622,2275.686103,0.090909,11 +C15881,1466.852542,1,543.58,543.58,0,0,0.25,0.25,0,0,0,4,2500,518.150669,355.284593,0,12 +C15882,47.162463,0.909091,1276.72,810,466.72,0,0.416667,0.083333,0.333333,0,0,5,6000,602.244665,94.668806,0.166667,12 +C15883,525.918697,0.909091,522.2,0,522.2,1748.234165,1,0,1,0.583333,10,18,2500,2609.937964,155.337674,0.181818,12 +C15885,2466.452707,1,118.72,44.8,73.92,0,0.166667,0.083333,0.083333,0,0,3,5000,732.01795,908.384613,0,12 +C15886,1184.120178,1,69.49,0,69.49,1719.993551,0.083333,0,0.083333,0.5,8,2,1400,712.25724,385.314668,0,12 +C15887,1084.649802,1,0,0,0,708.865975,0,0,0,0.181818,10,1,1500,973.731202,252.062796,0,11 +C15888,1414.422361,1,90.03,0,90.03,0,0.833333,0,0.833333,0,0,12,1500,323.893824,492.851078,0,12 +C15889,79.470417,0.727273,601.84,0,601.84,0,0.583333,0,0.5,0,0,7,7500,799.1846,133.319408,0.363636,12 +C15890,170.086639,0.909091,1218.11,980.87,237.24,0,0.75,0.5,0.166667,0,0,9,6000,1277.281619,152.507474,0.222222,12 +C15891,585.537233,1,178,0,178,723.138529,0.333333,0,0.333333,0.083333,3,4,1000,1198.443149,316.758371,0.083333,12 +C15892,124.506347,1,1194.54,1194.54,0,0,0.916667,0.916667,0,0,0,11,7500,961.895302,169.006513,1,12 +C15893,7834.073316,1,239.58,0,239.58,5160.785017,0.083333,0,0.083333,0.333333,5,2,12000,8848.955996,2295.921053,0,12 +C15894,1079.097023,1,247.44,0,247.44,0,1,0,1,0,0,12,1200,503.445403,302.481716,0,12 +C15895,1761.69297,1,0,0,0,950.448895,0,0,0,0.25,7,0,2000,414.860394,452.085171,0,12 +C15896,1874.572121,1,0,0,0,1359.837109,0,0,0,0.916667,17,0,2500,329.797397,507.068261,0,12 +C15897,10243.14763,1,0,0,66.95,4501.06755,0,0,0.083333,0.25,5,0,13000,1882.490974,5624.605818,0,12 +C15898,812.317275,1,404.91,0,404.91,0,0.75,0,0.75,0,0,18,1000,573.841447,318.793218,0,12 +C15899,511.825603,0.909091,362.48,0,362.48,0,0.416667,0,0.416667,0,0,10,2000,2400.443969,377.084941,0,12 +C15900,1427.42297,1,61,0,61,4327.398235,0.166667,0,0.083333,0.583333,14,2,9000,5907.105978,389.155496,0.166667,12 +C15901,4932.396527,1,0,0,0,245.596578,0,0,0,0.166667,3,0,6000,5403.894447,14437.12209,0,12 +C15902,275.470825,1,2967.42,1903.72,1063.7,0,0.916667,0.666667,0.916667,0,0,40,3500,2569.455026,169.807651,0.333333,12 +C15903,55.539236,0.909091,201.27,201.27,0,0,0.083333,0.083333,0,0,0,1,7500,467.319744,144.25972,0.111111,12 +C15904,403.816601,0.9,3431,0,3431,0,0.9,0,0.8,0,0,15,10000,2370.440541,139.047088,0.7,10 +C15905,1799.320009,1,0,0,0,872.408101,0,0,0,0.083333,2,0,2000,298.163408,718.578894,0,12 +C15906,1821.024103,1,0,0,0,323.218285,0,0,0,0.166667,4,0,1800,954.718474,1910.925633,0,12 +C15907,0.892901,0.363636,492,0,492,0,1,0,1,0,0,24,7500,450.655804,19.582178,0,12 +C15908,1267.621753,1,107.05,64.55,42.5,0,0.416667,0.25,0.083333,0,0,5,4000,505.790714,382.36978,0,12 +C15909,1201.204437,1,117.89,117.89,0,0,0.333333,0.333333,0,0,0,4,1200,283.696314,454.665216,0,12 +C15910,1343.200147,1,848.53,0,848.53,0,0.666667,0,0.666667,0,0,14,5500,817.669027,333.092064,0,12 +C15912,626.359675,1,2102.13,1091.37,1010.76,1578.03608,1,0.833333,0.916667,0.5,23,45,1000,3537.414389,228.297707,0.272727,12 +C15913,644.987222,0.714286,0,0,0,1059.025424,0,0,0,0.142857,3,0,1200,148.120171,132.494842,0,7 +C15914,1474.532261,1,106,106,0,36.308611,0.083333,0.083333,0,0.083333,2,2,3000,349.349174,434.513783,0,12 +C15915,6241.937842,1,0,0,0,11071.93364,0,0,0,0.333333,4,0,12000,12181.03139,1475.203723,0.090909,12 +C15916,11.566281,1,148.56,0,148.56,0,1,0,0.916667,0,0,12,1500,128.994977,139.382867,0.090909,12 +C15917,741.05358,1,0,0,0,37.527333,0,0,0,0.083333,1,0,1200,1267.067064,231.513272,0,12 +C15918,48.660932,1,651.08,100,551.08,0,1,0.083333,1,0,0,17,3500,706.145992,174.363145,0.916667,12 +C15919,1139.691004,1,117,117,0,0,0.083333,0.083333,0,0,0,1,1200,492.089429,437.099794,0,12 +C15920,1207.465786,1,125,25,100,0,0.333333,0.083333,0.166667,0,0,4,1800,1872.705924,458.501302,0.090909,12 +C15921,3160.087236,1,0,0,0,757.003109,0,0,0,0.083333,1,0,8000,744.90895,715.509134,0,12 +C15922,1184.723988,0.636364,373.44,373.44,0,0,0.083333,0.083333,0,0,0,1,12000,6674.591055,384.155979,0,12 +C15923,561.346036,1,4430.12,2992.49,1437.63,80.614627,1,1,0.75,0.083333,1,68,4500,3750.631255,183.469161,0.083333,12 +C15924,0,0,1021.56,0,1021.56,0,1,0,1,0,0,36,3000,0,,0,12 +C15925,3200.184366,1,0,0,0,2139.707578,0,0,0,0.083333,1,0,5000,780.190463,920.718093,0,12 +C15926,408.724408,1,89.39,89.39,0,108.912198,0.083333,0.083333,0,0.083333,1,1,3000,166.426897,211.611083,0,12 +C15927,18.98265,0.272727,327.37,0,327.37,0,0.333333,0,0.333333,0,0,11,6500,1430.996352,137.788624,1,12 +C15928,986.828539,1,417.25,394.76,22.49,778.725777,0.333333,0.333333,0.083333,0.083333,1,7,1200,1706.126097,398.734242,0,12 +C15929,3144.690403,1,865.94,865.94,0,0,0.25,0.25,0,0,0,4,3500,1018.210531,977.712784,0,12 +C15930,202.08047,1,190.96,0,190.96,0,0.25,0,0.25,0,0,3,1000,156.408373,173.016455,0.083333,12 +C15931,371.896615,1,332,0,332,850.393519,1,0,1,0.2,5,10,2500,1756.127984,126.406004,0.111111,10 +C15932,4450.957226,1,8445.96,1987.85,6458.11,0,1,0.75,1,0,0,224,6500,4792.662317,1124.614121,0,12 +C15933,2754.041187,1,132,41,91,2959.646926,0.25,0.083333,0.083333,0.583333,30,3,5000,635.462392,849.355936,0,12 +C15934,17.245539,0.636364,19.5,0,19.5,0,0.083333,0,0.083333,0,0,1,1500,95.789433,119.880198,0,12 +C15935,4940.113918,1,814.66,814.66,0,908.434086,0.583333,0.583333,0,0.083333,1,8,10000,1904.849069,1428.029439,0,12 +C15936,1826.387864,1,0,0,0,89.176017,0,0,0,0.166667,2,0,2000,367.804353,4653.581451,0,12 +C15937,793.213204,1,1011.16,488.99,522.17,0,0.833333,0.333333,0.5,0,0,19,1000,842.847535,307.591569,0,12 +C15938,983.363407,1,275.06,0,275.06,0,0.5,0,0.5,0,0,6,1000,587.715737,316.239935,0,12 +C15939,473.807764,0.818182,546.94,0,546.94,0,1,0,1,0,0,19,7000,1612.129418,121.996148,0,12 +C15940,4060.33426,1,1007.27,1007.27,0,2779.207967,0.833333,0.833333,0,0.75,23,23,9500,1348.99396,1492.995627,0,12 +C15941,3007.035526,1,209.02,209.02,0,2484.069695,0.25,0.25,0,0.75,24,4,6000,1285.267277,688.582671,0,12 +C15943,51.640761,1,453.24,0,453.24,0,1,0,1,0,0,12,5000,507.364658,170.772711,0.363636,12 +C15944,1.864427,0.090909,0,0,0,93.468447,0,0,0,0.083333,1,0,1800,0,,0,12 +C15945,57.657781,0.818182,587.25,0,587.25,0,0.75,0,0.75,0,0,9,1000,779.274805,138.599057,0.857143,12 +C15946,1876.872139,1,0,0,0,741.088191,0,0,0,0.083333,1,0,2300,940.91574,583.146807,0,12 +C15947,1496.172117,1,0,0,0,1357.679075,0,0,0,0.25,4,0,6500,368.342402,318.402704,0,12 +C15948,3120.25648,1,339.96,0,339.96,3585.834892,1,0,1,0.25,3,12,8000,861.174315,893.770943,0,12 +C15949,0,0,102.72,0,102.72,0,1,0,1,0,0,12,1500,0,,0,12 +C15950,4646.574386,1,773.22,760.16,13.06,0,0.833333,0.833333,0.083333,0,0,16,4900,1379.043262,2171.800125,0,12 +C15951,6223.173969,1,0,0,0,3607.876623,0,0,0,0.25,5,0,7500,1373.795303,1450.180855,0,12 +C15952,269.816561,0.636364,1965.95,1965.95,0,0,0.083333,0.083333,0,0,0,2,5500,0,,0,12 +C15953,1851.622011,1,200,200,0,152.692363,0.083333,0.083333,0,0.083333,1,1,2000,712.34021,798.280589,0,12 +C15954,10.334498,0.272727,62.36,62.36,0,0,0.083333,0.083333,0,0,0,1,1800,232.96458,119.309297,0,12 +C15955,434.729411,0.545455,1486.5,594.6,891.9,392.060381,0.333333,0.083333,0.25,0.083333,3,4,3700,7228.69205,324.522761,0,12 +C15956,5938.788939,1,3394.94,1705.78,1689.16,0,1,0.833333,0.916667,0,0,59,12000,1367.537734,1374.956496,0,12 +C15957,766.491179,1,799.92,0,799.92,0,1,0,1,0,0,24,5200,1351.417476,250.54894,0,12 +C15958,4735.107991,1,0,0,0,2934.049373,0,0,0,0.333333,10,0,6000,1141.819186,1469.022473,0,12 +C15959,1530.29332,0.8,256.69,256.69,0,3271.076793,0.1,0.1,0,0.4,4,3,4000,441.551162,454.65029,0,10 +C15960,261.946133,0.909091,1215.64,145,1070.64,0,0.5,0.166667,0.416667,0,0,15,6500,573.280563,285.852332,0,12 +C15961,0.288293,0.090909,0,0,0,606.18161,0,0,0,0.083333,1,0,2000,3630.305137,82.240686,0,12 +C15962,1922.172543,1,0,0,0,1810.839188,0,0,0,0.166667,5,0,2000,481.087934,655.365553,0,12 +C15963,1101.328772,0.727273,0,0,0,3061.014837,0,0,0,0.333333,12,0,3000,649.339928,432.288614,0,12 +C15965,1459.534846,1,0,0,0,1275.554446,0,0,0,0.25,6,0,5500,827.318305,334.942449,0,12 +C15966,2882.431664,1,0,0,0,130.714887,0,0,0,0.166667,2,0,3000,608.839527,1240.347359,0,12 +C15967,396.890847,1,3943.97,3159.53,784.44,0,1,1,1,0,0,43,7500,3578.14443,179.793545,0.583333,12 +C15968,866.363389,1,4127.83,0,4127.83,0,0.75,0,0.75,0,0,15,7500,4774.49325,4419.482273,0.166667,12 +C15969,434.932876,1,933.8,0,933.8,0,1,0,1,0,0,39,2700,253.085801,168.730445,0.083333,12 +C15970,3830.916541,1,4065.66,1681.51,2384.15,2411.584248,1,0.333333,1,0.333333,5,36,5000,3811.271434,1169.995934,0,12 +C15971,36.412211,0.545455,343.56,0,343.56,0,0.454545,0,0.363636,0,0,7,2000,349.484812,133.622458,0,11 +C15972,69.722927,0.818182,947.72,0,947.72,0,0.75,0,0.666667,0,0,12,1200,769.133717,127.904622,0.666667,12 +C15973,45.160837,0.727273,0,0,0,79.46115,0,0,0,0.083333,1,0,6500,486.597254,89.975046,0,12 +C15974,1295.733461,1,705.84,620,85.84,0,0.416667,0.083333,0.416667,0,0,8,1500,417.88231,571.226809,0,12 +C15975,2421.144942,1,2685.48,945.1,1740.38,92.6579,1,0.5,0.916667,0.166667,3,42,4500,2010.800224,576.081228,0,12 +C15976,212.306148,0.181818,0.7,0.7,0,1922.5936,0.083333,0.083333,0,0.166667,3,1,3500,0,,0,12 +C15977,2716.981814,1,0,0,0,1486.243293,0,0,0,0.416667,5,0,8000,648.230914,651.277648,0,12 +C15978,2837.833628,1,5541.87,1630.6,3911.27,855.232779,1,0.333333,1,0.166667,2,49,6500,3909.7339,707.239263,0,12 +C15979,7.310526,0.727273,70,0,70,0,0.666667,0,0.583333,0,0,8,5000,98.099008,51.285181,0.454545,12 +C15980,4322.806448,1,220.5,0,220.5,3767.104707,0.416667,0,0.416667,0.916667,25,11,11000,1170.484558,1025.146444,0,12 +C15981,1105.969915,1,0,0,0,291.608512,0,0,0,0.416667,7,0,1200,366.079307,463.040434,0,12 +C15982,994.231031,1,487.6,0,487.6,38.690552,0.75,0,0.75,0.083333,1,9,1000,755.610568,801.233778,0,12 +C15983,11.896546,0.363636,86,86,0,0,0.083333,0.083333,0,0,0,1,8000,488.720214,85.079975,1,12 +C15984,1114.38403,1,1956.43,1423.8,532.63,521.664369,0.583333,0.083333,0.5,0.083333,3,18,1800,836.108453,1238.531629,0,12 +C15985,860.268175,1,0,0,0,1974.202963,0,0,0,0.333333,5,0,2500,749.789889,292.755072,0,12 +C15986,4389.759633,1,473.74,473.74,0,2462.100789,0.166667,0.166667,0,0.25,17,7,4500,999.619739,1893.402934,0,12 +C15987,4672.628863,1,483.02,99,384.02,1168.493188,1,0.083333,1,0.166667,2,25,8500,1476.028461,1151.108962,0,12 +C15988,1649.174527,1,0,0,0,364.489187,0,0,0,0.083333,1,0,10000,1334.151756,415.982151,0,12 +C15989,179.765708,1,1628.62,1233.9,394.72,0,1,1,0.75,0,0,36,5000,1642.917096,183.307728,0.583333,12 +C15990,406.707189,1,0,0,0,211.485981,0,0,0,0.166667,2,0,5000,602.755235,206.910997,0,12 +C15991,323.801713,0.333333,0,0,0,1430.485333,0,0,0,0.166667,1,0,1500,0,,0,6 +C15992,170.49564,0.636364,2581.01,2082.67,498.34,0,0.333333,0.25,0.166667,0,0,10,4000,1088.390376,216.938095,0,12 +C15993,8038.893195,1,0,0,0,197.915586,0,0,0,0.166667,8,0,9000,3569.182969,43132.72823,0,12 +C15994,649.896506,1,4919.76,4353.06,566.7,191.376535,0.916667,0.666667,0.833333,0.166667,3,48,6500,4854.34051,219.441278,0.166667,12 +C15995,4081.115283,1,1133.98,298.59,835.39,495.425832,1,0.416667,1,0.333333,8,42,8500,1532.358832,1051.311348,0,12 +C15996,2551.808695,1,179.9,179.9,0,196.095144,0.25,0.25,0,0.166667,3,7,3000,586.174437,924.177666,0,12 +C15997,4.652161,0.727273,398.64,0,398.64,0,1,0,1,0,0,12,2000,445.721684,43.143334,0.1,12 +C15998,2569.237357,1,0,0,0,498.667849,0,0,0,0.25,14,0,2500,188.855192,16536.25119,0,12 +C15999,338.310239,1,2855.04,2488.95,366.09,0,0.75,0.25,0.583333,0,0,15,6000,2801.205072,125.713305,0.375,12 +C16000,1541.047251,1,100,0,100,0,0.166667,0,0.166667,0,0,2,7000,325.179537,329.548006,0,12 +C16001,2886.330537,1,0,0,0,275.617952,0,0,0,0.416667,6,0,3000,3628.742239,1039.604463,0.083333,12 +C16002,2659.823914,1,3384.83,812.11,2572.72,0,1,0.333333,1,0,0,82,5700,2798.135325,661.569757,0,12 +C16003,428.532479,1,0,0,0,2039.234459,0,0,0,0.833333,44,0,9000,1446.932048,177.96135,0,12 +C16004,579.57472,0.909091,1337.5,0,1337.5,1059.31576,0.583333,0,0.583333,0.166667,6,11,1500,2772.615528,2970.844918,0.1,12 +C16005,7969.504857,1,0,0,0,4714.040663,0,0,0,0.5,16,0,11500,2184.446847,2086.545633,0,12 +C16007,350.306089,0.333333,0,0,0,1438.822819,0,0,0,0.333333,7,0,1500,57.290411,188.739997,0,6 +C16008,1150.307564,1,1189.04,0,1189.04,0,1,0,1,0,0,12,15000,3016.935137,332.492063,0,12 +C16009,1613.502125,1,65.6,0,112.6,0,0.4,0,0.3,0,0,5,5000,390.916581,426.142311,0,10 +C16010,1906.67771,1,486.27,580.2,0,0,0.416667,0.25,0,0,0,14,2000,712.776539,1440.494944,0,12 +C16011,399.988157,1,5277.77,4004.96,1272.81,0,1,1,0.916667,0,0,57,6000,4353.346961,194.598709,1,12 +C16012,1196.183155,0.909091,166.8,166.8,0,0,0.083333,0.083333,0,0,0,1,7000,1910.836556,359.989055,0,12 +C16013,89.165814,0.833333,724,0,724,0,0.833333,0,0.833333,0,0,6,1000,521.867766,88.700517,0,6 +C16014,4707.223656,1,896.46,600.01,296.45,5740.678318,0.416667,0.083333,0.333333,0.416667,7,13,6500,7332.868891,1339.173048,0,12 +C16015,1111.811966,1,0,0,0,2028.487118,0,0,0,0.583333,7,0,2000,1264.471544,314.661601,0,12 +C16016,517.574276,1,4235.28,465.58,3769.7,0,0.916667,0.333333,0.833333,0,0,33,2800,3770.525556,200.541865,0.777778,12 +C16017,1783.266003,1,129.05,129.05,0,1412.345077,0.083333,0.083333,0,0.25,4,1,2000,581.851472,418.990497,0,12 +C16018,5429.372649,1,493.1,0,493.1,0,0.5,0,0.5,0,0,6,12000,1415.589572,1440.327788,0,12 +C16019,92.007959,1,1265.58,0,1265.58,0,1,0,1,0,0,26,5700,1341.967777,178.143055,1,12 +C16020,5172.929286,1,3030.33,715.29,2315.04,5573.357964,1,0.5,1,0.583333,21,22,7500,10141.66717,1734.593075,0,12 +C16021,33.04593,1,204.24,0,204.24,0,1,0,0.833333,0,0,6,1500,163.744562,81.625033,1,6 +C16022,645.515371,1,756,756,0,0,1,1,0,0,0,12,600,1305.933063,883.267059,0,12 +C16023,23.249635,0.545455,307.4,0,307.4,0,0.333333,0,0.25,0,0,4,5500,784.765421,211.2458,0.4,12 +C16024,3967.453587,1,10148.7,3162.94,6985.76,0,1,0.666667,0.916667,0,0,157,9800,6722.566161,1925.158396,0,12 +C16025,177.696201,1,2799.53,929.67,1869.86,0,1,0.416667,1,0,0,59,3000,2687.141741,177.614322,0.166667,12 +C16026,204.61438,0.818182,1410.6,411.6,999,0,0.583333,0.416667,0.166667,0,0,8,4000,1933.515816,150.08129,0.2,12 +C16028,312.928384,1,0,0,0,1800.188812,0,0,0,0.083333,1,0,2800,28.380195,193.738387,0,12 +C16029,3.956222,0.090909,480.01,480.01,0,0,0.083333,0.083333,0,0,0,1,19500,0,,0,12 +C16030,1984.636464,1,0,0,0,4436.713078,0,0,0,0.444444,7,0,5000,849.560918,348.744106,0,9 +C16031,282.070933,1,1926.19,569.8,1356.39,500.865079,1,0.333333,0.916667,0.333333,6,43,7000,2609.18811,189.423175,0.333333,12 +C16032,18.306211,0.272727,162.01,162.01,0,0,0.083333,0.083333,0,0,0,1,7000,266.822736,66.24596,0,12 +C16033,2092.156291,1,1372.81,1372.81,0,0,0.416667,0.416667,0,0,0,16,2250,1073.317848,1140.180264,0,12 +C16034,239.055052,0.818182,892.4,383.4,509,0,0.636364,0.090909,0.636364,0,0,15,2100,1713.393928,761.902854,0.222222,11 +C16035,478.530825,1,0,0,0,96.176909,0,0,0,0.25,4,0,500,175.481779,191.85798,0,12 +C16036,1585.763627,0.625,85.69,85.69,0,2649.776206,0.125,0.125,0,0.25,6,2,3000,316.55616,538.259971,0,8 +C16037,50.82451,1,456,0,456,0,1,0,1,0,0,12,1000,339.113852,165.116059,0.583333,12 +C16038,113.36255,1,1160.35,853.35,307,0,0.833333,0.666667,0.416667,0,0,25,5000,1223.179332,158.882035,0.888889,12 +C16039,12.683677,0.363636,31.68,0,31.68,0,0.083333,0,0.083333,0,0,1,4000,210.141652,140.456214,0,12 +C16040,1.632453,0.363636,1985.62,0,1985.62,0,1,0,1,0,0,41,7500,1792.109113,0.261984,0,12 +C16041,26.96054,0.636364,157.45,0,157.45,0,0.416667,0,0.416667,0,0,5,1000,238.253379,116.450584,0,12 +C16042,86.793633,1,387.41,387.41,0,0,0.5,0.5,0,0,0,5,2500,37.014298,53.264985,0,6 +C16043,13.230057,0.545455,112.21,0,112.21,0,0.416667,0,0.416667,0,0,5,1500,229.90409,134.635863,0.285714,12 +C16045,2389.347926,1,382.5,0,382.5,0,0.75,0,0.75,0,0,9,2500,1118.260439,1642.929308,0,12 +C16046,2306.682105,1,280,280,0,1708.514116,0.166667,0.166667,0,0.666667,15,3,3000,3344.167438,543.795825,0,12 +C16047,1817.71659,1,2490.07,2022.57,467.5,153.337299,0.916667,0.5,0.833333,0.083333,1,20,3400,392.291143,473.338251,0,12 +C16048,21.494012,0.545455,417,0,417,0,0.416667,0,0.416667,0,0,6,5000,394.135239,97.638234,0.454545,12 +C16049,368.980661,1,1516.42,1516.42,0,0,0.916667,0.916667,0,0,0,31,10000,977.636615,199.291321,0.333333,12 +C16050,2408.162021,1,0,0,0,615.181965,0,0,0,0.333333,5,0,2500,516.675665,810.048137,0,12 +C16051,16.135672,0.636364,50,50,0,0,0.083333,0.083333,0,0,0,1,7000,109.329805,205.427298,0,12 +C16052,20.447524,0.727273,306.99,0,306.99,0,0.5,0,0.416667,0,0,9,3000,336.09467,176.826409,1,12 +C16053,5589.888793,1,454.36,454.36,0,4441.706964,0.166667,0.166667,0,0.833333,30,7,6600,1767.288568,1866.858931,0,12 +C16054,817.059154,0.636364,0,0,0,2135.75811,0,0,0,0.083333,4,0,5500,8013.594413,360.414305,0,12 +C16055,94.02407,0.636364,1099.5,849,250.5,0,0.5,0.166667,0.25,0,0,8,6000,1442.251089,95.209217,0,12 +C16056,2755.195444,1,1640.29,847.95,792.34,809.102975,1,1,0.5,0.583333,10,27,6200,2277.879418,615.434945,0,12 +C16057,540.691281,1,0,0,0,155.663715,0,0,0,0.166667,3,0,2200,1561.37344,375.333662,0.083333,12 +C16058,2713.833113,1,317.62,0,317.62,225.464718,0.833333,0,0.75,0.083333,1,10,4500,665.76969,754.751563,0,12 +C16059,2932.111796,1,346.32,346.32,0,2631.304016,0.333333,0.333333,0,0.333333,10,9,6000,597.5143,784.577784,0,12 +C16060,2643.019532,1,554.38,191.13,363.25,0,1,0.25,0.916667,0,0,15,8000,681.881907,882.049542,0,12 +C16061,1196.364009,1,0,0,0,1376.669494,0,0,0,0.25,7,0,1500,293.144474,307.355494,0,12 +C16062,2.463995,0.363636,165.8,0,165.8,0,0.333333,0,0.333333,0,0,4,700,251.778786,14.945497,0,12 +C16063,535.278586,1,704.72,360.9,343.82,0,1,0.5,1,0,0,38,600,686.976557,828.745267,0,12 +C16064,5.404443,0.5,194,0,194,0,0.5,0,0.333333,0,0,3,1500,269.175108,34.59541,1,6 +C16065,1113.954035,1,87.09,0,87.09,0,0.583333,0,0.5,0,0,8,4500,276.653239,327.757053,0,12 +C16066,212.25194,1,0,0,0,310.679119,0,0,0,0.166667,3,0,300,332.528057,193.718315,0.083333,12 +C16067,2610.433432,1,512.5,0,512.5,2771.850961,1,0,0.857143,0.142857,6,11,3000,691.600531,741.985756,0,7 +C16068,424.809549,1,1130,1130,0,185.283125,0.083333,0.083333,0,0.083333,1,3,1500,133.744014,200.179471,0,12 +C16069,1632.895642,1,0,0,0,16981.84677,0,0,0,0.75,25,0,11000,13069.75422,306.416968,0.3,12 +C16070,483.402486,0.777778,2723.47,2723.47,0,0,0.666667,0.666667,0,0,0,26,2000,1203.702727,171.501276,0,9 +C16071,1448.6877,1,266.52,0,266.52,0,0.857143,0,0.714286,0,0,24,1500,250.102937,558.520424,0,7 +C16072,50.044687,0.555556,658.96,658.96,0,0,0.222222,0.222222,0,0,0,2,2500,207.721495,14.078212,0,9 +C16073,80.513636,1,588.2,65,523.2,0,1,0.083333,0.916667,0,0,13,3000,601.778889,176.52637,0.5,12 +C16074,2963.381127,1,535.97,535.97,0,38.953008,0.75,0.75,0,0.083333,1,10,5000,638.384571,1027.923953,0,12 +C16075,3371.213454,0.888889,75,0,75,3827.274455,0.333333,0,0.333333,0.222222,4,3,5500,913.974282,941.078476,0,9 +C16076,56.060327,0.181818,13.69,0,13.69,0,0.083333,0,0.083333,0,0,1,2900,2165.403988,219.961065,0,12 +C16077,636.20672,1,1514.8,1514.8,0,0,0.5,0.5,0,0,0,9,1500,1340.645745,309.272904,0,12 +C16078,854.166159,1,567.68,536,31.68,237.518629,0.25,0.166667,0.083333,0.333333,5,7,3500,1697.132875,416.006812,0.083333,12 +C16079,13777.37772,1,0,0,0,1675.249576,0,0,0,0.666667,11,0,14500,3054.844697,3242.471295,0,12 +C16080,912.912728,0.857143,0,0,0,1563.920556,0,0,0,0.285714,9,0,1500,212.084925,331.487123,0,7 +C16081,1694.655764,1,0,0,0,58.373936,0,0,0,0.166667,2,0,1700,258.425485,4454.428552,0,12 +C16082,1157.305572,1,0,0,0,1195.791823,0,0,0,0.166667,5,0,1200,328.141952,293.804549,0,12 +C16083,1201.62361,1,55.4,55.4,0,109.3684,0.083333,0.083333,0,0.083333,2,1,1200,188.413804,5603.542008,0,12 +C16084,1832.521787,1,0,0,0,131.233151,0,0,0,0.166667,3,0,2000,495.043669,1041.361298,0,12 +C16085,2912.739062,1,860,0,860,8692.205817,0.833333,0,0.75,0.833333,61,10,7000,4062.824567,790.847301,0.083333,12 +C16086,432.109743,1,334.48,281.98,52.5,473.763157,0.25,0.166667,0.166667,0.25,3,6,1200,634.297592,206.14725,0,12 +C16087,1827.688454,1,137.55,0,137.55,0,0.090909,0,0.090909,0,0,4,9500,384.774018,428.421814,0,11 +C16088,92.239093,0.909091,1525.1,0,1525.1,0,0.833333,0,0.833333,0,0,13,4000,1682.312643,157.835032,1,12 +C16089,2.11508,0.181818,50,50,0,0,0.083333,0.083333,0,0,0,1,1200,555.764209,,0,12 +C16090,1082.436807,1,0,0,0,1835.406271,0,0,0,0.25,7,0,1500,2094.304543,258.977488,0,12 +C16091,325.038037,1,512.16,105,407.16,0,0.833333,0.083333,0.75,0,0,13,2500,567.449456,238.252068,0,12 +C16092,1700.753811,1,0,0,0,624.480873,0,0,0,0.5,9,0,2000,418.596666,434.688783,0,12 +C16093,3136.079106,1,555,0,555,1728.321044,1,0,0.916667,0.083333,4,12,3500,1045.129438,780.780114,0,12 +C16094,0,0,9.28,0,9.28,0,0.25,0,0.25,0,0,3,5000,0,,0,12 +C16095,319.696908,1,3884.19,2265.9,1618.29,0,1,1,0.833333,0,0,43,9000,3682.437155,212.358132,0.416667,12 +C16096,116.418751,1,1176,0,1176,0,1,0,1,0,0,12,2150,1083.783994,1364.816672,0.666667,12 +C16097,170.019011,0.5,266.6,266.6,0,1199.729121,0.166667,0.166667,0,0.166667,3,1,2500,293.055707,88.589314,0,6 +C16098,1679.952713,1,585.39,585.39,0,0,0.75,0.75,0,0,0,11,1700,523.910288,1315.479892,0,12 +C16099,1476.16609,1,0,0,0,1429.734958,0,0,0,0.333333,6,0,3000,2644.30567,492.497922,0,12 +C16100,4611.724712,1,0,0,0,2686.074313,0,0,0,0.222222,2,0,6000,674.702724,1102.054684,0,9 +C16101,1039.408368,1,3838.7,2753.75,1084.95,0,1,1,1,0,0,63,6500,3798.039094,245.422018,0,12 +C16102,2813.134224,0.818182,8834.96,8269.36,565.6,0,0.75,0.666667,0.583333,0,0,24,7000,3788.138204,739.344097,0,12 +C16103,245.115749,0.875,2690.62,1217.04,1473.58,0,0.875,0.875,0.75,0,0,44,8000,2806.897275,137.43462,1,8 +C16104,2525.683344,1,0,0,0,285.193204,0,0,0,0.166667,5,0,7000,1483.38461,702.052491,0,12 +C16105,112.01654,0.636364,825,600,225,0,0.5,0.083333,0.416667,0,0,7,3000,218.826147,190.513321,0.2,12 +C16106,121.117428,0.909091,968.64,0,968.64,0,1,0,1,0,0,24,3000,764.973252,189.162675,0.181818,12 +C16107,299.030773,1,805.8,540,265.8,0,1,0.083333,1,0,0,13,4000,845.966736,184.444816,0,12 +C16108,2968.476388,1,185.1,185.1,0,5874.584626,0.25,0.25,0,0.333333,10,3,4000,5549.022185,3011.099397,0.166667,12 +C16109,3027.570865,1,0,0,0,2081.583331,0,0,0,0.083333,3,0,4500,1074.265678,883.685949,0,12 +C16110,6245.256644,1,539.55,0,539.55,2804.63059,0.833333,0,0.75,0.083333,2,32,6500,1405.944742,3269.298234,0,12 +C16111,394.643543,0.545455,3770.05,2399.95,1370.1,1576.48503,0.916667,0.333333,0.833333,0.083333,2,27,6500,6372.619037,342.28649,0,12 +C16112,617.413726,1,0,0,0,1420.758241,0,0,0,0.272727,4,0,2000,385.654237,229.411418,0,11 +C16113,765.109593,1,0,0,0,457.076354,0,0,0,0.25,3,0,1200,269.369459,271.528169,0,12 +C16114,2583.247881,1,1337.35,45.65,1291.7,2484.59465,1,0.083333,1,0.5,18,21,3000,819.792196,6404.855484,0,12 +C16115,1146.669364,1,439.08,108.45,330.63,0,0.818182,0.181818,0.727273,0,0,15,1200,1476.257377,616.862544,0,11 +C16116,757.470201,1,118.7,0,118.7,1520.641388,0.5,0,0.5,0.166667,4,12,2000,305.892501,211.984193,0.083333,12 +C16117,1253.188317,1,320.34,0,320.34,0,0.666667,0,0.666667,0,0,11,1500,1229.226379,324.954747,0,12 +C16118,5058.299635,1,968.43,240,728.43,4968.817936,1,0.083333,1,0.416667,13,32,8000,1899.738286,1600.26917,0,12 +C16119,296.905944,1,43.25,0,43.25,875.31071,0.125,0,0.125,0.125,1,1,1800,32.924384,150.317143,0,8 +C16120,1084.652647,1,0,0,0,37.460952,0,0,0,0.166667,2,0,1200,272.517748,277.546713,0,12 +C16121,237.198442,1,1166.68,0,1166.68,0,1,0,1,0,0,12,3500,1014.549633,216.090433,0.083333,12 +C16122,1636.518315,1,542.47,542.47,0,1869.646314,0.25,0.25,0,0.25,2,2,3000,209.392729,354.281114,0,8 +C16123,1213.551338,1,941.39,860.67,80.72,49.747079,1,1,0.25,0.083333,1,18,7000,1679.00486,309.140865,0,12 +C16124,468.851415,1,0,0,0,147.205289,0,0,0,0.083333,1,0,600,164.403739,276.486072,0,12 +C16125,252.717781,1,463.34,0,463.34,0,0.833333,0,0.833333,0,0,10,4000,162.949236,184.464721,0,12 +C16126,954.431507,1,1334.7,1334.7,0,90.168062,1,1,0,0.083333,1,13,3000,904.68554,250.871811,0,12 +C16127,18.105265,1,244.92,0,244.92,0,1,0,1,0,0,12,2500,221.798291,179.182583,0.333333,12 +C16128,53.583548,0.818182,553.85,369.1,184.75,0,0.75,0.416667,0.5,0,0,19,4200,846.787917,150.804339,0.875,12 +C16129,1275.142146,1,454.72,454.72,0,959.005156,1,1,0,0.083333,2,12,1500,826.036748,350.661181,0,12 +C16130,151.912258,1,2216.21,2047.21,169,0,1,1,0.25,0,0,32,2500,2571.573214,73.948578,0.4,12 +C16131,192.942944,1,1963.25,1877.08,86.17,0,1,0.916667,0.916667,0,0,22,8000,1903.279643,174.499877,1,12 +C16132,64.152423,0.818182,487,487,0,0,0.666667,0.666667,0,0,0,13,500,454.888506,127.731899,0.2,12 +C16133,954.060867,1,279.76,0,578.55,325.076569,0.583333,0,0.666667,0.333333,4,14,1000,956.028747,1033.373322,0,12 +C16134,6022.224462,1,0,0,0,4111.465632,0,0,0,0.166667,6,0,7000,4560.77572,42629.55117,0,12 +C16135,1631.385579,1,0,0,0,1755.575907,0,0,0,0.083333,3,0,3500,398.316441,566.30971,0,12 +C16136,3803.969016,1,0,0,0,2459.259917,0,0,0,0.727273,26,0,5000,1825.349955,1026.0174,0,11 +C16137,1084.912729,1,661.49,661.49,0,107.477606,0.083333,0.083333,0,0.083333,1,1,1800,2617.887354,299.935043,0.090909,12 +C16138,4230.023512,1,5755.93,3854.62,1901.31,0,1,0.833333,0.833333,0,0,66,10000,3848.416129,925.359254,0,12 +C16139,2705.899439,1,0,0,0,547.055908,0,0,0,0.166667,2,0,8500,1123.974128,654.870661,0,12 +C16140,1044.878512,1,0,0,0,168.888837,0,0,0,0.166667,2,0,1200,348.658967,269.844517,0,12 +C16141,1944.394136,1,575.88,375.88,200,0,0.583333,0.333333,0.416667,0,0,12,4500,406.891744,399.881036,0,12 +C16142,44.694228,0.818182,788.99,235.9,553.09,0,0.75,0.083333,0.583333,0,0,15,5700,874.51882,141.103713,0.727273,12 +C16143,538.468542,1,0,0,0,1766.880842,0,0,0,0.25,8,0,8000,6313.310688,357.783692,0.1,12 +C16144,394.423256,1,434.25,0,434.25,0,0.583333,0,0.583333,0,0,9,5450,4997.981363,4553.15605,1,12 +C16145,64.180193,0.727273,602.2,502.2,100,0,0.416667,0.416667,0.166667,0,0,9,2500,590.403543,69.987515,0,12 +C16146,333.085021,0.636364,980,980,0,0,0.083333,0.083333,0,0,0,1,1000,1485.205378,163.396716,0,12 +C16147,4663.039011,1,3908.26,3908.26,0,0,1,1,0,0,0,12,9000,2226.722088,1145.197102,0,12 +C16148,2589.824766,1,0,0,0,4354.657224,0,0,0,0.333333,19,0,3000,3410.296105,992.707868,0.083333,12 +C16149,719.592571,0.727273,124.13,45.65,78.48,0,0.25,0.083333,0.166667,0,0,3,3000,1486.14717,390.098144,0,12 +C16150,1473.542308,1,240.02,0,240.02,0,0.583333,0,0.5,0,0,12,1500,613.733389,535.262291,0,12 +C16151,1359.527692,1,92.1,0,92.1,0,0.25,0,0.25,0,0,3,1500,487.05295,495.317878,0,12 +C16153,208.039434,1,684.2,518.87,165.33,0,0.833333,0.5,0.75,0,0,26,4000,1194.108316,158.022532,0.333333,12 +C16154,330.673765,1,33.44,0,33.44,0,0.333333,0,0.333333,0,0,4,2400,2989.04951,3457.886177,0.181818,12 +C16155,867.938337,0.363636,0,0,0,7378.253685,0,0,0,0.083333,1,0,8000,22889.17468,645.775344,0.5,12 +C16157,9376.987835,1,0,0,0,1073.873304,0,0,0,0.166667,3,0,17500,2803.423946,2962.908954,0,12 +C16158,1236.088709,1,0,0,0,2546.081531,0,0,0,0.5,24,0,2500,1612.24135,438.47095,0,12 +C16159,288.350729,1,296.16,0,296.16,1113.678595,0.333333,0,0.25,0.166667,5,8,1500,58.787935,135.413354,0,12 +C16160,1776.088454,1,117,117,0,139.117692,0.333333,0.333333,0,0.166667,2,4,9000,1160.657884,381.46904,0,12 +C16161,4383.571529,1,0,0,0,1805.853456,0,0,0,0.333333,6,0,5000,1161.700956,994.581254,0,12 +C16162,788.425212,1,94.38,32.08,62.3,1461.675329,0.166667,0.083333,0.166667,0.5,10,3,2500,1593.278155,401.341447,0,12 +C16163,440.161534,1,365,116,249,0,0.25,0.083333,0.166667,0,0,6,800,230.655936,209.080877,0,12 +C16164,1994.005447,1,0,0,0,1512.2157,0,0,0,0.083333,6,0,6000,689.917064,577.743307,0,12 +C16165,427.186194,1,3305.33,419.22,2886.11,0,1,0.166667,1,0,0,42,5000,3312.414274,220.475303,0.083333,12 +C16166,137.507638,1,0,0,0,94.989817,0,0,0,0.083333,1,0,500,158.139197,171.611073,0,12 +C16167,1546.414616,0.909091,0,0,0,4544.457479,0,0,0,0.416667,15,0,3500,3440.235297,729.873545,0.1,12 +C16168,222.478614,1,2360.7,2360.7,0,0,0.916667,0.916667,0,0,0,44,5000,2313.605337,182.983637,1,12 +C16169,4420.564706,1,0,0,0,310.00809,0,0,0,0.166667,2,0,5000,1096.636052,1313.966224,0,12 +C16171,46.290578,1,553.18,0,553.18,0,0.75,0,0.666667,0,0,13,8000,467.565103,149.339136,0.636364,12 +C16172,1649.383354,1,2138.34,2025,113.34,289.350386,0.25,0.166667,0.083333,0.083333,1,6,3000,1340.124452,469.831073,0,12 +C16173,5481.094936,1,249.75,0,249.75,755.925861,0.25,0,0.166667,0.25,5,3,6000,1715.681945,1700.897107,0,12 +C16174,292.176394,1,400.04,275.04,125,410.694889,0.583333,0.166667,0.333333,0.25,4,7,3000,681.432786,167.945758,0,12 +C16175,701.345445,1,70.98,0,70.98,0,0.166667,0,0.166667,0,0,2,1000,379.261644,260.465386,0,12 +C16176,101.936878,1,888.96,0,888.96,0,1,0,1,0,0,12,2000,790.509043,179.636117,0.833333,12 +C16177,2112.383095,1,0,0,0,1437.963388,0,0,0,0.25,5,0,2500,763.38027,705.382787,0,12 +C16178,2136.215769,1,1846.03,507.32,1338.71,187.819777,1,0.333333,1,0.083333,1,33,4500,1082.35936,521.999553,0,12 +C16179,1446.080403,1,0,0,0,75.50221,0,0,0,0.083333,1,0,1700,361.533622,496.679318,0,12 +C16180,745.342323,1,49.25,49.25,0,0,0.083333,0.083333,0,0,0,1,1000,370.390221,215.208576,0,12 +C16181,3249.347926,1,438.12,59.2,378.92,2195.21579,1,0.083333,1,0.416667,6,27,5000,1021.827215,744.223511,0,12 +C16182,37.324758,0.166667,0,0,0,720.142017,0,0,0,0.166667,6,0,4000,0,,0,6 +C16184,1.956658,0.272727,393.71,168.71,225,0,0.416667,0.166667,0.25,0,0,6,1700,178.707279,,0,12 +C16185,2859.393734,1,0,0,0,841.853868,0,0,0,0.333333,7,0,3500,890.878231,1015.570692,0,12 +C16186,1070.59508,1,0,0,0,54.379041,0,0,0,0.25,3,0,1200,1513.629514,502.813712,0.083333,12 +C16187,969.583332,1,0,0,0,19.587825,0,0,0,0.083333,1,0,2500,481.98,301.076813,0,12 +C16188,4.930929,0.444444,189.72,0,189.72,0,1,0,0.888889,0,0,9,1500,284.411628,19.278758,0.166667,9 +C16189,493.557307,0.909091,1653.34,559.83,1093.51,1949.228028,0.583333,0.25,0.5,0.166667,2,13,2500,3719.691848,199.34309,0.181818,12 +C16190,214.592814,0.363636,0,0,0,1306.528549,0,0,0,0.083333,3,0,3000,28.36165,79.103048,0,12 +C16191,4348.546906,1,3198.15,1966.24,1231.91,0,0.909091,0.545455,0.909091,0,0,54,6000,1068.304454,1647.360238,0,11 +C16192,1986.566642,0.875,551.06,551.06,0,2147.863293,0.375,0.375,0,0.25,7,11,2500,583.355186,1111.406948,0,8 +C16193,825.207867,0.8,0,0,0,1270.8469,0,0,0,0.3,4,0,2500,411.215805,315.604084,0,10 +C16194,18.906225,0.272727,143.73,0,143.73,0,0.25,0,0.166667,0,0,3,2500,0,,0,12 +C16195,525.3186,0.9,1604.97,0,1604.97,0,0.9,0,0.8,0,0,9,1000,1059.917432,459.831026,0,10 +C16196,26.969302,1,417.7,0,417.7,0,1,0,1,0,0,14,2000,447.030311,148.459781,0.272727,12 +C16197,197.931794,1,1946.25,816.91,1129.34,0,1,0.666667,1,0,0,40,1200,1957.052996,172.362577,1,12 +C16198,4507.000722,1,7394.18,2288.2,5105.98,5424.701791,1,0.916667,1,0.833333,40,130,11000,10460.87946,1076.5895,0,12 +C16199,2481.696036,1,1326.09,1326.09,0,2033.191162,0.583333,0.583333,0,0.166667,8,15,3500,1491.960053,751.452457,0,12 +C16200,1978.669021,1,1224.01,803.85,420.16,0,0.916667,0.75,0.333333,0,0,41,3500,429.743823,440.784074,0,12 +C16201,0,0,54,0,54,0,0.166667,0,0.166667,0,0,2,4000,0,,0,12 +C16202,481.807171,0.909091,2331.4,842.9,1488.5,0,0.75,0.416667,0.666667,0,0,24,4500,1859.888094,164.943132,0,12 +C16203,1096.991698,1,1567.12,826.63,740.49,0,1,0.666667,0.916667,0,0,37,1200,993.247869,571.822624,0,12 +C16204,600.140869,0.875,3488.01,3488.01,0,0,0.5,0.5,0,0,0,21,5000,105.220502,165.054133,0,8 +C16205,214.699856,1,440.44,440.44,0,0,1,1,0,0,0,22,3000,541.027445,197.29764,0,12 +C16206,71.160989,1,317.1,0,317.1,0,1,0,0.9,0,0,10,1000,169.458993,149.095117,0,10 +C16207,1779.435899,1,0,0,0,2131.824562,0,0,0,0.333333,4,0,2000,2563.051966,515.702583,0.083333,12 +C16208,204.166295,1,2630.52,1769.34,861.18,0,1,0.75,0.916667,0,0,96,4000,2534.005357,176.114115,0.916667,12 +C16209,1120.057407,1,417.72,0,417.72,1176.894248,0.333333,0,0.333333,0.166667,2,4,2000,1362.230146,973.111675,0,12 +C16210,5366.532372,1,5251.08,2875.1,2375.98,744.096753,1,0.5,0.916667,0.25,3,44,11000,1429.348596,1660.393651,0,12 +C16212,281.079293,1,4723.84,185,4538.84,0,1,0.083333,1,0,0,31,7500,4319.450171,170.895638,1,12 +C16213,18.810493,0.363636,0,0,0,189.012877,0,0,0,0.090909,1,0,7500,714.958591,56.421314,1,11 +C16214,2526.089973,1,3074.81,1797.85,1276.96,911.367983,1,0.666667,1,0.166667,3,28,5500,2405.281559,660.502814,0,12 +C16215,0,0,240.1,0,240.1,0,0.583333,0,0.583333,0,0,7,2500,0,,0,12 +C16216,2660.23788,1,0,0,0,1646.928989,0,0,0,0.333333,10,0,3000,499.241223,1272.079422,0,12 +C16217,6495.510054,1,716.76,0,716.76,6771.644515,1,0,0.916667,0.166667,5,12,10000,1215.678547,2348.721844,0,12 +C16218,1806.895078,1,223.6,223.6,0,855.065409,0.083333,0.083333,0,0.5,8,1,2000,1003.294384,660.657081,0,12 +C16219,7.314379,0.272727,448.74,0,448.74,0,1,0,1,0,0,20,3500,556.071033,,0,12 +C16220,5005.774991,1,4837.22,3513.45,1323.77,0,0.916667,0.666667,0.833333,0,0,50,12500,2400.932909,1189.708084,0,12 +C16221,828.913072,1,2827.49,955.85,1871.64,0,1,0.363636,0.909091,0,0,32,3000,2188.042223,316.208158,0,11 +C16222,1363.93317,1,74,74,0,0,0.083333,0.083333,0,0,0,1,1500,330.099968,273.120559,0,12 +C16223,0,0,0,0,0,72.388903,0,0,0,0.083333,1,0,3000,197.845282,,0,12 +C16224,463.071288,1,0,0,0,1381.989484,0,0,0,0.25,7,0,1000,5445.35687,4496.934117,0.4,12 +C16225,1764.972148,1,95.44,0,95.44,0,0.416667,0,0.416667,0,0,5,5000,2686.89785,427.511065,0,12 +C16226,2490.340771,1,2197.28,2064.28,133,0,0.833333,0.75,0.333333,0,0,40,4200,775.676457,795.224277,0,12 +C16227,462.340941,1,125,0,125,0,0.416667,0,0.416667,0,0,5,500,250.788354,350.085005,0,12 +C16228,418.937604,1,1166.24,679.73,486.51,0,0.75,0.75,0.583333,0,0,39,7000,846.60721,194.955516,0,12 +C16229,387.967458,1,944.49,0,944.49,0,1,0,1,0,0,23,1000,831.708548,218.808215,0,12 +C16230,87.217542,0.727273,205.46,205.46,0,0,0.416667,0.416667,0,0,0,5,1600,335.650351,141.824682,0.090909,12 +C16231,236.264094,1,1949.62,1430.92,518.7,0,1,1,0.5,0,0,38,1800,1679.271891,163.817498,0.1,12 +C16232,550.50988,1,194.03,194.03,0,0,0.583333,0.583333,0,0,0,7,4000,589.020267,216.511505,0,12 +C16233,951.309137,1,137.03,137.03,0,1171.933912,0.111111,0.111111,0,0.111111,2,3,1200,312.729653,269.716306,0,9 +C16234,158.038938,1,1780.83,1697.47,83.36,0,1,1,0.166667,0,0,51,4500,1892.999476,168.906777,1,12 +C16235,327.576438,0.545455,2352.24,2352.24,0,0,0.25,0.25,0,0,0,16,6500,3931.602949,225.579276,0,12 +C16236,2677.340611,1,1443.89,1255.71,188.18,0,0.833333,0.75,0.5,0,0,35,8000,707.157146,691.597386,0,12 +C16237,2444.389258,1,0,0,0,702.838293,0,0,0,0.25,3,0,2500,494.810805,856.617955,0,12 +C16238,1226.561937,0.857143,360,360,0,7883.54172,0.857143,0.857143,0,0.857143,30,6,2500,10132.43236,920.28777,0.6,7 +C16239,759.198024,1,1769.79,1359.89,409.9,0,0.5,0.083333,0.416667,0,0,9,2500,662.501323,816.492249,0,12 +C16240,1066.830615,1,509.94,0,509.94,0,1,0,1,0,0,27,1000,812.018361,1361.687384,0,12 +C16241,179.29326,0.272727,217.77,0,217.77,2508.079327,0.25,0,0.166667,0.083333,5,9,3000,211.406239,345.092178,0.5,12 +C16242,0,0,181,181,0,0,0.083333,0.083333,0,0,0,1,2500,165.763083,,0,12 +C16243,91.011429,0.636364,1023.55,788.15,235.4,0,0.75,0.333333,0.5,0,0,20,3000,853.805054,112.459858,0.166667,12 +C16244,624.717922,0.857143,0,0,0,1761.331946,0,0,0,0.571429,8,0,1200,901.464465,169.693848,0,7 +C16245,5478.956337,1,0,0,0,2925.736794,0,0,0,0.416667,6,0,6500,1109.464387,1961.996767,0,12 +C16246,1363.414177,1,0,0,0,56.326164,0,0,0,0.083333,1,0,1500,307.813989,364.040306,0,12 +C16247,5063.070919,1,2742.33,517.3,2225.03,367.915403,0.916667,0.75,0.916667,0.083333,1,31,7500,11263.92185,3417.459191,0.083333,12 +C16248,98.46389,0.909091,1206.38,1017.26,189.12,0,1,0.333333,1,0,0,17,6500,1146.597649,148.652054,0.875,12 +C16249,9749.239122,1,1552.63,0,1552.63,5139.766338,1,0,1,0.416667,12,68,11000,2999.648846,4415.280009,0,12 +C16250,677.26162,0.666667,0,0,0,1532.532738,0,0,0,0.666667,9,0,1500,334.141296,98.774135,0,6 +C16251,1540.337706,1,551.62,360,191.62,0,0.833333,0.333333,0.75,0,0,16,1500,655.465567,1226.5916,0,12 +C16252,528.095171,1,868.74,677.74,191,0,0.9,0.6,0.6,0,0,22,600,1013.601058,173.598464,0,10 +C16253,1095.420541,0.9,806.37,806.37,0,1042.684174,0.5,0.5,0,0.3,6,9,2500,249.737718,335.768422,0,10 +C16254,42.443032,0.272727,0,0,0,433.039278,0,0,0,0.083333,1,0,2400,655.942526,26.057675,0.142857,12 +C16255,2244.345037,1,2969.3,1238.55,1730.75,0,1,0.75,1,0,0,91,9500,713.218297,643.266736,0,12 +C16256,11.567196,0.454545,116.97,0,116.97,0,0.25,0,0.25,0,0,6,2500,387.714131,140.21546,0.333333,12 +C16257,41.13959,0.909091,235,0,235,0,1,0,0.916667,0,0,12,3000,265.356425,158.051064,0,12 +C16258,83.442168,1,0,0,0,91.564073,0,0,0,0.083333,1,0,750,36.205265,292.340434,0,12 +C16259,1096.228243,1,313.38,313.38,0,0,0.083333,0.083333,0,0,0,1,5000,502.501173,303.90853,0,12 +C16260,173.075416,0.2,0,0,0,1193.999651,0,0,0,0.1,1,0,1200,329.112626,372.439588,0,10 +C16261,250.758639,1,1274.55,771.58,502.97,0,1,1,0.583333,0,0,25,7000,1282.879804,188.808807,0.416667,12 +C16262,118.46707,1,1643.85,187.02,1456.83,0,1,0.25,0.916667,0,0,29,7000,1624.984429,180.973371,0.916667,12 +C16263,37.765185,0.75,158.64,0,158.64,0,0.375,0,0.25,0,0,3,1500,178.288853,66.521398,0,8 +C16264,4962.753828,1,618.4,618.4,0,2555.103715,1,1,0,0.166667,2,12,7000,2412.673715,1565.706094,0,12 +C16265,2006.793571,1,485.92,129.2,356.72,0,1,0.083333,1,0,0,24,4500,461.233712,730.057807,0,12 +C16266,16.167257,1,171.9,0,171.9,0,1,0,0.9,0,0,10,1500,145.002943,147.054838,0.875,10 +C16267,1343.394224,1,2604.52,2406.12,198.4,0,0.666667,0.583333,0.25,0,0,39,6000,710.851447,326.845433,0,12 +C16268,481.20549,1,1520.98,1129.8,391.18,0,0.833333,0.5,0.666667,0,0,24,6000,1477.598975,248.560395,0.083333,12 +C16269,1132.798883,1,411.24,242.45,168.79,0,0.5,0.333333,0.416667,0,0,13,3000,814.752576,706.375896,0,12 +C16270,398.65758,1,1331.25,349.47,981.78,647.982323,1,0.333333,0.888889,0.111111,2,20,6000,343.581118,132.768622,0,9 +C16271,1103.861429,1,714,45,669,0,1,0.083333,1,0,0,13,1200,615.631157,564.048565,0,12 +C16272,6.840439,0.285714,74.4,0,74.4,0,0.285714,0,0.285714,0,0,2,2000,225.796349,72.752062,0,7 +C16273,857.712196,1,1224,564,660,2645.818049,0.666667,0.083333,0.666667,0.75,18,15,2000,2494.59698,359.023302,0.090909,12 +C16274,50.682705,0.909091,434.6,64,370.6,0,0.833333,0.083333,0.833333,0,0,11,4000,538.381397,136.480614,0.1,12 +C16275,415.27608,0.454545,191.34,40,151.34,0,0.416667,0.083333,0.416667,0,0,8,1500,3467.412046,1094.75712,0.2,12 +C16276,2075.314278,1,588.67,277.63,311.04,0,1,0.083333,1,0,0,17,2500,604.791592,492.941701,0,12 +C16277,2507.16412,0.818182,0,0,0,9577.424422,0,0,0,0.25,6,0,7500,3331.674163,706.541509,0.090909,12 +C16278,91.623484,0.7,179.8,179.8,0,1099.441745,0.1,0.1,0,0.4,8,1,1200,1374.794128,99.449376,0.5,10 +C16279,122.124272,1,1052.96,58.96,994,0,0.75,0.083333,0.75,0,0,17,3000,1460.413198,191.915913,1,12 +C16280,746.9786,1,2341.08,1953.84,387.24,0,1,0.416667,1,0,0,59,2000,736.002618,241.954677,0,12 +C16281,756.887956,0.727273,178,0,178,0,0.333333,0,0.333333,0,0,4,1000,1390.256371,4287.23667,0.090909,12 +C16282,3176.980384,1,1079.25,1079.25,0,0,0.416667,0.416667,0,0,0,10,8500,2109.059693,923.295203,0,12 +C16283,3506.489102,1,0,0,0,4467.382055,0,0,0,1,11,0,5000,286.708354,628.484562,0,6 +C16284,411.172634,1,2355.24,0,2355.24,0,1,0,1,0,0,12,4500,2235.909626,4034.532894,0,12 +C16285,1827.647786,1,596.64,0,596.64,449.505151,1,0,1,0.083333,4,12,2000,911.09047,867.538271,0,12 +C16286,58.239998,1,556.93,556.93,0,453.660855,0.166667,0.166667,0,0.166667,7,5,4700,0,,0,12 +C16287,2113.0036,0.6,0,0,0,3980.387049,0,0,0,0.1,2,0,7000,722.613809,938.887562,0,10 +C16288,2771.640602,1,0,0,0,2071.167874,0,0,0,0.166667,6,0,4000,804.570403,735.219705,0,12 +C16289,1194.885664,1,365.5,365.5,0,0,0.416667,0.416667,0,0,0,8,1200,566.349364,1362.30698,0,12 +C16290,2339.150068,1,502.63,502.63,0,2098.738085,0.285714,0.285714,0,0.285714,3,4,6000,539.450103,332.702117,0,7 +C16291,2043.78838,1,0,0,0,5997.514998,0,0,0,0.5,9,0,6500,8075.826793,495.373116,0.25,12 +C16292,150.580574,0.818182,2697.86,1867,830.86,0,1,0.75,0.833333,0,0,43,1200,2541.202407,127.089174,0.111111,12 +C16293,14.042241,1,92.16,0,92.16,0,0.333333,0,0.25,0,0,4,500,91.672694,88.184604,0.166667,12 +C16294,1420.727073,1,0,0,0,311.804499,0,0,0,0.9,9,0,1500,506.765033,449.179818,0,10 +C16295,2560.74396,0.9,110.25,40,70.25,3702.475695,0.3,0.1,0.2,0.2,2,4,10000,881.42058,724.699558,0,10 +C16296,540.020858,1,612.23,495.61,116.62,1708.923217,0.666667,0.166667,0.5,0.333333,10,10,2000,1642.068707,419.956251,0,12 +C16297,1621.219401,1,98.4,98.4,0,2745.571593,1,1,0,0.583333,16,13,4000,3592.092848,567.227496,0.166667,12 +C16298,460.56625,1,864.61,864.61,0,0,0.833333,0.833333,0,0,0,11,3000,1880.266926,362.449997,0.25,12 +C16299,267.668693,1,2518.37,607.56,1910.81,18.561424,1,0.583333,1,0.083333,1,51,2500,2319.258937,172.731484,0.166667,12 +C16300,2279.807594,0.909091,0,0,0,4211.68237,0,0,0,0.166667,7,0,5000,4714.063176,543.766316,0.090909,12 +C16301,1420.065008,1,0,0,0,916.054835,0,0,0,0.1,2,0,3000,219.39817,289.556813,0,10 +C16302,41.011184,1,1314.75,125.19,1189.56,0,1,0.5,1,0,0,70,6000,1303.104693,135.761304,0.7,12 +C16303,5204.383263,0.9,0,0,0,6803.54894,0,0,0,0.5,17,0,7000,1161.616486,1969.959554,0,10 +C16304,778.393346,1,1854.3,174.4,1679.9,0,1,0.083333,1,0,0,26,1200,844.459124,717.606248,0.166667,12 +C16305,638.772385,1,2093.15,1218.8,874.35,0,1,0.416667,0.833333,0,0,45,1200,1017.966877,279.000158,0,12 +C16306,1455.736956,1,1171.88,1171.88,0,19.619461,0.363636,0.363636,0,0.090909,1,25,3700,350.750246,343.006271,0,11 +C16307,156.348232,0.454545,2214.87,2214.87,0,376.456319,0.166667,0.166667,0,0.083333,2,3,14500,7840.121433,171.749612,0.5,12 +C16308,7.331662,0.090909,90.66,0,90.66,0,0.083333,0,0.083333,0,0,1,3000,0,,0,12 +C16309,1978.442957,1,35.94,35.94,0,922.67316,0.083333,0.083333,0,0.916667,28,1,2000,1230.609516,1314.625311,0,12 +C16310,605.203304,1,1279.5,543,736.5,203.148527,1,0.375,0.875,0.25,5,37,1000,661.341498,142.5988,0.142857,8 +C16311,3855.225836,1,0,0,0,1837.620008,0,0,0,0.416667,5,0,7500,977.203331,875.725207,0,12 +C16312,2503.438106,1,2001.69,1437.24,564.45,268.761003,1,0.5,1,0.333333,11,49,3000,1199.370357,985.937337,0,12 +C16313,4028.03648,1,35,35,0,0,0.083333,0.083333,0,0,0,1,4000,328.496865,20551.61978,0,12 +C16314,2368.013568,1,0,0,0,229.104451,0,0,0,0.5,7,0,2500,660.566074,675.757657,0,12 +C16315,1299.904896,0.888889,0,0,0,4907.783225,0,0,0,0.444444,6,0,2500,3710.009991,303.089369,0.166667,9 +C16316,2369.29723,1,1020.53,0,1020.53,157.020714,0.75,0,0.666667,0.083333,1,12,2500,1080.870791,2235.335312,0,12 +C16317,4417.192123,1,1149.52,1149.52,0,1944.558434,0.583333,0.583333,0,0.416667,9,13,5000,1250.398004,1373.34962,0,12 +C16318,1370.317105,1,1389.28,745.94,643.34,64.146816,0.916667,0.5,0.833333,0.083333,1,28,1800,431.782845,811.518229,0,12 +C16319,53.284869,1,571.32,0,571.32,0,1,0,0.916667,0,0,24,1000,546.617245,162.921045,0.9,12 +C16320,47.274973,0.727273,639,0,639,0,0.666667,0,0.583333,0,0,12,3300,940.011994,182.150814,1,12 +C16321,9.910791,0.545455,215.26,0.01,215.25,0,0.583333,0.083333,0.5,0,0,8,1200,474.643613,104.812542,0.5,12 +C16322,1729.618796,1,3533.46,2533.5,999.96,0,1,0.5,0.833333,0,0,46,5000,4868.256038,735.288195,0.083333,12 +C16323,21.542924,1,0,0,0,1087.758564,0,0,0,0.083333,4,0,1200,1173.576762,158.975163,0.090909,12 +C16324,881.358988,1,4681.26,2301.64,2379.62,0,1,0.583333,1,0,0,53,7000,4675.820552,249.00939,0,12 +C16325,4.596178,0.090909,554.16,0,554.16,0,0.083333,0,0.083333,0,0,1,1500,0,,0,12 +C16326,1258.165394,1,2821.76,779.26,2042.5,0,1,0.583333,1,0,0,80,4500,1457.330184,273.104239,0,12 +C16327,547.484638,0.909091,1225.96,1071.23,154.73,0,0.833333,0.666667,0.166667,0,0,13,1500,400.154087,276.642257,0,12 +C16328,3215.080388,1,410.24,296.52,113.72,0,0.666667,0.333333,0.416667,0,0,12,9500,772.194997,886.05258,0,12 +C16329,1328.483504,0.909091,1507.26,1011.6,495.66,2554.86412,0.818182,0.636364,0.545455,0.727273,33,22,2000,2281.634116,926.600197,0.111111,11 +C16330,1603.991792,1,0,0,0,73.24187,0,0,0,0.166667,2,0,1700,437.134508,673.208585,0,12 +C16331,82.414018,1,219.24,0,219.24,0,1,0,1,0,0,12,1500,128.095464,170.440977,0,12 +C16332,6643.187445,1,202.69,202.69,0,5107.669643,0.083333,0.083333,0,0.333333,12,1,11000,2856.272258,1505.988113,0,12 +C16333,161.576879,0.909091,194,59,135,0,0.416667,0.083333,0.333333,0,0,6,5000,738.457844,197.425096,0.1,12 +C16334,17.820255,0.545455,123.72,0,123.72,0,0.333333,0,0.333333,0,0,4,3000,270.589779,133.760906,0.428571,12 +C16335,1060.022249,1,200.51,200.51,0,0,0.25,0.25,0,0,0,5,1200,407.022337,399.681786,0,12 +C16336,2446.41139,1,1915.65,1332.91,582.74,4201.060262,0.75,0.25,0.666667,0.5,8,29,8500,4723.691364,629.361278,0,12 +C16337,2212.921154,1,52.9,52.9,0,2035.862807,0.083333,0.083333,0,0.583333,19,1,3500,704.408044,601.028911,0,12 +C16338,1484.221941,1,52.83,52.83,0,3164.677567,0.166667,0.166667,0,0.25,12,3,3000,1871.16958,413.035007,0,12 +C16339,2161.715499,0.875,0,0,0,2651.876149,0,0,0,0.125,4,0,3000,662.354973,411.86658,0,8 +C16340,56.798467,1,93.1,0,93.1,0,0.583333,0,0.583333,0,0,7,2500,83.556361,172.482173,0,12 +C16341,4183.825982,1,490.61,45.65,444.96,178.950075,0.666667,0.083333,0.666667,0.333333,4,13,4500,1541.998312,2410.083966,0,12 +C16342,37.890131,1,483.3,0,483.3,0,1,0,1,0,0,13,2500,541.618413,179.311193,0.916667,12 +C16343,4198.61809,0.727273,17.3,17.3,0,2845.86846,0.083333,0.083333,0,0.25,6,1,8954.545455,10226.60176,1024.126428,0.1,12 +C16345,932.153207,1,572.64,0,572.64,0,1,0,1,0,0,24,1000,1794.686669,3605.683246,0.083333,12 +C16346,2905.496627,1,1390.48,713.08,677.4,238.324775,0.916667,0.416667,0.75,0.166667,2,33,7000,1512.39601,719.28329,0,12 +C16347,82.706999,1,367.67,289.77,77.9,0,0.416667,0.333333,0.083333,0,0,9,4700,610.349554,143.185465,0.083333,12 +C16348,3504.329825,1,5313.2,3787.5,1525.7,0,1,0.5,1,0,0,37,13000,4357.719667,952.119024,0,12 +C16349,77.087831,0.363636,311.81,311.81,0,261.469776,0.25,0.25,0,0.083333,1,4,4000,109.704849,132.31002,0,12 +C16350,3.535385,0.363636,53.95,0,53.95,0,0.416667,0,0.416667,0,0,5,1200,124.392554,114.355656,0.4,12 +C16351,933.072519,1,12.4,12.4,0,1085.487045,0.083333,0.083333,0,0.166667,6,1,2500,481.589626,238.636185,0.083333,12 +C16352,295.680572,1,0,0,0,497.548257,0,0,0,0.166667,2,0,2200,1676.131231,176.822347,0,12 +C16353,5314.739322,1,0,0,0,3596.09665,0,0,0,0.583333,20,0,8000,1582.770873,2632.897525,0,12 +C16354,1531.486784,1,956.56,819.16,137.4,1548.653023,0.666667,0.666667,0.083333,0.25,10,11,4000,424.033602,659.90603,0,12 +C16355,1196.869653,1,117.24,0,117.24,0,1,0,1,0,0,12,1200,380.06061,371.31214,0,12 +C16356,4755.943819,1,3785.85,3583.95,201.9,529.171674,1,1,0.166667,0.416667,12,46,10500,1212.369561,991.435532,0,12 +C16357,970.862162,1,563.82,563.82,0,0,0.833333,0.833333,0,0,0,10,2950,350.164857,373.629996,0,12 +C16358,2652.663225,1,331.81,331.81,0,1058.561786,0.833333,0.833333,0,0.166667,3,10,3500,831.678305,1077.695905,0,12 +C16359,1535.201834,1,0,0,0,232.041978,0,0,0,0.363636,7,0,2450,358.002324,454.553502,0,11 +C16360,1672.711195,1,0,0,0,442.298324,0,0,0,0.416667,6,0,1800,432.121759,623.766019,0,12 +C16361,595.870472,0.818182,990,990,0,0,0.083333,0.083333,0,0,0,1,3000,764.86843,226.19801,0,12 +C16362,1035.549686,1,624,0,624,0,1,0,1,0,0,36,1000,883.088274,862.689591,0,12 +C16363,1043.114756,1,599.92,0,599.92,0,1,0,1,0,0,23,5000,687.999005,255.719951,0,12 +C16364,3155.155315,1,0,0,0,147.664311,0,0,0,0.166667,2,0,3500,975.901669,949.523933,0,12 +C16365,1051.38615,1,416.6,0,416.6,0,1,0,1,0,0,20,1050,509.248904,1006.439477,0,12 +C16366,8.95956,0.363636,51.36,0,51.36,0,0.333333,0,0.333333,0,0,4,1200,167.260487,135.978141,0.2,12 +C16367,556.857438,1,21.9,21.9,0,0,0.166667,0.166667,0,0,0,2,600,162.272808,271.112945,0,12 +C16369,1276.819142,1,710.2,710.2,0,742.511085,0.416667,0.416667,0,0.25,4,8,3700,3144.534957,477.522969,0,12 +C16370,1607.609771,1,0,0,0,1007.849308,0,0,0,0.166667,3,0,7000,523.481375,414.584718,0,12 +C16371,3006.295536,1,1430.24,50,1380.24,0,1,0.083333,1,0,0,92,3000,2034.512438,3337.263197,0,12 +C16372,502.236778,1,603.46,328.68,274.78,0,0.583333,0.333333,0.416667,0,0,13,1200,233.768374,353.463494,0,12 +C16373,1610.282389,1,0,0,0,1296.078691,0,0,0,0.5,9,0,5000,576.468692,374.736257,0,12 +C16374,44.444599,1,374.81,0,374.81,0,0.416667,0,0.333333,0,0,6,4000,309.602823,105.971136,0,12 +C16375,1313.003662,0.888889,810.27,810.27,0,759.000431,0.111111,0.111111,0,0.111111,2,1,1500,256.967584,7011.077671,0,9 +C16376,1433.699563,1,50,50,0,0,0.083333,0.083333,0,0,0,1,1500,275.687079,457.454141,0,12 +C16377,2522.93846,1,394.48,221.2,173.28,2904.343372,0.75,0.166667,0.583333,0.166667,2,11,3000,3734.576574,1184.827039,0,12 +C16378,4926.540711,1,226.63,164.79,61.84,1893.581202,0.25,0.25,0.083333,0.25,4,5,5500,974.445304,2314.631472,0,12 +C16379,987.853328,1,2599.42,1967.62,631.8,0,1,0.833333,0.75,0,0,35,1800,2146.180788,239.996338,0.083333,12 +C16380,344.288226,1,146.75,0,146.75,0,0.416667,0,0.416667,0,0,5,1500,135.87419,203.496004,0,12 +C16381,2336.510738,1,666.64,0,666.64,3230.62576,0.571429,0,0.428571,0.428571,3,4,7000,822.387829,287.636364,0,7 +C16382,1132.661616,1,175,0,175,0,0.583333,0,0.5,0,0,7,1200,254.27684,835.079395,0,12 +C16383,1969.414463,1,1322.06,301.52,1020.54,849.366964,1,0.333333,1,0.416667,5,27,5500,1764.32763,447.535776,0,12 +C16384,1142.909141,0.9,0,0,0,2264.495887,0,0,0,0.5,17,0,2500,165.549752,337.524976,0,10 +C16385,3269.961382,1,0,0,0,1722.645697,0,0,0,0.416667,10,0,4000,949.187748,990.007312,0,12 +C16386,226.684073,1,672.48,0,672.48,235.063106,1,0,1,0.666667,9,12,4500,869.632913,182.835878,0,12 +C16387,635.358243,0.4,250,250,0,0,0.1,0.1,0,0,0,1,8000,4995.053024,284.70693,0,10 +C16388,629.744788,0.363636,354.5,354.5,0,3023.321998,0.083333,0.083333,0,0.333333,21,3,5000,257.295601,418.943012,0,12 +C16389,683.357929,1,5105.17,2265.11,2840.06,0,1,0.75,0.916667,0,0,90,3500,4650.299879,177.946334,0.75,12 +C16390,857.767403,1,639.56,0,639.56,0,0.25,0,0.25,0,0,4,2200,210.272469,254.976679,0,12 +C16391,71.480312,0.727273,1178.64,0,1178.64,0,0.666667,0,0.583333,0,0,8,3200,1473.852143,71.772114,0,12 +C16392,5719.149672,1,1611.04,1447.64,163.4,5034.877748,0.916667,0.333333,0.833333,0.083333,1,27,9000,4997.375402,1783.558275,0,12 +C16393,10.954457,0.125,0,0,0,389.594394,0,0,0,0.125,2,0,3000,0,,0,8 +C16394,1049.109012,1,200.02,0,200.02,0,0.5,0,0.5,0,0,6,1000,548.458069,992.622332,0,12 +C16395,94.106762,0.454545,1063.22,789.22,274,0,0.75,0.333333,0.416667,0,0,14,7000,276.870232,69.559452,0,12 +C16396,7845.126724,1,396,0,396,11070.56623,1,0,1,0.416667,15,12,12000,9676.278566,2252.899777,0.083333,12 +C16397,131.271213,1,147.26,0,147.26,0,0.333333,0,0.25,0,0,4,1000,430.455738,163.227325,0.090909,12 +C16398,38.316222,0.272727,436.75,0,436.75,0,0.25,0,0.25,0,0,3,3000,1634.962881,139.00528,1,12 +C16399,857.313072,1,139.16,0,139.16,0,0.583333,0,0.583333,0,0,9,1200,1209.136709,641.54543,0,12 +C16400,4.256664,0.181818,31.25,0,31.25,0,0.083333,0,0.083333,0,0,1,1000,0,,0,12 +C16401,1912.125318,1,518.04,449.71,68.33,6314.938401,0.083333,0.083333,0.083333,0.416667,12,4,3500,3837.547894,492.835677,0.111111,12 +C16402,71.310815,0.090909,0,0,0,1849.578078,0,0,0,0.083333,1,0,6000,0,,0,12 +C16403,108.889031,1,1145.85,445.85,700,0,1,0.916667,0.75,0,0,22,5000,874.238956,179.080958,0.833333,12 +C16404,3.992758,0.666667,0,0,0,126.723539,0,0,0,0.111111,1,0,1200,157.919567,54.574568,0,9 +C16405,7.456966,0.272727,4.8,0,4.8,0,0.083333,0,0.083333,0,0,1,2200,70.517745,246.213204,0,12 +C16406,51.293355,1,459.69,0,459.69,0,1,0,1,0,0,21,6000,279.902009,155.30575,0.555556,12 +C16407,637.379659,1,37.62,0,37.62,0,0.25,0,0.25,0,0,3,1500,1691.81869,4887.636705,0.083333,12 +C16408,472.975295,1,0,0,0,1076.323483,0,0,0,0.166667,13,0,1200,0,,0,12 +C16409,770.11922,0.857143,0,0,0,1085.168416,0,0,0,0.142857,1,0,2500,64.429192,229.94082,0,7 +C16410,1155.9765,1,0,0,0,1115.92003,0,0,0,0.166667,2,0,1500,1298.142663,443.370345,0,12 +C16411,2664.926838,1,1229.62,661.6,568.02,0,1,0.333333,0.916667,0,0,28,8000,1692.635777,805.598851,0,12 +C16412,281.736996,1,1100.19,1100.19,0,974.050448,1,1,0,0.25,8,15,5700,1694.640984,190.249932,0.090909,12 +C16414,400.462305,1,0,0,0,822.959124,0,0,0,0.666667,12,0,5000,1034.178777,156.202558,0.083333,12 +C16415,1785.562094,1,0,0,0,996.904425,0,0,0,0.583333,12,0,1800,1164.081703,3016.951267,0,12 +C16416,562.145229,1,1872.51,503.01,1369.5,0,1,0.166667,0.833333,0,0,27,4500,1480.089378,198.199128,0,12 +C16417,7.777595,0.454545,66.25,0,66.25,0,0.416667,0,0.333333,0,0,5,2000,129.109877,138.717776,0.333333,12 +C16418,5032.709807,1,0,0,0,2996.684234,0,0,0,0.5,8,0,7000,1065.648112,1175.224249,0,12 +C16419,2462.416736,1,1207.3,1207.3,0,470.529824,0.25,0.25,0,0.166667,2,5,2500,1609.295692,2571.403534,0,12 +C16421,330.707721,0.545455,56.4,56.4,0,1680.231932,0.083333,0.083333,0,0.166667,3,1,4000,3613.150681,205.305914,0.5,12 +C16422,1472.378275,1,0,0,0,2297.002595,0,0,0,0.583333,23,0,4000,602.231254,386.832933,0,12 +C16423,31.269893,1,224.81,224.81,0,0,1,1,0,0,0,16,1800,284.388927,225.29301,0.166667,12 +C16424,279.225789,1,2800.12,0,2800.12,0,1,0,1,0,0,44,6000,2515.127273,167.108694,0.666667,12 +C16425,347.997266,0.454545,0,0,0,1224.607415,0,0,0,0.083333,1,0,4500,3486.642342,159.204938,0.090909,12 +C16426,3405.813447,1,0,0,0,634.085316,0,0,0,0.416667,12,0,4000,912.842125,1090.502794,0,12 +C16427,492.040223,1,17,17,0,171.814665,0.083333,0.083333,0,0.333333,4,1,600,243.905711,291.892373,0,12 +C16428,127.992071,0.545455,593,0,593,580.391722,1,0,0.916667,0.083333,1,12,2000,1158.659124,90.139909,0,12 +C16429,26.639906,1,251.19,0,251.19,0,1,0,0.888889,0,0,9,1500,214.973026,131.272786,1,9 +C16430,4169.458982,1,0,0,0,2802.840866,0,0,0,0.5,10,0,5000,1261.781799,1355.006535,0,12 +C16431,95.517105,0.818182,1305.72,0,1305.72,0,0.75,0,0.666667,0,0,9,1700,1127.40911,77.116725,0.2,12 +C16432,2261.132204,0.888889,0,0,0,840.32256,0,0,0,0.333333,4,0,2500,783.359871,609.884322,0,9 +C16433,1930.900813,0.909091,5616.07,4960.73,655.34,4287.486377,0.666667,0.333333,0.25,0.333333,15,46,5500,10894.444,864.068895,0.111111,12 +C16434,2936.600083,1,0,0,0,3936.540697,0,0,0,0.25,12,0,5000,1861.424668,669.400628,0,12 +C16435,475.826042,1,950,950,0,0,0.083333,0.083333,0,0,0,1,4500,118.53066,290.333335,0,12 +C16436,145.085902,1,1284.74,1284.74,0,0,0.5,0.5,0,0,0,16,3000,2524.474539,167.031924,0.166667,12 +C16437,2392.299552,1,0,0,0,118.3391,0,0,0,0.333333,4,0,3200,602.769462,565.639938,0,12 +C16438,0,0,408.38,0,408.38,0,0.833333,0,0.75,0,0,13,6000,535.013917,,0,12 +C16439,4652.51827,1,4042.41,2731.38,1311.03,3581.376823,1,0.666667,1,0.333333,7,73,5000,7633.554879,4192.565071,0,12 +C16440,1089.351276,1,595.83,563.5,32.33,147.306438,0.25,0.25,0.083333,0.083333,1,8,2500,316.521528,382.024584,0,12 +C16441,2269.978054,0.909091,0,0,0,3617.843539,0,0,0,0.272727,4,0,3500,745.982616,576.331228,0,11 +C16442,75.401255,0.909091,692.94,0,692.94,0,0.833333,0,0.833333,0,0,10,4000,806.703752,143.810743,0.545455,12 +C16443,40.607669,1,479,80,399,0,0.916667,0.083333,0.666667,0,0,14,2000,389.241521,141.850602,0.8,12 +C16444,27.498033,1,0,0,0,37.771996,0,0,0,0.083333,1,0,1000,46.365579,276.074313,0.1,12 +C16445,1253.290131,1,138,55,83,0,0.083333,0.083333,0.083333,0,0,2,9000,302.161387,414.1429,0,12 +C16446,0,0,140.04,0,140.04,0,1,0,1,0,0,12,1000,129.905883,,0,12 +C16447,2080.312991,0.888889,25,0,25,2422.889589,0.111111,0,0.111111,0.333333,6,1,2500,540.687217,570.576789,0,9 +C16448,965.514081,1,8945.67,8945.67,0,0,0.916667,0.916667,0,0,0,23,5500,7917.840874,261.663214,1,12 +C16449,1033.346718,0.875,0,0,0,142.123093,0,0,0,0.375,4,0,1500,1682.814334,249.673023,0,8 +C16450,2277.067891,1,7025.02,7025.02,0,0,0.75,0.75,0,0,0,33,3500,6063.45472,2283.354515,0.083333,12 +C16451,744.083484,1,1096.98,589.48,507.5,174.714236,1,0.5,0.6,0.2,4,14,5000,1873.388189,148.294074,0.1,10 +C16452,1305.883623,1,0,0,0,1015.334397,0,0,0,0.083333,1,0,8000,1423.232277,265.899549,0,12 +C16453,751.22482,1,1000,0,1000,0,0.416667,0,0.333333,0,0,5,1700,2025.267591,319.173449,0.083333,12 +C16454,2848.442843,1,2148.02,1634.44,513.58,385.68198,1,0.666667,0.583333,0.083333,1,32,3500,922.603695,764.90448,0,12 +C16455,1765.263223,1,73.8,0,73.8,0,1,0,1,0,0,12,1800,356.324476,679.20095,0,12 +C16456,47.587585,0.727273,414.8,53,361.8,0,0.5,0.083333,0.416667,0,0,8,4500,545.768039,135.094235,1,12 +C16457,3531.167073,0.9,797.5,577.83,219.67,5273.226918,0.7,0.4,0.5,0.9,33,21,4000,2979.5467,3052.080103,0,10 +C16458,45.000015,1,540,0,540,0,1,0,1,0,0,24,7000,675.065652,193.588238,1,12 +C16459,398.403586,1,3658.71,2745.31,913.4,0,0.916667,0.833333,0.75,0,0,48,2500,3646.346596,151.890083,1,12 +C16460,1394.926414,1,0,0,0,4091.737498,0,0,0,0.25,5,0,5000,488.155542,299.651665,0,12 +C16461,2196.006333,1,666.89,550.79,116.1,0,0.5,0.25,0.166667,0,0,8,7500,579.257195,773.160428,0,12 +C16462,43.656303,0.909091,2122.98,1826.67,296.31,0,0.833333,0.666667,0.166667,0,0,17,10500,2006.417008,131.553346,1,12 +C16463,8692.806679,1,1022.77,1022.77,0,2970.97936,0.5,0.5,0,0.25,4,6,9000,5960.192059,6357.931772,0,12 +C16464,2276.666051,1,87.51,0,87.51,0,0.583333,0,0.583333,0,0,11,8000,605.029703,700.831872,0,12 +C16465,4217.472407,1,7311.99,7311.99,0,0,0.5,0.5,0,0,0,11,6700,2773.245445,1960.522407,0,12 +C16466,2578.733343,1,0,0,0,2601.723396,0,0,0,0.142857,2,0,3000,312.16358,356.580899,0,7 +C16467,170.569025,1,2368.84,1464.56,904.28,0,0.916667,0.666667,0.833333,0,0,46,2500,2123.311356,137.665487,0.5,12 +C16468,6557.146926,1,354.27,354.27,0,2943.653759,0.166667,0.166667,0,0.583333,18,5,7000,1606.554704,2474.330298,0,12 +C16469,4892.213739,1,0,0,0,1086.316757,0,0,0,0.333333,5,0,11000,1148.224685,1155.856775,0,12 +C16470,3.562442,0.454545,735,0,735,0,0.583333,0,0.583333,0,0,7,2000,1256.297676,64.518375,0,12 +C16471,4548.940782,1,2095.49,1349.33,746.16,826.710558,1,0.833333,1,0.166667,3,72,6500,1427.071161,1036.041514,0,12 +C16472,157.364234,1,1778.92,1233.87,545.05,0,1,1,0.5,0,0,36,10500,1686.269252,143.010184,0.777778,12 +C16473,1118.610853,1,293.26,0,293.26,0,0.916667,0,0.916667,0,0,11,1500,317.991447,220.504335,0,12 +C16474,7.146747,0.272727,60,0,60,0,0.083333,0,0.083333,0,0,2,3000,231.681868,114.544794,1,12 +C16475,18.288834,0.636364,0,0,0,149.6351,0,0,0,0.083333,1,0,3000,307.559683,76.436629,0.166667,12 +C16476,162.293507,1,0,0,0,428.185827,0,0,0,0.25,5,0,500,90.933457,467.783339,0,12 +C16477,45.095168,1,469.89,0,469.89,0,1,0,1,0,0,20,2000,363.258365,178.843168,0.916667,12 +C16478,166.761294,1,1831.91,216.92,1614.99,0,0.833333,0.083333,0.75,0,0,19,7000,1298.605481,162.966327,0.090909,12 +C16479,1818.964688,1,1436.41,1300.09,136.32,0,1,0.583333,1,0,0,23,6500,594.214126,438.285694,0,12 +C16480,1998.319924,1,5400.64,4694.12,706.52,0,1,0.916667,0.833333,0,0,61,6850,3359.914173,527.235281,0.090909,12 +C16481,1178.607275,1,1014.36,322.69,691.67,0,1,0.416667,0.75,0,0,39,1200,1250.42369,620.326049,0,12 +C16482,333.175537,1,0,0,0,709.915658,0,0,0,0.083333,2,0,1200,88.066511,95.6311,0.083333,12 +C16483,1193.644707,1,850.15,850.15,0,3215.1424,0.416667,0.416667,0,0.416667,8,8,2500,3536.855347,476.200022,0.166667,12 +C16484,121.663829,1,488.52,0,488.52,0,0.5,0,0.416667,0,0,6,7500,459.429985,255.903482,0,12 +C16485,1390.563775,1,0,0,0,154.241717,0,0,0,0.083333,1,0,1500,506.958786,606.10374,0,12 +C16486,4.588899,0.272727,249.96,0,249.96,0,0.916667,0,0.916667,0,0,17,4000,248.437485,36.714951,0.1,12 +C16487,3191.334524,1,219.44,177.8,41.64,433.90772,0.416667,0.083333,0.333333,0.083333,1,6,9000,810.671862,866.819687,0,12 +C16488,1600.510219,1,0,0,0,94.928008,0,0,0,0.25,3,0,1800,579.289913,450.993235,0,12 +C16489,448.539091,1,300,300,0,1105.396152,0.083333,0.083333,0,0.25,3,1,5400,3860.659948,1681.982864,0.636364,12 +C16490,1031.670316,1,1753.25,1164.04,589.21,0,0.916667,0.416667,0.833333,0,0,24,4000,500.01493,352.459986,0,12 +C16491,135.25122,1,904.55,63.4,841.15,0,0.75,0.083333,0.583333,0,0,21,7500,990.722558,163.711273,0,12 +C16492,435.55396,1,1522.06,1372.34,149.72,0,0.833333,0.583333,0.75,0,0,24,3000,1878.606679,162.411202,0,12 +C16493,4709.860768,1,0,0,0,3832.366931,0,0,0,0.333333,8,0,6000,1239.821726,1464.809088,0,12 +C16494,2304.470294,1,1201.97,374.24,827.73,1009.853215,1,0.666667,1,0.166667,4,36,3000,1254.356926,1050.329485,0,12 +C16495,2506.085855,1,1723.3,1520.32,202.98,561.814107,0.916667,0.916667,0.666667,0.166667,3,32,3000,1328.848053,1344.153649,0,12 +C16496,54.055548,0.636364,548.02,0,548.02,0,0.416667,0,0.333333,0,0,8,4000,695.091566,111.441098,0.4,12 +C16497,734.77748,0.818182,33.37,0,33.37,921.54819,0.083333,0,0.083333,0.083333,1,1,1500,1741.996361,228.404649,0,12 +C16498,533.512148,1,2243.99,1543.99,700,949.859862,1,0.583333,0.916667,0.083333,1,30,7000,2522.034983,269.921984,0.333333,12 +C16499,694.70767,1,0,0,0,1640.291172,0,0,0,0.583333,21,0,4500,498.736792,201.320157,0,12 +C16500,305.72029,1,1125.8,430.88,694.92,0,1,0.333333,1,0,0,17,3000,1863.122757,204.442058,0.083333,12 +C16501,1428.265873,1,1490.63,1411.88,78.75,5411.208676,0.416667,0.333333,0.166667,0.333333,10,19,5250,4644.297034,456.049907,0.166667,12 +C16502,0,0,609.21,0,609.21,0,0.9,0,0.8,0,0,9,1000,684.523752,,0,10 +C16503,834.789126,1,0,0,0,207.027078,0,0,0,0.090909,2,0,13500,717.257211,233.199801,0,11 +C16504,4028.714266,1,3585.75,3488.42,97.33,478.678942,0.333333,0.333333,0.083333,0.083333,1,17,6500,6869.557475,976.009981,0.1,12 +C16505,2470.787327,1,0,0,0,1715.518342,0,0,0,0.416667,6,0,4000,593.427752,585.836711,0,12 +C16506,829.410423,1,3884.68,2610.57,1274.11,0,1,1,1,0,0,84,8000,3517.817878,200.20274,0,12 +C16507,36.40909,1,1091.7,1091.7,0,226.784069,0.916667,0.916667,0,0.083333,1,12,3000,2363.934071,160.554292,0.6,12 +C16508,5239.146869,1,57.91,57.91,0,2973.966812,0.083333,0.083333,0,0.25,4,1,6000,1218.114753,1737.033754,0,12 +C16509,2369.851759,1,9934.93,8500.67,1434.26,0,1,0.833333,1,0,0,91,10000,3670.569073,617.994101,0,12 +C16510,364.150125,1,0,0,0,1382.98498,0,0,0,0.166667,2,0,3000,2050.337787,188.947534,0,12 +C16511,1671.76708,1,1346.44,890.9,455.54,0,1,0.5,0.916667,0,0,24,6000,4397.366472,469.212052,0,12 +C16512,50.571196,0.545455,499.98,0,499.98,0,0.5,0,0.416667,0,0,6,2500,744.260461,235.440351,0.2,12 +C16513,564.36524,1,0,0,0,1003.670076,0,0,0,0.166667,2,0,1200,1219.36304,225.940694,0.083333,12 +C16514,282.588132,0.727273,170,170,0,0,0.083333,0.083333,0,0,0,1,5500,1499.355812,209.440652,0,12 +C16515,42.504303,0.272727,117.62,0,117.62,0,0.083333,0,0.083333,0,0,1,2500,1408.151874,128.91478,0,12 +C16516,1150.269979,1,600,600,0,1510.632782,0.083333,0.083333,0,0.75,15,2,4000,1622.256987,285.177419,0,12 +C16517,2415.67887,1,125.45,0,125.45,0,0.583333,0,0.583333,0,0,7,3000,619.883932,628.190373,0,12 +C16518,10.259525,0.181818,119.8,119.8,0,0,0.083333,0.083333,0,0,0,2,5000,711.480411,82.793678,0,12 +C16519,1527.826042,1,3191,3191,0,2035.662918,0.083333,0.083333,0,0.416667,17,3,4950,5393.198816,436.082971,0.083333,12 +C16520,66.618088,1,544,0,544,0,1,0,1,0,0,16,3000,473.490702,183.99645,0,12 +C16521,6955.119532,1,0,0,0,4944.926593,0,0,0,0.416667,5,0,10500,1734.23239,2072.364499,0,12 +C16522,971.723256,1,1853.7,966.14,887.56,319.449176,1,0.416667,1,0.25,3,26,3500,513.439153,252.114517,0,12 +C16523,447.563656,0.909091,911.09,911.09,0,896.215958,0.583333,0.583333,0,0.166667,4,9,1200,2160.154624,220.007742,0.111111,12 +C16524,1346.777622,1,1798.15,357.8,1440.35,0,1,0.25,1,0,0,40,1500,1213.489835,712.170112,0,12 +C16525,1981.113728,1,0,0,0,199.183245,0,0,0,0.272727,3,0,2000,442.171269,3018.891963,0,11 +C16526,6398.233171,1,0,0,0,233.38167,0,0,0,0.083333,1,0,9500,1693.270011,2525.860166,0,12 +C16527,406.939907,1,2615.18,2615.18,0,0,1,1,0,0,0,76,4300,5296.640171,2773.819516,0.75,12 +C16528,964.09998,1,1074.96,0,1074.96,0,1,0,1,0,0,12,1000,446.368432,1192.827241,0,12 +C16529,108.386507,1,211.9,211.9,0,0,0.166667,0.166667,0,0,0,2,5100,131.85375,125.337911,0,12 +C16530,413.331088,1,0,0,0,708.62821,0,0,0,0.777778,11,0,500,453.051033,131.544615,0,9 +C16531,6.395964,0.181818,79,79,0,0,0.083333,0.083333,0,0,0,1,7500,107.281393,45.447418,0,12 +C16532,207.632783,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1200,0,,0,12 +C16533,767.871111,1,1878.51,0,1878.51,929.9471,0.833333,0,0.75,0.5,6,22,2500,1261.146488,270.076156,0,12 +C16534,1093.027318,1,0,0,0,92.01775,0,0,0,0.083333,1,0,1200,330.592103,227.755597,0,12 +C16535,2714.36271,0.727273,50.62,50.62,0,4424.09206,0.083333,0.083333,0,0.25,6,1,7000,1651.122391,1349.297872,0,12 +C16536,2285.604784,1,75,0,75,2539.047806,0.25,0,0.25,0.333333,13,3,2500,531.583507,1072.905255,0,12 +C16537,46.000465,0.818182,531.5,0,531.5,0,0.75,0,0.5,0,0,15,4000,544.460735,159.519007,1,12 +C16538,27.857993,0.636364,352.23,0,352.23,0,0.5,0,0.416667,0,0,7,2500,299.490096,98.217199,0.272727,12 +C16539,1756.206467,1,0,0,0,1468.349502,0,0,0,0.25,15,0,3000,324.251074,705.810164,0,12 +C16540,4.686854,0.428571,28.8,0,28.8,0,0.428571,0,0.285714,0,0,3,1500,34.401591,60.436139,1,7 +C16541,1462.921098,1,609.16,609.16,0,1054.286672,0.25,0.25,0,0.25,4,3,2000,506.068295,314.8002,0,12 +C16542,2786.817229,1,0,0,0,154.876604,0,0,0,0.083333,1,0,7000,609.526586,625.852886,0,12 +C16543,1134.988498,1,935.04,540.81,394.23,996.543937,0.916667,0.5,0.75,0.5,15,20,4000,298.878026,235.549018,0,12 +C16544,1316.179352,1,1278.04,0,1278.04,114.843243,1,0,1,0.083333,1,28,1200,2069.375056,1951.939159,0,12 +C16545,2300.825677,0.875,522.06,0,522.06,2809.026116,0.875,0,0.75,0.125,1,7,3000,469.928446,1711.018102,0,8 +C16546,4529.895962,0.727273,0,0,0,21943.84942,0,0,0,0.333333,12,0,13000,33486.31044,1797.797941,0.428571,12 +C16547,1504.980887,1,322.81,184.71,138.1,0,0.583333,0.416667,0.5,0,0,15,1600,467.652307,644.070346,0,12 +C16548,46.981185,0.454545,160,160,0,0,0.083333,0.083333,0,0,0,1,6500,204.116016,104.698965,0,12 +C16549,1552.687961,1,654.16,557.16,97,0,0.75,0.5,0.583333,0,0,21,1500,1041.793202,1676.396511,0,12 +C16550,2054.983361,1,1058.58,0,1058.58,0,1,0,1,0,0,16,6000,461.980524,439.448245,0,12 +C16551,1097.718192,1,0,0,0,77.325405,0,0,0,0.333333,4,0,1200,278.781487,425.605099,0,12 +C16552,1150.280984,1,450,250,200,0,0.25,0.166667,0.083333,0,0,4,1200,839.754013,766.890275,0,12 +C16553,4117.751094,1,159.07,159.07,0,2940.082863,0.166667,0.166667,0,0.166667,4,2,8000,876.63896,982.488109,0,12 +C16554,1631.573904,1,112.56,112.56,0,0,0.181818,0.181818,0,0,0,3,1700,439.132886,690.430521,0,11 +C16555,3060.945154,1,2478.38,1974.38,504,0,1,1,0.583333,0,0,32,6500,1828.095269,1062.750643,0,12 +C16556,625.144248,1,958.39,365,593.39,0,1,0.166667,1,0,0,30,4000,881.159896,205.198021,0,12 +C16557,7803.071972,1,1000.55,0,1000.55,1490.239239,1,0,1,0.333333,6,35,8000,3478.320794,2722.218432,0,12 +C16558,75.46203,1,405.84,0,405.84,0,1,0,1,0,0,45,5000,340.762855,171.488095,0.083333,12 +C16559,287.787967,1,0,0,0,19.464101,0,0,0,0.083333,1,0,300,104.919187,346.608792,0,12 +C16560,1669.759168,1,200,0,200,0,0.416667,0,0.416667,0,0,5,11000,442.60799,373.920471,0,12 +C16561,113.723132,0.727273,740.82,574.44,166.38,188.360044,0.25,0.166667,0.083333,0.083333,2,3,5500,1335.466998,99.981807,0.333333,12 +C16562,1475.485907,1,522.68,522.68,0,1635.215775,0.25,0.25,0,0.166667,4,7,3000,265.318943,572.110855,0,12 +C16563,419.727505,1,1945.8,0,1945.8,0,1,0,1,0,0,12,3000,1348.704313,171.24898,0.181818,12 +C16564,50.962159,0.454545,803.45,803.45,0,0,0.333333,0.333333,0,0,0,8,5500,797.779992,174.831289,1,12 +C16565,946.059539,1,10915.37,9323.71,1591.66,0,1,1,1,0,0,93,5000,12612.66824,263.274743,1,12 +C16566,1286.787274,1,0,0,0,68.190923,0,0,0,0.166667,2,0,1500,1602.22002,421.628447,0,12 +C16567,13.720529,0.454545,1724.77,935.67,789.1,0,0.833333,0.583333,0.583333,0,0,19,3500,1490.96569,28.103306,0.142857,12 +C16568,3948.776884,1,0,0,0,5291.215227,0,0,0,0.5,17,0,4000,4576.56764,1819.139749,0.083333,12 +C16569,603.686346,1,397.5,88,309.5,63.384239,0.5,0.083333,0.416667,0.166667,2,12,1500,279.038144,269.861111,0,12 +C16570,87.540559,1,885.13,0,885.13,0,1,0,1,0,0,21,6000,801.593051,186.251245,0.916667,12 +C16571,14.179041,0.545455,119.58,0,119.58,0,0.5,0,0.5,0,0,6,5000,157.838418,96.544553,0.181818,12 +C16572,2333.99188,0.818182,0,0,0,4480.430064,0,0,0,0.166667,2,0,4500,725.315868,1138.412302,0,12 +C16573,42.045574,1,90,90,0,0,0.083333,0.083333,0,0,0,1,4000,28.556632,141.90112,0,12 +C16574,1155.509859,1,564,564,0,0,0.166667,0.166667,0,0,0,6,4000,279.047416,295.461365,0,12 +C16575,1434.793889,1,467.88,467.88,0,0,1,1,0,0,0,12,4300,2538.815988,2898.375147,0,12 +C16576,1406.504164,1,0,0,0,105.811869,0,0,0,0.083333,1,0,1500,278.864694,2334.712799,0,12 +C16577,1358.513908,1,0,0,0,73.870282,0,0,0,0.083333,2,0,1500,353.105652,435.809869,0,12 +C16578,372.722601,0.909091,819.7,0,819.7,0,0.909091,0,0.818182,0,0,10,1500,87.828439,194.003982,0,11 +C16579,3279.867381,0.875,6520,6520,0,0,0.75,0.75,0,0,0,7,3500,3524.512662,523.422296,0.125,8 +C16580,1963.698617,1,1582.88,1259.82,323.06,2601.802794,0.166667,0.083333,0.083333,0.333333,5,12,2500,4138.243604,806.866365,0,12 +C16581,1967.640068,0.909091,264.8,230,34.8,4954.13788,0.166667,0.083333,0.083333,0.583333,26,2,5000,516.105446,505.521704,0,12 +C16583,157.907139,1,499.92,0,499.92,1093.855719,1,0,1,0.166667,4,12,3000,788.375119,150.191528,0,12 +C16584,2184.965504,1,0,0,0,2893.023143,0,0,0,0.916667,26,0,8000,1730.364781,481.160634,0,12 +C16585,46.103924,0.818182,443.25,443.25,0,0,0.25,0.25,0,0,0,3,6500,417.350534,93.536782,0,12 +C16586,65.11995,0.636364,898.64,470.2,428.44,0,0.416667,0.25,0.25,0,0,13,2500,672.702547,179.114318,0.6,12 +C16587,889.955252,1,40,40,0,3124.247282,0.083333,0.083333,0,0.416667,8,1,3000,977.156313,244.338227,0.083333,12 +C16588,550.533381,0.714286,0,0,0,2486.624696,0,0,0,0.714286,23,0,1500,3762.550924,177.096478,0.333333,7 +C16589,221.861874,1,0,0,0,250.779227,0,0,0,0.083333,2,0,2500,209.265168,203.118526,0,12 +C16590,61.268046,0.454545,491.11,171.11,320,0,0.25,0.083333,0.166667,0,0,5,5000,702.302424,135.813519,0,12 +C16591,1162.7795,1,757.37,0,757.37,131.28406,1,0,1,0.083333,1,13,1000,512.315951,3533.665385,0,12 +C16592,1338.934027,1,0,0,0,1297.777178,0,0,0,0.272727,7,0,4000,423.092478,634.989453,0,11 +C16593,2273.555853,1,329.3,70,259.3,3360.63801,0.583333,0.083333,0.5,0.75,16,10,3000,3099.112794,758.644505,0,12 +C16594,1248.332959,1,478.32,198,280.32,157.20552,0.583333,0.083333,0.416667,0.083333,2,8,4000,1429.176523,360.158214,0,12 +C16595,6255.078201,1,195.29,124.17,71.12,2881.905049,0.5,0.083333,0.333333,0.416667,10,9,7500,1797.863187,1926.996357,0,12 +C16596,7.14111,0.727273,288,0,288,0,1,0,1,0,0,12,3000,228.853499,24.171054,0,12 +C16597,1959.35945,1,0,0,0,2757.579869,0,0,0,0.5,6,0,4000,1542.366508,460.734661,0,12 +C16598,3169.141778,1,435,435,0,3049.497763,0.083333,0.083333,0,0.166667,3,3,6500,795.908206,792.369143,0,12 +C16599,1208.300547,0.818182,1855.71,1469.5,386.21,0,1,0.583333,0.666667,0,0,27,4500,3023.498427,523.893953,0,12 +C16600,3271.129597,1,4209.98,556.22,3653.76,1058.425793,1,0.416667,1,0.416667,9,74,10300,6965.162385,2492.306544,0,12 +C16601,538.768762,0.909091,226.95,129.58,97.37,452.00913,0.545455,0.090909,0.454545,0.272727,8,9,1200,946.649324,211.220001,0,11 +C16602,346.425872,1,3463.12,1046.72,2416.4,0,1,0.5,1,0,0,66,5000,2903.567692,194.327332,0.916667,12 +C16603,23.120939,0.545455,282.59,0,282.59,0,0.583333,0,0.5,0,0,7,5000,128.885146,69.378497,0.25,12 +C16604,3746.919031,1,7468.37,1310.1,6158.27,0,1,0.75,1,0,0,139,10000,4793.23127,949.061051,0,12 +C16605,1460.749521,1,2318.21,1666.71,651.5,0,0.916667,0.666667,0.75,0,0,35,5900,1324.509712,385.125089,0,12 +C16606,3312.514107,1,0,0,0,830.921998,0,0,0,0.333333,5,0,6500,962.359607,861.467363,0,12 +C16607,487.483429,1,1579.12,980.56,598.56,0,1,0.416667,0.916667,0,0,21,10000,606.20283,175.917836,0.2,12 +C16608,33.535261,1,319.98,0,319.98,0,1,0,0.833333,0,0,6,1000,264.453806,88.798002,1,6 +C16609,6650.001408,1,275.38,235.71,39.67,494.997609,0.25,0.166667,0.166667,0.333333,9,7,15500,1386.144517,1538.648155,0,12 +C16610,710.811464,0.75,633.87,320,313.87,672.991175,0.75,0.125,0.625,0.25,4,17,1000,474.226839,686.170196,0,8 +C16611,453.347636,1,4164.8,159.4,4005.4,0,1,0.166667,1,0,0,51,5500,4663.19128,168.550395,1,12 +C16612,61.463647,0.166667,0,0,0,989.053104,0,0,0,0.166667,2,0,1200,0,,0,6 +C16613,226.445662,0.909091,0,0,0,291.685333,0,0,0,0.083333,1,0,1500,138.84951,187.570875,0,12 +C16614,1540.478248,1,1494.11,171.51,1322.6,320.569363,1,0.083333,1,0.083333,4,51,1000,347.092355,10830.18182,0,12 +C16615,88.905573,0.727273,537.56,537.56,0,0,0.25,0.25,0,0,0,6,2500,563.972982,210.924256,0,12 +C16616,846.091011,1,2599.2,1212.28,1386.92,0,0.916667,0.333333,0.916667,0,0,19,3000,1900.699307,195.516066,0,12 +C16617,326.551854,0.818182,2950.77,2950.77,0,0,0.583333,0.583333,0,0,0,35,4000,2224.274686,182.353128,0.571429,12 +C16618,31.870622,0.636364,125.06,0,125.06,0,0.5,0,0.5,0,0,6,1000,264.43684,149.607903,0,12 +C16619,2504.312118,1,8631,6983.43,1647.57,704.155697,1,1,0.75,0.333333,5,66,5000,5705.083777,598.008488,0,12 +C16620,4059.160304,1,256.63,0,256.63,1328.657944,0.916667,0,0.833333,0.333333,5,11,4500,936.605314,1565.524542,0,12 +C16621,8929.533392,1,0,0,0,7165.12654,0,0,0,0.5,8,0,13000,2119.667158,2223.059565,0,12 +C16622,8.59137,0.636364,125,0,125,0,0.5,0,0.416667,0,0,6,3000,194.532194,118.371226,0.8,12 +C16623,4.924829,0.272727,65.97,0,65.97,0,0.25,0,0.166667,0,0,3,4000,178.11004,174.504822,1,12 +C16625,1906.104266,1,781.43,1,780.43,2097.271687,0.583333,0.083333,0.5,0.166667,2,16,3400,495.427538,618.280632,0,12 +C16626,1174.088448,1,0,0,0,39.500445,0,0,0,0.083333,1,0,1200,283.442187,463.961378,0,12 +C16627,218.280031,1,939.14,939.14,0,0,0.727273,0.727273,0,0,0,8,5000,969.130835,168.33379,0,11 +C16628,2990.370585,1,1368,208,1160,1436.238238,1,0.083333,1,0.583333,14,22,8000,1680.74827,791.063136,0,12 +C16629,159.210281,1,247.8,75.8,172,0,0.25,0.083333,0.166667,0,0,3,5000,607.575208,155.618451,0,12 +C16630,336.749543,0.818182,3081.69,3081.69,0,0,0.5,0.5,0,0,0,22,2000,3631.007239,133.854497,0,12 +C16631,12.478094,0.5,217.91,0,217.91,0,0.875,0,0.75,0,0,7,1000,206.460572,67.157083,0,8 +C16632,9110.968989,1,1490.75,1490.75,0,20277.33112,0.166667,0.166667,0,0.333333,22,5,11000,19740.74802,2684.226743,0,12 +C16633,126.622651,0.375,1015.3,1015.3,0,0,0.25,0.25,0,0,0,5,4500,2583.278505,75.160365,1,8 +C16634,1614.278999,1,554.65,452.85,101.8,603.964591,0.5,0.333333,0.166667,0.25,3,13,2000,485.998474,624.895688,0,12 +C16635,3173.141048,1,895.92,0,895.92,0,1,0,1,0,0,12,4500,723.653473,749.728054,0,12 +C16636,5718.507585,1,4717.77,851.58,3866.19,3584.26549,1,0.416667,0.916667,0.5,10,85,6000,8880.955481,3629.253811,0,12 +C16637,68.007411,1,488.66,0,488.66,0,1,0,0.9,0,0,19,1500,303.387025,143.461021,0.25,10 +C16638,1486.00963,1,757.6,702,55.6,374.404841,0.416667,0.333333,0.083333,0.083333,1,6,5000,932.414285,391.326386,0,12 +C16639,276.93292,0.454545,0,0,0,936.59473,0,0,0,0.083333,2,0,1000,247.914645,152.028346,0,12 +C16640,14.983682,0.272727,280,280,0,0,0.083333,0.083333,0,0,0,1,300,304.243382,41.89984,0,12 +C16641,811.638687,1,0,0,0,783.165528,0,0,0,0.083333,1,0,3000,608.913721,276.992932,0,12 +C16642,1081.672472,1,0,0,0,18.573429,0,0,0,0.083333,1,0,1500,1713.311527,541.172178,0.1,12 +C16643,811.071722,1,208.92,0,208.92,206.635247,0.666667,0,0.666667,0.166667,2,8,2500,282.414709,346.656778,0,12 +C16644,559.750373,1,622.44,400,222.44,0,0.75,0.083333,0.666667,0,0,9,700,893.494936,354.744949,0.083333,12 +C16645,834.825957,1,0,0,0,1195.000251,0,0,0,0.25,6,0,1200,1392.439311,221.752549,0.1,12 +C16646,2663.506152,1,0,0,0,181.289985,0,0,0,0.083333,1,0,3200,705.964088,957.582069,0,12 +C16647,1396.625608,1,1163.49,639.37,524.12,1131.376682,0.916667,0.416667,0.666667,0.166667,7,20,1900,607.122812,945.876518,0,12 +C16648,11.725408,0.181818,178,178,0,0,0.083333,0.083333,0,0,0,1,1500,1024.466785,85.691487,0,12 +C16650,826.344973,1,108.4,0,108.4,950.872647,0.363636,0,0.363636,0.090909,1,4,1000,2068.816672,276.536946,0.090909,11 +C16651,593.785565,0.909091,1150,1150,0,0,0.083333,0.083333,0,0,0,1,5300,2189.154807,914.975798,0.090909,12 +C16652,7337.853622,1,0,0,0,3889.579805,0,0,0,0.75,21,0,9000,2526.186156,2075.774372,0,12 +C16653,1160.451877,0.909091,109.36,109.36,0,37.12951,0.090909,0.090909,0,0.090909,1,2,1200,226.149461,279.581839,0,11 +C16654,2370.760037,1,94.47,0,94.47,0,0.666667,0,0.583333,0,0,11,4500,770.48848,586.751872,0,12 +C16655,1141.383705,1,79.87,0,79.87,822.309143,0.166667,0,0.166667,0.583333,16,2,1200,457.956974,569.652843,0,12 +C16656,1928.254972,0.9,293.26,293.26,0,830.670122,0.1,0.1,0,0.1,1,2,2000,496.917889,533.486552,0,10 +C16657,11304.51755,1,105.83,105.83,0,3451.163531,0.333333,0.333333,0,0.583333,12,4,11500,1987.223626,5037.23698,0,12 +C16658,395.722912,1,1837.15,1534.65,302.5,0,1,0.916667,0.916667,0,0,62,2000,914.845569,279.508067,0.5,12 +C16659,54.250363,0.8,317.4,317.4,0,0,0.3,0.3,0,0,0,4,3000,234.894972,126.945378,0,10 +C16660,179.362453,0.545455,839.09,0,839.09,331.493048,0.833333,0,0.75,0.083333,1,11,3000,555.713401,91.081745,0,12 +C16661,347.928329,1,832.37,427.96,404.41,0,1,0.416667,1,0,0,31,1000,752.706706,194.408347,0,12 +C16662,3086.119532,1,1134.38,396.29,738.09,4323.275849,0.916667,0.083333,0.916667,0.166667,2,22,12000,1492.992521,829.092375,0,12 +C16663,1389.085585,1,0,0,0,2773.573526,0,0,0,0.75,14,0,2000,2100.404477,353.421122,0,12 +C16664,16.848358,1,103.08,0,103.08,0,0.333333,0,0.25,0,0,4,2900,0,,0,12 +C16665,50.940247,1,426.47,0,426.47,0,0.916667,0,0.833333,0,0,11,3000,409.376563,174.613628,1,12 +C16666,3092.948987,1,1132.03,1038.75,93.28,3988.939447,0.833333,0.25,0.583333,0.666667,25,19,7000,889.901799,883.612427,0,12 +C16667,33.114269,0.727273,974.96,110,864.96,0,1,0.083333,1,0,0,13,6000,1011.244454,99.44103,0.333333,12 +C16668,136.268319,1,757.49,487.61,269.88,1360.553696,1,0.083333,0.916667,0.583333,10,26,2000,4086.277963,1723.818986,0.5,12 +C16669,470.91505,1,907.5,574.5,333,0,0.583333,0.166667,0.333333,0,0,10,1500,1065.270854,187.996032,0,12 +C16670,4021.881912,1,300.1,0,300.1,955.742173,0.333333,0,0.25,0.083333,1,9,6000,1120.837531,1243.924125,0,12 +C16671,13.718373,1,401.88,0,401.88,0,1,0,1,0,0,12,3000,421.927253,161.278772,0.833333,12 +C16672,2732.813233,1,245.01,245.01,0,2721.303612,0.166667,0.166667,0,0.25,3,2,5000,1289.823661,782.936511,0,12 +C16673,55.907108,1,439.91,0,439.91,0,1,0,1,0,0,25,6000,449.043148,172.225824,1,12 +C16674,382.979758,1,3487.08,484.59,3002.49,0,1,0.333333,1,0,0,143,6000,3652.818025,174.214771,0.916667,12 +C16675,1267.081143,1,309.9,0,309.9,0,0.5,0,0.5,0,0,6,3000,697.223817,342.412476,0,12 +C16676,1530.51083,1,0,0,0,485.900288,0,0,0,0.125,1,0,5000,476.34769,317.958715,0,8 +C16677,3915.151082,1,2607.07,2155.66,451.41,0,0.916667,0.583333,0.583333,0,0,27,8000,857.533676,930.799308,0,12 +C16678,68.607989,0.909091,584.26,188.54,395.72,0,1,0.083333,1,0,0,26,4000,298.014685,130.102479,0.090909,12 +C16679,2141.675003,1,0,0,0,2314.315073,0,0,0,0.222222,4,0,2500,444.710357,455.578433,0,9 +C16680,1699.100066,1,73.5,73.5,0,0,0.083333,0.083333,0,0,0,1,1700,429.500066,992.881958,0,12 +C16681,504.248851,1,472.09,0,472.09,0,0.916667,0,0.916667,0,0,11,1000,209.360972,282.381583,0,12 +C16682,545.819208,1,49.55,0,49.55,0,0.25,0,0.25,0,0,3,2500,397.410932,247.041179,0,12 +C16683,748.352082,1,1199.77,464.39,735.38,550.543385,0.916667,0.333333,0.833333,0.333333,7,24,1200,622.155263,317.100121,0.090909,12 +C16684,3.647117,0.1,0,0,0,58.174402,0,0,0,0.1,2,0,1200,0,,0,10 +C16685,70.831061,1,531,300,231,0,0.916667,0.333333,0.916667,0,0,16,1500,497.383598,153.202749,0.25,12 +C16686,403.08626,1,2351.25,0,2351.25,0,1,0,1,0,0,11,2500,2247.045797,166.021681,0.090909,11 +C16687,1337.57386,1,0,0,0,36.473828,0,0,0,0.083333,1,0,3000,395.385249,324.284676,0,12 +C16688,46.86925,1,420,0,420,0,1,0,0.833333,0,0,6,1000,411.981882,16.730028,0,6 +C16689,1772.610312,1,1400,0,1400,0,0.583333,0,0.583333,0,0,10,1500,1810.218367,4000.038682,0,12 +C16690,3759.848908,1,7472.37,6845.82,626.55,0,1,1,0.75,0,0,54,8500,5001.440215,926.454371,0.083333,12 +C16691,779.701771,1,116.66,0,116.66,2422.015644,0.166667,0,0.083333,0.25,6,6,1500,3378.436972,193.568746,0.25,12 +C16692,0.187069,0.090909,522,290,232,0,0.666667,0.083333,0.666667,0,0,9,2900,760.989921,,0,12 +C16693,2.752576,0.181818,30.9,0,30.9,0,0.166667,0,0.166667,0,0,2,3000,174.049821,114.010269,0.333333,12 +C16694,4476.739146,1,1880.25,904.46,975.79,3267.879333,1,0.333333,1,0.25,6,36,12000,11562.15615,1157.986009,0.333333,12 +C16695,644.933911,0.833333,7.26,0,7.26,966.749372,0.166667,0,0.166667,0.166667,1,1,1500,431.732367,92.246251,0,6 +C16697,3.690944,0.25,167.68,0,167.68,0,1,0,0.875,0,0,8,1500,614.893679,27.782057,0.166667,8 +C16698,1695.52577,1,199.92,0,199.92,1995.609365,1,0,1,0.083333,1,12,4000,578.152341,503.162275,0,12 +C16699,1374.431396,1,81,0,81,0,0.75,0,0.75,0,0,9,3000,356.933062,540.428943,0,12 +C16700,5636.389815,1,645.55,645.55,0,1190.251389,0.5,0.5,0,0.416667,15,14,6500,1334.895124,1301.852155,0,12 +C16701,19.516936,0.090909,851,851,0,0,0.083333,0.083333,0,0,0,1,5000,9821.138115,,0,12 +C16702,1340.549378,1,591,0,591,0,1,0,1,0,0,12,1250,706.517216,1410.942649,0,12 +C16703,38.086857,0.545455,447.78,0,447.78,0,0.416667,0,0.416667,0,0,6,4000,757.855943,143.5366,1,12 +C16704,2724.685011,1,0,0,0,724.694411,0,0,0,0.25,5,0,3000,1351.895242,997.918515,0,12 +C16705,0,0,45.53,0,45.53,0,0.416667,0,0.416667,0,0,5,2500,0,,0,12 +C16706,8.362878,1,234,0,234,0,1,0,1,0,0,12,1200,234.802293,180.364348,0.833333,12 +C16707,156.700478,1,1259.21,0,1259.21,0,1,0,1,0,0,21,6000,1178.012601,172.301492,0,12 +C16708,130.644698,1,338.79,0,338.79,0,0.916667,0,0.916667,0,0,19,1500,196.79846,176.914811,0.083333,12 +C16709,617.597272,0.714286,0,0,0,1080.735496,0,0,0,0.285714,9,0,1200,111.579389,180.970792,0,7 +C16710,169.600016,0.272727,36.79,0,36.79,2596.426866,0.083333,0,0.083333,0.25,10,1,1500,1086.495221,69.858754,0.090909,12 +C16711,631.959341,1,0,0,0,19.388248,0,0,0,0.083333,1,0,700,161.443162,328.060694,0,12 +C16712,98.937198,1,676.31,601.31,75,0,0.833333,0.75,0.083333,0,0,17,1050,668.102469,182.798058,0,12 +C16713,1222.050009,1,0,0,0,1143.669546,0,0,0,0.166667,5,0,2500,291.446692,386.604593,0,12 +C16714,92.859389,1,468.96,0,498.96,0,1,0,0.833333,0,0,5,1000,348.784045,87.169565,1,6 +C16715,84.3929,0.909091,141.84,0,141.84,0,0.75,0,0.75,0,0,23,1200,371.759761,158.208417,0.1,12 +C16716,287.589522,1,33.35,0,33.35,0,0.083333,0,0.083333,0,0,1,6000,558.143294,170.130711,0,12 +C16717,5354.53794,1,0,0,0,8504.909507,0,0,0,0.916667,21,0,7500,6438.405866,1246.14055,0,12 +C16718,32.89402,1,271.68,0,271.68,0,0.666667,0,0.583333,0,0,12,2400,226.744914,167.809303,0.083333,12 +C16719,1445.383522,1,0,0,0,342.162677,0,0,0,0.416667,7,0,1700,430.833894,493.978138,0,12 +C16720,1907.779363,1,2074.08,0,2074.08,0,1,0,1,0,0,17,1500,1796.60533,4816.916305,0,12 +C16721,738.992204,1,0,0,0,186.282849,0,0,0,0.083333,1,0,2000,386.913089,255.052406,0,12 +C16722,4.822037,0.833333,58.32,0,58.32,0,0.833333,0,0.833333,0,0,6,1000,65.76347,32.631347,0.666667,6 +C16723,148.376249,0.363636,600,600,0,0,0.083333,0.083333,0,0,0,1,2500,731.400261,178.462119,0,12 +C16724,927.375909,0.454545,0,0,0,2215.257509,0,0,0,0.166667,7,0,6000,2734.344075,292.540684,0,12 +C16725,151.704474,1,0,0,0,87.794993,0,0,0,0.166667,2,0,150,316.324154,277.040895,0,12 +C16726,72.351933,1,245.84,0,245.84,0,0.833333,0,0.833333,0,0,10,1200,187.34317,172.747168,0.166667,12 +C16727,2.907271,0.2,53,53,0,0,0.1,0.1,0,0,0,1,1000,239.669232,72.466408,0,10 +C16728,1347.883104,1,174.05,69.55,104.5,1714.06927,0.166667,0.083333,0.083333,0.25,5,3,3000,1711.864665,392.529445,0,12 +C16729,676.627063,1,330.83,330.83,0,4474.025579,0.25,0.25,0,0.5,11,4,6000,2180.100761,229.289946,0.083333,12 +C16730,871.35543,0.545455,174.93,174.93,0,2621.431555,0.083333,0.083333,0,0.166667,6,2,3000,4898.947715,369.605826,0,12 +C16731,1915.189848,1,0,0,0,1390.387875,0,0,0,0.25,4,0,2500,714.25653,544.704952,0,12 +C16732,851.880648,0.909091,1476.7,934.59,542.11,903.935644,0.636364,0.454545,0.363636,0.272727,3,18,1200,2207.649199,613.130977,0.125,11 +C16733,460.169381,1,2703.95,10,2693.95,0,0.916667,0.166667,0.916667,0,0,49,5000,2039.16951,140.69611,0.555556,12 +C16734,177.371967,1,534,0,534,0,0.666667,0,0.5,0,0,8,3500,453.357965,194.132474,0,12 +C16735,25.882538,1,430.02,0.02,430,0,1,0.083333,0.916667,0,0,19,7000,372.95804,174.1219,1,12 +C16736,2378.150526,0.833333,0,0,0,4059.469587,0,0,0,0.333333,6,0,5000,349.448115,441.102707,0,6 +C16737,44.539341,0.363636,94.3,71.8,22.5,0,0.25,0.083333,0.25,0,0,4,2500,940.026302,147.851745,0,12 +C16738,38.424273,1,442.04,0,442.04,0,0.666667,0,0.666667,0,0,12,2000,435.927928,129.152786,0.8,12 +C16739,894.99047,0.636364,3184.54,2486.98,697.56,1578.893925,1,0.583333,1,0.5,12,48,6500,3567.009988,220.979761,0.083333,12 +C16740,1459.853158,1,1365,1365,0,363.867229,0.090909,0.090909,0,0.090909,1,3,1800,1751.977457,844.975196,0,11 +C16741,1572.097459,1,0,0,0,1128.876546,0,0,0,0.083333,3,0,2500,402.317895,402.142382,0,12 +C16742,1646.38453,1,1047.34,1047.34,0,146.650389,0.583333,0.583333,0,0.166667,2,51,3000,462.848132,497.408854,0,12 +C16743,4218.956639,1,0,0,0,4734.304587,0,0,0,0.583333,44,0,4500,5557.539676,1434.238518,0.083333,12 +C16744,45.22614,0.727273,0,0,0,146.123548,0,0,0,0.083333,1,0,150,298.10235,127.897927,0,12 +C16745,4661.423201,1,0,0,0,5263.831799,0,0,0,0.583333,10,0,6500,2943.485063,1168.800699,0,12 +C16746,1519.317855,1,0,0,0,548.289216,0,0,0,0.166667,2,0,2000,456.098668,392.102723,0,12 +C16747,6306.826232,1,0,0,0,3090.205975,0,0,0,0.916667,21,0,7500,1396.433544,1391.519296,0,12 +C16748,32.916536,1,300.62,0,300.62,0,1,0,0.916667,0,0,12,1200,301.102633,152.00045,0.454545,12 +C16749,8.849404,0.454545,220.99,0,220.99,0,0.916667,0,0.833333,0,0,11,1000,286.305162,52.843213,0.125,12 +C16750,5.663355,0.363636,35,35,0,0,0.083333,0.083333,0,0,0,1,2500,394.761847,56.8815,0.1,12 +C16751,298.651615,0.888889,0,0,0,470.488239,0,0,0,0.111111,1,0,1000,309.69761,144.641814,0,9 +C16752,734.337883,1,55.68,0,55.68,0,0.166667,0,0.166667,0,0,2,1000,938.997556,2896.436166,0,12 +C16753,56.68168,1,827.2,0,827.2,0,1,0,1,0,0,20,1000,798.681574,174.491545,0.666667,12 +C16755,66.048562,1,696.78,0,696.78,0,0.916667,0,0.75,0,0,17,2000,617.678129,155.950733,1,12 +C16757,4415.526081,1,0,0,0,1592.287186,0,0,0,0.5,12,0,4500,1357.018977,12926.38296,0,12 +C16758,563.749251,0.909091,5039.97,5039.97,0,0,0.833333,0.833333,0,0,0,25,4000,4714.741294,200.287367,0.777778,12 +C16759,37.980086,1,450,0,450,0,1,0,1,0,0,12,2700,425.280332,166.65223,0.666667,12 +C16760,291.654079,1,1528.77,1528.77,0,0,0.416667,0.416667,0,0,0,9,9000,930.081668,122.43225,0,12 +C16761,72.188087,1,117.9,117.9,0,0,0.083333,0.083333,0,0,0,2,3400,14.500688,113.963653,0,12 +C16762,370.489944,1,1723.61,947.92,775.69,0,1,0.75,1,0,0,37,5000,1570.70073,198.52965,0,12 +C16763,623.095349,0.727273,1010,1010,0,0,0.25,0.25,0,0,0,4,5000,2063.173023,179.679908,0,12 +C16764,18.287569,1,777,0,777,0,1,0,1,0,0,24,1200,706.055693,69.448419,1,12 +C16765,1421.169324,1,0,0,0,37.440222,0,0,0,0.2,2,0,1500,224.088112,481.629486,0,10 +C16766,16.821079,0.363636,121.2,0,121.2,0,0.333333,0,0.25,0,0,4,7000,310.4036,275.926987,1,12 +C16767,1667.851788,0.9,0,0,0,5133.373227,0,0,0,0.6,13,0,3000,2822.457351,471.885081,0.125,10 +C16768,2933.577644,1,4562.57,3729.83,832.74,0,1,0.75,0.916667,0,0,88,4000,4237.359587,1026.20348,0,12 +C16769,42.286207,1,480.37,0,480.37,0,1,0,1,0,0,41,6000,326.059256,162.785047,0.833333,12 +C16770,1125.697524,1,0,0,0,504.069794,0,0,0,0.5,8,0,1200,599.233796,625.024705,0,12 +C16771,25.998899,0.111111,0,0,0,466.387778,0,0,0,0.111111,1,0,4000,0,,0,9 +C16772,1794.531623,1,0,0,0,1050.199464,0,0,0,0.166667,5,0,2500,2562.51109,527.259216,0.083333,12 +C16773,207.099447,1,1764,0,1764,0,1,0,1,0,0,12,400,1667.797657,2090.378842,0.545455,12 +C16774,875.103005,1,0,0,0,2988.062451,0,0,0,0.333333,12,0,2000,2168.617114,195.662172,0.4,12 +C16775,69.036727,0.363636,760.79,760.79,0,0,0.166667,0.166667,0,0,0,2,7000,187.452384,69.826362,0,12 +C16776,917.531824,1,0,0,0,1273.778445,0,0,0,0.083333,1,0,1600,1498.695114,331.493084,0.083333,12 +C16777,1969.647597,1,0,0,0,1973.843982,0,0,0,0.333333,5,0,2000,2209.452275,669.786627,0,12 +C16778,25.72535,0.363636,150.48,0,150.48,0,0.25,0,0.25,0,0,3,2500,558.52387,200.77995,0,12 +C16779,5091.643375,1,0,0,0,2302.860148,0,0,0,0.5,10,0,6000,1315.48708,1815.957627,0,12 +C16780,2433.487018,1,0,0,0,348.296735,0,0,0,0.272727,6,0,2500,527.171985,1097.372571,0,11 +C16781,8465.296023,1,1066.91,817.43,249.48,1870.467411,1,0.166667,0.916667,0.083333,1,23,17150,1742.775616,2037.922023,0,12 +C16782,4616.991666,1,0,0,0,2810.591083,0,0,0,0.083333,8,0,5000,584.413797,11203.9623,0,12 +C16784,1452.616145,1,522.29,45.65,476.64,0,1,0.083333,1,0,0,13,1500,851.338405,1081.224031,0,12 +C16785,3681.031744,1,1922.39,1376.54,545.85,0,0.583333,0.583333,0.333333,0,0,29,10000,873.634965,1032.718828,0,12 +C16786,1166.337059,1,0,0,0,182.229942,0,0,0,0.5,7,0,1200,381.331067,328.158841,0,12 +C16787,38.342505,0.454545,134.28,134.28,0,0,0.083333,0.083333,0,0,0,3,6000,361.809474,73.633343,0.181818,12 +C16789,765.66511,1,0,0,0,924.627991,0,0,0,0.083333,1,0,3000,703.772856,249.298802,0,12 +C16790,905.771358,1,116.15,36.15,80,0,0.166667,0.083333,0.166667,0,0,3,1000,267.661028,199.189378,0,12 +C16791,540.157857,1,181.5,0,181.5,0,0.833333,0,0.833333,0,0,11,500,246.839723,669.292383,0,12 +C16792,1356.050482,1,65.82,39.9,25.92,0,1,0.166667,1,0,0,14,4000,493.729322,390.037637,0,12 +C16793,779.431874,1,721.78,223.53,498.25,152.51189,1,0.166667,0.916667,0.083333,2,48,1500,796.646284,211.487323,0,12 +C16794,106.752843,0.727273,865.27,637.89,227.38,0,0.583333,0.583333,0.5,0,0,25,2000,1229.490211,139.989439,0.111111,12 +C16795,1029.85333,0.833333,727.51,727.51,0,1287.04473,0.333333,0.333333,0,0.666667,5,2,2500,86.723976,232.760827,0,6 +C16796,313.802253,1,1146.37,792.1,354.27,1429.340234,0.583333,0.416667,0.416667,0.333333,8,22,2000,2736.9303,156.020535,0.181818,12 +C16797,2743.221459,1,0,0,0,776.01291,0,0,0,0.166667,2,0,3000,668.207015,934.308332,0,12 +C16798,1100.505764,1,220,220,0,0,0.166667,0.166667,0,0,0,2,1200,344.856423,623.734943,0,12 +C16799,335.95482,1,2178.13,1215.01,963.12,0,1,0.166667,1,0,0,35,6000,2320.553403,267.840916,0.181818,12 +C16800,31.552295,1,190.26,0,190.26,0,1,0,0.833333,0,0,6,1500,113.704149,88.806825,0.5,6 +C16801,1441.591027,1,222.44,0,222.44,0,0.666667,0,0.666667,0,0,8,1500,622.574342,828.47697,0,12 +C16802,1594.72697,0.818182,0,0,0,266.997482,0,0,0,0.083333,1,0,3000,662.208086,474.606298,0,12 +C16803,3771.944203,1,786.92,299.21,487.71,960.999868,0.333333,0.083333,0.25,0.083333,2,11,4500,1857.229391,1430.198661,0,12 +C16804,2382.49454,1,0,0,0,2795.907452,0,0,0,0.083333,2,0,3000,434.164247,1107.00925,0,12 +C16805,331.554753,1,146.22,146.22,0,2819.32368,0.5,0.5,0,0.916667,20,6,3000,4647.909943,1611.762121,0.916667,12 +C16806,3345.311478,1,767.13,20,747.13,0,1,0.083333,1,0,0,70,3000,976.91687,26873.51595,0,12 +C16807,4338.558856,1,5677.76,1640.55,4037.21,0,1,0.083333,1,0,0,34,5500,1897.437629,1479.159589,0,12 +C16808,37.618883,1,952.8,0,952.8,0,1,0,1,0,0,12,2000,938.376189,165.291104,0.916667,12 +C16809,1670.918981,1,1543.83,1406.33,137.5,899.326582,1,1,0.25,0.083333,2,32,7000,757.409319,370.39189,0,12 +C16810,1465.996562,1,2498.92,222.99,2275.93,0,1,0.166667,1,0,0,36,3500,676.452393,421.840324,0,12 +C16811,2079.82381,1,1021.9,1021.9,0,812.559357,0.25,0.25,0,0.333333,4,7,3000,570.959953,599.243793,0,12 +C16812,16259.44857,1,5024.68,3582.45,1442.23,328.698275,1,0.833333,1,0.083333,2,143,18000,4987.235359,5137.504664,0,12 +C16813,8.111284,0.545455,122.58,0,122.58,0,0.5,0,0.416667,0,0,6,3400,206.903715,166.887922,0.8,12 +C16814,2590.469749,1,459.12,422,37.12,0,0.333333,0.333333,0.083333,0,0,11,2900,584.70712,1369.991379,0,12 +C16815,57.491021,1,785.96,383.84,402.12,0,1,1,1,0,0,27,3500,684.853812,164.145179,1,12 +C16816,1209.613646,1,874.68,0,874.68,7663.906258,0.666667,0,0.666667,0.25,5,8,3500,8261.89726,298.203442,0.818182,12 +C16817,173.331107,1,1301.44,916.8,384.64,0,0.916667,0.583333,0.75,0,0,25,4000,954.989463,185.615324,0.3,12 +C16818,4972.108843,1,2072.57,45.65,2026.92,0,1,0.083333,1,0,0,37,4500,1497.318035,29019.80288,0,12 +C16819,19.312066,1,334.8,0,334.8,0,1,0,1,0,0,12,5000,499.339328,69.334771,0.166667,12 +C16820,23.852869,0.363636,123.75,123.75,0,0,0.083333,0.083333,0,0,0,1,2500,339.525567,160.83802,0.333333,12 +C16821,3043.796467,1,1410.95,1270.97,139.98,1345.522967,0.666667,0.416667,0.416667,0.25,4,13,11500,834.226677,659.920499,0,12 +C16822,539.581502,0.818182,0,0,0,2296.860678,0,0,0,0.166667,2,0,1200,2443.777007,258.855956,0.125,12 +C16823,348.342172,0.909091,11878.25,7958.96,3919.29,0,1,1,0.416667,0,0,103,6000,11845.84124,156.68356,0.6,12 +C16824,1635.964498,1,0,0,0,158.919459,0,0,0,0.333333,6,0,1700,464.891311,488.488878,0,12 +C16825,1083.379171,1,9.9,0,9.9,0,0.142857,0,0.142857,0,0,1,1900,186.923852,7243.733403,0,7 +C16826,972.958145,1,100,100,0,37.470292,0.083333,0.083333,0,0.166667,2,1,1000,318.226488,577.927525,0,12 +C16827,1121.15859,1,202.2,120,82.2,79.037888,0.333333,0.083333,0.25,0.083333,1,5,1200,380.402296,542.04143,0,12 +C16828,1597.911395,1,0,0,0,162.919727,0,0,0,0.25,3,0,1800,548.420841,416.956325,0,12 +C16829,1695.994646,1,478.99,478.99,0,855.646549,0.583333,0.583333,0,0.25,3,8,2000,2546.457101,758.281597,0.083333,12 +C16831,2521.094992,1,2326.16,875.37,1450.79,0,1,0.75,1,0,0,83,3000,3983.238602,964.101127,0,12 +C16832,109.697529,1,1530.37,1530.37,0,0,1,1,0,0,0,12,1200,1681.146226,125.221028,0.111111,12 +C16833,631.858702,0.545455,75.25,0,75.25,0,0.333333,0,0.333333,0,0,5,1200,1458.6444,230.665557,0,12 +C16834,98.252565,1,1021.24,0,1021.24,0,1,0,1,0,0,88,3000,1080.276225,185.948948,0.5,12 +C16835,3347.229846,1,480,0,480,1760.145824,0.833333,0,0.75,0.166667,3,10,3500,1265.606632,719.870166,0,12 +C16836,173.23165,0.181818,1555.85,1555.85,0,0,0.083333,0.083333,0,0,0,2,1500,8494.566989,1157.992946,0,12 +C16837,6280.767092,1,0,0,0,3385.339487,0,0,0,0.25,9,0,10500,1782.28106,1685.72199,0,12 +C16838,1299.554504,1,0,0,0,3955.560549,0,0,0,0.5,11,0,2500,2084.109173,267.774368,0.166667,8 +C16839,10.288205,0.363636,324,0,324,0,0.75,0,0.75,0,0,9,1500,555.119249,57.741139,0,12 +C16840,23.083392,0.454545,447.96,0,447.96,0,1,0,1,0,0,18,1500,287.049312,42.058028,0.083333,12 +C16841,553.253321,0.636364,0,0,0,975.662025,0,0,0,0.25,4,0,1800,1098.758855,113.943497,0,12 +C16842,52.511818,0.818182,0,0,0,682.164088,0,0,0,0.166667,3,0,3000,1011.119851,155.31308,0.142857,12 +C16843,63.524092,1,145.7,145.7,0,493.123696,0.090909,0.090909,0,0.090909,1,2,1500,607.546663,76.750324,0,11 +C16844,1608.163254,1,1130.6,1130.6,0,682.525873,1,1,0,0.166667,4,19,2500,1152.859524,996.573517,0,12 +C16845,51.581189,1,384.89,120,264.89,0,0.666667,0.083333,0.583333,0,0,10,6000,213.515669,156.429964,0.222222,12 +C16847,160.492501,1,897.45,897.45,0,0,0.666667,0.666667,0,0,0,13,1200,606.996033,56.918917,0,6 +C16849,915.857804,1,275.41,275.41,0,0,0.142857,0.142857,0,0,0,1,1200,1268.395148,181.654924,0.142857,7 +C16850,32.807257,0.727273,304,0,304,0,0.666667,0,0.583333,0,0,8,3000,364.316697,165.47018,0.428571,12 +C16851,2.322666,0.181818,51,0,51,0,0.166667,0,0.083333,0,0,2,2900,0,,0,12 +C16852,2033.51327,1,2274.46,1350.45,924.01,0,1,0.166667,1,0,0,48,6000,1080.054078,506.339439,0,12 +C16854,2325.373366,1,0,0,0,327.662218,0,0,0,0.583333,10,0,2500,679.52543,718.062844,0,12 +C16855,20.502046,0.818182,53.36,0,53.36,0,0.25,0,0.166667,0,0,3,2500,88.897909,144.512685,0,12 +C16856,1991.277745,1,56.7,56.7,0,1159.173849,0.083333,0.083333,0,0.25,6,1,3000,534.718227,623.621303,0,12 +C16857,5487.071216,1,2435.09,518.05,1917.04,3052.71063,0.916667,0.083333,0.916667,0.333333,4,25,7500,1298.306155,1309.041902,0,12 +C16858,1016.712614,1,0,0,0,128.829302,0,0,0,0.083333,2,0,4000,430.136625,331.868318,0,12 +C16859,76.096025,0.909091,71.22,0,71.22,0,0.25,0,0.25,0,0,3,1500,216.059115,159.478913,0,12 +C16860,44.350816,0.454545,1144.35,1077.45,66.9,0,0.416667,0.416667,0.166667,0,0,26,500,1618.479121,135.440312,1,12 +C16861,1690.244293,1,0,0,0,272.677146,0,0,0,0.083333,1,0,3000,547.687792,439.251584,0,12 +C16862,1438.959962,1,242.01,122.01,120,36.887704,0.416667,0.083333,0.333333,0.083333,1,6,1500,318.521195,432.876404,0,12 +C16863,1508.132993,0.75,0,0,0,2418.319143,0,0,0,0.375,11,0,2500,379.847536,444.160316,0,8 +C16864,1655.668019,1,281.3,111.3,170,531.572063,0.5,0.25,0.25,0.25,4,7,2000,356.436938,660.461755,0,12 +C16865,1654.795346,0.909091,2530.48,1219.22,1311.26,881.045538,0.75,0.5,0.666667,0.25,4,48,2500,1294.563221,1506.699285,0,12 +C16866,3381.942128,1,0,0,0,2018.855558,0,0,0,0.5,18,0,4500,963.106808,908.849744,0,12 +C16867,5.116471,0.363636,50.2,50.2,0,0,0.166667,0.166667,0,0,0,2,1000,200.963332,109.182077,0.333333,12 +C16868,5211.797605,1,169.67,169.67,0,5607.28304,0.083333,0.083333,0,0.083333,1,1,6000,6080.457549,1851.182443,0,12 +C16869,4487.993384,1,1654.94,464.5,1190.44,2132.805215,1,0.416667,1,0.666667,17,51,7500,1570.050378,1443.70769,0,12 +C16870,300.81906,1,0,0,0,1983.897997,0,0,0,0.5,13,0,3000,319.716795,168.70599,0,12 +C16871,14.074548,1,39,0,39,0,0.166667,0,0.166667,0,0,2,1500,98.947093,74.147879,0,12 +C16872,544.314078,1,111.8,111.8,0,912.814627,0.083333,0.083333,0,0.166667,3,1,1200,135.415952,183.945301,0,12 +C16873,2716.48667,1,3362.94,1560,1802.94,0,1,0.75,1,0,0,104,8500,2369.634112,603.212057,0,12 +C16874,1243.250958,1,1680,0,1680,0,1,0,1,0,0,12,4500,1105.142936,361.880781,0,12 +C16875,1452.221132,1,1500,0,1500,0,1,0,1,0,0,12,4500,3686.798285,2751.134917,0,12 +C16876,512.011287,1,3837.1,1564.32,2272.78,0,1,0.416667,1,0,0,28,6000,3827.939809,197.465712,0.416667,12 +C16877,364.391307,0.272727,0,0,0,1658.424947,0,0,0,0.090909,1,0,1800,0,,0,11 +C16878,1088.936666,1,724.98,91.93,633.05,0,1,0.083333,1,0,0,20,1000,902.612608,1454.523477,0,12 +C16880,412.385505,1,0,0,0,125.631015,0,0,0,0.083333,2,0,1500,1543.55933,136.386862,0.083333,12 +C16881,1474.990634,0.818182,4469.59,2836.63,1632.96,0,1,0.666667,1,0,0,67,4000,4337.964147,770.352007,0,12 +C16882,28.486124,0.454545,130.26,0,130.26,0,0.5,0,0.5,0,0,10,2500,325.966302,146.604543,0,12 +C16883,2182.907415,1,0,0,0,210.601451,0,0,0,0.083333,1,0,2500,586.800064,813.633917,0,12 +C16884,812.839893,0.875,1160.09,932.09,228,3129.703318,0.875,0.375,0.5,0.875,8,13,2000,4900.523879,197.894736,0.2,8 +C16885,823.003516,1,432,0,432,0,1,0,1,0,0,12,1500,212.326548,316.809973,0,12 +C16886,40.640681,1,441.23,0,441.23,0,0.916667,0,0.833333,0,0,17,5000,379.012616,149.294359,0.5,12 +C16887,104.963063,1,35.74,0,35.74,0,0.166667,0,0.166667,0,0,2,1500,71.588986,178.306161,0,12 +C16888,605.744452,1,119,119,0,0,0.083333,0.083333,0,0,0,1,1800,253.057215,445.55812,0,12 +C16889,777.853474,0.666667,0,0,0,1820.143378,0,0,0,0.5,8,0,2000,89.741508,173.276205,0,6 +C16890,1696.465412,1,219.07,219.07,0,1237.454039,0.333333,0.333333,0,0.583333,19,6,1800,1251.496096,976.101952,0,12 +C16891,65.701893,0.727273,528.06,128.06,400,0,0.5,0.083333,0.333333,0,0,6,1800,509.587601,133.008193,0.454545,12 +C16892,4364.383487,1,3214.19,297,2917.19,1105.738809,1,0.083333,1,0.166667,4,42,4000,2611.595905,7466.353627,0,12 +C16893,6.793588,0.363636,2634.37,1773.4,860.97,0,0.333333,0.333333,0.333333,0,0,24,4000,4144.707044,49.647266,0,12 +C16894,63.047104,1,766.56,175,591.56,0,0.833333,0.083333,0.666667,0,0,11,2900,777.890206,153.058328,0.8,12 +C16895,3895.677052,1,144.77,79.99,64.78,6492.291188,0.333333,0.083333,0.166667,0.833333,27,4,10000,5709.895929,886.322345,0,12 +C16896,1477.960998,1,349.25,0,349.25,0,0.916667,0,0.833333,0,0,11,1500,528.615684,500.339157,0,12 +C16897,900.241238,1,1674.32,1200.7,473.62,0,1,0.8,0.9,0,0,69,1500,66.610309,526.873944,0,10 +C16898,234.16953,0.727273,819.15,774.15,45,0,0.25,0.166667,0.083333,0,0,6,5000,1077.230161,179.963067,0,12 +C16899,31.744161,0.272727,465.5,0,513,0,0.25,0,0.166667,0,0,6,2500,767.462556,70.68518,0,12 +C16900,701.01727,1,19.96,19.96,0,153.597768,0.083333,0.083333,0,0.25,3,1,3500,218.851473,332.899226,0,12 +C16901,3560.977973,1,3129.67,2229.42,900.25,283.696848,1,0.333333,1,0.166667,2,39,5000,854.446327,956.166908,0,12 +C16902,292.888058,0.777778,426,0,426,2047.303874,0.333333,0,0.222222,0.444444,5,3,2500,2212.216039,101.295693,0.4,9 +C16903,37.759404,1,398.64,0,398.64,0,1,0,1,0,0,12,2500,429.594704,186.268047,1,12 +C16904,5699.475671,1,0,0,0,1423.440294,0,0,0,0.333333,7,0,6000,1422.889138,1925.341433,0,12 +C16905,61.080098,1,729.6,0,729.6,0,1,0,1,0,0,22,2500,733.044687,174.464929,0.833333,12 +C16906,2989.558429,1,0,0,0,4172.785661,0,0,0,0.583333,15,0,6000,894.936707,1083.032123,0,12 +C16907,29.360369,0.545455,520.3,424.5,95.8,0,0.5,0.083333,0.333333,0,0,6,4000,381.22527,100.321702,0.181818,12 +C16908,1396.413738,1,312.66,204,108.66,280.925255,0.25,0.166667,0.083333,0.333333,8,6,1800,594.159059,501.192795,0,12 +C16909,82.902896,0.727273,430.43,0,430.43,0,0.5,0,0.416667,0,0,10,2500,315.075002,87.824996,0.083333,12 +C16910,736.736738,1,1171.5,1003.54,167.96,0,0.75,0.75,0.333333,0,0,26,4000,2092.544158,200.597917,0,12 +C16911,179.357206,1,497.15,497.15,0,0,0.416667,0.416667,0,0,0,6,1200,291.121154,180.093054,0,12 +C16912,55.039565,1,571.52,0,571.52,0,1,0,1,0,0,44,3000,596.54897,176.777412,1,12 +C16913,2.611795,0.142857,43.08,43.08,0,0,0.142857,0.142857,0,0,0,2,300,143.823981,48.679152,0,7 +C16914,2303.266119,1,740.73,324.88,415.85,3521.638805,0.583333,0.25,0.333333,0.75,14,9,5000,3241.098168,701.198898,0,12 +C16915,1778.035758,1,449,449,0,0,0.416667,0.416667,0,0,0,7,3500,429.538574,690.355456,0,12 +C16916,1806.557876,1,235.9,47,188.9,1292.92879,0.833333,0.083333,0.75,0.416667,12,11,2000,746.986805,459.874277,0,12 +C16917,895.308285,1,0,0,0,59.226322,0,0,0,0.166667,2,0,1000,304.93211,272.53859,0,12 +C16918,80.607988,1,1638.3,0,1638.3,0,1,0,1,0,0,35,6000,1589.707781,67.939783,0.2,12 +C16919,92.261256,0.272727,666.68,0,666.68,0,0.333333,0,0.333333,0,0,4,900,2510.558599,259.141203,0,12 +C16920,1647.860393,1,1510,0,1510,2993.136369,0.833333,0,0.833333,0.166667,3,11,3500,3927.022653,1464.023513,0.083333,12 +C16921,1188.651458,1,822.96,156,666.96,0,0.5,0.166667,0.416667,0,0,18,1200,801.255647,686.634722,0,12 +C16922,1060.274411,1,404.24,404.24,0,0,0.083333,0.083333,0,0,0,1,1500,1024.733353,2707.521979,0,12 +C16923,92.876617,1,922.74,0,922.74,0,1,0,1,0,0,69,3000,897.050714,176.218615,1,12 +C16924,1586.128233,1,185,185,0,412.306268,0.083333,0.083333,0,0.25,3,2,2500,547.767021,389.22018,0,12 +C16925,974.130505,1,482.8,322.98,159.82,0,1,0.25,1,0,0,17,4500,567.680103,380.886977,0,12 +C16926,2465.684327,1,467.7,467.7,0,934.710802,0.416667,0.416667,0,0.083333,1,13,3000,784.234756,958.838221,0,12 +C16927,1038.465061,1,264.8,0,264.8,0,0.416667,0,0.333333,0,0,5,1000,418.812352,773.534938,0,12 +C16928,98.039262,1,258.36,0,258.36,0,0.857143,0,0.714286,0,0,6,1500,146.073798,99.260979,0,7 +C16929,177.551278,0.636364,66.25,0,66.25,0,0.416667,0,0.416667,0,0,5,2500,2283.641666,3116.67911,0,12 +C16930,1728.948802,1,148,148,0,3521.786884,0.083333,0.083333,0,0.416667,8,1,6100,2441.612338,453.517757,0,12 +C16931,947.223495,1,0,0,0,648.548716,0,0,0,0.25,3,0,6500,2415.827922,3933.230932,0,12 +C16932,528.917839,1,647.69,483.59,164.1,0,0.666667,0.25,0.333333,0,0,12,1000,390.696467,213.744956,0,12 +C16933,156.72326,1,1776.76,0,1776.76,0,1,0,0.916667,0,0,22,9600,1339.303085,185.281009,0.916667,12 +C16934,1250.526799,1,2576.81,2576.81,0,599.535996,0.583333,0.583333,0,0.166667,2,34,3750,3811.567017,3536.319962,0.090909,12 +C16935,3559.634883,1,7654.81,6984.29,670.52,0,0.666667,0.666667,0.333333,0,0,45,7000,2785.055072,783.737906,0,12 +C16936,4.766639,0.363636,32.22,0,32.22,0,0.083333,0,0.083333,0,0,1,6000,185.232035,124.66745,0.5,12 +C16937,1928.13296,1,2133.15,1272.55,860.6,887.278353,1,0.583333,0.916667,0.166667,4,53,5900,971.9261,487.127965,0,12 +C16938,462.918623,1,3497.99,626.85,2871.14,0,1,0.416667,1,0,0,130,3000,3581.048471,174.461435,0.166667,12 +C16939,339.039307,1,345.66,45.65,300.01,0,0.75,0.083333,0.75,0,0,10,1000,102.011016,294.47698,0,12 +C16940,1532.106106,1,1478.98,934.6,544.38,0,0.916667,0.25,0.833333,0,0,27,3000,1016.511227,377.143061,0,12 +C16941,65.652855,1,480,0,480,0,0.75,0,0.666667,0,0,12,1400,444.504448,192.250083,0.6,12 +C16942,1386.949394,1,227.56,177.56,50,960.590608,0.083333,0.083333,0.083333,0.083333,6,2,3000,319.354,388.368299,0,12 +C16943,497.510544,1,569.94,141.4,428.54,1297.077512,0.75,0.166667,0.583333,0.166667,5,10,2900,770.283123,226.730509,0,12 +C16944,1817.150299,1,596.5,0,596.5,1736.759805,0.833333,0,0.833333,0.583333,11,10,3000,891.637597,474.182947,0,12 +C16945,57.077581,0.727273,698.44,95.14,603.3,0,0.666667,0.166667,0.5,0,0,16,6000,525.904806,116.075915,0.454545,12 +C16946,1821.040307,1,166.38,116.38,50,1682.602932,0.4,0.2,0.2,0.4,13,5,5000,3388.896555,520.445922,0,10 +C16947,988.749349,1,0,0,0,6085.7392,0,0,0,0.5,17,0,5000,4937.146727,223.182313,0.2,6 +C16948,1842.11833,1,83.31,0,83.31,0,0.083333,0,0.083333,0,0,3,2000,603.296946,1018.247383,0,12 +C16949,1210.309338,1,182.28,182.28,0,216.289445,0.25,0.25,0,0.166667,2,8,1300,512.657226,511.999815,0,12 +C16950,477.45278,1,71.48,71.48,0,0,0.083333,0.083333,0,0,0,1,700,322.357201,217.0654,0,12 +C16951,14.012088,0.818182,165.09,0,165.09,0,0.75,0,0.75,0,0,9,5000,218.895476,157.783535,0.9,12 +C16952,1308.126179,1,102.75,0,102.75,0,0.833333,0,0.75,0,0,10,3000,865.740388,288.129171,0,12 +C16953,1082.653038,1,343.22,343.22,0,0,0.25,0.25,0,0,0,4,1200,510.918269,282.782763,0,12 +C16954,1055.99498,1,1482.18,1482.18,0,0,0.333333,0.333333,0,0,0,6,1500,1418.618359,2733.696071,0,12 +C16955,1060.391273,1,0,0,0,1475.858013,0,0,0,0.545455,10,0,2000,407.36056,277.084736,0,11 +C16956,559.730777,1,0,0,0,299.524277,0,0,0,0.083333,1,0,800,455.384879,198.175355,0,12 +C16957,150.351174,1,1039.92,0,1039.92,0,1,0,1,0,0,12,1000,984.158369,168.596244,0.2,12 +C16958,1347.505936,1,0,0,0,547.390756,0,0,0,0.25,4,0,1500,263.430572,722.782997,0,12 +C16959,856.619236,0.9,0,0,0,18.117967,0,0,0,0.1,1,0,900,220.18909,251.365035,0,10 +C16960,97.617137,0.222222,736,736,0,0,0.222222,0.222222,0,0,0,2,1500,0,,0,9 +C16961,915.932014,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1000,224.596651,330.860527,0,12 +C16962,1425.606151,1,103,103,0,0,0.166667,0.166667,0,0,0,2,1500,590.37153,516.506067,0,12 +C16963,12.423324,0.545455,21.99,0,21.99,0,0.090909,0,0.090909,0,0,1,4000,0,,0,11 +C16964,7.315575,0.181818,107,107,0,0,0.083333,0.083333,0,0,0,1,4000,588.015945,87.805376,0,12 +C16965,258.837282,1,831.6,0,831.6,0,1,0,1,0,0,51,2500,366.15467,173.631099,0,12 +C16966,114.806604,1,675,0,675,0,0.666667,0,0.666667,0,0,12,1000,671.28341,211.872834,0.083333,12 +C16967,25.576426,1,225,0,225,0,1,0,1,0,0,12,2700,232.652483,165.826627,0.416667,12 +C16968,1139.648949,1,0,0,0,73.875442,0,0,0,0.166667,2,0,1200,298.183864,443.597884,0,12 +C16969,6767.138783,1,999.97,807.71,192.26,1960.373647,0.75,0.416667,0.416667,0.166667,2,17,7500,4114.602852,2987.684451,0,12 +C16970,1251.26572,1,494.04,0,494.04,0,0.727273,0,0.727273,0,0,12,1000,179.372971,8411.177378,0,11 +C16971,155.676255,0.818182,990.33,990.33,0,0,0.333333,0.333333,0,0,0,8,4000,1006.564682,67.567132,0.181818,12 +C16972,28.178604,0.909091,208.6,0,208.6,0,0.833333,0,0.75,0,0,10,1000,186.560331,166.048636,0.375,12 +C16973,1118.724569,1,0,0,0,1963.807815,0,0,0,0.428571,6,0,2000,193.30886,227.879396,0,7 +C16974,2347.486095,1,0,0,0,1957.749127,0,0,0,0.428571,9,0,2950,3781.991205,3743.011386,0,7 +C16975,900.292445,0.909091,0,0,0,1103.829113,0,0,0,0.166667,6,0,1400,190.33293,216.278844,0,12 +C16976,3447.523748,1,6341.55,3232.26,3109.29,2307.775197,1,0.75,1,0.5,12,118,5000,5575.894258,1767.825544,0,12 +C16977,424.994385,0.375,1200,1200,0,0,0.125,0.125,0,0,0,1,1200,57.266292,56.72021,0,8 +C16978,30.957159,0.454545,426.25,0,653.55,0,0.5,0,0.5,0,0,19,1200,460.814602,108.772098,0,12 +C16979,2284.316297,1,239.26,0,239.26,2794.719183,0.75,0,0.75,0.25,3,9,3000,1918.74596,504.077272,0,12 +C16980,3695.634133,1,0,0,0,2438.708269,0,0,0,0.416667,8,0,4000,973.155092,1525.998307,0,12 +C16981,14.480094,0.571429,134.6,0,134.6,0,0.571429,0,0.428571,0,0,4,3000,155.845232,102.333285,1,7 +C16982,1722.475015,1,115.91,45.65,70.26,146.607859,0.5,0.083333,0.5,0.25,4,7,1900,442.944623,813.974537,0,12 +C16983,202.326177,0.888889,1800,0,1800,0,0.888889,0,0.888889,0,0,9,1000,1502.595015,144.69691,0.571429,9 +C16984,7.166625,0.454545,62,0,62,0,0.166667,0,0.083333,0,0,2,3000,132.643754,51.950904,0.142857,12 +C16985,59.315679,1,145.58,0,145.58,0,0.833333,0,0.833333,0,0,11,1000,0,,0,12 +C16986,1575.794134,1,3181.47,1588.78,1592.69,448.17047,0.9,0.5,0.6,0.3,6,55,2100,2345.315745,1704.918221,0.1,10 +C16987,489.343503,1,1446.44,1093.24,353.2,0,0.727273,0.363636,0.636364,0,0,17,3500,1223.217883,189.41742,0,11 +C16988,665.285049,1,0,0,0,18.766426,0,0,0,0.083333,1,0,700,45.650296,3087.338813,0,12 +C16989,11.13998,0.636364,200,0,200,0,0.5,0,0.416667,0,0,6,3000,338.521478,184.326343,1,12 +C16990,1708.506241,1,0,0,0,236.443443,0,0,0,0.083333,1,0,2000,702.214941,417.488671,0,12 +C16991,119.368715,0.909091,339.11,611.65,12.41,87.547315,0.416667,0.5,0.083333,0.083333,2,5,6500,107.203529,187.367893,0,12 +C16992,255.851136,0.909091,311.8,0,311.8,0,0.666667,0,0.666667,0,0,8,2500,709.240603,2703.147477,0,12 +C16993,499.751638,1,468.6,0,468.6,0,0.833333,0,0.75,0,0,10,1200,1092.978851,178.853712,0.083333,12 +C16994,7196.553011,1,0,0,0,8195.684678,0,0,0,0.5,7,0,9000,3335.3032,1349.647209,0,10 +C16995,4619.500393,1,1870.8,1148.75,722.05,0,0.5,0.166667,0.416667,0,0,11,5000,2296.399555,2771.549821,0,12 +C16996,77.653879,1,473.62,340.48,133.14,1260.284262,0.5,0.25,0.166667,0.083333,1,6,1800,1572.10707,121.46035,0.083333,12 +C16997,1906.550855,1,1244.37,83.53,1160.84,0,0.833333,0.083333,0.833333,0,0,21,1800,1182.12849,3748.341561,0,12 +C16998,0.704307,0.181818,963.9,607.28,356.62,0,0.5,0.083333,0.5,0,0,10,3000,1502.662849,14.571644,0,12 +C16999,71.558308,0.181818,650,650,0,0,0.083333,0.083333,0,0,0,1,2500,3804.775151,86.539433,0,12 +C17000,103.622401,0.909091,351.5,0,351.5,0,0.5,0,0.416667,0,0,9,3000,350.616751,169.07969,0.111111,12 +C17001,3.76029,0.181818,45,0,45,0,0.083333,0,0.083333,0,0,2,3000,1895.798955,68.967179,0,12 +C17002,847.349752,1,295.83,0,295.83,988.908614,1,0,0.888889,0.222222,3,9,1000,70.777666,3831.115551,0.142857,9 +C17003,711.922203,0.818182,197.21,197.21,0,0,0.083333,0.083333,0,0,0,1,1500,1781.472773,280.724848,0.1,12 +C17004,11.64104,0.363636,167.22,0,167.22,0,0.416667,0,0.416667,0,0,5,4000,167.751977,69.564242,0.363636,12 +C17005,770.636646,0.818182,0,0,0,1615.027379,0,0,0,0.25,4,0,1500,809.365677,257.156519,0,12 +C17006,300.11949,1,2811.86,2006.8,805.06,0,1,0.916667,0.583333,0,0,51,800,2501.680369,189.395585,1,12 +C17007,16.840922,0.272727,30.57,0,30.57,0,0.083333,0,0.083333,0,0,1,4000,501.663366,122.153236,0,12 +C17008,43.633541,1,385.76,0,385.76,0,1,0,1,0,0,18,5000,391.229684,178.370583,0.833333,12 +C17009,190.056883,1,501.88,25,476.88,0,1,0.083333,1,0,0,13,2000,493.981832,189.50275,0,12 +C17010,1806.845374,1,0,0,0,3525.726761,0,0,0,0.583333,24,0,6000,587.553145,608.345463,0,12 +C17011,1151.703776,1,541.75,541.75,0,0,0.25,0.25,0,0,0,12,1800,2140.934561,478.040659,0,12 +C17012,251.273637,0.272727,1861.74,1861.74,0,0,0.25,0.25,0,0,0,31,3000,195.73661,273.119363,0,12 +C17013,599.116168,1,947.07,815.07,132,508.477816,0.666667,0.583333,0.416667,0.333333,5,17,3000,1654.58686,208.064056,0,12 +C17014,6342.561972,1,0,0,0,3444.929414,0,0,0,0.25,4,0,10500,1351.732415,1342.524091,0,12 +C17015,230.337567,0.727273,2219.39,287,1932.39,0,1,0.333333,0.916667,0,0,37,2000,1044.263246,120.655535,0,12 +C17016,126.945696,1,1086.26,0,1086.26,0,1,0,1,0,0,34,4500,981.005079,162.218628,0.916667,12 +C17017,1456.530313,0.909091,210.09,128.4,81.69,1785.86516,0.363636,0.363636,0.272727,0.363636,26,9,2000,423.100779,628.099733,0,11 +C17018,553.534453,1,1682.36,1440.14,242.22,0,0.666667,0.333333,0.416667,0,0,19,1900,677.969663,195.776465,0,12 +C17019,128.982891,1,237,0,237,0,1,0,0.916667,0,0,12,5000,192.681715,165.041701,0,12 +C17020,931.827906,0.545455,0,0,0,2937.591809,0,0,0,0.090909,1,0,3500,2995.213811,244.405201,0.25,11 +C17021,1091.74471,1,729.47,566.52,162.95,0,0.75,0.583333,0.166667,0,0,22,1500,2118.665123,612.918428,0.083333,12 +C17022,694.409019,1,80,0,80,0,0.166667,0,0.166667,0,0,4,5000,767.024618,228.893626,0,12 +C17023,2007.955223,1,2542.75,1187.23,1355.52,0,1,0.25,1,0,0,34,7000,5044.600878,564.924266,0.083333,12 +C17024,34.600595,0.454545,359.5,0,359.5,0,0.416667,0,0.416667,0,0,7,5000,449.718054,71.384549,0.454545,12 +C17025,315.125494,0.9,1890.09,1013.3,876.79,0,0.9,0.5,0.8,0,0,25,4000,1548.950633,140.51211,0.142857,10 +C17026,9321.555794,1,334.9,0,334.9,9463.245088,1,0,0.916667,0.083333,5,12,10000,2029.431421,3506.66581,0,12 +C17027,1458.115876,1,1050.6,1050.6,0,358.881155,0.583333,0.583333,0,0.083333,4,21,1500,1232.660721,1276.693069,0,12 +C17028,15.491884,0.272727,84,0,84,0,0.166667,0,0.166667,0,0,4,5000,178.18272,55.922251,0.272727,12 +C17029,1179.395773,0.875,0,0,0,1393.998578,0,0,0,0.25,3,0,1500,128.881941,248.197938,0,8 +C17030,1593.467543,1,0,0,0,1889.339793,0,0,0,0.333333,2,0,2000,173.71666,289.554448,0,6 +C17031,58.557694,0.875,319.34,319.34,0,273.998025,0.125,0.125,0,0.125,1,1,1200,353.924067,90.382954,0,8 +C17032,1174.657795,0.727273,1158.02,325.52,832.5,1635.172156,0.416667,0.166667,0.333333,0.166667,7,11,2000,499.788236,2656.494706,0,12 +C17033,6.96194,0.272727,80.43,0,80.43,0,0.272727,0,0.181818,0,0,3,1000,140.958283,153.887492,1,11 +C17034,162.046468,1,1768.05,0,1768.05,0,1,0,1,0,0,18,5000,1668.054457,172.804335,0.916667,12 +C17035,1108.316745,1,480.7,0,480.7,2856.358168,0.909091,0,0.909091,0.272727,11,10,2500,2884.208351,413.570374,0.181818,11 +C17036,1343.938904,1,0,0,0,38.529264,0,0,0,0.083333,1,0,1500,284.321607,421.910126,0,12 +C17037,1098.52228,1,285.24,0,285.24,0,0.5,0,0.5,0,0,9,1200,554.294411,724.979174,0,12 +C17038,23.436171,1,329.86,157,172.86,0,0.916667,0.083333,0.916667,0,0,22,5000,187.258841,145.813975,0.75,12 +C17039,5899.427294,1,0,0,0,2845.745739,0,0,0,0.416667,7,0,9000,2760.879055,3172.680242,0,12 +C17040,25.25977,0.181818,366.66,0,366.66,0,0.166667,0,0.083333,0,0,2,500,1073.058459,164.17889,1,12 +C17041,10.801231,0.4,70,0,70,0,0.4,0,0.3,0,0,4,1200,45.214284,143.706295,0,10 +C17042,72.575706,0.181818,0,0,0,907.958603,0,0,0,0.083333,2,0,1000,2988.425347,42.653262,0,12 +C17043,1259.179009,1,99.77,54.13,45.64,0,0.166667,0.166667,0.083333,0,0,4,1500,643.17199,281.091585,0,12 +C17044,133.724675,0.818182,1499.94,0,1499.94,0,0.75,0,0.666667,0,0,9,5000,1353.4934,144.022718,0.666667,12 +C17045,592.466798,1,5629.41,0,6229.41,0,0.916667,0,1,0,0,82,6000,5723.333315,187.963174,0.833333,12 +C17046,4338.877278,0.888889,0,0,0,5705.426498,0,0,0,0.444444,19,0,6000,217.059511,10057.56192,0,9 +C17047,1337.107101,1,466.67,0,466.67,0,0.5,0,0.416667,0,0,15,1500,555.683726,577.688088,0,12 +C17048,32.381593,0.818182,445.7,0,445.7,0,0.833333,0,0.833333,0,0,10,2500,563.718775,170.968893,0.875,12 +C17049,340.014453,1,2619.2,2472.56,146.64,0,0.75,0.666667,0.25,0,0,19,4000,2540.900415,182.019607,0.083333,12 +C17050,14.04272,0.727273,47.79,47.79,0,0,0.25,0.083333,0,0,0,1,1200,62.177249,187.682034,0,12 +C17051,2972.091316,1,370.4,235.4,135,5078.251311,0.333333,0.25,0.25,0.666667,17,6,8500,3078.100417,756.141664,0,12 +C17052,1607.551793,0.909091,0,0,0,4078.383904,0,0,0,0.583333,17,0,2500,3636.677131,485.333114,0,12 +C17053,988.405365,1,637.97,45.65,592.32,38.322217,1,0.083333,1,0.083333,1,25,1000,864.471651,903.567225,0,12 +C17054,1154.241515,1,102,102,0,98.317922,0.166667,0.166667,0,0.166667,2,2,1200,312.440002,754.478004,0,12 +C17055,2230.477487,0.857143,0,0,0,2480.833949,0,0,0,0.142857,2,0,2500,391.306121,397.057608,0,7 +C17056,826.688625,1,19.88,19.88,0,869.246203,0.083333,0.083333,0,0.333333,20,2,900,1072.638864,373.912056,0.083333,12 +C17057,650.667796,1,1059.26,924.26,135,0,0.833333,0.833333,0.25,0,0,24,1200,184.434921,276.551931,0,12 +C17058,1.310749,0.090909,29.9,29.9,0,0,0.083333,0.083333,0,0,0,1,6000,38.718362,18.928972,0,12 +C17059,56.726412,1,268.68,0,268.68,0,1,0,1,0,0,12,3500,261.671184,198.263057,0.083333,12 +C17060,676.588508,0.909091,0,0,0,1830.79614,0,0,0,0.636364,14,0,2000,1858.706202,383.983971,0.125,11 +C17062,92.119709,0.857143,499.98,0,499.98,0,0.857143,0,0.714286,0,0,6,1500,471.641077,95.821841,1,7 +C17063,368.687038,0.818182,0,0,0,1587.748905,0,0,0,0.083333,1,0,2000,2115.925455,217.791398,0,12 +C17064,1592.221829,1,616.95,452.88,164.07,109.299409,0.833333,0.333333,0.666667,0.166667,4,15,2000,522.169095,388.683266,0,12 +C17065,9.153671,0.272727,126.6,0,126.6,0,0.5,0,0.416667,0,0,6,2900,134.386353,46.037748,0,12 +C17066,1296.646998,1,0,0,0,148.520664,0,0,0,0.083333,1,0,1500,424.063067,343.652322,0,12 +C17067,0,0,0,0,0,100.51993,0,0,0,0.083333,1,0,2000,0,,0,12 +C17068,1256.460026,1,1313,1313,0,0,0.583333,0.583333,0,0,0,29,1200,1440.244979,1919.360883,0,12 +C17069,68.448626,0.909091,51.7,0,51.7,0,0.25,0,0.25,0,0,3,2500,145.632497,164.432591,0,12 +C17070,82.784219,0.363636,431.28,431.28,0,0,0.083333,0.083333,0,0,0,1,3000,734.818798,173.255235,0,12 +C17071,1362.522626,1,62.25,0,62.25,56.644654,0.083333,0,0.083333,0.166667,2,1,1500,349.397408,341.393229,0,12 +C17072,3520.616355,0.9,1675.91,947.7,728.21,10213.65297,0.9,0.2,0.8,0.3,9,26,10000,3148.054919,819.267218,0.125,10 +C17073,1728.280785,1,0,0,0,2552.869584,0,0,0,0.5,20,0,2500,1028.314286,1175.17299,0.083333,12 +C17074,1413.236934,1,574.95,121.3,453.65,58.379957,0.666667,0.166667,0.5,0.25,3,10,1500,963.80147,1234.776368,0,12 +C17075,4.334047,0.2,73.17,0,73.17,0,0.3,0,0.3,0,0,3,2900,160.363635,94.101695,0,10 +C17076,6.955591,0.454545,630.42,342.53,287.89,0,1,1,1,0,0,31,4000,671.281725,47.609315,0.1,12 +C17077,93.977513,0.909091,389.44,0,389.44,0,0.727273,0,0.727273,0,0,8,2500,455.962105,114.634795,0.2,11 +C17078,3457.722387,1,229,229,0,2102.258461,0.083333,0.083333,0,0.25,8,1,8000,3679.035805,792.385386,0,12 +C17079,31.475251,1,479.96,0,479.96,0,1,0,1,0,0,35,2500,431.591387,176.765922,1,12 +C17080,1676.457032,1,0,0,0,271.277923,0,0,0,0.25,5,0,1800,788.245672,1088.975559,0,12 +C17081,8.76802,0.5,0,0,0,78.259015,0,0,0,0.125,1,0,1200,152.786639,62.224592,1,8 +C17082,2135.744209,1,1342.31,241.75,1100.56,1993.285912,0.583333,0.166667,0.583333,0.25,8,23,8000,5720.735722,513.57964,0.083333,12 +C17083,51.46642,0.181818,0,0,0,469.836414,0,0,0,0.083333,1,0,1000,2801.977685,110.436578,1,12 +C17084,1579.871382,1,3248.83,1933.93,1314.9,4232.135689,0.833333,0.583333,0.416667,0.166667,5,38,6500,3620.440772,493.696216,0.083333,12 +C17085,37.022109,1,247.92,0,247.92,0,1,0,1,0,0,12,4000,227.869425,172.187284,0.333333,12 +C17086,344.023581,1,1551.27,944.77,606.5,0,1,0.333333,0.916667,0,0,26,6500,1779.381962,195.950075,0,12 +C17087,3029.388362,1,71.99,0,71.99,4865.41145,0.166667,0,0.166667,0.166667,2,2,7500,887.3365,915.671887,0,12 +C17088,212.620261,0.272727,172.61,172.61,0,0,0.166667,0.166667,0,0,0,3,7000,5359.784024,216.758246,0,12 +C17089,1460.077343,0.9,79.8,79.8,0,3494.069968,0.1,0.1,0,0.6,16,1,2500,1967.368185,518.663889,0,10 +C17090,837.631184,1,0,0,0,867.928181,0,0,0,0.083333,1,0,1000,47.1444,5413.385529,0,12 +C17091,347.251558,1,210.8,0,210.8,0,0.833333,0,0.833333,0,0,10,2500,193.95584,183.60963,0,12 +C17092,720.995394,0.909091,547.46,457.46,90,455.540479,0.909091,0.636364,0.454545,0.363636,13,23,900,315.918387,544.286252,0,11 +C17093,42.852743,1,381.2,0,381.2,0,0.916667,0,0.916667,0,0,18,2500,330.100638,174.766771,0.8,12 +C17094,5429.735607,1,1000,1000,0,3807.688019,0.333333,0.333333,0,0.5,10,4,6000,2686.360691,4471.491241,0,12 +C17095,1807.764778,1,1666.2,0,1666.2,0,1,0,1,0,0,60,1500,1662.438437,11116.45317,0,12 +C17096,776.585568,1,773.36,119.8,653.56,0,0.333333,0.083333,0.25,0,0,7,3000,1169.758034,233.843501,0,12 +C17097,1026.220651,1,0,0,0,452.176025,0,0,0,0.083333,1,0,1500,263.839295,309.854995,0,12 +C17098,2702.523396,1,229.25,0,229.25,4214.846529,0.583333,0,0.583333,0.25,8,7,7500,1563.077507,643.744567,0,12 +C17099,2629.276828,1,0,0,0,3492.909117,0,0,0,0.333333,7,0,3500,1478.753996,1863.940934,0,12 +C17100,311.987575,0.363636,684.24,0,684.24,0,1,0,1,0,0,37,1000,2154.534733,508.095621,0,12 +C17101,3270.441222,1,848,848,0,0,0.166667,0.166667,0,0,0,3,4500,1143.616386,1134.793009,0,12 +C17102,832.774626,1,416.76,0,416.76,0,0.583333,0,0.583333,0,0,10,1000,169.674083,296.943958,0,12 +C17103,1157.005745,1,0,0,0,476.711979,0,0,0,0.583333,11,0,1200,855.075968,794.131569,0,12 +C17104,350.819852,0.363636,0,0,0,1056.46058,0,0,0,0.083333,3,0,1200,119.701887,340.789604,0,12 +C17105,3558.14254,1,4689.03,4071.13,617.9,0,0.916667,0.833333,0.75,0,0,39,5000,1078.201925,992.398436,0,12 +C17106,942.555708,1,150,0,150,1066.604854,0.333333,0,0.25,0.083333,4,6,1200,1445.633559,492.370581,0,12 +C17107,51.469651,0.727273,1169,0,1169,0,1,0,1,0,0,24,1900,915.66564,111.493268,0.5,12 +C17108,20.42609,0.272727,114,114,0,0,0.083333,0.083333,0,0,0,1,4000,520.598144,99.093617,0,12 +C17109,4.045339,0.363636,35,0,35,0,0.166667,0,0.166667,0,0,2,7500,122.129596,110.576473,0.25,12 +C17110,114.764518,1,1067.5,850.6,216.9,0,0.7,0.5,0.2,0,0,8,4000,577.184902,166.462926,0.3,10 +C17111,0.737154,0.181818,427.5,0,427.5,0,1,0,1,0,0,23,1500,443.007864,15.052203,0.111111,12 +C17112,98.935446,0.363636,1002,0,1002,0,0.333333,0,0.25,0,0,4,1500,1863.921412,171.566972,0,12 +C17113,2292.167319,1,468.36,249,219.36,472.378556,0.666667,0.083333,0.666667,0.083333,1,9,6000,1042.879923,559.156166,0,12 +C17114,242.450349,0.818182,223.6,55.6,168,0,0.75,0.75,0.083333,0,0,11,4500,1358.034176,134.06456,0.142857,12 +C17115,1575.327024,1,0,0,0,1903.985872,0,0,0,0.75,21,0,3500,628.807815,323.958821,0,12 +C17116,990.45604,1,0,0,0,18.724916,0,0,0,0.083333,1,0,1000,217.320342,440.378775,0,12 +C17117,574.416538,0.909091,376.2,0,376.2,0,1,0,1,0,0,24,1500,1100.109444,228.565068,0,12 +C17118,2545.706139,1,2443.2,0,2443.2,0,0.833333,0,0.833333,0,0,38,6000,6540.889639,2250.946034,0,12 +C17119,234.36305,0.727273,668.27,0,668.27,0,0.583333,0,0.5,0,0,8,4000,143.21216,191.898595,0,12 +C17120,14.002192,0.363636,76,0,76,0,0.166667,0,0.166667,0,0,4,5000,186.022727,81.496891,0,12 +C17121,1062.485488,1,0,0,0,1356.070364,0,0,0,0.166667,2,0,6500,3602.698387,299.351881,0.166667,12 +C17122,379.74055,1,1348.41,546.21,802.2,0,0.666667,0.416667,0.5,0,0,25,1300,430.736402,163.305423,0,12 +C17123,1060.345397,1,0,0,0,119.746155,0,0,0,0.25,5,0,1200,263.793622,422.134701,0,12 +C17124,875.738933,1,595.86,284.5,311.36,290.519119,0.583333,0.166667,0.5,0.25,8,21,1000,667.966217,315.393952,0,12 +C17125,37.307085,0.833333,363.38,0,363.38,36.363896,0.833333,0,0.666667,0.166667,1,6,1200,284.093261,92.369903,0,6 +C17126,750.150798,1,1235.39,1235.39,0,887.597551,0.916667,0.916667,0,0.25,6,41,2000,2002.428473,195.817002,0.083333,12 +C17127,65.45872,1,570.96,0,570.96,0,1,0,0.833333,0,0,6,1000,445.823378,84.922938,1,6 +C17128,239.946118,1,0,0,0,719.007929,0,0,0,0.166667,2,0,6000,1015.947851,133.595868,0.083333,12 +C17129,100.123394,1,320,0,320,0,1,0,0.875,0,0,8,1000,161.356208,132.522411,0,8 +C17130,526.858793,0.363636,0,0,0,2359.300912,0,0,0,0.25,14,0,2500,118.044156,470.670338,0,12 +C17131,209.506832,1,0,0,0,672.244034,0,0,0,0.25,3,0,700,212.752075,154.743946,0,12 +C17132,3767.229899,1,0,0,0,4871.925128,0,0,0,0.25,8,0,5500,2574.272358,1547.234983,0,12 +C17133,1682.892726,1,2996.92,2282.59,714.33,0,1,0.916667,0.75,0,0,95,5000,1222.419114,705.86365,0,12 +C17134,799.255519,1,0,0,0,1494.880019,0,0,0,0.333333,8,0,1400,888.735185,262.491565,0,12 +C17135,673.982097,1,110,0,110,0,0.166667,0,0.166667,0,0,2,1000,789.587001,175.328419,0,12 +C17136,22.366132,0.636364,502.54,502.54,0,0,0.416667,0.416667,0,0,0,8,450,907.540077,58.37452,0,12 +C17137,27.539766,0.636364,578,0,578,0,0.666667,0,0.666667,0,0,8,5000,780.002496,153.433604,1,12 +C17138,1854.659145,1,151.69,151.69,0,443.392028,0.083333,0.083333,0,0.75,14,2,2000,496.543523,591.508322,0,12 +C17139,803.68596,1,1690.93,1690.93,0,0,0.6,0.6,0,0,0,25,1200,1783.396008,509.554302,0,10 +C17140,795.497557,0.909091,0,0,0,5676.779668,0,0,0,0.5,6,0,50,7570.207782,410.260506,0.444444,12 +C17141,89.22671,0.7,930,0,930,0,0.6,0,0.5,0,0,6,1000,1205.16186,123.823581,1,10 +C17142,37.683028,1,356.27,1.4,354.87,0,0.25,0.166667,0.166667,0,0,6,6500,96.582811,81.329167,0,12 +C17143,26.800912,1,163.2,0,163.2,0,0.75,0,0.75,0,0,9,3000,144.275838,130.672307,0,12 +C17144,561.157673,1,0,0,0,244.504364,0,0,0,0.166667,4,0,1500,456.999782,266.673655,0,12 +C17145,670.120718,1,0,0,0,12281.83439,0,0,0,0.583333,31,0,1200,12485.43289,591.573521,0.5,12 +C17146,1032.398861,1,924.34,538.06,386.28,1030.464188,0.75,0.25,0.666667,0.416667,5,15,1200,2011.28106,520.315155,0,12 +C17147,488.623392,1,0,0,0,328.292364,0,0,0,0.166667,3,0,700,175.301978,270.104028,0,12 +C17148,2073.611538,1,0,0,0,108.209814,0,0,0,0.083333,1,0,8500,3838.187983,5578.994086,0,12 +C17149,621.901025,1,573.36,455,118.36,0,0.25,0.083333,0.166667,0,0,4,1100,875.900693,229.727141,0,12 +C17150,69.920933,0.727273,680,0,680,0,0.727273,0,0.636364,0,0,8,3500,668.711777,184.993332,0.857143,11 +C17151,293.979281,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1800,486.063311,252.868183,0,12 +C17152,1608.490095,1,91,46,45,1756.688037,0.5,0.083333,0.416667,0.583333,9,7,3000,492.928487,434.150222,0,12 +C17153,3099.551098,1,69.8,69.8,0,2317.754635,0.090909,0.090909,0,0.181818,2,1,7000,4393.869532,1056.774188,0.090909,11 +C17154,2534.994214,1,569.2,315.87,253.33,2056.894621,0.5,0.333333,0.25,0.333333,7,12,5000,836.699278,840.546381,0,12 +C17156,649.566721,1,245.77,245.77,0,1511.89442,0.083333,0.083333,0,0.416667,6,1,3000,432.966217,259.680955,0,12 +C17157,75.9863,1,986,0,986,0,1,0,0.8,0,0,10,1000,807.394469,146.785318,0.555556,10 +C17158,452.907592,0.444444,0,0,0,1584.255192,0,0,0,0.444444,6,0,2500,230.076354,179.155785,0,9 +C17159,2616.764771,1,72.9,0,72.9,4308.339621,0.555556,0,0.444444,1,46,5,5000,332.345466,772.297613,0,9 +C17160,1618.393031,1,833.36,0,833.36,0,1,0,1,0,0,30,1500,962.749997,1982.872638,0,12 +C17161,67.593395,0.454545,619.59,619.59,0,0,0.083333,0.083333,0,0,0,1,4000,997.081601,93.320933,0.090909,12 +C17162,0,0,393.29,45.65,347.64,0,1,0.083333,1,0,0,13,1000,0,,0,12 +C17163,1725.664332,1,383.45,0,383.45,127.673881,0.583333,0,0.5,0.333333,4,17,1800,956.531234,1549.188231,0,12 +C17164,185.924664,0.5,617.98,617.98,0,0,0.333333,0.333333,0,0,0,13,1200,58.469887,82.739003,0,6 +C17165,0.41367,0.181818,1187.42,1187.42,0,0,0.916667,0.916667,0,0,0,11,6000,1214.034802,9.925051,0,12 +C17166,187.516986,1,0,0,0,823.171535,0,0,0,0.25,5,0,4500,899.369544,96.727625,0.166667,12 +C17167,47.336863,0.909091,464.95,134.9,330.05,0,0.75,0.166667,0.416667,0,0,14,1000,424.138187,153.671805,0.454545,12 +C17168,4481.413948,1,1385.56,250,1135.56,1308.516411,1,0.166667,1,0.083333,4,39,4500,1517.623087,4341.647445,0,12 +C17169,14.371243,0.363636,294.28,0,294.28,0,0.333333,0,0.25,0,0,8,2500,506.189083,124.313354,0.5,12 +C17170,48.578408,1,673.1,646.61,26.49,0,1,1,0.083333,0,0,18,6000,665.773943,186.735956,1,12 +C17172,27.533451,0.909091,187.5,0,187.5,0,0.5,0,0.416667,0,0,6,2000,280.02494,137.46898,0.333333,12 +C17173,18.527285,1,274.92,0,274.92,0,1,0,1,0,0,12,1000,253.155177,134.848517,0.909091,12 +C17174,528.023703,1,770.05,109.4,660.65,286.123717,0.916667,0.083333,0.833333,0.083333,5,23,1500,748.204441,170.319835,0,12 +C17175,51.65143,0.727273,398.98,0,398.98,0,0.5,0,0.333333,0,0,6,2500,452.347581,264.697366,0.571429,12 +C17176,2.484819,0.363636,41.2,41.2,0,0,0.083333,0.083333,0,0,0,1,2000,91.092518,104.026643,0,12 +C17177,4761.19131,0.833333,4085.81,3157.31,928.5,4023.466646,0.833333,0.5,0.5,0.333333,11,31,7500,1266.516033,1834.821306,0,6 +C17178,50.848135,0.909091,643.6,0,643.6,0,0.833333,0,0.75,0,0,13,1400,440.20021,218.581641,0.333333,12 +C17179,440.341344,1,1019.33,180,839.33,0,1,0.083333,1,0,0,54,5000,1697.366202,1669.032322,0.090909,12 +C17180,6.104302,0.272727,134.97,0,134.97,0,0.25,0,0.25,0,0,6,4000,202.780964,42.148136,0.181818,12 +C17181,177.602057,1,2863.31,2407.53,455.78,832.203874,1,0.583333,0.75,0.416667,10,27,1500,3344.466066,203.049504,0.583333,12 +C17182,10.805893,0.166667,76.51,50.93,25.58,0,0.166667,0.166667,0.166667,0,0,2,2500,0,,0,6 +C17183,2493.589343,1,4655.55,3299.43,1356.12,0,0.75,0.5,0.666667,0,0,44,6500,1231.610235,832.178621,0,12 +C17184,2620.873322,1,450,0,450,1525.378257,0.5,0,0.416667,0.166667,7,6,3000,981.480493,998.904434,0,12 +C17185,916.627912,1,155.96,0,155.96,0,0.333333,0,0.333333,0,0,8,1200,717.21209,389.19459,0,12 +C17186,3300.735817,1,0,0,0,2115.782999,0,0,0,0.333333,5,0,4000,674.711298,694.247587,0,12 +C17187,29.60298,0.545455,144.94,0,144.94,0,0.333333,0,0.25,0,0,7,5000,249.685121,88.988794,0.181818,12 +C17188,1088.505102,0.833333,84.99,84.99,0,1732.031229,0.166667,0.166667,0,0.666667,26,2,2000,82.0748,236.842295,0,6 +C17189,1893.423054,1,650.04,0,650.04,390.362711,1,0,1,0.083333,1,24,2000,775.769041,751.958904,0,12 +C17190,72.025683,0.545455,891.28,0,891.28,0,0.5,0,0.5,0,0,6,10000,7220.399443,139.16394,0.833333,12 +C17191,2684.333591,1,1958.59,1537.82,420.77,0,1,0.166667,1,0,0,23,4000,1115.39686,619.23114,0,12 +C17192,46.795701,0.272727,1.4,1.4,0,189.110391,0.166667,0.166667,0,0.083333,1,2,4500,0,,0,12 +C17193,45.66329,0.454545,77,77,0,0,0.083333,0.083333,0,0,0,1,300,569.468306,139.375154,0.166667,12 +C17194,766.810346,1,0,0,0,1095.216749,0,0,0,0.083333,1,0,4000,605.021251,179.817772,0,12 +C17195,1399.595729,1,1004.98,474.58,530.4,216.03202,0.833333,0.25,0.75,0.083333,2,34,1800,553.872653,979.001587,0,12 +C17196,89.567592,0.545455,990.73,990.73,0,0,0.25,0.25,0,0,0,9,4000,2626.23328,102.594438,0.5,12 +C17197,255.4001,0.454545,630.03,630.03,0,0,0.083333,0.083333,0,0,0,1,3000,294.185139,294.438262,0,12 +C17198,1004.262002,1,150,0,150,0,0.333333,0,0.333333,0,0,6,1000,390.113261,851.977449,0,12 +C17199,912.87668,1,4337.19,2910.63,1426.56,898.684405,1,0.916667,1,0.25,7,80,2500,4100.813557,259.448035,0.083333,12 +C17200,43.561434,1,391.32,0,391.32,0,1,0,0.916667,0,0,12,1000,357.097464,171.020193,0.9,12 +C17201,920.095743,1,0,0,0,2926.134036,0,0,0,0.166667,4,0,4500,989.548331,1165.762987,0.272727,12 +C17202,4931.589653,1,0,0,0,379.770302,0,0,0,0.416667,14,0,5000,1026.639661,2349.407548,0,12 +C17203,186.25802,1,0,0,0,463.742544,0,0,0,0.333333,5,0,4000,763.120271,191.867335,0,12 +C17204,374.631961,1,2961.46,1961.46,1000,0,0.833333,0.833333,0.333333,0,0,23,1600,3499.936377,178.233765,0.166667,12 +C17205,84.366783,0.909091,776.92,776.92,0,0,0.833333,0.833333,0,0,0,10,3000,752.509422,166.421449,1,12 +C17206,1088.056301,1,0,0,0,1572.596837,0,0,0,0.5,14,0,1200,1865.52686,343.406044,0.090909,12 +C17207,82.227363,0.272727,1108.36,869.16,239.2,0,0.75,0.416667,0.666667,0,0,14,3000,791.871856,31.745699,0.1,12 +C17208,49.401973,0.727273,373.34,310,63.34,0,0.333333,0.25,0.083333,0,0,4,5000,584.836547,153.35767,0.571429,12 +C17209,49.269195,1,213.75,0,213.75,0,0.75,0,0.666667,0,0,9,2500,196.765989,206.997029,0,12 +C17210,1379.68959,1,1632.88,1508.9,123.98,0,0.75,0.583333,0.166667,0,0,30,6500,958.185395,410.953176,0,12 +C17211,2656.634533,1,450.45,323.8,126.65,886.135972,0.583333,0.166667,0.333333,0.25,7,9,3000,929.632134,739.751542,0,12 +C17212,222.957451,1,0,0,0,1512.015822,0,0,0,0.583333,14,0,1500,1856.738688,161.557965,0.166667,12 +C17213,74.195316,1,796.56,0,796.56,0,1,0,1,0,0,12,2500,772.022619,176.637343,0.5,12 +C17214,314.495423,0.727273,1503.26,1192.26,311,0,0.583333,0.166667,0.416667,0,0,8,4000,1230.180271,177.363751,0,12 +C17215,1274.544399,1,0,0,0,1269.320949,0,0,0,0.333333,5,0,2500,467.950231,480.456473,0,12 +C17216,63.738066,1,961.86,0,961.86,0,1,0,1,0,0,34,5000,905.343134,163.858003,0.75,12 +C17217,1779.796624,1,50.37,0,50.37,0,0.25,0,0.25,0,0,3,2000,578.775786,391.941294,0,12 +C17218,2705.026656,1,0,0,0,5760.383488,0,0,0,0.416667,9,0,6500,1266.3564,743.493119,0,12 +C17219,119.237712,1,342.74,0,342.74,0,1,0,1,0,0,20,2000,327.166041,165.207233,0,12 +C17220,73.635031,0.909091,1063.65,420.24,643.41,0,1,0.25,1,0,0,29,7000,1051.282851,112.969341,0.625,12 +C17221,1281.911087,1,3173.5,0,3173.5,651.192848,1,0,0.909091,0.090909,4,11,1000,2757.343301,4800.913225,0,11 +C17222,275.8837,1,424.44,0,424.44,0,1,0,1,0,0,12,2500,159.715319,169.767772,0,12 +C17223,1458.219714,1,701.52,0,701.52,0,0.583333,0,0.5,0,0,13,1500,612.91894,1827.848509,0,12 +C17224,1522.680962,1,0,0,0,272.151183,0,0,0,0.083333,3,0,6500,592.120457,374.842938,0,12 +C17225,1118.057185,1,0,0,0,73.140635,0,0,0,0.083333,1,0,1200,335.79384,439.082668,0,12 +C17226,1369.512062,1,589.94,0,589.94,0,1,0,1,0,0,23,5000,482.481306,488.548589,0,12 +C17227,28.320092,0.363636,332.5,0,332.5,0,0.25,0,0.166667,0,0,6,3000,812.371249,162.177358,0.333333,12 +C17228,16.11487,0.545455,313.25,0,313.25,0,0.583333,0,0.583333,0,0,7,3000,456.429011,147.581109,0.857143,12 +C17229,91.029575,1,1055.7,0,1055.7,0,1,0,1,0,0,14,5000,1083.300243,163.891113,1,12 +C17230,2.299436,0.181818,1337.18,86.6,1250.58,181.491612,1,0.166667,0.916667,0.083333,1,23,4500,1686.830156,27.398111,0,12 +C17231,3120.738718,1,0,0,0,6125.592369,0,0,0,0.416667,12,0,4800,3040.97074,940.054425,0.2,12 +C17232,1806.731926,1,229,229,0,3766.751558,0.083333,0.083333,0,0.25,7,1,5000,4637.083029,632.635869,0.083333,12 +C17233,1004.526608,0.857143,0,0,0,1090.788584,0,0,0,0.142857,5,0,1200,65.437308,1617.834987,0,7 +C17234,45.746204,0.833333,170,170,0,1042.121023,0.166667,0.166667,0,0.5,3,1,1200,1327.700776,41.385496,0.5,6 +C17235,99.700878,0.555556,912.98,912.98,0,284.659738,0.333333,0.333333,0,0.111111,1,3,1200,1652.011127,80.430704,0.5,9 +C17236,1378.988523,1,45,45,0,0,0.5,0.5,0,0,0,9,1500,326.716166,625.746529,0,12 +C17237,2980.054695,0.818182,26784.62,26514.32,270.3,0,0.583333,0.5,0.083333,0,0,33,30000,30029.01496,11853.79613,0.75,12 +C17239,0.064811,0.272727,111.84,0,111.84,0,0.916667,0,0.916667,0,0,11,1500,115.525496,9.960909,0,12 +C17240,341.58222,1,1691.22,0,1691.22,0,0.833333,0,0.75,0,0,24,3000,1378.090415,209.55412,0.166667,12 +C17241,1300.20423,1,96.69,96.69,0,0,1,1,0,0,0,14,1500,297.195559,308.25989,0,12 +C17242,5890.807655,1,901.6,901.6,0,4589.501068,0.75,0.75,0,0.5,17,24,10750,1366.889828,1407.884173,0,12 +C17243,55.28905,0.909091,610.47,0,610.47,0,0.818182,0,0.727273,0,0,9,2000,616.052713,178.545649,0.444444,11 +C17244,0,0,278,0,278,0,0.666667,0,0.666667,0,0,8,1000,429.55698,21.401781,0.142857,12 +C17245,2508.071641,1,217.5,217.5,0,2468.218219,0.083333,0.083333,0,0.166667,5,2,3000,536.833697,754.144955,0,12 +C17246,189.463475,1,0,0,0,662.790719,0,0,0,0.166667,3,0,500,1082.344709,132.396963,0.166667,12 +C17247,166.514439,0.777778,503.92,370.3,133.62,0,0.777778,0.444444,0.666667,0,0,14,2500,142.308045,130.127411,0,9 +C17248,1752.637427,1,0,0,0,1770.461427,0,0,0,0.083333,1,0,3000,859.631936,396.466646,0,12 +C17249,1978.729646,1,0,0,0,111.235788,0,0,0,0.166667,2,0,6500,407.327265,531.931444,0,12 +C17250,120.94715,0.636364,1242.55,0,1242.55,0,0.583333,0,0.583333,0,0,14,2000,2202.224677,170.96615,0.428571,12 +C17251,191.314058,1,860.95,860.95,0,0,0.583333,0.583333,0,0,0,10,800,1001.313048,194.636798,0.083333,12 +C17252,1512.574159,1,622.03,0,622.03,1344.577203,1,0,1,0.416667,6,17,1800,1064.435406,677.9132,0,12 +C17253,71.837385,0.454545,0,0,0,189.391686,0,0,0,0.083333,1,0,1500,57.999563,171.12655,0,12 +C17254,1212.237847,1,400,0,400,1141.617933,1,0,0.9,0.2,3,10,1200,424.376685,1480.270923,0,10 +C17255,2099.38356,1,556.52,537,19.52,1008.781338,0.166667,0.083333,0.083333,0.166667,4,2,3000,1100.700834,757.724201,0,12 +C17256,3105.528894,1,0,0,0,3752.986964,0,0,0,0.428571,8,0,4500,445.629714,574.744631,0,7 +C17257,780.382656,0.636364,0,0,0,1372.812459,0,0,0,0.083333,3,0,1500,201.628458,429.816935,0,12 +C17258,7.297351,0.3,0,0,0,275.471932,0,0,0,0.1,5,0,2500,1022.595043,4.363375,1,10 +C17259,46.89543,0.727273,682.64,0,682.64,0,0.666667,0,0.583333,0,0,16,2000,864.625632,170.244751,1,12 +C17260,1717.662673,1,209.62,0,209.62,1425.661833,0.666667,0,0.583333,0.166667,6,8,3000,559.604995,973.486914,0,12 +C17261,274.604824,1,341.37,0,341.37,0,0.583333,0,0.5,0,0,7,2500,101.053841,171.581036,0,12 +C17262,332.678531,0.363636,0,0,0,2463.531694,0,0,0,0.25,5,0,2500,7547.470632,263.220674,0.5,12 +C17263,276.213858,0.727273,449.86,0,449.86,0,1,0,1,0,0,19,1000,1605.512753,199.950493,0.181818,12 +C17264,125.039376,0.909091,1118.91,1118.91,0,19.094068,0.583333,0.583333,0,0.083333,1,15,1800,1376.390319,150.169487,1,12 +C17265,4204.42117,1,74.99,0,74.99,2826.208633,0.25,0,0.166667,0.25,6,4,4500,872.642121,1396.59728,0,12 +C17266,900.229315,1,250.72,250.72,0,0,0.5,0.5,0,0,0,6,6500,2362.786253,259.315944,0.083333,12 +C17267,0,0,0,0,0,147.241855,0,0,0,0.090909,1,0,500,667.921811,,0,11 +C17268,1106.815562,1,0,0,0,176.181983,0,0,0,0.166667,3,0,1200,310.991074,269.927525,0,12 +C17269,2793.274214,1,46.65,46.65,0,1423.863661,0.083333,0.083333,0,0.333333,5,1,3000,1424.667783,1793.463952,0,12 +C17270,366.111566,1,3482.9,1350.8,2132.1,348.857163,0.916667,0.666667,1,0.166667,2,39,7500,3044.978061,172.124992,0.333333,12 +C17271,91.597667,1,947.97,0,947.97,0,1,0,1,0,0,28,5000,876.723841,164.622858,0.833333,12 +C17272,1085.316705,0.9,0,0,0,2339.490308,0,0,0,0.6,18,0,2500,166.510521,369.439375,0,10 +C17273,870.882167,1,1976.5,1276.5,700,146.371963,1,0.545455,0.727273,0.090909,1,18,1500,467.583907,302.185679,0,11 +C17274,0,0,207,0,207,0,1,0,1,0,0,12,2500,0,,0,12 +C17275,11.441738,0.363636,93.6,0,93.6,0,0.25,0,0.25,0,0,3,1900,603.723258,130.224347,0.25,12 +C17276,23.583209,1,199.32,0,199.32,0,1,0,1,0,0,12,1500,160.013341,162.466706,0.416667,12 +C17277,969.139152,1,269.34,78,191.34,78.31266,0.666667,0.083333,0.583333,0.083333,1,11,2000,641.186755,383.080045,0,12 +C17278,1714.895872,1,1259.93,1134.96,124.97,1113.090333,0.416667,0.333333,0.25,0.5,13,11,2500,1609.219696,405.643938,0,12 +C17279,16.629043,0.272727,286.56,0,286.56,0,0.25,0,0.25,0,0,3,1500,1080.55703,130.267549,1,12 +C17280,126.467835,0.909091,319.34,0,319.34,0,0.333333,0,0.333333,0,0,6,2700,512.790367,163.353616,0,12 +C17281,23.111629,0.363636,237.66,0,237.66,0,0.25,0,0.166667,0,0,3,3000,538.820587,131.332498,1,12 +C17282,1155.787246,1,142,12,130,178.259834,0.416667,0.083333,0.333333,0.083333,1,5,1200,429.827489,522.914621,0,12 +C17283,679.508597,1,380.1,0,380.1,0,0.416667,0,0.416667,0,0,5,2500,443.106331,249.318198,0,12 +C17284,2583.654027,0.909091,667.39,214.53,452.86,389.261392,0.636364,0.181818,0.545455,0.181818,6,12,6000,572.759229,883.618787,0,11 +C17285,1.59198,1,166.63,0,166.63,0,0.083333,0,0.083333,0,0,1,6000,331.28441,20.192605,0.083333,12 +C17286,208.127012,1,1659.13,1341.29,317.84,0,0.75,0.333333,0.5,0,0,36,5000,1296.563214,183.217781,0.166667,12 +C17287,164.51282,0.333333,0,0,0,145.563558,0,0,0,0.166667,1,0,1200,1055.203377,18.900471,0,6 +C17288,38.251194,1,368.84,0,368.84,0,0.5,0,0.416667,0,0,6,3000,417.861072,109.747646,0.333333,12 +C17289,5.310611,0.25,234,0,234,0,0.625,0,0.625,0,0,6,1500,303.704799,19.894581,0,8 +C17290,265.920698,1,3148.36,2415.75,732.61,0,1,1,0.833333,0,0,63,4000,3140.255647,191.638318,1,12 +C17291,904.395249,1,158,90,68,0,0.333333,0.083333,0.333333,0,0,5,900,358.518609,436.602196,0,12 +C17292,2.508768,0.818182,302.91,302.91,0,0,1,1,0,0,0,12,3000,287.749893,41.206824,0,12 +C17293,15.797437,0.636364,195,0,195,0,0.416667,0,0.416667,0,0,9,2000,283.424488,145.48842,0.6,12 +C17294,831.835714,0.875,750.02,588.02,162,477.128277,0.75,0.375,0.625,0.25,7,13,1200,215.867749,171.272347,0,8 +C17295,263.581756,0.727273,1944.26,700,1244.26,819.47409,0.5,0.083333,0.416667,0.083333,2,10,2700,2628.464774,78.530864,0,12 +C17296,2.053676,0.181818,74,0,74,0,0.166667,0,0.083333,0,0,2,6000,68.147484,29.485897,0.090909,12 +C17297,2666.147576,1,0,0,0,2704.302935,0,0,0,0.166667,2,0,3000,592.958317,807.751154,0,12 +C17298,974.52764,1,952.02,445.08,506.94,0,0.583333,0.25,0.583333,0,0,26,4000,1452.017727,299.165904,0,12 +C17299,7.388588,0.545455,84.05,0,84.05,0,0.416667,0,0.416667,0,0,5,4000,171.883336,99.694319,0.2,12 +C17300,54.567517,1,0,0,0,207.390596,0,0,0,0.166667,4,0,3000,276.975673,161.150923,0.25,12 +C17302,1186.616403,1,0,0,0,1496.629534,0,0,0,0.25,4,0,1500,1779.274853,300.990997,0.090909,12 +C17303,990.780585,1,844.45,844.45,0,0,0.416667,0.416667,0,0,0,6,3000,530.463101,227.905412,0,12 +C17304,1486.652099,1,3670.46,2603.58,1066.88,371.312458,1,0.75,1,0.25,4,82,4000,1098.980289,912.34585,0,12 +C17305,918.22723,1,0,0,0,869.988157,0,0,0,0.083333,6,0,1200,881.16504,1938.465006,0,12 +C17306,1380.30715,1,664.83,0,664.83,1106.333559,0.666667,0,0.583333,0.166667,4,11,2500,401.138062,330.915844,0,12 +C17307,44.63179,0.909091,582.6,0,582.6,0,1,0,1,0,0,12,3000,854.15178,149.201617,0.545455,12 +C17308,825.952638,1,1024.75,0,1024.75,0,1,0,1,0,0,39,1200,746.172552,178.711078,0,12 +C17309,1664.334555,1,862.95,862.95,0,0,0.333333,0.333333,0,0,0,5,1900,987.668179,892.915026,0,12 +C17310,1470.825974,1,220.7,0,220.7,400.571728,0.833333,0,0.75,0.25,7,12,3000,782.80657,393.153575,0,12 +C17311,887.090835,1,4349.38,4026.08,323.3,0,0.833333,0.666667,0.583333,0,0,31,3000,4388.029841,237.336329,0.083333,12 +C17312,581.583282,1,124.65,124.65,0,0,0.166667,0.166667,0,0,0,2,600,312.63967,515.450846,0,12 +C17313,23.261586,0.636364,252,0,252,0,0.583333,0,0.583333,0,0,7,2500,430.487291,151.393708,1,12 +C17314,12.333825,0.727273,182.16,0,182.16,0,0.666667,0,0.583333,0,0,8,5000,150.287189,119.24025,0.583333,12 +C17315,5577.636715,1,5244.8,2089.74,3155.06,0,1,0.75,1,0,0,70,12500,2823.945882,1749.125129,0,12 +C17316,241.384531,0.909091,335,99,236,0,0.416667,0.166667,0.333333,0,0,10,1000,661.587172,144.480066,0,12 +C17317,311.54,0.777778,2783.03,2007.26,775.77,0,0.777778,0.777778,0.666667,0,0,32,2000,2924.377302,135.530622,1,9 +C17318,55.176498,1,283.02,0,283.02,0,1,0,0.833333,0,0,6,1000,213.493415,86.257328,1,6 +C17319,33.146065,1,218.76,0,218.76,0,1,0,1,0,0,12,5000,199.280071,155.771045,0.25,12 +C17320,1536.477562,1,4258.57,3121.93,1136.64,0,0.916667,0.416667,0.75,0,0,30,5000,2660.323704,436.998853,0,12 +C17321,15.232505,0.272727,384,0,384,0,1,0,1,0,0,12,1500,568.982664,54.449416,0.272727,12 +C17322,315.588502,0.272727,0,0,0,2966.464163,0,0,0,0.25,5,0,3000,7842.362894,232.381936,0.5,12 +C17323,28.939455,1,88.89,88.89,0,0,0.166667,0.166667,0,0,0,2,1500,167.408848,150.086166,0,12 +C17324,613.259699,1,0,0,0,57.112427,0,0,0,0.083333,2,0,700,241.173093,255.32232,0,12 +C17325,9024.812044,1,0,0,0,2750.442399,0,0,0,0.083333,2,0,9000,302.484224,61031.6186,0,12 +C17326,3740.785208,1,0,0,0,3010.940233,0,0,0,0.333333,5,0,10000,6038.594309,1355.822971,0.083333,12 +C17327,152.557222,1,1410.35,695.45,714.9,0,1,0.333333,1,0,0,29,2500,1202.218177,170.020221,0.333333,12 +C17328,5.993508,0.545455,0,0,0,18.751913,0,0,0,0.083333,1,0,500,46.268562,99.304829,0.25,12 +C17329,93.427011,0.8,772.8,772.8,0,0,0.6,0.6,0,0,0,9,1200,850.9555,104.163023,1,10 +C17330,69.79641,0.818182,1175.88,0,1175.88,0,0.75,0,0.75,0,0,10,2000,1410.334754,168.061584,0.777778,12 +C17331,1432.654644,1,604.52,178.16,426.36,0,1,0.25,1,0,0,17,1400,611.086937,901.913989,0,12 +C17332,22.56964,0.545455,248.1,110.8,137.3,0,0.25,0.166667,0.083333,0,0,7,1200,111.212325,74.477866,0,12 +C17334,172.70596,1,55,0,55,0,0.333333,0,0.333333,0,0,4,1500,190.74504,309.538715,0,12 +C17335,21.966399,0.818182,109.16,35,74.16,0,0.666667,0.083333,0.666667,0,0,9,4000,125.832337,122.69702,0.181818,12 +C17336,11.250371,0.636364,141.12,0,141.12,0,0.583333,0,0.5,0,0,7,5000,94.386204,89.013323,0.166667,12 +C17337,1277.423486,1,533.73,213.98,319.75,606.668879,0.666667,0.416667,0.333333,0.333333,5,21,1500,1403.721157,324.351985,0,12 +C17338,1232.345324,1,0,0,0,369.262743,0,0,0,0.083333,2,0,1700,299.568227,252.694662,0,12 +C17339,78.379827,1,865.07,0,865.07,0,0.5,0,0.5,0,0,46,5000,1255.249234,206.116939,0.2,12 +C17340,37.021347,0.272727,133.35,0,133.35,0,0.083333,0,0.083333,0,0,1,2500,936.840542,280.738043,0.5,12 +C17341,7.099375,0.363636,81.12,0,81.12,0,0.25,0,0.166667,0,0,3,4000,157.006258,86.15393,0.5,12 +C17342,27.625906,0.818182,234.48,0,234.48,0,1,0,1,0,0,12,2500,109.281131,93.62464,0,12 +C17343,214.436679,1,1986.7,0,1986.7,0,0.5,0,0.5,0,0,6,700,2186.981284,1923.940036,0.1,12 +C17344,228.025747,1,2159.68,598.02,1561.66,0,1,0.333333,1,0,0,46,3000,2161.393568,195.40184,0.5,12 +C17345,21.844186,1,169.56,0,169.56,0,0.75,0,0.666667,0,0,9,2500,181.438267,99.402121,0.125,12 +C17346,416.601199,1,4266.25,2214.05,2052.2,0,1,1,1,0,0,67,4000,3822.475208,188.571741,0,12 +C17347,9.522029,0.272727,458,458,0,0,0.166667,0.166667,0,0,0,2,3000,641.866089,,0,12 +C17348,815.229732,1,2371.92,0,2371.92,0,1,0,1,0,0,12,2000,1741.315136,197.837436,0,12 +C17349,337.616152,1,64.12,0,64.12,0,0.583333,0,0.5,0,0,7,2000,422.115624,187.794283,0,12 +C17350,2388.410501,1,0,0,0,7529.012056,0,0,0,0.416667,15,0,7000,1593.23412,703.092721,0,12 +C17351,2224.891476,1,211.05,211.05,0,4014.66362,0.333333,0.333333,0,0.833333,19,4,3000,3615.055541,591.521273,0,12 +C17352,1162.054399,0.909091,265.18,154.9,110.28,1216.25491,0.454545,0.090909,0.272727,0.272727,7,7,1500,292.523356,377.947101,0,11 +C17353,42.170547,1,588,0,588,0,1,0,1,0,0,12,2500,611.475897,164.424956,0.636364,12 +C17354,211.1622,0.454545,0,0,0,892.182389,0,0,0,0.166667,5,0,1000,546.738575,177.031914,0,12 +C17355,1653.400854,1,100,100,0,2031.677435,0.090909,0.090909,0,0.363636,13,1,2000,575.557594,432.92103,0,11 +C17356,4408.966613,1,505.79,112.49,393.3,1601.520906,0.916667,0.166667,0.75,0.416667,5,12,5000,1210.835102,1190.58657,0,12 +C17357,158.641614,0.7,779.35,779.35,0,0,0.4,0.4,0,0,0,7,1200,812.070417,130.978236,0,10 +C17358,50.078433,0.272727,339.69,0,339.69,0,0.25,0,0.166667,0,0,6,1200,76.455028,165.07605,0,12 +C17359,621.553537,0.727273,0,0,0,5018.474514,0,0,0,0.333333,6,0,2000,3406.081412,172.409386,0.1,12 +C17360,7.605458,0.636364,89.75,0,89.75,0,0.416667,0,0.416667,0,0,5,4000,132.580643,102.415643,0.454545,12 +C17361,231.859622,0.888889,190,190,0,108.768879,0.111111,0.111111,0,0.111111,2,1,1200,119.940752,128.955873,0,9 +C17362,518.923941,1,264,264,0,0,0.166667,0.166667,0,0,0,3,5000,235.996925,204.041413,0,12 +C17363,1098.392083,1,0,0,0,1297.518366,0,0,0,0.25,4,0,1200,1490.988443,330.627174,0.090909,12 +C17364,804.006538,1,0,0,0,266.561781,0,0,0,0.083333,1,0,2500,226.212069,279.773547,0,12 +C17365,142.290756,1,540,520,20,0,0.166667,0.083333,0.083333,0,0,2,4000,245.492892,123.48805,0,12 +C17366,162.068326,0.545455,1290.24,1201.37,88.87,0,0.333333,0.25,0.166667,0,0,12,6000,963.846752,174.40391,0.25,12 +C17367,1443.146299,1,235.4,0,235.4,615.789083,0.5,0,0.5,0.25,4,6,1800,831.048408,483.442294,0,12 +C17368,366.084233,0.909091,1167.39,1167.39,0,200.106907,0.5,0.5,0,0.083333,3,16,2500,470.516409,206.511825,0,12 +C17369,910.821412,1,3726.65,2536.89,1189.76,0,1,0.916667,1,0,0,74,3000,5125.340024,238.125482,0,12 +C17370,2.930211,0.4,285.39,0,285.39,0,0.9,0,0.8,0,0,9,1500,305.985621,31.631949,0,10 +C17371,88.577811,1,356.15,356.15,0,0,0.75,0.75,0,0,0,27,1600,349.838628,167.505705,0,12 +C17372,3805.493532,1,465.6,232,233.6,2406.661489,0.583333,0.166667,0.5,0.25,13,9,4500,949.278907,1461.557697,0,12 +C17373,1466.99222,1,230.1,30,200.1,0,0.5,0.083333,0.5,0,0,7,1500,415.795291,7328.484531,0,12 +C17374,676.221211,1,125,0,125,0,0.454545,0,0.454545,0,0,5,1000,340.888872,204.474576,0,11 +C17376,1623.895229,1,0,0,0,352.784134,0,0,0,0.583333,11,0,1700,729.695998,419.674095,0,12 +C17377,269.075434,1,4572.32,2727.37,1844.95,2935.973895,0.916667,0.583333,0.75,0.75,40,38,4000,6555.062784,170.22006,0.6,12 +C17378,34.40685,1,133,0,133,0,0.5,0,0.333333,0,0,6,1500,153.124928,152.925044,0,12 +C17379,225.662097,1,2566.91,0,2566.91,0,1,0,1,0,0,41,5000,2649.088349,164.760179,1,12 +C17380,402.512336,0.909091,150,0,150,0,0.272727,0,0.181818,0,0,3,450,228.715923,189.459157,0,11 +C17381,0,0,269.28,0,269.28,0,0.75,0,0.75,0,0,9,1500,208.949793,,0,12 +C17382,1520.501423,1,1405.22,828.4,576.82,0,0.833333,0.416667,0.583333,0,0,26,10500,470.831678,475.78178,0,12 +C17383,3015.597547,1,586.77,101.4,485.37,1726.922555,1,0.083333,1,0.25,7,31,3400,1472.730273,1090.525368,0,12 +C17384,2530.378121,1,55.5,0,55.5,0,0.25,0,0.25,0,0,3,3500,1041.914403,585.213037,0,12 +C17385,395.93884,1,991.48,707.02,284.46,208.802882,1,1,0.666667,0.25,5,24,1400,959.26132,186.449098,0,12 +C17386,7.097146,0.636364,78.19,0,78.19,0,0.583333,0,0.5,0,0,7,5000,63.770059,74.625067,0.5,12 +C17387,1640.837102,1,0,0,0,708.972588,0,0,0,0.5,12,0,1900,493.854051,547.149327,0,12 +C17388,2613.063331,1,0,0,0,1695.629234,0,0,0,0.75,18,0,3000,710.063755,732.747143,0,12 +C17389,950.716155,1,335.62,0,335.62,0,0.5,0,0.5,0,0,6,1000,762.737851,726.519901,0,12 +C17390,2283.366217,1,2734.77,1645.87,1088.9,4303.863961,0.833333,0.583333,0.5,0.75,23,24,9500,8122.574527,512.099872,0.083333,12 +C17391,509.685823,1,457.68,0,457.68,0,1,0,1,0,0,24,4000,157.893758,227.507164,0,12 +C17392,147.571435,0.5,0,0,0,2200.173071,0,0,0,0.2,2,0,1200,2763.958077,62.025196,1,10 +C17393,2847.472954,1,0,0,0,3800.293424,0,0,0,0.583333,16,0,4000,4869.842863,1078.106633,0.083333,12 +C17394,1094.632736,1,503.41,0,503.41,445.031842,1,0,1,0.833333,21,21,1000,1108.862245,1194.024777,0,12 +C17395,1258.725885,1,0,0,0,4353.620039,0,0,0,0.583333,21,0,3000,4229.128226,369.442361,0.166667,12 +C17396,88.173076,0.636364,659.72,85.86,573.86,0,0.583333,0.083333,0.583333,0,0,29,4000,1070.775031,149.617347,0.375,12 +C17397,3211.389574,1,0,0,0,4464.940638,0,0,0,0.583333,45,0,6500,6925.733929,978.238735,0.083333,12 +C17398,303.740542,0.545455,0,0,0,869.489056,0,0,0,0.083333,2,0,1000,359.36061,211.249109,0,12 +C17399,2981.811529,1,120,120,0,1085.441874,0.083333,0.083333,0,0.416667,12,1,6500,870.661235,653.785649,0,12 +C17400,493.243274,1,1180.68,1180.68,0,0,0.333333,0.333333,0,0,0,4,1500,948.216919,203.172759,0,12 +C17401,41.414562,1,440,0,440,0,0.916667,0,0.833333,0,0,11,1000,445.575139,147.958998,0.777778,12 +C17402,39.105741,0.545455,220,220,0,0,0.083333,0.083333,0,0,0,1,3000,427.409497,98.429502,0,12 +C17403,1937.273513,1,658.87,79.67,579.2,0,0.916667,0.166667,0.833333,0,0,17,2000,758.215724,1336.476251,0,12 +C17404,781.279607,1,1370.19,1370.19,0,0,0.75,0.75,0,0,0,21,2500,1391.682252,191.0918,0,12 +C17405,1322.818587,1,0,0,0,762.301096,0,0,0,0.545455,11,0,1500,1035.62732,312.83553,0,11 +C17406,1841.468929,1,0,0,0,513.751922,0,0,0,0.5,10,0,2000,573.083099,678.078987,0,12 +C17407,2371.89209,1,447.81,289.43,158.38,5515.157108,0.818182,0.181818,0.636364,0.454545,16,17,8500,458.534768,673.83736,0,11 +C17408,470.353862,1,105,105,0,391.351946,0.166667,0.166667,0,0.166667,3,2,700,239.928287,396.476154,0,12 +C17409,308.542887,1,680,680,0,0,0.166667,0.166667,0,0,0,2,2500,1261.970352,183.623476,0.083333,12 +C17410,1175.895992,1,154.38,154.38,0,37.197366,0.083333,0.083333,0,0.083333,1,2,4000,1909.161919,426.23708,0.083333,12 +C17411,1854.03323,1,1013.5,576,437.5,1243.093189,0.5,0.083333,0.333333,0.083333,5,15,2000,654.473825,1524.375697,0,12 +C17412,1256.612223,1,498.99,498.99,0,1353.14431,0.25,0.25,0,0.5,10,8,3000,685.344851,308.964645,0,12 +C17413,1767.719314,1,0,0,0,272.520678,0,0,0,0.25,3,0,2000,514.651337,434.347443,0,12 +C17414,4995.526188,1,0,0,0,5807.528817,0,0,0,0.416667,13,0,6000,1083.891126,1437.869477,0,12 +C17415,81.088359,0.909091,554.7,316,238.7,0,0.916667,0.166667,0.916667,0,0,13,1000,579.784969,150.212056,0.4,12 +C17416,1153.961386,1,295,295,0,0,0.333333,0.333333,0,0,0,4,1200,428.640942,964.205478,0,12 +C17417,6262.211034,1,1456.07,76.07,1380,5425.912807,0.333333,0.083333,0.25,0.416667,16,8,10500,6933.817424,1823.289954,0,12 +C17418,167.044456,1,1477.42,0,1477.42,1434.563127,1,0,1,0.083333,1,49,2500,2860.74586,129.895885,0.5,12 +C17419,916.487817,1,633.71,316.82,316.89,0,1,0.416667,0.75,0,0,20,4000,255.469805,234.095576,0,12 +C17420,5269.761999,1,0,0,0,663.355012,0,0,0,0.083333,2,0,6500,1305.706821,1270.894997,0,12 +C17421,189.434859,1,500.09,0,500.09,0,0.916667,0,0.916667,0,0,24,3000,521.673011,171.538499,0,12 +C17422,1457.381936,1,0,0,0,236.725014,0,0,0,0.416667,7,0,1500,536.361045,508.611551,0,12 +C17423,1139.894588,1,0,0,0,1030.19301,0,0,0,0.083333,1,0,1200,300.826793,451.686224,0,12 +C17424,231.593057,1,2123.43,0,2123.43,424.95317,0.583333,0,0.583333,0.083333,1,7,7500,2812.54066,2399.605979,0.166667,12 +C17425,1625.249578,1,1814.65,854.65,960,1825.212313,1,0.083333,1,0.416667,6,24,3000,1281.171589,392.219254,0.083333,12 +C17426,3840.50578,1,0,0,0,5558.961557,0,0,0,0.5,20,0,5500,4608.621771,904.882748,0,12 +C17427,279.501554,1,1365.5,336,1029.5,0,1,0.083333,1,0,0,37,5000,1340.02971,175.055337,0,12 +C17428,674.838072,1,56.42,56.42,0,419.348768,0.166667,0.166667,0,0.583333,13,3,800,429.961027,386.817488,0,12 +C17429,3215.344017,1,1149.92,729.86,420.06,5157.157638,1,0.416667,0.916667,0.75,42,20,6500,2171.419976,953.90622,0.090909,12 +C17430,162.267397,1,907.99,907.99,0,339.493008,1,1,0,0.166667,2,8,1120,1223.617997,75.319725,1,6 +C17431,2323.083307,0.888889,0,0,0,4750.570325,0,0,0,0.222222,2,0,6000,3537.546355,512.411472,0.142857,9 +C17432,10.536718,0.636364,385.4,0,385.4,0,0.416667,0,0.333333,0,0,5,2500,416.407817,69.890263,0.2,12 +C17433,443.339878,1,0,0,0,857.622301,0,0,0,0.555556,5,0,1200,274.760566,157.320637,0,9 +C17434,2511.847024,1,109,109,0,317.452807,0.2,0.2,0,0.8,13,2,8000,456.810152,734.758331,0,10 +C17435,1054.417866,1,0,0,0,239.097147,0,0,0,0.166667,3,0,1200,323.486669,362.308201,0,12 +C17436,876.008428,1,500,0,500,182.955711,0.333333,0,0.333333,0.083333,1,4,1200,510.340741,317.670219,0,12 +C17437,150.071799,0.818182,1800,0,1800,0,0.75,0,0.666667,0,0,9,5000,2021.257541,166.582953,1,12 +C17438,1179.746682,1,30,30,0,39.323999,0.166667,0.166667,0,0.166667,2,4,1200,264.032163,351.744608,0,12 +C17439,739.847303,0.909091,329.25,0,329.25,1153.945828,0.75,0,0.75,0.166667,6,13,1000,2406.97813,517.270094,0,12 +C17440,2341.530186,1,1791.11,1244.47,546.64,3091.496553,1,0.833333,0.583333,0.75,19,22,5500,1409.686401,594.355607,0,12 +C17441,290.079966,1,550.93,0,550.93,0,0.583333,0,0.583333,0,0,17,4000,579.825344,454.611106,0,12 +C17442,1174.352352,1,0,0,0,166.250847,0,0,0,0.083333,1,0,2500,253.408681,284.240461,0,12 +C17443,18.957284,0.636364,187.25,0,187.25,0,0.583333,0,0.583333,0,0,7,3000,296.967289,147.013046,0.714286,12 +C17444,365.674097,1,1169.73,1169.73,0,0,0.333333,0.333333,0,0,0,9,1500,877.026023,527.451484,0,12 +C17445,364.726077,0.9,0,0,0,555.036998,0,0,0,0.4,4,0,500,218.664436,153.74074,0,10 +C17446,743.245283,0.6,1610.06,1211.9,398.16,0,0.5,0.2,0.4,0,0,10,3500,274.724354,347.761624,0,10 +C17448,16.967335,0.181818,2767.85,495.59,2272.26,0,1,1,1,0,0,36,3000,1322.585206,14.012997,0,12 +C17449,8.35947,0.181818,81.78,0,81.78,0,0.083333,0,0.083333,0,0,1,4000,896.300688,117.706351,1,12 +C17450,4530.205197,1,1750.66,643.18,1107.48,26268.69989,1,0.333333,1,0.583333,10,36,8500,25203.91336,1366.869273,0.25,12 +C17451,240.439583,0.545455,481.01,481.01,0,461.403602,0.333333,0.333333,0,0.333333,6,4,1200,139.715889,174.17913,0,12 +C17452,745.774052,1,0,0,0,1221.85443,0,0,0,0.25,6,0,5000,1169.235129,242.84674,0,12 +C17453,0,0,226.07,0,226.07,0,0.583333,0,0.583333,0,0,7,2500,0,,0,12 +C17454,2347.383015,1,0,0,0,1480.171443,0,0,0,0.333333,4,0,3000,571.934258,740.954917,0,12 +C17455,2271.102591,1,272.93,0,272.93,1120.44963,0.583333,0,0.583333,0.083333,2,14,2500,764.791793,988.662899,0,12 +C17456,28.155795,0.454545,324.17,0,324.17,0,0.416667,0,0.416667,0,0,5,1500,354.506682,83.999117,0.4,12 +C17457,26.143505,0.363636,124.03,124.03,0,0,0.083333,0.083333,0,0,0,1,1000,309.366769,220.566753,0,12 +C17458,26.864424,1,373.77,0,373.77,0,1,0,0.916667,0,0,12,7000,381.479704,160.260471,1,12 +C17459,322.222745,0.666667,2522.03,2180.79,341.24,0,0.666667,0.666667,0.555556,0,0,18,9000,1898.185428,199.113916,0.4,9 +C17460,1150.867752,1,108,0,108,0,0.333333,0,0.333333,0,0,4,1000,98.195732,9448.613073,0,12 +C17461,826.283578,1,2241.87,1941.55,300.32,0,1,0.833333,0.916667,0,0,45,2500,2578.745567,251.817368,0,12 +C17462,564.02688,1,1007.4,941.82,65.58,0,0.5,0.5,0.083333,0,0,11,2000,506.930593,198.49507,0,12 +C17463,120.307206,0.545455,653.95,653.95,0,0,0.416667,0.416667,0,0,0,8,2500,1327.025412,195.935077,0.2,12 +C17464,32.71168,0.454545,350,0,350,0,0.416667,0,0.333333,0,0,6,3000,421.815239,178.406886,1,12 +C17465,133.797452,0.636364,2460,0,2460,0,0.583333,0,0.5,0,0,24,2500,3601.545344,131.732911,1,12 +C17466,532.467828,1,3262.5,1186.74,2075.76,0,0.9,0.1,0.8,0,0,17,4500,2683.090485,177.053495,0.333333,10 +C17467,799.274442,1,906.81,449.65,457.16,730.50642,0.916667,0.583333,0.75,0.083333,2,29,1000,1590.918593,1227.773229,0.083333,12 +C17468,857.256959,0.909091,636.84,484.2,152.64,2224.941246,0.416667,0.166667,0.166667,0.5,11,7,3000,443.001353,301.273706,0,12 +C17469,6681.371469,0.833333,2968.2,2968.2,0,7709.347455,0.166667,0.166667,0,0.166667,2,26,9000,3035.412729,3142.889196,0,6 +C17470,34.775517,1,0,0,0,18.240626,0,0,0,0.083333,1,0,1500,1132.985402,146.997558,0.083333,12 +C17471,25.99831,0.454545,398.57,111.24,287.33,0,0.333333,0.083333,0.25,0,0,4,2500,821.069037,132.906041,0.8,12 +C17472,6256.556896,1,0,0,0,2045.731359,0,0,0,0.416667,14,0,6500,1573.751794,2135.483305,0,12 +C17473,561.003319,1,11577,10975,602,875.58307,1,1,0.5,0.25,6,97,5500,12148.50351,188.413837,0.666667,12 +C17474,919.252125,1,1002.4,1002.4,0,196.076296,0.5,0.5,0,0.25,4,18,2000,173.632529,2541.357009,0,8 +C17476,3139.84354,0.636364,859.03,0,859.03,1360.869614,1,0,1,0.333333,21,31,9000,8655.727728,4234.428854,0,12 +C17477,1106.42635,1,0,0,0,639.271966,0,0,0,0.333333,5,0,2500,364.636263,263.85412,0,12 +C17478,611.327959,1,518.88,0,518.88,0,1,0,1,0,0,76,600,670.361848,861.197225,0,12 +C17479,1205.024103,1,1247.43,0,1247.43,0,1,0,1,0,0,41,1000,1314.358147,2812.820485,0,12 +C17480,600.450838,1,351.88,104.78,247.1,445.263361,0.666667,0.25,0.5,0.583333,13,10,800,785.561972,378.370091,0,12 +C17481,32.928594,1,337,0,337,0,1,0,1,0,0,18,2500,398.157668,156.144868,0.5,12 +C17482,35.862466,0.545455,361.49,361.49,0,0,0.454545,0.454545,0,0,0,9,1500,625.790303,155.444689,0.5,11 +C17483,673.592238,1,2199.62,303.56,1896.06,0,1,0.25,1,0,0,32,3000,2377.36405,172.185143,0,12 +C17484,1456.624844,1,53.9,0,53.9,0,0.583333,0,0.583333,0,0,7,1500,330.888649,527.393837,0,12 +C17485,1254.480637,1,0,0,0,263.591009,0,0,0,0.083333,1,0,1500,684.225274,440.890884,0,12 +C17486,5.135703,0.181818,323.71,0,323.71,0,1,0,1,0,0,17,1500,219.996991,27.362336,0.083333,12 +C17487,706.327578,0.888889,169.54,169.54,0,1406.735573,0.333333,0.333333,0,0.888889,14,3,2500,302.97678,142.597254,0,9 +C17488,3610.883496,1,0,0,0,2791.511852,0,0,0,0.166667,8,0,4500,810.481966,944.5895,0,12 +C17489,95.055337,1,133.45,16.8,116.65,437.390028,0.5,0.083333,0.333333,0.083333,1,6,2500,469.271786,160.662631,0.090909,12 +C17490,1242.886266,1,17.6,17.6,0,0,0.083333,0.083333,0,0,0,1,4000,589.674674,472.763536,0,12 +C17491,9.048773,0.909091,316.2,0,316.2,0,1,0,1,0,0,24,2000,391.398298,89.505939,0.6,12 +C17492,169.892916,0.666667,973.5,973.5,0,0,0.166667,0.166667,0,0,0,1,2000,28.078586,41.457336,0,6 +C17493,1397.560022,1,0,0,0,869.402466,0,0,0,0.166667,2,0,2000,543.796511,405.832948,0,12 +C17494,1185.330971,1,0,0,0,1651.711638,0,0,0,0.5,21,0,3000,341.938368,367.00205,0,12 +C17495,978.771066,1,905.04,545.12,359.92,0,0.666667,0.166667,0.666667,0,0,20,4000,392.482391,315.469998,0,12 +C17496,283.691223,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1000,165.821773,252.47599,0,12 +C17497,6.24762,0.272727,108.2,0,108.2,0,0.416667,0,0.416667,0,0,5,4500,0,,0,12 +C17498,28.612828,1,208,0,208,0,0.833333,0,0.833333,0,0,10,3000,253.537038,169.800871,0,12 +C17499,677.778395,0.75,0,0,0,1361.306734,0,0,0,0.125,2,0,1500,1515.946459,143.812331,0,8 +C17500,724.614301,0.909091,1534.71,431.4,1103.31,1363.547989,0.666667,0.416667,0.5,0.75,26,18,1700,1809.593702,283.938453,0.090909,12 +C17501,59.797799,1,309.25,289.4,19.85,0,0.166667,0.166667,0.083333,0,0,8,2000,675.101601,425.907075,0.25,12 +C17502,42.653615,1,93.24,0,93.24,0,0.5,0,0.5,0,0,6,5000,156.57819,95.992733,0,12 +C17503,284.43378,0.363636,212.92,0,212.92,0,0.833333,0,0.833333,0,0,15,1500,1202.791804,150.107024,0,12 +C17504,1569.712031,1,375.92,375.92,0,38.237206,0.333333,0.333333,0,0.083333,2,6,1700,530.069186,1003.039654,0,12 +C17505,2130.050015,1,1044.2,835.96,208.24,0,1,0.7,0.7,0,0,26,6000,597.906134,422.543556,0,10 +C17506,539.072205,1,240.51,128.64,111.87,0,1,0.25,0.916667,0,0,14,500,340.349133,570.446577,0,12 +C17507,31.872458,0.636364,394,0,394,0,0.416667,0,0.25,0,0,6,1500,778.621541,154.099558,1,12 +C17508,209.026944,1,1520.76,657.19,863.57,0,0.916667,0.25,0.916667,0,0,24,3500,1771.078066,192.557306,0.166667,12 +C17509,683.286191,1,706.08,706.08,0,0,0.916667,0.916667,0,0,0,13,1500,1847.90353,717.097215,0,12 +C17510,457.07022,0.545455,1273,1273,0,0,0.083333,0.083333,0,0,0,1,2500,2633.35913,148.635903,0,12 +C17511,13.440318,1,0,0,0,138.410148,0,0,0,0.125,1,0,1500,150.90008,18.958252,0.142857,8 +C17512,762.921161,1,1214.55,992.67,221.88,399.600567,0.333333,0.166667,0.25,0.25,4,14,1500,1579.200728,314.347243,0.083333,12 +C17513,69.4432,1,368.16,0,368.16,0,1,0,1,0,0,32,2500,153.124113,143.416453,0.083333,12 +C17514,26.526741,0.875,135.31,0,135.31,0,0.875,0,0.75,0,0,7,1500,93.853979,112.781199,0.8,8 +C17515,52.358663,0.454545,658.24,658.24,0,0,0.166667,0.166667,0,0,0,2,4000,1609.331101,149.861526,0,12 +C17516,1144.128891,1,1373.27,688.15,685.12,1101.351331,1,1,0.833333,0.166667,4,30,4000,1705.162709,375.042212,0,12 +C17517,399.50457,1,740.11,410.28,329.83,0,1,0.333333,1,0,0,33,1200,1379.683829,420.645913,0,12 +C17518,71.431411,1,2068.41,0,2068.41,0,1,0,1,0,0,27,2500,1984.989648,59.522727,0.25,12 +C17519,42.288669,1,313.36,0,313.36,0,0.666667,0,0.666667,0,0,8,2000,428.089548,189.922028,0.666667,12 +C17521,528.324583,0.909091,0,0,0,2101.089889,0,0,0,0.416667,7,0,3000,1398.911214,167.442242,0.333333,12 +C17522,1609.514614,1,0,0,0,136.209339,0,0,0,0.083333,2,0,1700,277.622861,705.401828,0,12 +C17523,442.111046,1,671.36,0,671.36,777.528996,0.583333,0,0.5,0.083333,1,13,3000,63.199553,210.928816,0,12 +C17524,1075.032405,1,0,0,0,134.388107,0,0,0,0.25,6,0,1200,585.94084,262.139361,0,12 +C17525,24.660951,0.363636,0,0,0,398.729042,0,0,0,0.090909,1,0,500,757.357928,132.251286,0.5,11 +C17526,55.17712,0.8,532.64,0,532.64,0,0.8,0,0.7,0,0,8,2500,547.608958,136.197871,1,10 +C17527,734.729977,0.727273,0,0,0,428.36939,0,0,0,0.083333,5,0,1200,1596.300157,179.245282,0.181818,12 +C17528,2479.815703,1,5812.17,5142.57,669.6,638.563709,0.916667,0.75,0.416667,0.083333,3,27,10500,4586.498256,680.37248,0,12 +C17529,112.702102,0.909091,1437.38,1437.38,0,0,0.583333,0.583333,0,0,0,17,2000,1469.057487,127.594194,1,12 +C17530,3.513242,0.363636,48.04,0,48.04,0,0.333333,0,0.333333,0,0,4,1500,140.940173,109.557678,0.6,12 +C17531,2760.89889,0.9,0,0,0,4278.969301,0,0,0,0.6,11,0,7500,997.950103,750.602361,0,10 +C17532,784.627873,1,641,641,0,913.146344,0.916667,0.916667,0,0.083333,1,12,1800,1657.991354,288.038151,0,12 +C17533,4071.993764,1,0,0,0,1541.393819,0,0,0,0.25,3,0,5000,1528.928247,1157.358718,0,12 +C17534,3616.393429,1,2459.18,30,2429.18,0,1,0.083333,1,0,0,194,5500,2203.05836,922.316357,0,12 +C17535,2971.600871,1,6513.38,4694.68,1818.7,0,0.916667,0.333333,0.833333,0,0,41,5000,4960.050608,1273.686277,0,12 +C17536,677.403883,1,0,0,0,1149.411566,0,0,0,0.666667,8,0,1200,126.873568,125.922743,0,6 +C17538,1884.083078,1,31.66,0,31.66,493.377807,0.166667,0,0.166667,0.583333,14,2,2000,901.067057,547.826691,0,12 +C17539,114.752318,1,387.12,0,387.12,0,1,0,0.916667,0,0,12,2500,981.332431,122.369566,0.181818,12 +C17540,201.487515,1,1688.12,0,1688.12,0,1,0,1,0,0,12,4000,1641.148627,174.408798,1,12 +C17541,299.531528,1,3473.11,1263.54,2209.57,0,1,0.583333,1,0,0,32,7500,3019.01839,184.243337,0.416667,12 +C17542,146.616802,0.363636,0,0,0,614.430788,0,0,0,0.166667,2,0,1200,216.978003,173.047732,0,12 +C17543,2421.820915,0.666667,0,0,0,4045.770203,0,0,0,0.5,7,0,5000,334.730343,442.116227,0,6 +C17544,1728.29571,1,673.8,0,673.8,0,1,0,1,0,0,12,1700,727.421149,1751.732122,0,12 +C17545,1035.03102,1,704.17,0,704.17,0,1,0,1,0,0,33,3400,274.26228,272.890448,0,12 +C17546,14.869439,0.818182,391.68,0,391.68,0,0.833333,0,0.833333,0,0,10,1500,442.402951,157.621718,1,12 +C17547,842.103869,1,496.56,0,496.56,0,1,0,1,0,0,12,1000,254.599294,467.881962,0,12 +C17548,1809.917132,1,266.64,0,266.64,0,1,0,1,0,0,24,2500,77.991128,13916.7029,0,12 +C17549,399.156352,1,2870.76,894.49,1976.27,0,1,0.583333,1,0,0,109,2500,3064.377023,187.846647,0,12 +C17550,193.050982,0.875,1337.1,1337.1,0,91.705707,0.875,0.875,0,0.125,1,13,10000,2067.611692,98.85433,0.5,8 +C17551,1243.68657,1,221.72,0,221.72,1324.264801,0.916667,0,0.916667,0.333333,5,26,1700,2268.784133,554.297666,0,12 +C17553,135.418099,1,777.16,0,777.16,0,1,0,1,0,0,47,3000,601.471905,174.116193,0,12 +C17554,19.587949,0.909091,299.77,0,299.77,0,1,0,1,0,0,16,2700,327.059511,133.485652,0.888889,12 +C17555,745.368581,1,153.89,0,153.89,0,0.916667,0,0.916667,0,0,11,1700,500.110264,191.010274,0,12 +C17556,274.305611,1,419.88,0,419.88,0,1,0,1,0,0,24,2500,665.834636,185.135125,0,12 +C17557,0,0,443.28,0,443.28,0,1,0,1,0,0,12,3000,0,,0,12 +C17558,367.033521,1,567.75,567.75,0,0,0.666667,0.666667,0,0,0,8,600,484.20499,210.03677,0,12 +C17559,475.301123,1,415.47,415.47,0,762.195411,0.166667,0.166667,0,0.25,3,2,7000,3965.150992,177.117122,0,12 +C17560,1865.271423,1,412,412,0,0,0.166667,0.166667,0,0,0,2,2000,597.104874,666.876023,0,12 +C17561,1618.277656,1,3031.28,1616.35,1414.93,0,0.909091,0.909091,0.636364,0,0,52,3200,2513.922495,371.025272,0,11 +C17562,36.57785,0.545455,561.48,0,561.48,0,0.5,0,0.416667,0,0,6,3000,891.708605,167.286067,1,12 +C17563,443.558578,1,26.09,26.09,0,646.932676,0.083333,0.083333,0,0.5,16,4,1200,1218.866837,200.752923,0.083333,12 +C17565,17.905235,0.363636,159,0,159,0,0.166667,0,0.083333,0,0,2,4000,134.532028,61.971748,0.166667,12 +C17566,1514.885982,0.909091,928.06,834.3,93.76,0,0.909091,0.727273,0.818182,0,0,31,4500,2797.8913,469.817435,0,11 +C17567,63.292505,1,545.38,0,545.38,0,0.916667,0,0.833333,0,0,11,4000,520.936337,156.600058,0.166667,12 +C17568,4135.663046,1,0,0,0,3168.34945,0,0,0,0.5,22,0,4500,1360.105727,1434.932593,0,12 +C17569,129.881716,0.909091,672,0,672,0,0.666667,0,0.666667,0,0,8,1500,775.413322,161.436088,0,12 +C17570,228.107524,1,510.32,216.9,293.42,0,1,0.333333,1,0,0,23,5000,552.200643,182.025154,0,12 +C17571,277.308988,1,1588.34,500,1088.34,0,0.916667,0.083333,0.916667,0,0,18,2500,1316.907062,217.35947,0.083333,12 +C17572,20.920544,0.727273,392.96,0,392.96,0,0.666667,0,0.583333,0,0,8,4000,324.004832,108.557891,0.5,12 +C17573,1462.74666,1,2400.37,2113.74,286.63,0,1,0.666667,1,0,0,34,1700,2893.730422,757.436645,0,12 +C17574,328.436912,0.727273,2738.82,2408.82,330,0,0.583333,0.333333,0.333333,0,0,31,1000,2339.534377,364.97283,0.5,12 +C17575,11.772828,0.272727,101,101,0,0,0.166667,0.166667,0,0,0,2,1200,164.865563,168.403178,0,12 +C17576,6105.102208,1,248.73,0,248.73,8554.169846,0.083333,0,0.083333,0.75,49,2,9000,1824.639869,2173.252529,0,12 +C17577,1223.783946,1,135.24,0,135.24,0,1,0,1,0,0,12,1200,328.934771,678.336519,0,12 +C17578,659.121167,1,458.5,0,458.5,0,0.916667,0,0.916667,0,0,11,1500,65.156724,2883.926424,0,12 +C17579,4228.417754,1,11994.71,11994.71,0,496.521561,0.25,0.25,0,0.083333,2,8,13450,508.797444,1725.645623,0,12 +C17580,384.803407,1,549,291,258,0,0.5,0.083333,0.416667,0,0,9,1000,569.597465,610.732047,0,12 +C17581,141.656741,0.181818,1109.83,1109.83,0,379.155222,0.166667,0.166667,0,0.083333,1,3,1200,0,,0,12 +C17582,18.120946,0.5,57,57,0,0,0.166667,0.166667,0,0,0,1,1500,118.438703,54.138711,0,6 +C17583,1150.04204,1,1283.45,318.67,964.78,47.044876,1,0.25,0.916667,0.083333,1,27,3500,2430.864396,419.675603,0,12 +C17584,158.512412,0.454545,713.64,713.64,0,0,0.083333,0.083333,0,0,0,2,3000,1121.322787,96.145734,0,12 +C17585,4925.078801,1,194.6,194.6,0,2746.434556,0.333333,0.333333,0,0.416667,8,4,9000,5149.230429,1825.521318,0,12 +C17586,61.653547,0.454545,1194.22,0,1194.22,0,0.666667,0,0.666667,0,0,20,3777.777778,1775.371596,101.147508,0,12 +C17587,1669.488962,1,0,0,0,254.011804,0,0,0,0.166667,4,0,1800,571.589438,494.062935,0,12 +C17588,23.587067,1,837.48,0,837.48,0,1,0,1,0,0,12,3500,775.895535,3.300026,0.166667,12 +C17589,61.253237,1,377.86,78,299.86,0,1,0.166667,1,0,0,24,2700,347.206621,177.060952,0.083333,12 +C17590,622.55987,1,343.46,221.84,121.62,1898.121821,0.333333,0.333333,0.166667,0.583333,11,13,1500,964.143984,554.592269,0.083333,12 +C17591,677.077167,1,119.19,0,119.19,181.735735,0.416667,0,0.416667,0.083333,1,5,700,504.762147,641.307637,0,12 +C17593,2.910578,0.727273,56.94,0,56.94,0,0.25,0,0.25,0,0,3,3000,129.412694,42.033228,0.272727,12 +C17594,807.555134,0.818182,242.06,0,242.06,0,0.5,0,0.5,0,0,6,1000,1610.237285,504.351185,0,12 +C17595,1099.649455,1,0,0,0,72.841356,0,0,0,0.166667,2,0,1200,322.777824,309.246328,0,12 +C17596,2369.073061,1,0,0,0,1235.769004,0,0,0,0.2,2,0,3500,3428.646118,403.8183,0,10 +C17597,1.941328,0.181818,15.3,0,15.3,0,0.083333,0,0.083333,0,0,1,5000,190.254352,117.892476,0,12 +C17598,2365.48995,1,0,0,0,1294.098177,0,0,0,0.666667,17,0,2500,816.5164,994.027775,0,12 +C17599,1128.878514,1,129.86,129.86,0,372.192943,0.083333,0.083333,0,0.083333,1,1,4200,767.993781,293.201194,0,12 +C17600,806.446131,1,0,0,0,916.64405,0,0,0,0.083333,1,0,3000,504.66084,258.248739,0,12 +C17601,25.921726,0.545455,268.92,0,268.92,0,0.5,0,0.416667,0,0,6,1500,458.387948,146.450708,1,12 +C17602,531.075085,0.818182,485.73,152.4,333.33,474.10077,0.25,0.083333,0.166667,0.083333,1,3,2500,1657.453579,146.965562,0.1,12 +C17603,1578.053342,1,177.21,0,177.21,0,0.416667,0,0.416667,0,0,5,1400,0,,0,12 +C17604,1371.187284,1,208.76,149,59.76,73.235325,0.25,0.166667,0.166667,0.083333,2,5,1500,447.764231,1969.536576,0,12 +C17605,484.108869,1,0,0,0,850.784054,0,0,0,0.5,10,0,1000,590.725031,184.562158,0,12 +C17606,48.573636,1,258.36,0,258.36,0,1,0,0.833333,0,0,6,1500,197.464636,81.829414,0.5,6 +C17607,709.475496,1,0,0,0,1240.838098,0,0,0,0.25,4,0,1000,1242.9897,402.871353,0.083333,12 +C17608,1768.456809,1,449.73,395.05,54.68,0,0.416667,0.333333,0.333333,0,0,10,3000,664.529374,438.283058,0,12 +C17609,475.229863,1,126.03,126.03,0,452.857459,0.090909,0.090909,0,0.181818,2,1,1200,476.74593,186.404421,0,11 +C17610,75.244732,1,623.3,384.05,239.25,0,1,0.333333,0.833333,0,0,19,4500,579.531266,162.562704,0.727273,12 +C17611,18.627266,0.888889,309.26,0,309.26,0,0.888889,0,0.777778,0,0,14,1500,272.654072,122.277171,0.714286,9 +C17612,980.922091,1,0,0,0,644.770362,0,0,0,0.333333,5,0,1200,569.660031,251.861789,0,12 +C17613,104.311214,0.818182,1270.59,1270.59,0,0,0.583333,0.583333,0,0,0,8,2000,1359.473756,147.45012,1,12 +C17614,2383.427985,1,95.08,95.08,0,2437.054164,0.083333,0.083333,0,0.166667,4,3,2500,145.154675,16415.73279,0,12 +C17615,198.951791,0.25,0,0,0,1365.18629,0,0,0,0.125,1,0,2500,0,,0,8 +C17616,145.47022,1,95,38,57,0,0.25,0.083333,0.166667,0,0,4,1500,175.248349,162.398092,0,12 +C17617,43.087983,0.571429,133,133,0,0,0.142857,0.142857,0,0,0,1,3000,189.248952,96.858626,0,7 +C17618,1273.498021,1,449.28,0,449.28,0,1,0,1,0,0,12,1200,475.727103,4224.383226,0,12 +C17619,33.880019,0.909091,3421.12,3008.55,412.57,269.61939,0.916667,0.833333,0.25,0.166667,2,28,3500,3977.215235,45.434563,1,12 +C17620,21.881528,1,89.04,89.04,0,0,0.083333,0.083333,0,0,0,1,2500,193.985335,96.885791,0,12 +C17621,1223.630962,1,2065.5,628.8,1436.7,0,1,0.166667,1,0,0,46,1500,638.997243,961.531428,0,12 +C17622,1441.993476,0.909091,0,0,0,2464.684708,0,0,0,0.333333,5,0,3000,3206.577257,481.175275,0,12 +C17623,1070.631288,1,651.91,651.91,0,40.07681,0.416667,0.416667,0,0.083333,1,43,1200,258.767714,3520.912186,0,12 +C17624,594.268871,0.909091,1036.76,966.8,69.96,0,0.583333,0.416667,0.25,0,0,17,2500,198.237134,260.480387,0,12 +C17625,25.715061,0.363636,449.32,449.32,0,0,0.166667,0.166667,0,0,0,4,5000,1086.379588,131.749774,1,12 +C17626,1439.410201,1,184.7,184.7,0,0,0.166667,0.166667,0,0,0,2,1500,299.988581,4792.61355,0,12 +C17628,543.815182,1,0,0,0,45.475577,0,0,0,0.083333,1,0,3000,593.946163,261.125552,0,12 +C17629,36.979201,0.181818,0,0,0,4262.120108,0,0,0,0.166667,2,0,2500,22099.47812,173.24367,0,12 +C17630,9220.534572,1,1420.31,777.66,642.65,9816.782544,1,0.25,1,0.833333,29,77,12500,4257.372749,4696.075967,0,12 +C17631,6631.790101,1,74.17,74.17,0,4618.934859,0.090909,0.090909,0,0.454545,10,1,9000,1652.029653,1516.892745,0,11 +C17632,39.251217,1,1066.62,339.1,727.52,204.615371,0.833333,0.833333,0.916667,0.083333,1,49,3500,1340.881787,102.273663,0.5,12 +C17633,2.02217,0.181818,0,0,0,438.924394,0,0,0,0.090909,1,0,1200,1767.395484,87.32882,0,11 +C17634,38.068219,0.727273,799.92,0,799.92,0,1,0,1,0,0,12,2500,553.927866,85.990408,0.333333,12 +C17635,578.795795,0.545455,994.12,105,889.12,2578.563752,0.833333,0.166667,0.833333,0.75,31,12,2500,2369.347633,114.089533,0,12 +C17636,1325.679991,1,1084.87,687.57,397.3,3330.913556,0.833333,0.333333,0.833333,0.416667,9,16,3000,4135.414563,405.944341,0.090909,12 +C17637,743.52828,1,158.95,158.95,0,0,0.375,0.375,0,0,0,3,800,250.349363,185.179066,0,8 +C17638,0,0,180.66,54,126.66,0,0.583333,0.083333,0.5,0,0,7,2700,221.27715,,0,12 +C17639,41.789262,1,821.51,501.95,319.56,109.91813,0.833333,0.083333,0.833333,0.083333,1,11,4000,969.030384,132.158949,0.3,12 +C17640,987.110602,1,0,0,0,1139.392895,0,0,0,0.142857,2,0,1200,139.607827,232.004681,0,7 +C17641,11.981427,0.727273,187.55,0,187.55,0,0.75,0,0.75,0,0,9,1000,261.920143,160.970746,0.625,12 +C17642,11.316443,0.181818,112.23,112.23,0,0,0.083333,0.083333,0,0,0,1,3000,636.15056,88.670668,0,12 +C17643,0,0,300,0,300,0,0.083333,0,0.083333,0,0,1,4000,5228.819138,81.403177,0,12 +C17644,523.127544,1,786.94,582.74,204.2,1088.139436,0.25,0.083333,0.083333,0.25,4,3,1000,1603.447936,223.726642,0.083333,12 +C17645,650.485202,1,555.2,339,216.2,589.349657,0.583333,0.083333,0.416667,0.083333,1,8,1000,351.575597,610.833365,0,12 +C17646,2320.107011,0.888889,2118.42,2118.42,0,3285.570621,0.222222,0.222222,0,0.555556,14,14,5000,922.698832,1312.069434,0,9 +C17647,106.45347,0.818182,2014.84,874.84,1140,0,0.583333,0.416667,0.166667,0,0,24,3000,2139.733072,138.434369,1,12 +C17648,281.112517,0.727273,0,0,0,295.616931,0,0,0,0.166667,3,0,1000,631.473289,219.966022,0,12 +C17649,324.055174,1,2075.13,1100,975.13,0,1,0.083333,1,0,0,48,1500,1653.941553,305.331243,0.25,12 +C17650,617.999607,1,387.7,250,137.7,684.8408,0.833333,0.166667,0.75,0.083333,1,13,1200,1723.350971,332.043275,0.166667,12 +C17651,2076.211673,1,1057,0,1057,0,0.416667,0,0.333333,0,0,8,2500,696.769705,711.321984,0,12 +C17652,63.078242,1,114,0,114,0,0.25,0,0.25,0,0,3,3000,184.582486,136.782541,0,12 +C17653,0.14446,0.1,0,0,0,97.038129,0,0,0,0.2,2,0,7000,186.434257,18.249813,0,10 +C17654,1012.841277,0.818182,0,0,0,790.832609,0,0,0,0.333333,11,0,1500,2531.648689,447.811073,0,12 +C17655,6.526735,0.181818,53.09,53.09,0,0,0.083333,0.083333,0,0,0,1,1000,309.515966,86.885269,0,12 +C17656,83.258534,1,41.4,11.9,29.5,0,0.25,0.083333,0.166667,0,0,3,2700,157.225241,163.317598,0,12 +C17657,852.530387,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1200,387.594772,231.564246,0,12 +C17658,304.249156,0.909091,3127.98,0,3127.98,0,0.833333,0,0.833333,0,0,10,6000,3489.90364,3240.48429,0.714286,12 +C17659,16.004225,0.636364,159.44,0,159.44,0,0.583333,0,0.583333,0,0,11,2700,276.112744,141.915829,0.285714,12 +C17660,1087.784698,1,0,0,0,1562.703953,0,0,0,0.166667,2,0,1500,3093.888643,298.011965,0.166667,12 +C17661,3255.151368,1,1771.6,251,1520.6,1279.568823,0.916667,0.166667,0.75,0.25,6,15,9000,4619.793197,853.911515,0,12 +C17662,69.336196,0.545455,211.87,211.87,0,0,0.083333,0.083333,0,0,0,1,1400,435.005491,133.988377,0,12 +C17663,1433.404387,1,0,0,0,1190.745349,0,0,0,0.25,4,0,2000,993.072444,388.124821,0,12 +C17664,3278.506664,0.625,472.51,216.49,256.02,6548.948805,0.5,0.125,0.375,0.25,8,9,7000,1304.846205,1296.586971,0,8 +C17665,68.624743,1,423.23,243.23,180,0,1,0.111111,0.888889,0,0,10,1000,458.251229,107.879849,0.5,9 +C17666,1562.60448,1,880.22,816.88,63.34,0,0.416667,0.083333,0.333333,0,0,8,2500,459.441845,4257.948127,0,12 +C17667,412.592491,0.545455,0,0,0,1852.218171,0,0,0,0.25,3,0,2500,3935.004997,394.904628,0,12 +C17668,428.598828,1,208,208,0,164.032453,0.25,0.25,0,0.333333,6,4,1200,975.191714,193.993752,0,12 +C17669,2071.951442,1,2090.21,0,2090.21,0,1,0,1,0,0,80,2500,1326.995454,556.63142,0,12 +C17670,973.560975,1,0,0,0,2061.53302,0,0,0,0.818182,21,0,1700,1789.46975,533.405391,0.090909,11 +C17671,624.633263,0.818182,0,0,0,950.85274,0,0,0,0.25,8,0,1000,330.064555,289.686899,0,12 +C17672,965.88461,1,1,1,0,561.024098,0.083333,0.083333,0,0.166667,2,1,1200,751.960548,261.891219,0,12 +C17673,82.568778,1,471.64,0,471.64,0,0.916667,0,0.916667,0,0,23,1200,554.168419,214.877676,0.333333,12 +C17674,383.370294,1,326.74,326.74,0,0,0.25,0.25,0,0,0,3,600,525.776492,199.590057,0,12 +C17675,793.855972,1,1478.93,1478.93,0,0,0.333333,0.333333,0,0,0,10,1200,723.959807,474.254444,0,12 +C17676,51.199057,1,1319.04,1319.04,0,0,1,1,0,0,0,18,3500,1324.448655,126.403394,0.875,12 +C17677,1488.628126,1,0,0,0,2909.050462,0,0,0,0.363636,24,0,3000,1968.413322,439.164743,0.090909,11 +C17678,92.596405,1,720.11,720.11,0,0,0.583333,0.583333,0,0,0,16,1700,535.430352,193.498368,0.222222,12 +C17679,382.63138,1,0,0,0,748.78028,0,0,0,0.090909,1,0,1200,566.605747,196.904622,0,11 +C17680,402.814647,1,960.09,91.8,868.29,373.408367,1,0.083333,1,0.083333,5,59,500,1127.28667,366.395498,0.083333,12 +C17681,1271.172501,0.909091,0,0,0,1865.939841,0,0,0,0.090909,1,0,4000,2099.387435,366.383649,0,11 +C17682,124.743322,0.636364,1007.45,0,1007.45,0,0.583333,0,0.583333,0,0,14,2500,1616.540779,146.493501,1,12 +C17683,1060.039731,1,340,49,291,0,0.5,0.083333,0.416667,0,0,7,2500,261.761454,243.685673,0,12 +C17684,90.084324,1,1098.82,1098.82,0,181.725242,0.583333,0.583333,0,0.083333,1,13,3000,1307.140981,141.008201,0.428571,12 +C17685,85.851188,0.636364,0,0,0,499.092982,0,0,0,0.083333,1,0,600,1528.015928,146.913099,0.285714,12 +C17686,2115.602918,1,320,0,320,2033.14898,0.833333,0,0.75,0.5,17,10,3000,1260.004919,754.052041,0,12 +C17687,193.213122,1,2281.57,905.6,1375.97,0,1,0.916667,0.916667,0,0,45,3000,1782.059904,183.782329,0.909091,12 +C17688,82.98006,1,906.78,0,906.78,0,1,0,1,0,0,25,3000,780.205026,152.745483,0.818182,12 +C17689,991.773081,1,2020,2020,0,600.188405,0.25,0.25,0,0.333333,4,4,3400,1817.827772,322.297689,0,12 +C17690,5482.204366,1,0,0,0,4948.907169,0,0,0,0.5,15,0,9000,1343.176056,1666.085318,0,12 +C17691,1016.496072,1,64.82,64.82,0,994.182547,0.142857,0.142857,0,0.285714,8,1,1200,74.543258,289.569906,0,7 +C17692,205.127197,0.571429,1222.98,1222.98,0,0,0.428571,0.428571,0,0,0,5,3000,1144.83486,121.334941,0,7 +C17693,1450.599152,1,2763.84,1434.43,1329.41,0,1,0.714286,0.857143,0,0,98,2000,343.918862,1339.665316,0,7 +C17694,1405.988009,1,1839,256,1583,1684.658063,1,0.166667,1,0.25,4,27,1800,3603.302652,1249.17396,0,12 +C17695,424.968492,1,272.28,0,272.28,0,1,0,1,0,0,24,1700,64.658608,745.781019,0,12 +C17696,74.4309,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,2500,0,,0,12 +C17697,24.818476,0.909091,390.05,44.9,345.15,0,0.833333,0.083333,0.75,0,0,11,1000,423.338628,117.838976,0.272727,12 +C17698,1109.876538,1,0,0,0,645.643747,0,0,0,0.25,7,0,1200,476.97564,305.129524,0,12 +C17699,679.421923,1,298.49,298.49,0,152.65779,0.083333,0.083333,0,0.083333,1,4,1000,456.143495,216.036561,0,12 +C17700,270.135147,0.909091,958.93,752.9,206.03,0,0.75,0.166667,0.666667,0,0,26,1900,2063.470552,216.497693,0,12 +C17701,256.02662,0.909091,2098.56,1798.3,300.26,0,0.909091,0.909091,0.272727,0,0,22,3000,1909.534262,155.695781,0.25,11 +C17702,794.661653,1,329.96,329.96,0,0,0.083333,0.083333,0,0,0,1,2000,703.606,166.000398,0,12 +C17703,1644.123638,1,0,0,0,830.132133,0,0,0,0.166667,3,0,2500,333.114672,352.392567,0,12 +C17704,28.80071,0.727273,173.02,0,173.02,0,0.5,0,0.5,0,0,6,1000,229.503322,133.44239,0.272727,12 +C17705,976.390024,1,785.4,785.4,0,347.15722,0.333333,0.333333,0,0.25,3,6,3500,820.342892,251.963424,0,12 +C17706,1005.660131,1,710.03,710.03,0,5001.078448,0.416667,0.416667,0,0.916667,40,8,1500,5679.950642,234.569274,0.25,12 +C17707,700.723718,1,425.18,0,425.18,0,1,0,1,0,0,29,3000,148.581846,214.200975,0,12 +C17708,8.27913,0.454545,670,0,670,0,1,0,1,0,0,16,2500,703.772949,43.259694,0.090909,12 +C17709,1373.700066,1,267.75,0,267.75,38.898599,0.75,0,0.666667,0.166667,2,9,1500,446.146419,692.725571,0,12 +C17710,215.475718,1,670.65,300,370.65,0,1,0.083333,0.916667,0,0,18,3000,366.634123,185.037922,0.3,12 +C17711,108.857699,1,3224.34,3224.34,0,0,1,1,0,0,0,39,1500,2752.565833,123.696831,1,12 +C17712,7.215615,0.272727,54.45,54.45,0,0,0.083333,0.083333,0,0,0,1,2000,160.130111,205.168209,0,12 +C17713,1736.930299,1,616,0,616,0,0.916667,0,0.916667,0,0,11,1900,803.881382,644.158808,0,12 +C17714,242.53001,1,3520,0,3520,0,0.916667,0,0.916667,0,0,11,650,3814.912997,3236.66486,0.333333,12 +C17715,1372.083399,1,800,0,800,0,0.833333,0,0.833333,0,0,10,1200,1190.700111,2461.558168,0,12 +C17716,6388.820712,1,5154.75,1622.06,3532.69,0,1,0.5,1,0,0,115,9500,6436.518476,1823.789613,0,12 +C17717,254.94701,1,2870.83,2655.15,215.68,0,1,0.818182,0.727273,0,0,54,7500,2461.126057,194.290114,0.9,11 +C17718,15.813502,0.636364,120.88,0,120.88,0,0.416667,0,0.416667,0,0,5,5000,258.872386,128.94568,0.5,12 +C17719,77.383767,0.636364,2321.87,1212.87,1109,0,0.583333,0.166667,0.583333,0,0,22,1900,2071.265301,88.997719,0.363636,12 +C17720,849.030358,1,345,0,345,101.511988,0.75,0,0.666667,0.083333,1,24,1200,1465.044906,268.949636,0.083333,12 +C17721,525.17417,1,91.23,48.9,42.33,0,0.333333,0.083333,0.25,0,0,4,4000,154.939835,233.341617,0,12 +C17722,510.953138,1,172.41,172.41,0,0,0.083333,0.083333,0,0,0,4,1200,959.003305,242.770679,0,12 +C17723,486.17036,0.545455,0,0,0,1494.441569,0,0,0,0.083333,1,0,1500,2945.61949,120.041669,0.181818,12 +C17724,2291.684027,1,4983.93,4065.93,918,0,0.916667,0.75,0.583333,0,0,33,6500,1149.746347,624.917306,0,12 +C17726,145.722404,1,529.7,240.2,289.5,38.259988,1,0.333333,1,0.083333,1,26,800,363.368053,188.105787,0,12 +C17727,286.814503,1,2016.14,1602.14,414,0,0.666667,0.416667,0.333333,0,0,14,1200,1525.089652,191.602655,0,12 +C17728,22.455964,0.272727,185.25,0,185.25,0,0.25,0,0.166667,0,0,3,1000,371.216038,163.465952,1,12 +C17729,1108.987965,1,0,0,0,75.070968,0,0,0,0.083333,1,0,1500,1690.172114,283.054152,0.083333,12 +C17730,109.473217,1,1251.26,635.79,615.47,0,0.833333,0.25,0.666667,0,0,19,2700,958.931815,187.560093,0.25,12 +C17731,233.092662,1,2613.65,945.45,1668.2,0,1,0.333333,1,0,0,39,6000,2255.232796,427.743632,0.666667,12 +C17732,2112.63873,1,0,0,0,584.940187,0,0,0,0.25,5,0,3500,540.088813,746.131674,0,12 +C17733,1.097736,0.272727,343.82,0,343.82,169.355104,0.833333,0,0.833333,0.083333,1,10,4000,169.895641,9.801394,0,12 +C17734,874.905296,1,484.04,0,484.04,0,1,0,1,0,0,12,1000,873.429792,194.064343,0,12 +C17735,844.022439,1,0,0,0,1125.228876,0,0,0,0.166667,3,0,2500,535.604592,237.229776,0,12 +C17736,87.034432,0.636364,697.57,0,697.57,0,0.5,0,0.416667,0,0,15,3200,811.903413,112.569353,0.454545,12 +C17737,377.56851,1,542.51,542.51,0,0,0.5,0.5,0,0,0,9,1000,567.687367,175.936604,0,12 +C17738,2929.582949,1,0,0,0,1319.276782,0,0,0,0.4,11,0,3000,1153.353618,3422.988223,0,10 +C17739,1101.792789,1,1591.37,1591.37,0,447.953652,0.666667,0.666667,0,0.166667,2,10,3000,699.75547,228.555892,0,12 +C17740,623.583624,1,1344.85,1099.72,245.13,0,0.666667,0.5,0.333333,0,0,21,2200,1374.213771,304.225119,0.083333,12 +C17741,5.109352,0.181818,0,0,0,78.990599,0,0,0,0.083333,1,0,1000,77.984721,14.840576,0.1,12 +C17742,2696.052766,1,0,0,0,3100.942646,0,0,0,0.75,15,0,3000,815.306343,1011.866344,0,12 +C17743,1592.102979,1,45.65,45.65,0,1465.069357,0.083333,0.083333,0,0.083333,1,1,5000,529.542832,424.939464,0,12 +C17744,14.453345,0.636364,38.65,38.65,0,0,0.083333,0.083333,0,0,0,1,1000,52.685663,162.687252,0,12 +C17745,1062.024069,1,0,0,0,402.337729,0,0,0,0.2,3,0,1200,583.53323,267.478951,0,10 +C17746,1033.485033,1,137.57,0,137.57,0,0.166667,0,0.166667,0,0,3,1000,423.925626,708.363328,0,12 +C17747,803.052704,1,19.75,19.75,0,0,0.083333,0.083333,0,0,0,1,2000,402.155365,322.394919,0,12 +C17748,1551.908555,1,416.64,105,311.64,0,1,0.083333,1,0,0,14,2500,539.653696,366.329349,0,12 +C17749,936.370785,1,158.45,158.45,0,0,0.25,0.25,0,0,0,3,1700,160.698863,443.538283,0,12 +C17750,1420.156349,1,0,0,0,445.913736,0,0,0,0.333333,5,0,1500,661.562552,772.85986,0,12 +C17751,14.143579,0.875,175.98,0,175.98,0,0.875,0,0.75,0,0,7,1500,171.928796,111.573318,1,8 +C17752,68.10541,0.25,0,0,0,462.554056,0,0,0,0.25,6,0,500,0,,0,8 +C17753,3025.373271,1,202.72,0,202.72,988.076605,0.583333,0,0.583333,0.083333,1,9,4500,3989.645744,884.183626,0,12 +C17754,2513.983606,1,0,0,0,6140.025312,0,0,0,0.25,4,0,6000,560.461934,741.924179,0,12 +C17755,542.979227,1,1134.96,0,1134.96,2370.439178,1,0,1,0.583333,15,12,1000,2669.005392,422.556516,0.25,12 +C17756,144.436235,0.181818,0,0,0,944.893512,0,0,0,0.083333,1,0,1000,542.036637,365.765347,0,12 +C17757,2017.391656,1,12024.37,11224.1,800.27,0,1,1,0.5,0,0,133,8000,11516.39232,556.651236,0.333333,12 +C17758,39.469095,0.636364,418.97,0,418.97,0,1,0,1,0,0,30,3000,655.157042,109.865935,0,12 +C17759,2579.907754,1,125.51,0,125.51,1377.049309,0.25,0,0.166667,0.416667,10,3,3000,666.355831,774.460823,0,12 +C17760,34.703482,1,247.02,0,247.02,0,1,0,1,0,0,18,2500,194.419235,162.909028,0.166667,12 +C17761,29.466141,0.545455,149,149,0,0,0.083333,0.083333,0,0,0,1,1000,350.176472,215.215582,0,12 +C17762,2764.810135,1,390.52,369.8,20.72,75.74986,0.333333,0.25,0.083333,0.083333,2,6,3000,743.242536,1093.199562,0,12 +C17763,27.931382,0.5,169.4,0,169.4,0,0.4,0,0.2,0,0,5,1500,116.255235,145.094293,0,10 +C17764,2063.9223,0.666667,0,0,0,3858.373703,0,0,0,0.166667,2,0,4000,5696.695114,584.843007,0,6 +C17765,1615.724155,1,673.74,484.46,189.28,624.03835,1,0.333333,0.75,0.416667,12,18,2000,785.833719,873.816183,0,12 +C17767,348.321822,1,0,0,0,178.138151,0,0,0,0.181818,2,0,500,142.741177,195.413588,0,11 +C17768,992.724168,1,527.88,0,527.88,1677.055839,1,0,0.916667,0.166667,2,12,2000,2997.714455,373.079303,0,12 +C17769,5.170635,0.545455,367.95,0,367.95,0,0.916667,0,0.916667,0,0,11,1000,400.457139,28.883262,0.125,12 +C17770,1361.815512,1,1309.72,1106.81,202.91,814.086208,0.916667,0.75,0.916667,0.75,9,53,1700,1668.192483,585.993296,0,12 +C17771,1186.276559,1,391.67,391.67,0,0,0.5,0.5,0,0,0,8,1200,488.194864,927.681751,0,12 +C17772,2966.412112,1,1473.26,0,1473.26,979.388828,1,0,1,0.166667,2,20,3500,1464.911757,1562.426492,0,12 +C17773,1910.793773,1,2754.09,40,2714.09,0,1,0.083333,1,0,0,122,5000,613.246821,688.900224,0,12 +C17774,1175.065336,1,2707.46,2468.96,238.5,323.014918,0.75,0.666667,0.333333,0.166667,2,29,1700,2288.300302,708.708009,0.083333,12 +C17776,378.320894,1,315.02,0,315.02,0,1,0,1,0,0,20,1500,206.090316,202.391607,0,12 +C17777,1492.443188,1,1777.27,0,1777.27,0,0.916667,0,0.833333,0,0,19,5000,1969.412866,344.759419,0,12 +C17778,434.393219,1,343.5,343.5,0,949.910781,0.166667,0.166667,0,0.166667,5,2,1700,504.635307,168.986753,0,12 +C17779,11.673388,0.272727,76,76,0,0,0.083333,0.083333,0,0,0,1,4000,447.312571,84.678373,0,12 +C17780,1.063114,0.090909,20.74,0,20.74,0,0.166667,0,0.166667,0,0,2,1500,168.489938,98.859855,0,12 +C17781,12.169653,1,187.32,0,187.32,0,1,0,1,0,0,12,2000,182.885361,162.175616,1,12 +C17782,738.067431,1,752.97,752.97,0,0,0.666667,0.666667,0,0,0,11,2500,1393.051729,282.663936,0,12 +C17783,77.285458,1,495,0,495,0,1,0,0.916667,0,0,12,1500,416.913773,206.712535,0.181818,12 +C17784,1434.836893,1,413.16,413.16,0,3005.365682,0.416667,0.416667,0,0.166667,6,10,3500,3716.5426,330.705914,0.083333,12 +C17785,1247.905033,1,553.67,0,553.67,0,0.916667,0,0.916667,0,0,11,1200,1927.232575,1247.614497,0.083333,12 +C17786,88.35088,1,697.91,477.91,220,0,1,1,0.416667,0,0,31,5000,646.026876,173.2831,0.25,12 +C17787,252.174753,1,411.01,411.01,0,0,0.833333,0.833333,0,0,0,28,1000,459.467285,188.121403,0,12 +C17788,1516.44717,1,0,0,0,2817.911587,0,0,0,0.142857,1,0,6000,4161.937341,297.615348,0.285714,7 +C17789,3374.66122,1,0,0,0,1154.99477,0,0,0,0.333333,7,0,4000,913.221146,1284.060029,0,12 +C17790,1865.008929,1,0,0,0,2087.392116,0,0,0,0.25,3,0,2500,2709.693363,460.334824,0.083333,12 +C17791,2413.719637,1,0,0,0,905.709193,0,0,0,0.083333,5,0,2500,626.891685,770.717959,0,12 +C17792,411.27629,1,1524.65,1153.52,371.13,0,1,0.583333,1,0,0,51,900,626.104114,236.645745,0.083333,12 +C17793,97.281118,0.818182,3091.75,1456.8,1634.95,0,1,0.416667,1,0,0,48,3000,3424.057988,136.71723,0.636364,12 +C17794,568.222966,1,140.03,140.03,0,0,0.083333,0.083333,0,0,0,4,1200,203.362743,203.599221,0,12 +C17795,2773.411911,1,418.68,0,418.68,2260.076139,1,0,1,0.666667,14,31,3000,2027.44214,1938.332752,0,12 +C17796,294.720216,1,1880,0,1880,0,1,0,0.833333,0,0,6,1000,1479.018473,87.232429,1,6 +C17797,1619.001848,0.363636,0,0,0,4892.793928,0,0,0,0.181818,3,0,5000,368.653175,403.883591,0,11 +C17798,197.159684,1,0,0,0,351.023706,0,0,0,0.25,2,0,1000,373.550284,107.037616,0,8 +C17799,954.617658,1,0,0,0,808.545456,0,0,0,0.333333,4,0,2000,228.635319,398.358635,0,12 +C17800,44.935526,1,401.06,0,401.06,0,0.916667,0,0.916667,0,0,11,1000,441.438423,181.013795,0.4,12 +C17801,28.497217,1,258.91,0,258.91,0,1,0,1,0,0,21,5000,247.067092,162.594517,0.75,12 +C17802,7114.235621,1,1072.24,1000,72.24,2088.213086,0.666667,0.083333,0.583333,0.25,7,9,10000,1837.750949,2449.812844,0,12 +C17803,1007.440908,1,430.54,0,430.54,687.666124,1,0,1,0.166667,2,21,4000,1526.508633,286.221253,0,12 +C17804,2471.904646,1,1590.58,1590.58,0,283.730479,0.583333,0.583333,0,0.166667,2,35,6500,813.995856,622.038869,0,12 +C17805,733.100601,0.714286,0,0,0,1588.05231,0,0,0,0.428571,4,0,1500,582.050862,200.248315,0,7 +C17806,1159.619047,0.909091,0,0,0,73.699863,0,0,0,0.090909,1,0,1200,192.970203,391.470419,0,11 +C17807,1818.933435,1,0,0,0,1566.811923,0,0,0,0.333333,11,0,2000,805.588424,2754.62376,0,12 +C17808,90.582466,1,809.79,0,809.79,0,1,0,1,0,0,44,2700,766.101615,175.058479,0.916667,12 +C17809,1819.444477,1,0,0,0,197.334971,0,0,0,0.333333,4,0,2500,572.900672,469.774269,0,12 +C17810,28.832982,0.9,266.58,0,266.58,0,0.9,0,0.8,0,0,18,1500,223.918762,138.849662,0.75,10 +C17811,7.833571,0.181818,92.24,0,92.24,0,0.166667,0,0.166667,0,0,2,1500,484.14452,83.689672,0.5,12 +C17812,433.075331,1,750,0,750,0,1,0,0.916667,0,0,12,1500,719.974026,195.907231,0,12 +C17813,45.82108,0.181818,632,0,632,0,0.166667,0,0.166667,0,0,2,4000,3746.417043,119.285915,1,12 +C17814,2724.169852,1,49,49,0,189.855977,0.083333,0.083333,0,0.083333,1,1,3000,558.687221,1164.897621,0,12 +C17815,83.030075,1,2298.89,567.55,1731.34,0,0.916667,0.166667,0.833333,0,0,22,1000,2034.589917,166.237338,1,12 +C17816,1008.494418,1,639.7,0,639.7,0,1,0,1,0,0,32,1000,862.819773,1027.530687,0,12 +C17817,1688.247199,1,1937.64,928.18,1009.46,967.811335,0.818182,0.454545,0.545455,0.454545,16,22,2500,745.063871,963.517552,0,11 +C17818,608.300379,1,0,0,0,27.107553,0,0,0,0.083333,1,0,1700,204.950565,214.137194,0,12 +C17819,211.865308,0.909091,2505.3,0,2505.3,0,0.833333,0,0.833333,0,0,20,3800,2944.674292,149.123712,1,12 +C17820,454.181676,1,1361.65,1361.65,0,0,0.25,0.25,0,0,0,9,4000,1643.948056,152.368392,0.166667,12 +C17821,2646.022772,1,1541.13,487,1054.13,1234.504809,0.916667,0.25,0.833333,0.333333,6,17,4000,600.203047,575.913224,0,12 +C17822,332.697638,1,1080,555,525,0,0.5,0.083333,0.333333,0,0,6,2000,603.181053,99.565218,0,12 +C17823,489.488586,1,215,70,145,732.654518,0.333333,0.166667,0.083333,0.416667,10,5,700,881.801225,316.534888,0.090909,12 +C17824,312.197634,0.181818,0,0,0,5104.121726,0,0,0,0.181818,8,0,8000,0,,0,11 +C17825,205.421413,1,1174.98,0,1174.98,0,1,0,0.833333,0,0,6,1000,989.875292,78.504927,0.5,6 +C17826,3300.406797,1,459,170,289,3895.391723,0.666667,0.25,0.416667,0.416667,13,9,5000,1585.23765,904.654686,0,12 +C17827,5471.186593,0.777778,0,0,0,8411.998221,0,0,0,0.555556,10,0,9000,1281.454609,1401.967646,0,9 +C17828,685.063917,1,0,0,0,110.795488,0,0,0,0.25,4,0,700,308.035273,334.274864,0,12 +C17829,467.439275,1,0,0,0,938.573177,0,0,0,0.333333,6,0,800,581.994796,214.399847,0,12 +C17830,722.404832,0.909091,0,0,0,1356.687002,0,0,0,0.333333,5,0,1500,215.857868,273.52542,0,12 +C17831,16.976117,0.454545,424.99,0,424.99,0,0.583333,0,0.5,0,0,7,5000,603.395705,77.553281,0.5,12 +C17832,275.240429,0.909091,0,0,0,610.08928,0,0,0,0.25,5,0,700,1186.237636,189.618452,0.090909,12 +C17833,666.247487,1,511.34,103,408.34,100.749379,0.833333,0.083333,0.833333,0.166667,4,12,700,1145.870591,768.267252,0,12 +C17834,20.594739,1,320.64,0,320.64,0,1,0,1,0,0,12,4000,273.840392,168.037964,0.416667,12 +C17835,300.012533,1,3286.41,2689.44,596.97,0,1,1,0.5,0,0,53,1400,3035.03764,210.567593,0.545455,12 +C17836,45.905486,1,398.4,0,398.4,0,1,0,1,0,0,12,4000,403.594309,171.92066,0.916667,12 +C17837,3377.632916,1,0,0,0,1241.559904,0,0,0,0.083333,2,0,5000,1028.191288,724.601528,0,12 +C17838,25.407311,1,504.96,0,504.96,0,1,0,1,0,0,48,3000,464.099225,166.39765,0.916667,12 +C17839,504.127471,0.909091,0,0,0,18.042768,0,0,0,0.083333,1,0,1200,1383.846999,376.80756,0.1,12 +C17840,2270.623981,1,1200,1200,0,2629.671395,0.083333,0.083333,0,0.333333,9,1,3000,967.527752,1172.021803,0,12 +C17841,2230.689402,1,0,0,0,2393.464326,0,0,0,0.166667,4,0,2500,458.73255,467.263413,0,12 +C17842,30.217276,0.636364,332.5,0,332.5,0,0.583333,0,0.5,0,0,8,3000,262.580865,86.813318,0.416667,12 +C17843,2741.024256,1,0,0,0,36.741165,0,0,0,0.083333,2,0,3000,542.317437,4738.971247,0,12 +C17844,124.58001,0.818182,1302.02,0,1302.02,0,0.75,0,0.75,0,0,9,3000,1737.687605,162.034789,0.555556,12 +C17845,1.695294,0.090909,9.87,0,9.87,0,0.083333,0,0.083333,0,0,1,5000,151.732627,98.617471,0.5,12 +C17846,349.788099,1,400.6,400.6,0,0,0.416667,0.416667,0,0,0,6,450,308.109946,170.326506,0,12 +C17847,16.388956,0.272727,68.88,0,68.88,0,0.166667,0,0.166667,0,0,2,3000,639.609691,129.312379,0,12 +C17848,1551.842759,1,0,0,0,681.2559,0,0,0,0.083333,2,0,1800,522.486041,596.988355,0,12 +C17849,0.407093,0.090909,49,49,0,0,0.083333,0.083333,0,0,0,1,3000,0,,0,12 +C17850,68.045739,0.909091,501.85,0,501.85,0,1,0,1,0,0,31,1200,531.541585,149.507563,0.181818,12 +C17851,7081.171387,1,0,0,0,26194.04954,0,0,0,0.909091,69,0,9000,20191.3077,1926.017588,0.222222,11 +C17852,211.35235,1,267.34,0,267.34,0,1,0,1,0,0,22,4000,153.812692,185.947547,0,12 +C17853,1.533981,0.545455,141.56,0,141.56,0,0.5,0,0.5,0,0,6,4000,248.103302,44.570781,1,12 +C17854,827.00042,1,0,0,0,965.526999,0,0,0,0.25,20,0,1000,333.441983,326.953822,0,12 +C17855,3495.735827,1,0,0,0,9413.199416,0,0,0,0.5,8,0,5000,9960.882548,888.371377,0.083333,12 +C17856,1571.218695,1,375.24,375.24,0,1093.862642,0.7,0.7,0,0.4,9,8,1700,824.975105,563.475533,0,10 +C17857,180.238427,1,2749.92,0,2749.92,0,1,0,1,0,0,12,500,2723.611325,2549.226889,0.083333,12 +C17858,21.87058,0.636364,405,255,150,0,0.333333,0.083333,0.25,0,0,7,4000,414.423817,88.853589,0,12 +C17859,20.599719,0.818182,423.62,0,423.62,0,0.75,0,0.666667,0,0,16,2500,452.606219,165.044111,0.714286,12 +C17860,1979.782537,1,1687.62,1396.32,291.3,1418.626391,0.916667,0.666667,0.75,0.333333,6,31,3200,864.07868,643.861607,0,12 +C17861,208.581872,1,2608.02,2155.67,452.35,0,1,1,0.416667,0,0,51,3500,2625.80225,178.035597,0.916667,12 +C17862,2041.527181,1,94.16,0,94.16,972.530598,0.083333,0,0.083333,0.416667,12,1,2500,1073.025534,577.733132,0,12 +C17863,786.158276,1,679.24,100,579.24,890.644405,1,0.083333,0.916667,0.25,8,13,1000,1653.190684,504.64823,0.090909,12 +C17864,3.019634,0.25,45.6,0,45.6,0,0.25,0,0.25,0,0,2,1600,73.212859,111.928897,0,8 +C17865,31.552814,0.545455,1428.02,509,919.02,0,1,0.25,1,0,0,37,1500,1137.556503,45.155492,0,12 +C17866,37.550351,1,633.24,0,633.24,0,1,0,1,0,0,12,4000,588.246987,197.915029,0.416667,12 +C17867,717.764625,1,3358.25,3358.25,0,0,1,1,0,0,0,127,4000,2370.592652,202.790825,0,12 +C17868,95.08385,0.818182,817.66,0,817.66,0,0.833333,0,0.75,0,0,10,2500,761.008544,151.01851,0.375,12 +C17869,2.911999,1,347.55,0,347.55,0,0.25,0,0.25,0,0,3,5000,386.639613,11.802831,0,12 +C17870,0.570113,0.090909,29,29,0,0,0.083333,0.083333,0,0,0,1,2500,319.172687,,0,12 +C17871,143.50998,1,549.17,0,549.17,0,0.75,0,0.666667,0,0,22,1500,285.145558,207.003426,0,12 +C17872,1587.706693,1,450,0,450,270.92481,0.5,0,0.5,0.25,4,6,1800,600.299728,1032.599236,0,12 +C17873,2246.21264,1,0,0,0,2561.494053,0,0,0,0.285714,4,0,4500,434.927101,330.293724,0,7 +C17874,3395.090243,1,0,0,0,9071.14623,0,0,0,0.166667,5,0,9000,9483.800873,975.830612,0.166667,12 +C17875,16.834929,0.454545,15,15,0,209.025389,0.090909,0.090909,0,0.090909,1,1,7500,430.213001,86.959785,0,11 +C17876,1205.235951,1,413.23,331.87,81.36,0,1,0.75,0.625,0,0,19,1200,476.38169,462.78765,0,8 +C17877,1354.623473,1,495.43,495.43,0,453.244036,0.75,0.75,0,0.5,8,13,2000,280.31102,442.992384,0,12 +C17878,1923.696463,0.727273,527.6,0,527.6,5326.343132,0.25,0,0.25,0.416667,48,25,5000,2999.461289,1008.776986,0,12 +C17879,0,0,30.98,0,30.98,0,0.166667,0,0.166667,0,0,2,4000,63.582004,14.45821,0.090909,12 +C17880,1610.489628,1,0,0,0,811.491192,0,0,0,0.25,3,0,2000,383.426341,362.428606,0,12 +C17881,448.426181,1,0,0,0,1158.133733,0,0,0,0.166667,3,0,1400,1956.051348,185.615564,0.083333,12 +C17882,2455.423773,1,2695.07,227.97,2467.1,1440.078629,0.833333,0.166667,0.75,0.333333,6,22,3000,2963.914089,882.951164,0,12 +C17883,1237.897608,1,403.38,403.38,0,1593.700723,0.333333,0.333333,0,0.25,11,4,1500,2291.077923,398.248053,0,12 +C17884,1.344661,0.181818,785.9,0,785.9,0,1,0,1,0,0,20,3000,789.264325,0.319475,0,12 +C17885,1592.017292,1,372.09,372.09,0,0,0.166667,0.166667,0,0,0,10,4000,389.29309,574.750942,0,12 +C17886,264.103675,0.818182,3568.21,2336.41,1231.8,0,0.75,0.666667,0.583333,0,0,60,1500,4210.212171,170.018992,1,12 +C17887,1096.517209,0.833333,0,0,0,2408.490506,0,0,0,0.666667,6,0,2000,822.741522,171.049246,0,6 +C17888,1099.221912,1,155.8,155.8,0,578.660857,0.083333,0.083333,0,0.166667,4,2,1200,875.977859,1749.680157,0,12 +C17889,1775.884148,1,0,0,0,2444.627773,0,0,0,0.333333,14,0,2500,399.8626,646.089964,0,12 +C17890,6482.798242,1,0,0,0,706.910571,0,0,0,0.083333,2,0,7500,4630.593136,2439.310585,0,12 +C17891,3015.25965,1,0,0,0,4715.033095,0,0,0,0.416667,11,0,6000,2234.914332,719.810646,0,12 +C17892,2722.532415,1,0,0,0,2946.839566,0,0,0,0.083333,1,0,3000,743.715499,812.598903,0,12 +C17893,33.585586,1,298.2,0,298.2,0,1,0,1,0,0,12,4000,299.548557,171.520002,1,12 +C17894,4486.637152,1,1712.75,1712.75,0,13665.03207,0.25,0.25,0,0.75,15,4,9500,10105.48672,1154.029789,0,12 +C17895,162.580388,1,1403.42,153.5,1249.92,0,1,0.166667,0.916667,0,0,16,2500,1045.177657,163.608183,0.1,12 +C17896,50.926002,1,165.97,0,165.97,0,0.583333,0,0.5,0,0,7,1500,119.24583,332.440855,0,12 +C17897,16.727286,0.888889,174.46,0,174.46,0,0.888889,0,0.666667,0,0,8,1500,142.694823,116.628448,0.333333,9 +C17898,706.182752,1,3304.27,802.8,2501.47,0,0.916667,0.25,0.833333,0,0,30,4000,2863.455277,215.790698,0.25,12 +C17899,2272.494247,1,614.37,435.37,179,2072.631184,0.75,0.333333,0.416667,0.166667,5,23,2500,617.216175,915.672534,0,12 +C17900,23.981951,0.454545,1934.16,1934.16,0,0,0.416667,0.416667,0,0,0,6,2500,3721.903965,54.690715,1,12 +C17901,987.102704,1,66.5,66.5,0,770.310099,0.083333,0.083333,0,0.083333,1,1,2500,284.964748,232.626904,0,12 +C17902,267.908144,0.909091,30,30,0,117.579435,0.090909,0.090909,0,0.454545,5,1,300,198.682086,176.843605,0,11 +C17903,25.474414,0.818182,240,0,240,0,1,0,1,0,0,12,2000,188.072777,127.210691,0.222222,12 +C17904,130.678469,0.545455,1480.76,1480.76,0,0,0.333333,0.333333,0,0,0,19,1000,2441.727849,153.303679,1,12 +C17905,465.86405,0.909091,0,0,0,895.874898,0,0,0,0.5,19,0,1000,643.394901,342.36985,0,12 +C17906,56.748977,1,470.38,365.38,105,0,1,0.916667,0.416667,0,0,18,4500,514.48579,207.790429,0,12 +C17907,8.415931,0.545455,136.36,0,136.36,0,0.333333,0,0.25,0,0,5,1000,333.700979,113.721974,0.5,12 +C17908,64.937308,0.636364,442.03,209,233.03,0,0.583333,0.083333,0.5,0,0,8,1200,149.634213,204.316917,0,12 +C17909,821.011673,1,399.99,399.99,0,0,0.083333,0.083333,0,0,0,2,2500,1140.142325,204.400186,0,12 +C17910,50.004286,1,341.14,0,341.14,0,1,0,1,0,0,23,3000,231.514712,135.58233,0,12 +C17911,898.429424,1,495.7,495.7,0,1526.89916,0.5,0.5,0,0.625,23,4,1200,1477.267198,859.154662,0,8 +C17912,3179.056936,1,4407.78,3191.23,1216.55,0,1,0.25,0.916667,0,0,29,9000,1257.677615,768.936115,0,12 +C17913,1322.64748,1,799.92,0,799.92,0,1,0,1,0,0,20,1000,469.485706,9299.951204,0,12 +C17914,12.472571,0.727273,87.67,87.67,0,0,0.083333,0.083333,0,0,0,5,2000,123.304221,86.6785,0,12 +C17915,1364.897308,1,0,0,0,1129.837811,0,0,0,0.166667,6,0,1500,365.272698,353.215704,0,12 +C17916,2572.293007,1,0,0,0,3585.959553,0,0,0,0.333333,6,0,3000,1364.325644,587.096981,0,12 +C17917,416.729679,0.909091,1243.04,1153.34,89.7,0,0.75,0.583333,0.25,0,0,22,3500,2257.677587,171.444686,0.3,12 +C17919,508.164075,1,57,57,0,360.728419,0.166667,0.166667,0,0.583333,8,2,600,576.386562,498.342596,0,12 +C17920,6.525943,0.285714,290.5,0,290.5,0,1,0,0.857143,0,0,7,2000,474.469741,16.087082,0,7 +C17921,376.997522,1,0,0,0,928.598154,0,0,0,0.166667,3,0,1000,1008.342761,269.826013,0,12 +C17922,134.299115,0.909091,1059.18,0,1059.18,0,0.833333,0,0.833333,0,0,10,4000,1201.538972,159.033099,0.727273,12 +C17923,3.483716,0.272727,98.81,0,98.81,0,0.25,0,0.25,0,0,3,3000,368.319582,135.799005,1,12 +C17924,1579.595049,1,35,35,0,0,0.083333,0.083333,0,0,0,1,1800,791.526478,698.019678,0,12 +C17925,1520.956418,1,450.67,0,450.67,0,0.916667,0,0.916667,0,0,11,1500,505.658258,4754.136596,0,12 +C17926,664.911581,1,0,0,0,1158.897578,0,0,0,0.166667,2,0,1800,1977.246775,212.665892,0,12 +C17927,483.422715,1,1196.35,738.41,457.94,0,0.75,0.5,0.333333,0,0,17,5000,1789.757024,170.786793,0.083333,12 +C17928,179.825945,1,1212.66,347.61,865.05,456.612334,0.833333,0.25,0.75,0.083333,1,25,2500,1711.231409,160.362153,0.272727,12 +C17929,314.417629,0.833333,300,85,215,556.806033,0.833333,0.166667,0.666667,0.166667,2,11,1200,497.384901,88.127077,0.25,6 +C17930,427.642111,0.888889,0,0,0,2563.705644,0,0,0,0.888889,62,0,1200,2853.967334,146.976542,0.5,9 +C17931,1120.08097,1,0,0,0,1218.392345,0,0,0,0.25,7,0,2500,299.789938,320.133269,0,12 +C17933,772.338967,1,198.39,0,198.39,0,0.636364,0,0.636364,0,0,7,1000,63.876242,2928.101382,0,11 +C17934,864.410501,0.9,0,0,0,1914.752895,0,0,0,0.1,1,0,2500,2290.455361,178.028403,0.142857,10 +C17935,65.915182,0.727273,840,0,840,0,0.666667,0,0.583333,0,0,8,1000,1014.023858,185.815051,0.857143,12 +C17937,518.894713,1,0,0,0,2166.099038,0,0,0,0.333333,3,0,1200,1361.199423,178.257591,0.5,6 +C17938,1006.592714,0.909091,1341.62,1341.62,0,0,0.363636,0.363636,0,0,0,186,1200,1444.198295,708.609079,0,11 +C17939,89.513525,0.909091,1452.41,764,688.41,0,0.916667,0.166667,0.833333,0,0,24,3000,1690.741787,178.002763,1,12 +C17940,448.808529,0.909091,0,0,0,667.057963,0,0,0,0.083333,1,0,4000,651.33864,192.140691,0,12 +C17941,1845.623354,1,480.9,399.62,81.28,1898.921039,0.5,0.166667,0.333333,0.5,27,9,3000,1351.296989,881.446699,0,12 +C17942,4.326857,0.545455,100.12,0,100.12,0,0.75,0,0.666667,0,0,9,4000,123.485948,61.021667,0.3,12 +C17943,124.292939,1,155,155,0,812.350168,0.1,0.1,0,0.5,5,1,2500,1374.631056,89.92398,0.1,10 +C17944,18.180646,1,220.06,0,220.06,0,1,0,1,0,0,12,1000,217.276088,140.596138,0.7,12 +C17945,1623.723148,1,1283.16,0,1283.16,274.532868,1,0,1,0.166667,2,36,1700,1047.305005,1431.799502,0,12 +C17946,1502.000147,1,0,0,0,38.652502,0,0,0,0.166667,2,0,1500,277.216226,776.108751,0,12 +C17947,106.894095,0.909091,62.73,0,62.73,0,0.272727,0,0.181818,0,0,3,5000,540.130507,146.069474,0.272727,11 +C17948,865.161494,1,857.8,362.33,495.47,0,1,0.583333,1,0,0,37,1200,1152.9477,212.715695,0,12 +C17950,1.199105,0.272727,20,20,0,0,0.083333,0.083333,0,0,0,1,500,182.462948,107.00915,0,12 +C17951,342.76107,1,20,20,0,148.074839,0.083333,0.083333,0,0.25,3,1,500,507.859879,198.241326,0,12 +C17952,153.027262,1,1455.78,631.63,824.15,0,1,0.916667,0.916667,0,0,32,1500,1057.971559,167.104469,0.916667,12 +C17953,1295.87959,1,184.27,1,183.27,906.848796,0.333333,0.083333,0.166667,0.333333,7,10,2000,296.068191,417.694654,0,12 +C17954,360.671491,1,3956.64,0,3956.64,148.682192,1,0,1,0.083333,1,12,4500,4013.483114,3662.236048,0.25,12 +C17955,2.571837,0.1,99,0,99,0,0.2,0,0.2,0,0,2,2500,45.168124,,0,10 +C17956,2202.376446,1,0,0,0,1701.905324,0,0,0,0.166667,11,0,6000,512.773385,546.699776,0,12 +C17957,82.470475,0.545455,282.75,0,282.75,0,0.25,0,0.25,0,0,3,1000,563.922891,84.236228,0,12 +C17958,1109.84819,1,261.56,182.37,79.19,1192.668467,0.416667,0.333333,0.166667,0.166667,8,8,1200,572.817257,697.038439,0,12 +C17959,116.343256,1,38,0,38,0,0.333333,0,0.333333,0,0,4,1500,59.260669,215.395806,0,12 +C17960,482.671967,1,0,0,0,18.976859,0,0,0,0.083333,1,0,500,132.659676,266.857429,0,12 +C17962,3332.460521,1,1061.66,120,941.66,3820.451636,1,0.125,0.875,0.5,7,18,4500,1173.78064,857.134571,0,8 +C17963,13.353513,0.636364,717.95,717.95,0,0,0.636364,0.636364,0,0,0,14,5500,864.238423,92.807829,0.75,11 +C17964,1648.217916,0.857143,250,0,250,1822.194082,0.571429,0,0.428571,0.142857,2,8,3000,249.96881,352.00023,0,7 +C17965,61.763018,1,35.3,0,35.3,0,0.25,0,0.25,0,0,3,1500,75.285164,171.993034,0,12 +C17966,722.855351,1,0,0,0,396.516695,0,0,0,0.166667,2,0,2500,187.058515,325.505999,0,12 +C17967,1836.565272,1,0,0,0,1265.552953,0,0,0,0.166667,5,0,2500,713.124426,476.311984,0,12 +C17968,4.115287,0.363636,60,0,60,0,0.333333,0,0.25,0,0,4,2500,109.888829,166.384674,0,12 +C17969,36.898142,0.909091,942.34,0,942.34,0,0.916667,0,0.916667,0,0,21,1500,1007.917726,98.74335,0.666667,12 +C17970,1366.778251,1,5065.83,4539.7,526.13,48.245421,1,1,0.666667,0.083333,1,69,1700,4366.758829,904.850068,0,12 +C17971,771.773362,1,750,250,500,0,0.333333,0.083333,0.25,0,0,5,4000,204.167996,260.332459,0,12 +C17972,2134.176153,1,4253.64,2666.32,1587.32,0,1,1,0.833333,0,0,69,7000,7486.403423,574.771719,0,12 +C17973,9.113909,1,106.56,0,106.56,0,1,0,1,0,0,12,3000,110.590507,55.716728,0.909091,12 +C17974,845.815387,1,37.5,0,37.5,0,0.083333,0,0.083333,0,0,1,1000,0,,0,12 +C17975,10856.48301,1,45.65,45.65,0,5096.886673,0.083333,0.083333,0,0.25,5,1,14500,2670.733732,2917.469357,0,12 +C17976,352.58799,1,281.81,183.81,98,0,0.666667,0.416667,0.583333,0,0,15,1600,835.301657,175.210164,0.083333,12 +C17977,438.4161,1,673.68,0,673.68,0,1,0,1,0,0,12,1000,717.601973,234.926499,0,12 +C17978,1348.085189,1,0,0,0,1364.200415,0,0,0,0.25,6,0,3500,721.056957,372.603452,0,12 +C17979,219.885039,1,1857.17,1367.65,489.52,0,0.75,0.166667,0.583333,0,0,16,1800,630.186926,210.086007,0,12 +C17980,22.35378,0.181818,284.5,284.5,0,0,0.083333,0.083333,0,0,0,2,1000,1578.650857,86.173877,0,12 +C17981,25.201833,0.454545,609.01,0,609.01,0,1,0,1,0,0,50,3000,513.138281,44.804433,0.181818,12 +C17982,4617.891585,1,1973,108,1865,1817.470617,0.666667,0.166667,0.583333,0.416667,16,63,4500,2755.623951,3796.57669,0,12 +C17983,1757.439933,0.833333,0,0,0,2408.007601,0,0,0,0.166667,6,0,2500,175.115831,450.616731,0,6 +C17984,1064.473728,1,0,0,0,904.682287,0,0,0,0.166667,6,0,1200,1769.702541,410.402406,0,12 +C17985,1420.656377,0.875,0,0,0,1773.769481,0,0,0,0.25,4,0,2500,316.465166,344.662808,0,8 +C17986,862.413024,1,108,0,108,925.602681,0.333333,0,0.333333,0.333333,10,4,1000,1151.18815,2977.301882,0,12 +C17988,1061.570865,1,0,0,0,525.428754,0,0,0,0.166667,2,0,2500,417.214903,235.325924,0,12 +C17989,2.422926,0.363636,64,0,64,0,0.333333,0,0.333333,0,0,4,4000,151.901371,70.78109,0.333333,12 +C17990,0,0,147,0,147,0,1,0,1,0,0,12,2500,152.109132,,0,12 +C17991,1746.714825,1,0,0,0,113.673261,0,0,0,0.166667,2,0,1800,354.637009,756.052579,0,12 +C17992,52.278293,1,346.46,0,346.46,0,0.916667,0,0.833333,0,0,16,4000,203.562894,177.972156,0.333333,12 +C17993,4.448015,0.272727,71.81,0,71.81,0,0.25,0,0.25,0,0,3,3000,257.226631,130.382506,1,12 +C17994,858.880154,1,65,65,0,1054.41113,0.083333,0.083333,0,0.416667,6,1,3000,1288.141804,207.770998,0,12 +C17995,1034.332765,1,0,0,0,279.336255,0,0,0,0.25,6,0,1000,714.753968,660.660155,0,12 +C17996,68.156278,1,785.76,0,785.76,0,1,0,1,0,0,33,2000,708.743776,181.392809,0.083333,12 +C17997,3919.394766,1,467.06,467.06,0,11173.77587,0.333333,0.333333,0,0.5,15,6,8000,6854.447424,1202.767539,0.1,12 +C17998,2339.4425,1,2941.53,1032.4,1909.13,0,1,0.5,1,0,0,86,3000,2055.656122,697.394834,0,12 +C17999,0,0,228.59,0,228.59,0,0.75,0,0.75,0,0,16,4000,545.756332,,0,12 +C18000,91.478145,0.636364,209.4,0,209.4,0,0.333333,0,0.333333,0,0,4,2000,431.612195,129.715755,0,12 +C18001,58.603273,0.181818,2080.51,2080.51,0,0,0.166667,0.166667,0,0,0,7,2500,1965.056445,14.242628,0,12 +C18002,38.475299,0.818182,61.8,0,61.8,0,0.333333,0,0.333333,0,0,4,1000,165.771479,137.482544,0,12 +C18003,477.903003,1,566.12,396.51,169.61,493.409789,0.333333,0.25,0.25,0.416667,7,12,1500,457.330803,210.151115,0,12 +C18004,1291.394861,1,778.12,289.86,488.26,0,1,0.25,0.916667,0,0,21,1200,853.446434,3354.1893,0,12 +C18005,54.713751,0.909091,578.6,0,578.6,0,0.833333,0,0.75,0,0,10,2500,607.673138,184.597912,0.333333,12 +C18006,223.281483,1,4151.48,3113.59,1037.89,0,1,0.916667,1,0,0,92,3000,3450.614791,171.300306,0.9,12 +C18007,1641.801417,1,1192.18,328.21,863.97,1026.486577,1,0.083333,1,0.416667,8,19,2000,1739.401295,606.312146,0,12 +C18008,107.271213,1,726.42,0,726.42,0,0.833333,0,0.75,0,0,12,1000,744.715148,168.66921,0.888889,12 +C18009,99.040178,1,1100,0,1100,0,0.833333,0,0.833333,0,0,10,1000,1310.127669,167.38994,0.727273,12 +C18010,972.604156,1,0,0,0,803.573286,0,0,0,0.166667,2,0,1200,751.50856,230.564527,0,12 +C18011,357.593551,1,68,0,68,0,0.333333,0,0.333333,0,0,4,1500,243.400118,194.028384,0,12 +C18012,15.922218,1,300,0,300,0,1,0,1,0,0,12,2000,276.242239,,0,12 +C18013,53.090328,1,546.7,0,546.7,47.68994,0.833333,0,0.75,0.083333,1,14,2500,753.224953,128.402444,0.454545,12 +C18014,827.66215,1,965,890,75,0,0.333333,0.166667,0.166667,0,0,4,2000,748.605862,330.125475,0,12 +C18015,615.726189,0.666667,1317.34,1317.34,0,0,0.222222,0.222222,0,0,0,2,2500,328.995042,185.210313,0,9 +C18016,94.277559,0.818182,2290,0,2290,0,0.833333,0,0.833333,0,0,10,4500,2525.565248,17.482689,0,12 +C18017,1219.044349,1,0,0,0,927.862723,0,0,0,0.333333,15,0,2500,259.368165,303.515952,0,12 +C18018,16.707289,0.875,69.23,0,69.23,0,0.875,0,0.75,0,0,7,1500,43.829632,111.411433,0,8 +C18019,1361.203619,1,952.09,523.09,429,2749.569996,0.583333,0.166667,0.416667,0.333333,4,19,1500,4256.495061,426.96591,0.083333,12 +C18020,2194.238291,1,545.83,545.83,0,3222.211747,0.166667,0.166667,0,0.416667,7,2,8000,498.274938,735.839735,0,12 +C18021,445.146763,0.857143,2118.54,950.19,1168.35,203.910421,0.857143,0.714286,0.714286,0.285714,3,27,1000,1443.057787,229.489434,0.4,7 +C18022,32.726042,0.636364,303.51,303.51,0,0,0.333333,0.333333,0,0,0,5,1200,550.181692,100.810197,0.666667,12 +C18023,2896.14848,1,321.81,118.16,203.65,1925.397633,0.5,0.166667,0.25,0.333333,4,9,3500,599.84614,1440.449304,0,12 +C18024,1630.431093,1,43.89,43.89,0,534.841135,0.083333,0.083333,0,0.083333,3,1,6000,3281.742636,536.479995,0,12 +C18025,1847.085007,1,1573.35,592,981.35,0,0.916667,0.416667,0.75,0,0,40,6000,575.443785,429.239075,0,12 +C18026,779.577168,0.454545,0,0,0,2757.126538,0,0,0,0.25,4,0,6000,9307.719055,515.375559,0.2,12 +C18027,76.631162,1,406.78,406.78,0,0,0.272727,0.272727,0,0,0,3,7500,593.46007,114.512379,0.2,11 +C18028,532.738123,1,5403.84,642.52,4761.32,0,1,1,1,0,0,85,7500,4908.599625,227.17588,1,12 +C18029,1060.630483,1,330,0,330,0,1,0,1,0,0,12,1000,588.576603,794.656428,0,12 +C18031,840.144184,1,2790.72,2156.94,633.78,0,1,1,0.666667,0,0,44,1000,2723.95421,361.73511,0.083333,12 +C18032,377.723728,1,4587.21,4558.29,28.92,0,1,1,0.083333,0,0,37,4500,4169.408064,185.710281,1,12 +C18033,84.442485,1,1515.73,837.57,678.16,0,0.916667,0.416667,0.5,0,0,17,2000,1421.806435,138.105996,1,12 +C18034,1145.052414,1,115.95,115.95,0,191.654534,0.083333,0.083333,0,0.083333,1,1,1500,1703.004051,374.43666,0.083333,12 +C18035,1109.606747,1,1625.95,1022.66,603.29,0,1,0.5,0.666667,0,0,28,3000,290.793658,334.180282,0,12 +C18036,8.68618,0.454545,55.72,0,55.72,0,0.416667,0,0.416667,0,0,5,1500,155.849599,139.831502,0.333333,12 +C18037,463.59969,1,811.11,811.11,0,234.763929,0.5,0.5,0,0.166667,2,11,500,990.743027,257.174899,0,12 +C18038,100.418706,0.909091,1021.13,0,1021.13,0,0.833333,0,0.833333,0,0,10,2000,1143.833292,160.392028,1,12 +C18039,1095.984736,1,374.53,374.53,0,1391.256381,0.5,0.5,0,0.416667,14,8,1200,2351.506776,432.324173,0.083333,12 +C18040,342.742855,1,3673.32,0,3673.32,0,1,0,1,0,0,12,4500,3353.963174,3605.839798,0.333333,12 +C18041,645.406005,1,0,0,0,929.220085,0,0,0,0.333333,4,0,1000,193.013564,310.454708,0,12 +C18042,123.456942,1,1378.92,0,1378.92,0,1,0,1,0,0,12,2500,1313.596455,181.026879,1,12 +C18043,1492.606493,0.777778,0,0,0,2361.57578,0,0,0,0.555556,17,0,2500,543.321868,478.995513,0,9 +C18044,0,0,110.4,0,110.4,0,1,0,1,0,0,12,1000,0,,0,12 +C18045,230.565492,1,2092.44,0,2092.44,0,1,0,1,0,0,14,2000,1928.226431,179.447673,0.916667,12 +C18046,144.555083,0.363636,1352.1,1352.1,0,0,0.166667,0.166667,0,0,0,3,2500,656.758103,77.571584,0,12 +C18047,0,0,1027.92,0,1027.92,0,1,0,1,0,0,12,2500,1028.353304,13.395434,0,12 +C18048,968.188634,1,69.44,0,69.44,0,0.25,0,0.25,0,0,3,1000,251.875749,443.131452,0,12 +C18049,464.578589,1,0,0,0,502.58572,0,0,0,0.583333,12,0,500,667.531731,190.628474,0,12 +C18050,1659.190866,1,770.9,0,770.9,1191.521187,1,0,0.916667,0.083333,1,24,2500,58.892213,13333.79401,0,12 +C18051,2936.43825,1,2177.32,1919.37,257.95,1935.422714,0.666667,0.416667,0.416667,0.416667,23,16,5000,1513.160603,2151.054928,0,12 +C18052,2743.766025,1,150,150,0,1562.979881,0.083333,0.083333,0,0.416667,9,1,3500,623.036521,585.518894,0,12 +C18053,2900.907214,1,1189.36,819.32,370.04,1572.492719,0.666667,0.333333,0.333333,0.333333,7,20,6500,962.792486,1226.820327,0,12 +C18054,785.704401,1,1059.82,899.82,160,2083.277724,0.666667,0.416667,0.25,0.5,11,10,3600,2380.838508,242.76267,0,12 +C18055,884.175745,1,266.56,89.9,176.66,365.489055,0.333333,0.083333,0.25,0.166667,3,6,1200,1094.557296,807.206399,0,12 +C18056,618.966003,1,4709.14,395.92,4313.22,0,1,0.166667,1,0,0,18,4500,4627.972313,3959.316506,0.083333,12 +C18057,6.682815,0.363636,202.15,0,202.15,0,0.416667,0,0.416667,0,0,5,4000,554.377554,99.249569,1,12 +C18058,665.623904,0.636364,581.43,0,581.43,2158.502052,0.583333,0,0.5,0.083333,1,11,2500,593.859264,663.911004,0,12 +C18059,130.890211,0.363636,131.26,0,131.26,0,0.333333,0,0.333333,0,0,4,3000,763.568532,67.294065,0.090909,12 +C18060,2030.838228,1,3165.54,1591.65,1573.89,0,1,0.583333,1,0,0,151,6000,1872.134044,438.77119,0,12 +C18061,411.362969,1,10.79,0,10.79,0,0.166667,0,0.166667,0,0,1,1200,918.160924,166.281511,0,12 +C18062,1091.973832,1,0,0,0,77.349474,0,0,0,0.083333,1,0,1200,259.506889,518.930756,0,12 +C18063,77.32592,1,664.51,0,664.51,0,0.916667,0,0.833333,0,0,11,2500,623.532457,174.762624,1,12 +C18064,1131.503917,1,120,120,0,0,0.083333,0.083333,0,0,0,1,1200,352.210107,470.738221,0,12 +C18065,1723.887407,1,2598.91,1433.1,1165.81,695.211518,0.916667,0.583333,0.833333,0.166667,4,50,2500,3590.348857,847.217144,0.083333,12 +C18066,19.01482,0.454545,604.26,0,604.26,0,0.583333,0,0.583333,0,0,10,4000,754.866138,54.86388,0.1,12 +C18067,1337.287314,1,1662.41,1662.41,0,0,0.5,0.5,0,0,0,10,1500,1670.844026,1995.395096,0,12 +C18068,26.531265,0.545455,373.39,0,373.39,0,0.636364,0,0.636364,0,0,7,3000,535.206387,140.926151,1,11 +C18069,955.588927,1,0,0,0,54.066975,0,0,0,0.166667,2,0,1000,196.542314,278.361413,0,12 +C18070,903.04158,1,350,350,0,0,0.090909,0.090909,0,0,0,2,1000,482.501636,444.0465,0,11 +C18071,218.004416,1,0,0,0,272.866274,0,0,0,0.083333,2,0,500,186.269591,177.363707,0,12 +C18072,328.943655,0.714286,0,0,0,746.311927,0,0,0,0.285714,2,0,1500,498.286059,103.323766,0,7 +C18073,607.880635,0.909091,0,0,0,2266.490818,0,0,0,0.25,3,0,1200,2379.418142,299.913534,0.090909,12 +C18074,589.8109,1,0,0,0,4397.346355,0,0,0,0.416667,13,0,2000,2705.910794,794.238939,0.2,12 +C18075,107.48717,0.090909,0,0,0,1391.262316,0,0,0,0.083333,5,0,1500,0,,0,12 +C18076,4749.435135,0.909091,0,0,0,5882.516718,0,0,0,0.727273,18,0,9000,1846.287674,1013.048371,0,11 +C18077,14.097101,1,140.4,0,140.4,0,1,0,1,0,0,12,2500,168.311013,107.142757,0.181818,12 +C18078,11.332157,0.545455,136.08,136.08,0,0,0.333333,0.333333,0,0,0,4,1200,257.582031,111.278576,0.666667,12 +C18079,13.648487,0.636364,146.46,0,146.46,0,0.5,0,0.416667,0,0,6,4000,152.571678,159.678414,0.428571,12 +C18080,1086.853086,1,178,178,0,0,0.083333,0.083333,0,0,0,2,1200,346.565751,405.644986,0,12 +C18081,109.794839,1,259.28,167,92.28,0,1,0.083333,1,0,0,13,2500,168.86298,161.738416,0.166667,12 +C18082,183.28584,1,23.75,23.75,0,64.006247,0.083333,0.083333,0,0.083333,2,1,500,584.679478,139.651483,0.083333,12 +C18083,5262.745812,1,0,0,0,4117.515089,0,0,0,0.666667,12,0,6500,1224.872705,1214.517778,0,12 +C18084,2925.584749,1,1066.56,0,1066.56,0,1,0,1,0,0,24,3000,1542.787313,1425.965198,0,12 +C18085,1075.827234,1,342.65,0,342.65,614.082528,0.583333,0,0.5,0.25,9,7,1200,1145.26976,798.909471,0,12 +C18086,182.514528,1,157.67,0,157.67,214.94366,0.916667,0,0.916667,0.416667,6,11,1000,138.547392,209.716038,0,12 +C18088,1354.155365,1,50,50,0,627.630949,0.083333,0.083333,0,0.166667,8,1,3000,483.253247,655.027716,0,12 +C18089,666.010085,1,504.87,504.87,0,271.354588,0.166667,0.166667,0,0.083333,1,2,1000,631.927013,173.032903,0,12 +C18090,0,0,420.6,0,420.6,0,1,0,1,0,0,12,2000,382.21079,,0,12 +C18091,2912.281553,1,1228.07,0,1228.07,2784.294727,1,0,1,0.416667,10,111,5400,1305.296349,1274.258165,0,12 +C18092,17.832004,0.272727,148,148,0,0,0.083333,0.083333,0,0,0,1,10500,117.223554,165.37547,0,12 +C18093,1381.080028,1,360,0,360,0,0.666667,0,0.666667,0,0,8,1000,115.649241,13564.39121,0,12 +C18094,1009.483517,1,278.55,0,278.55,0,0.75,0,0.666667,0,0,14,1000,624.230027,586.252419,0,12 +C18095,465.003141,1,500,500,0,0,0.111111,0.111111,0,0,0,1,1000,109.818409,357.651724,0,9 +C18096,1735.597569,1,1591.11,1591.11,0,0,0.666667,0.666667,0,0,0,27,2700,485.135865,632.484083,0,12 +C18097,202.681879,1,312.5,312.5,0,170.577213,0.166667,0.166667,0,0.166667,2,3,500,188.382752,208.991873,0,12 +C18098,1544.621765,1,1534.12,26.5,1507.62,0,1,0.083333,1,0,0,42,2000,450.412929,958.88945,0,12 +C18099,733.760958,1,371.76,0,371.76,0,0.5,0,0.5,0,0,11,3000,701.251972,210.722512,0,12 +C18100,88.570138,1,535.83,0,535.83,0,1,0,1,0,0,29,2700,235.021379,137.341622,0.090909,12 +C18101,271.05166,0.909091,86,0,86,0,0.166667,0,0.166667,0,0,2,1000,442.141178,2863.640612,0,12 +C18102,1113.396708,1,2701.58,2626.58,75,0,0.583333,0.5,0.083333,0,0,8,1500,2456.996431,1653.336976,0,12 +C18103,144.621301,1,1584.49,461.77,1122.72,0,1,0.25,1,0,0,26,2000,1520.603882,167.328894,0.833333,12 +C18104,191.333253,1,637.19,168.54,468.65,0,1,0.25,1,0,0,37,2500,478.92389,168.015528,0,12 +C18105,1334.012141,1,0,0,0,152.353179,0,0,0,0.083333,1,0,1500,312.029134,275.729456,0,12 +C18106,25.192974,0.545455,764.64,0,764.64,0,1,0,1,0,0,12,4000,1074.956132,88.325372,0.545455,12 +C18107,0.19009,0.090909,267,0,267,0,1,0,1,0,0,12,4000,198.562574,,0,12 +C18108,1731.623546,1,0,0,0,4733.441645,0,0,0,0.166667,4,0,2500,4961.849482,488.537242,0.166667,12 +C18109,77.321718,1,278.44,0,278.44,0,1,0,1,0,0,18,2500,342.843624,173.361571,0,12 +C18110,134.961317,1,1432.66,644.67,787.99,0,1,0.416667,1,0,0,74,2000,1276.016501,162.738008,0.666667,12 +C18111,1017.982199,1,0,0,0,2247.107682,0,0,0,0.583333,14,0,1200,1582.856628,431.459141,0,12 +C18112,981.10306,1,240,0,240,0,1,0,1,0,0,12,1000,1777.96158,868.806527,0,12 +C18113,802.87844,1,3228.26,2766.92,461.34,0,1,0.583333,1,0,0,61,3000,630.245499,291.309586,0.166667,12 +C18114,1712.340703,1,1711.36,401.7,1309.66,0,1,0.25,1,0,0,17,3500,1389.388725,1106.494745,0,12 +C18115,3178.011925,0.875,0,0,0,4754.93083,0,0,0,0.5,10,0,5000,522.525519,646.37505,0,8 +C18116,670.177406,0.818182,4562.69,4562.69,0,0,0.25,0.25,0,0,0,5,9000,5060.2174,165.965951,0,12 +C18117,257.564141,0.363636,2971.83,2971.83,0,0,0.333333,0.333333,0,0,0,21,6000,3946.991516,358.523649,0.333333,12 +C18118,2091.582046,1,179.23,0,179.23,2682.810269,0.416667,0,0.416667,0.25,14,5,6000,1152.07779,1281.740206,0.090909,12 +C18119,80.545433,1,374.37,0,374.37,0,1,0,1,0,0,27,1500,249.78655,164.519177,0,12 +C18120,8.404256,0.857143,0,0,0,132.266653,0,0,0,0.285714,3,0,2500,206.851966,24.421074,0.25,7 +C18121,212.862735,1,262.24,0,262.24,0,1,0,1,0,0,44,1000,98.35911,1606.324111,0,12 +C18122,3.164023,0.454545,51.73,0,51.73,0,0.416667,0,0.416667,0,0,5,4000,77.666427,26.092644,0,12 +C18123,405.194627,1,0,0,0,293.097125,0,0,0,0.083333,1,0,1500,1506.490213,242.466254,0.083333,12 +C18124,69.190177,1,431.52,0,431.52,0,1,0,1,0,0,12,2700,439.947272,171.63298,0.333333,12 +C18125,530.574252,1,5221.42,2202.78,3018.64,0,1,1,1,0,0,135,3000,4590.877822,191.304474,0.583333,12 +C18126,56.215217,1,402.13,0,402.13,0,1,0,1,0,0,40,1000,297.931037,170.678477,0.666667,12 +C18127,4444.817182,1,237.5,0,237.5,728.526785,0.428571,0,0.285714,0.285714,2,5,5500,794.282028,608.642269,0,7 +C18128,1075.185409,1,398.53,45.65,352.88,0,0.916667,0.083333,0.916667,0,0,12,1000,579.034578,1205.387032,0,12 +C18129,20.639295,0.454545,464.64,0,464.64,0,1,0,1,0,0,12,3000,919.544492,84.153407,0.545455,12 +C18130,29.129725,0.909091,248.76,0,248.76,0,0.833333,0,0.833333,0,0,10,3200,283.254742,146.346103,0.909091,12 +C18131,205.123089,1,197.42,0,197.42,0,0.916667,0,0.916667,0,0,11,1500,145.046631,171.920886,0,12 +C18132,939.989584,1,0,0,0,56.443763,0,0,0,0.083333,2,0,1000,214.758351,184.671844,0,12 +C18134,0,0,10.89,0,10.89,0,0.083333,0,0.083333,0,0,1,4000,0,,0,12 +C18135,862.276499,1,174.84,0,174.84,276.675751,0.5,0,0.5,0.083333,1,6,1000,1407.393166,501.699229,0.083333,12 +C18136,184.212569,1,1292.76,653.76,639,0,1,1,0.666667,0,0,57,7500,1132.87395,166.655851,0.5,12 +C18137,1381.084668,1,162.56,0,162.56,186.248313,0.5,0,0.5,0.083333,1,6,3000,503.442436,324.783283,0,12 +C18138,216.64893,1,4606.71,3217.43,1389.28,0,1,0.4,0.7,0,0,22,2000,2251.966666,131.425363,1,10 +C18139,3322.674158,1,0,0,0,3221.755751,0,0,0,0.5,6,0,7000,771.741033,753.530747,0,12 +C18140,33.384649,0.909091,109.32,69.32,40,0,0.5,0.166667,0.25,0,0,6,1200,163.060103,215.422442,0,12 +C18141,188.132508,1,515.88,79,436.88,0,0.833333,0.083333,0.75,0,0,14,2700,601.729266,194.534934,0,12 +C18142,0.533581,0.545455,109.62,0,109.62,0,0.5,0,0.5,0,0,6,4000,177.666351,0.037744,0,12 +C18143,84.830501,0.636364,702.32,702.32,0,0,0.333333,0.333333,0,0,0,4,5000,991.050806,105.008756,0.2,12 +C18144,94.116597,0.909091,1041.5,125,916.5,0,0.833333,0.083333,0.75,0,0,14,2500,1010.8651,172.472222,0.555556,12 +C18145,490.16004,1,3530.93,2416.31,1114.62,0,1,0.75,0.666667,0,0,23,4000,2959.200535,219.112899,0,12 +C18146,1020.535366,1,205.54,205.54,0,0,0.166667,0.166667,0,0,0,3,1200,232.721106,539.082396,0,12 +C18147,1137.469948,1,1865.56,280.6,1584.96,157.80548,1,0.25,1,0.083333,3,62,1200,990.084482,2405.692294,0,12 +C18148,0,0,136.8,0,136.8,0,1,0,1,0,0,12,2700,127.99655,,0,12 +C18149,42.375573,0.909091,150.56,0,150.56,0,0.5,0,0.5,0,0,6,4000,278.128216,156.291747,0.1,12 +C18150,30.044075,1,420,0,420,0,1,0,1,0,0,12,1500,415.969082,163.023401,1,12 +C18151,1333.252963,1,0,0,0,408.108731,0,0,0,0.272727,10,0,4000,627.520326,325.729395,0,11 +C18152,973.039129,1,964.2,294.7,669.5,0,0.75,0.416667,0.666667,0,0,21,1200,914.852845,334.086716,0,12 +C18153,41.550285,0.454545,421.6,312.85,108.75,0,0.333333,0.166667,0.166667,0,0,5,1000,303.472063,290.219348,0,12 +C18154,23.407282,0.111111,240.47,240.47,0,0,0.111111,0.111111,0,0,0,2,2500,0,,0,9 +C18155,413.936244,1,187.5,0,187.5,0,0.6,0,0.6,0,0,6,1000,141.526262,176.107285,0,10 +C18156,613.893503,1,2078.56,1693.5,385.06,0,0.916667,0.666667,0.666667,0,0,31,1800,1013.159567,169.176825,0,12 +C18157,1369.504264,1,1603.8,0,1603.8,0,1,0,1,0,0,12,1300,1591.602315,1278.329537,0,12 +C18158,49.682373,1,412.32,0,412.32,0,1,0,1,0,0,12,4000,551.966425,470.6688,0.083333,12 +C18159,60.37904,0.5,712,712,0,0,0.2,0.2,0,0,0,4,7500,1134.962538,115.956204,1,10 +C18160,468.256151,1,55,55,0,54.149701,0.083333,0.083333,0,0.083333,2,1,500,246.584357,329.619743,0,12 +C18161,12.642164,0.272727,175.56,0,175.56,0,0.25,0,0.166667,0,0,3,1000,382.866599,178.54837,0,12 +C18162,35.074422,1,72.4,0,72.4,0,0.416667,0,0.416667,0,0,5,1500,134.808623,141.557845,0,12 +C18163,1410.226871,1,1680.91,114,1566.91,0,1,0.166667,1,0,0,43,4000,315.876873,421.865373,0,12 +C18164,17.838173,1,164.7,0,164.7,0,0.416667,0,0.333333,0,0,5,3000,182.462461,103.72423,0.111111,12 +C18165,81.364936,1,710.16,0,710.16,0,1,0,1,0,0,12,1000,688.322495,177.76209,0.75,12 +C18166,888.101401,1,100,0,100,896.57899,0.222222,0,0.111111,0.111111,2,2,1000,212.755352,527.241583,0,9 +C18167,3.744789,0.090909,78.33,0,78.33,0,0.083333,0,0.083333,0,0,1,1000,0,,0,12 +C18168,401.822565,1,518.23,116.23,402,0,0.5,0.166667,0.333333,0,0,8,1700,160.689352,190.313074,0,12 +C18169,14.017311,0.454545,327.8,0,327.8,0,0.416667,0,0.416667,0,0,5,1500,692.336439,94.456281,0.8,12 +C18170,54.58197,1,247.66,132,115.66,0,1,0.166667,1,0,0,16,1700,163.543097,151.846536,0,12 +C18171,15.523256,0.454545,0,0,0,357.184643,0,0,0,0.416667,12,0,500,213.153735,70.797458,0.090909,12 +C18172,1950.482518,1,0,0,0,2660.139985,0,0,0,0.333333,8,0,2500,3213.688818,501.403933,0.083333,12 +C18173,1747.492429,1,0,0,0,1769.875637,0,0,0,0.25,3,0,3000,450.697772,602.964607,0,12 +C18174,40.762516,0.636364,376,316.5,59.5,0,0.5,0.416667,0.083333,0,0,7,10000,369.351109,141.778284,0.333333,12 +C18175,1039.267052,0.909091,0,0,0,3172.729359,0,0,0,0.166667,3,0,3500,5240.282775,456.342225,0.090909,12 +C18176,0,0,247.44,0,247.44,0,1,0,1,0,0,12,1500,317.354396,,0,12 +C18177,13318.65912,1,3504.74,3266.29,238.45,1306.849608,0.636364,0.545455,0.272727,0.181818,3,16,17500,2594.820938,4762.246065,0,11 +C18179,5658.938986,1,111.54,111.54,0,3344.962624,0.083333,0.083333,0,0.333333,7,1,6500,1386.242232,1781.099062,0,12 +C18180,341.901741,0.5,152.84,152.84,0,1008.117498,0.333333,0.333333,0,0.333333,9,3,1200,0,,0,6 +C18181,85.095626,1,1553.04,0,1553.04,0,0.916667,0,0.916667,0,0,20,2000,1654.909972,124.032106,0.818182,12 +C18182,933.05808,1,0,0,0,634.617283,0,0,0,0.416667,10,0,1000,827.275832,299.52845,0,12 +C18183,9.252573,0.454545,0,0,0,943.60879,0,0,0,0.083333,1,0,1200,949.846251,44.502743,0,12 +C18184,100.403989,1,790,0,790,0,1,0,0.916667,0,0,13,1000,573.971571,161.591908,0.6,12 +C18185,77.866345,0.545455,1403.34,0,1403.34,0,0.5,0,0.5,0,0,6,4000,1865.579842,95.577384,0.636364,12 +C18186,991.097892,1,180,0,180,0,0.5,0,0.5,0,0,6,1000,463.990395,1913.53663,0,12 +C18187,6.692421,0.545455,333.42,0,333.42,0,0.583333,0,0.583333,0,0,12,4000,318.713472,1.113027,0,12 +C18188,22.161656,0.636364,1240.58,0,1240.58,0,0.666667,0,0.666667,0,0,15,1500,1817.791324,107.871575,0.5,12 +C18189,15.281665,0.636364,124.25,0,124.25,0,0.583333,0,0.583333,0,0,7,4000,211.115274,156.915101,0.285714,12 +C18190,30.88047,0.363636,316.6,197,119.6,0,0.166667,0.083333,0.166667,0,0,5,1000,89.111879,189.428672,0,12 +C18191,151.467852,0.75,1554.52,1229.02,325.5,231.721336,0.75,0.75,0.625,0.125,1,27,1000,2224.113144,136.729435,1,8 +C18192,14.471941,1,120,0,120,0,1,0,1,0,0,12,3000,113.011493,116.286777,0,12 +C18193,17.734657,1,209.28,0,209.28,0,1,0,1,0,0,12,2700,142.453268,151.615333,0.416667,12 +C18194,1.931162,0.636364,152.72,0,152.72,0,0.666667,0,0.666667,0,0,8,2500,186.80842,58.437329,0.285714,12 +C18195,922.615452,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1700,191.287802,309.777674,0,12 +C18196,822.579064,1,1188.24,0,1188.24,0,1,0,1,0,0,36,1000,1773.581187,2070.636374,0,12 +C18197,233.755366,1,521.23,0,521.23,0,1,0,1,0,0,23,1000,312.157319,197.3922,0.083333,12 +C18198,1216.704733,0.727273,0,0,0,2902.295257,0,0,0,0.166667,2,0,3000,2345.798153,415.361186,0.125,12 +C18199,15.587005,0.545455,156,0,156,0,0.545455,0,0.545455,0,0,6,2000,168.726312,81.861265,0.2,11 +C18200,691.466157,1,549.96,0,549.96,0,1,0,1,0,0,12,1000,316.191025,165.251013,0,12 +C18201,1200.937942,0.833333,0,0,0,1981.157622,0,0,0,0.5,4,0,2000,152.106361,200.106261,0,6 +C18202,36.85818,0.909091,583.38,0,583.38,0,0.833333,0,0.833333,0,0,10,2500,687.609976,164.492005,0.909091,12 +C18203,3542.074874,1,884.98,0,884.98,4547.294728,1,0,0.833333,0.5,5,14,5000,958.998587,1081.645567,0,6 +C18204,38.864992,0.818182,331.94,0,331.94,0,0.75,0,0.75,0,0,16,1500,369.269971,125.416136,0.181818,12 +C18205,0,0,631.2,0,631.2,0,1,0,1,0,0,12,4000,861.744611,,0,12 +C18206,27.254213,0.454545,316.3,316.3,0,0,0.166667,0.166667,0,0,0,2,2500,312.771691,57.214333,0.1,12 +C18207,2687.82033,1,167.6,102.6,65,2916.277862,0.333333,0.111111,0.222222,0.111111,6,5,3000,376.896208,1395.338044,0,9 +C18208,16.024822,0.818182,113.44,0,113.44,0,0.666667,0,0.666667,0,0,8,3000,126.999931,132.500307,0.111111,12 +C18209,52.806957,1,266.68,0,266.68,0,0.333333,0,0.333333,0,0,4,2000,367.892428,196.742169,0.5,12 +C18210,110.983174,1,458.47,458.47,0,0,0.25,0.25,0,0,0,3,2000,414.618729,176.175087,0,12 +C18211,1969.737768,1,0,0,0,2410.842591,0,0,0,0.222222,33,0,2500,292.443409,737.614283,0,9 +C18212,187.536914,0.818182,530.04,0,530.04,0,0.583333,0,0.583333,0,0,7,2500,926.946047,147.347019,0,12 +C18214,834.642993,1,0,0,0,239.875612,0,0,0,0.333333,5,0,1000,1043.004155,439.557388,0,12 +C18215,613.814108,1,875.14,317,558.14,550.606961,0.833333,0.166667,0.75,0.25,4,28,1800,549.929401,351.601266,0,12 +C18216,3076.422342,1,329.36,0,329.36,2248.274005,0.166667,0,0.166667,0.5,10,3,3500,836.317805,1331.978248,0,12 +C18217,0.147275,0.090909,66.78,0,66.78,0,0.083333,0,0.083333,0,0,1,4000,718.85487,,0,12 +C18218,33.078633,0.5,303.91,0,303.91,0,0.5,0,0.333333,0,0,4,1200,354.34847,83.653033,1,6 +C18219,413.091214,0.636364,0,0,0,1117.162764,0,0,0,0.083333,4,0,1200,258.891518,165.68519,0,12 +C18220,5.416921,0.545455,288.8,0,288.8,0,0.916667,0,0.833333,0,0,11,3000,254.443565,32.475254,0.181818,12 +C18221,35.120942,1,372,0,372,0,1,0,1,0,0,12,2700,361.050924,156.723469,0.545455,12 +C18222,196.626598,1,2017.11,1056.66,960.45,0,1,1,0.75,0,0,28,7500,1425.513446,153.957216,1,12 +C18223,1256.81927,1,1674.96,0,1674.96,0,1,0,1,0,0,12,1000,970.361646,3449.118706,0,12 +C18224,251.144969,0.727273,88.51,88.51,0,1515.283623,0.25,0.25,0,0.416667,7,3,1200,1490.675716,189.097848,0.166667,12 +C18225,1718.885963,1,578.78,0,578.78,0,0.666667,0,0.666667,0,0,14,1000,294.153872,20316.09631,0,12 +C18226,891.332656,1,411.25,411.25,0,0,0.333333,0.333333,0,0,0,4,1500,1043.13779,205.343101,0,12 +C18227,31.812848,0.636364,662,235,427,0,0.5,0.083333,0.416667,0,0,7,3500,955.231844,127.625326,0.5,12 +C18228,120.632505,0.636364,1310.2,1310.2,0,0,0.166667,0.166667,0,0,0,9,2500,576.034909,195.547987,0,12 +C18229,2162.267501,1,151.13,151.13,0,1005.55853,0.166667,0.166667,0,0.166667,3,3,2500,466.376831,619.460541,0,12 +C18230,15.740657,0.727273,72,72,0,0,0.25,0.25,0,0,0,5,1000,44.098703,205.53426,0,12 +C18231,0.004816,0.545455,51.7,0,51.7,0,0.25,0,0.25,0,0,3,3000,33.249088,0.059481,0,12 +C18232,449.733124,1,788.58,0,788.58,0,0.666667,0,0.666667,0,0,21,3000,419.35193,195.196969,0,12 +C18233,130.545845,1,1738.48,631,1107.48,0,1,0.083333,1,0,0,33,2000,1928.666446,167.893173,0.75,12 +C18234,2.117128,0.909091,99.96,0,99.96,0,1,0,1,0,0,12,3000,101.631113,44.092575,0.125,12 +C18235,1125.306541,1,703.05,703.05,0,0,0.25,0.25,0,0,0,9,1300,104.476763,421.150061,0,8 +C18236,1377.40225,1,180,180,0,348.436666,0.142857,0.142857,0,0.428571,3,1,1500,251.870405,247.576103,0,7 +C18237,59.020085,0.909091,58.7,0,58.7,0,0.166667,0,0.166667,0,0,2,1500,160.904963,148.887545,0,12 +C18238,337.269567,0.888889,2125.84,2025.26,100.58,144.207417,0.888889,0.888889,0.111111,0.333333,3,39,1200,1586.507333,304.093968,0.2,9 +C18239,15.978538,1,136.92,0,136.92,0,1,0,1,0,0,12,2500,132.182438,130.9779,0.181818,12 +C18240,0,0,140.4,0,140.4,0,1,0,1,0,0,12,2200,124.99276,,0,12 +C18241,372.14586,1,643.01,0,643.01,0,1,0,1,0,0,41,1500,124.958137,205.066245,0,12 +C18242,130.484418,0.454545,1428.97,1428.97,0,0,0.25,0.25,0,0,0,3,7000,1444.388031,77.509848,0,12 +C18243,5134.553859,1,2502.34,669,1833.34,0,0.833333,0.083333,0.833333,0,0,67,6000,528.134435,25312.16069,0,12 +C18244,944.346242,1,195,0,195,126.612663,1,0,1,0.166667,3,12,1000,599.901843,662.791956,0,12 +C18245,1367.284172,1,542.33,280.04,262.29,1790.86019,0.857143,0.714286,0.428571,0.428571,5,12,1500,1067.078079,500.726579,0,7 +C18246,1418.899282,1,57.66,57.66,0,63.085612,0.25,0.25,0,0.25,3,3,1500,294.465506,294.22163,0,12 +C18247,390.077505,0.636364,1156,1156,0,0,0.083333,0.083333,0,0,0,2,10500,1704.470909,247.289712,0,12 +C18248,0,0,37.65,0,37.65,0,0.25,0,0.25,0,0,3,1500,0,,0,12 +C18249,17.765052,0.636364,0,0,0,112.476618,0,0,0,0.083333,1,0,2200,200.061869,162.701658,0.25,12 +C18250,81.170395,0.818182,626.5,0,626.5,0,0.583333,0,0.5,0,0,7,2500,445.640989,112.818984,0.454545,12 +C18251,1378.110585,1,0,0,0,192.997392,0,0,0,0.083333,1,0,2500,2673.832747,675.477318,0.083333,12 +C18252,110.428278,1,624.72,0,624.72,0,1,0,0.833333,0,0,6,1000,494.968169,81.689039,1,6 +C18253,435.490797,1,0,0,0,58.565665,0,0,0,0.083333,2,0,500,220.136035,305.833099,0,12 +C18254,676.771001,1,356.8,356.8,0,1213.388649,0.5,0.5,0,0.416667,13,15,1200,2042.747509,600.434653,0.166667,12 +C18255,1278.279881,1,15,15,0,0,0.083333,0.083333,0,0,0,1,1500,275.225729,436.116254,0,12 +C18256,111.539712,1,1364.86,0,1364.86,0,0.916667,0,0.833333,0,0,11,4000,1500.447193,150.868096,0.2,12 +C18257,13.61768,0.909091,396,0,396,0,1,0,1,0,0,12,3000,392.233211,144.853589,0.818182,12 +C18258,2935.397877,1,0,0,0,343.694226,0,0,0,0.333333,10,0,3000,949.675235,2723.330171,0,12 +C18259,32.029579,0.727273,332.8,0,332.8,0,0.666667,0,0.666667,0,0,8,4000,485.225272,148.543097,0.625,12 +C18260,11.720573,0.727273,109.44,0,109.44,0,0.666667,0,0.666667,0,0,8,2500,149.743686,106.73778,0.2,12 +C18261,73.064932,1,221.52,0,221.52,0,1,0,1,0,0,12,1500,210.01408,178.181993,0,12 +C18262,262.528147,1,234.98,0,234.98,0,0.916667,0,0.833333,0,0,15,1700,95.32519,188.4713,0,12 +C18263,2731.663846,0.833333,0,0,0,5724.953197,0,0,0,0.333333,4,0,8000,574.931823,541.703109,0,6 +C18264,1004.441314,1,530.32,38,492.32,0,0.833333,0.083333,0.75,0,0,14,1000,737.914629,1040.035593,0,12 +C18266,160.347859,1,0,0,0,36.943081,0,0,0,0.083333,1,0,500,407.588195,219.002184,0,12 +C18267,772.008306,1,0,0,0,1428.576393,0,0,0,0.083333,3,0,1500,981.286103,263.394207,0.083333,12 +C18268,0,0,271.56,0,271.56,0,1,0,1,0,0,12,2000,282.699746,,0,12 +C18269,1601.393425,1,190,190,0,18.638559,0.25,0.25,0,0.083333,1,6,1500,182.637387,12496.86093,0,12 +C18270,3342.878215,0.818182,1368.7,1300,68.7,1594.327632,0.083333,0.083333,0.083333,0.083333,2,2,7500,9614.697558,1309.066961,0.111111,12 +C18271,1321.645967,1,0,0,0,91.920629,0,0,0,0.083333,1,0,1500,317.384166,543.171342,0,12 +C18272,1079.462513,1,389.21,50,339.21,190.643054,0.916667,0.083333,0.916667,0.166667,2,12,1200,716.007476,804.760271,0,12 +C18273,1917.89573,1,285.07,285.07,0,6084.858872,0.363636,0.363636,0,1.090909,28,6,3000,5692.682993,556.449635,0,11 +C18274,870.802164,1,350,0,350,0,0.666667,0,0.666667,0,0,8,1200,213.014986,227.800157,0,12 +C18275,224.795583,1,240.74,0,240.74,0,0.666667,0,0.666667,0,0,9,1000,372.301242,218.717866,0,12 +C18276,8.80954,0.818182,114,0,114,0,0.666667,0,0.666667,0,0,8,4000,160.627029,86.700821,0.428571,12 +C18277,42.522715,0.818182,479.5,0,479.5,0,0.833333,0,0.833333,0,0,17,1000,585.31382,155.528119,0.9,12 +C18278,568.690902,1,103.68,103.68,0,455.053644,0.083333,0.083333,0,0.083333,1,4,7500,1555.880234,264.213167,0,12 +C18279,101.98974,1,1046.04,1046.04,0,0,0.916667,0.916667,0,0,0,11,1000,1139.660178,139.562971,0.875,12 +C18280,617.496041,1,521.64,0,521.64,0,1,0,1,0,0,12,1500,269.919412,234.724653,0,12 +C18281,118.918332,0.833333,1151.64,365,786.64,0,0.833333,0.166667,0.5,0,0,8,2000,891.287913,70.63746,1,6 +C18282,933.928303,1,0,0,0,570.718948,0,0,0,0.583333,19,0,2000,499.243053,358.446917,0,12 +C18283,1743.826099,1,1630.07,0,1630.07,0,1,0,1,0,0,59,1500,1072.8864,7614.675316,0,12 +C18284,2.140583,0.363636,238.92,0,238.92,0,1,0,1,0,0,12,2500,186.27345,35.518109,0,12 +C18285,18.973831,0.272727,88.96,0,88.96,0,0.166667,0,0.166667,0,0,2,1500,824.602684,132.06983,0,12 +C18286,7.554365,1,88.56,0,88.56,0,1,0,0.916667,0,0,12,1500,68.855232,73.081017,0.285714,12 +C18287,1001.435526,1,0,0,0,1098.291504,0,0,0,0.142857,4,0,1200,174.569685,303.579585,0,7 +C18288,651.55986,1,599.55,599.55,0,0,0.333333,0.333333,0,0,0,5,1800,199.706361,388.868388,0,12 +C18289,97.299991,1,427.67,0,427.67,0,0.666667,0,0.666667,0,0,8,2500,557.777752,173.099027,0,12 +C18290,425.848048,1,0,0,0,697.854267,0,0,0,0.666667,11,0,500,327.627263,208.295476,0,12 +C18291,248.626137,1,2635.25,2635.25,0,0,1,1,0,0,0,17,5000,2425.107514,193.086366,1,12 +C18292,2046.306856,1,1942.39,1608.95,333.44,1488.710959,1,0.833333,0.666667,0.166667,4,26,4000,1400.972622,455.333953,0,12 +C18293,341.73986,0.454545,0,0,0,2584.241719,0,0,0,0.416667,24,0,3000,1921.884285,190.229372,0.333333,12 +C18294,2064.106212,1,0,0,0,1497.565331,0,0,0,0.166667,4,0,3000,543.902356,647.508482,0,12 +C18296,1127.633173,1,422.55,422.55,0,150.157754,0.333333,0.333333,0,0.083333,1,8,1200,167.203806,3078.97554,0,12 +C18297,135.119023,1,222,0,222,0,1,0,1,0,0,12,1700,147.646263,169.332847,0,12 +C18298,1043.025044,1,576,0,576,48.874389,1,0,1,0.083333,1,24,1000,733.677722,1082.915299,0,12 +C18299,512.915157,0.818182,1799.45,497.75,1301.7,76.417858,0.75,0.25,0.666667,0.25,3,28,1500,1023.384336,177.146564,0.142857,12 +C18300,33.100875,0.888889,277.47,0,277.47,0,0.666667,0,0.555556,0,0,9,1500,194.180564,124.55425,0.142857,9 +C18301,2676.253141,0.909091,0,0,0,2832.570661,0,0,0,0.083333,2,0,3000,0,,0,12 +C18302,0,0,123.1,0,123.1,0,0.75,0,0.75,0,0,9,4000,101.639354,,0,12 +C18303,213.434094,0.625,840.61,630.61,210,0,0.625,0.625,0.25,0,0,14,1200,233.334106,119.28773,0,8 +C18304,1988.595057,1,0,0,0,49.91246,0,0,0,0.083333,1,0,2000,485.111127,846.157055,0,12 +C18305,957.289879,0.818182,66.66,0,66.66,2531.717743,0.166667,0,0.083333,0.25,12,2,3000,196.163184,353.354446,0,12 +C18306,19.303914,0.727273,168.9,0,168.9,0,0.333333,0,0.333333,0,0,6,1000,345.350729,115.940194,0.142857,12 +C18307,1377.230621,1,0,0,0,1064.960986,0,0,0,0.25,4,0,2500,343.961283,428.134666,0,12 +C18308,2784.030599,1,1470,1021.73,448.27,3149.955535,1,0.636364,0.636364,0.636364,15,35,7000,745.850159,623.905482,0,11 +C18309,4.076145,0.454545,596.64,0,596.64,0,1,0,1,0,0,12,2000,311.59914,22.461659,0,12 +C18310,37.983045,0.545455,242.24,0,242.24,0,0.25,0,0.25,0,0,3,2000,662.417377,99.057422,0.166667,12 +C18311,0,0,152.28,0,152.28,0,1,0,1,0,0,12,4000,0,,0,12 +C18312,5.020473,0.181818,100.05,0,100.05,0,0.25,0,0.25,0,0,3,4000,360.227309,125.327855,0.333333,12 +C18313,227.141183,1,2604,0,2604,0,1,0,0.916667,0,0,19,3200,2510.732854,163.027724,0.545455,12 +C18314,3572.844689,1,504,504,0,0,0.666667,0.666667,0,0,0,8,3500,697.903654,2829.064077,0,12 +C18315,1179.159897,1,757.85,277.85,480,0,1,0.416667,1,0,0,17,1200,1038.225609,1023.699081,0,12 +C18316,39.930624,0.222222,399.95,290.57,109.38,0,0.222222,0.222222,0.111111,0,0,9,1200,0,,0,9 +C18317,1141.905542,1,8.4,8.4,0,54.519422,1,1,0,0.083333,2,12,1200,290.133362,516.511551,0,12 +C18318,777.739839,1,262.6,0,262.6,0,0.75,0,0.75,0,0,9,1000,131.553471,1379.505263,0,12 +C18319,20.890606,1,110,0,110,0,1,0,0.875,0,0,8,1000,56.715447,108.294662,0.333333,8 +C18320,2934.090889,0.875,0,0,0,2710.056224,0,0,0,0.25,2,0,3000,428.467582,694.749539,0,8 +C18321,1245.654818,0.714286,626.56,626.56,0,1658.285219,0.428571,0.428571,0,0.285714,6,8,2500,249.873228,274.369204,0,7 +C18322,32.369733,1,326.45,76,250.45,0,0.916667,0.083333,0.75,0,0,12,1000,243.721693,180.646996,0.4,12 +C18323,1.846916,0.181818,604.32,0,604.32,0,1,0,1,0,0,12,1500,557.734182,12.224702,0,12 +C18324,392.896462,0.909091,450,450,0,517.197717,0.818182,0.818182,0,0.272727,5,9,500,769.083695,496.215787,0,11 +C18326,641.317325,1,1099.56,0,1099.56,0,1,0,1,0,0,49,4000,326.68893,193.76002,0,12 +C18327,40.977812,0.454545,502.92,0,502.92,0,0.416667,0,0.416667,0,0,6,4000,748.302786,177.375481,0.75,12 +C18328,121.446047,0.909091,1254.46,910.46,344,0,0.583333,0.416667,0.416667,0,0,14,1000,1244.737859,153.924261,0.5,12 +C18329,16.176672,0.363636,95.55,0,95.55,0,0.25,0,0.25,0,0,3,1000,136.961964,59.907285,0,12 +C18330,259.217679,0.818182,2844.3,544.3,2300,0,0.666667,0.333333,0.416667,0,0,12,2500,2733.780207,165.185385,0.166667,12 +C18331,1355.979715,0.727273,51.41,0,51.41,3213.886545,0.083333,0,0.083333,0.25,7,1,3500,384.859732,654.861921,0,12 +C18332,10.266994,0.818182,141.24,0,141.24,0,1,0,1,0,0,12,3000,121.896355,96.838061,0.2,12 +C18333,134.62028,0.818182,648.9,648.9,0,295.655611,0.25,0.25,0,0.166667,2,5,1200,468.622826,156.724637,0.25,12 +C18334,14.773807,0.272727,160,0,160,0,0.181818,0,0.090909,0,0,2,1800,377.03508,210.244734,1,11 +C18335,23.692271,0.454545,165.57,165.57,0,0,0.166667,0.166667,0,0,0,2,3500,460.205774,117.075212,1,12 +C18336,23.126579,0.727273,213.95,0,213.95,0,0.583333,0,0.583333,0,0,7,2000,299.511212,120.226935,0.888889,12 +C18337,888.406678,1,347.7,0,347.7,0,0.75,0,0.75,0,0,9,1000,300.871084,444.166223,0,12 +C18338,779.549673,1,412.55,0,412.55,214.232874,0.75,0,0.75,0.083333,2,9,4000,1793.396325,207.773791,0.083333,12 +C18339,3278.982195,1,0,0,0,4431.586287,0,0,0,0.25,3,0,4500,3810.09665,1202.98256,0.083333,12 +C18340,1356.785114,1,0,0,0,1397.221909,0,0,0,0.75,23,0,2500,461.602976,519.466863,0,12 +C18341,1301.813081,1,0,0,0,101.766866,0,0,0,0.083333,1,0,1400,401.389799,418.773876,0,12 +C18342,1857.961278,1,0,0,0,1005.292057,0,0,0,0.333333,13,0,2500,288.461702,814.423515,0,12 +C18343,131.290079,1,359.44,0,359.44,0,0.666667,0,0.666667,0,0,8,1500,291.577497,165.879808,0.083333,12 +C18344,916.749476,1,246.82,0,246.82,925.950908,1,0,0.916667,0.166667,8,19,1200,1411.984522,631.508634,0,12 +C18345,59.831187,0.727273,532.68,0,532.68,39.325487,0.666667,0,0.666667,0.083333,1,8,6000,642.925821,115.36213,0.272727,12 +C18346,12.65849,0.363636,166.32,0,166.32,0,0.333333,0,0.25,0,0,4,2500,420.051037,220.621064,1,12 +C18347,1726.035224,1,1065.65,1065.65,0,3004.987382,0.333333,0.333333,0,0.5,18,9,3000,5807.675792,830.737525,0.083333,12 +C18348,1430.681807,1,1916.04,656.6,1259.44,181.347255,1,0.333333,1,0.166667,2,38,1800,1625.672604,635.438391,0,12 +C18349,38.915874,1,564,0,564,0,1,0,1,0,0,12,2000,551.4978,179.311685,1,12 +C18350,955.184754,1,498.96,0,498.96,0,1,0,1,0,0,12,1000,764.604043,785.942834,0,12 +C18351,1723.733705,1,0,0,0,1043.260997,0,0,0,0.333333,5,0,2200,428.244891,574.800789,0,12 +C18352,54.27007,0.454545,2071.92,2071.92,0,0,0.5,0.5,0,0,0,13,9000,1241.531755,59.598451,0,12 +C18353,945.793928,1,253.31,253.31,0,152.277594,0.333333,0.333333,0,0.083333,2,4,1000,676.496604,536.299167,0,12 +C18354,135.843015,0.181818,1111.4,1111.4,0,0,0.166667,0.166667,0,0,0,2,1050,4121.57553,139.892334,0,12 +C18355,930.65642,1,300.05,0,300.05,0,0.75,0,0.75,0,0,9,1200,513.064156,330.422815,0,12 +C18356,21.181957,0.363636,431.7,151.7,280,0,0.333333,0.083333,0.25,0,0,5,3000,592.236231,162.941232,1,12 +C18357,31.997904,0.333333,0,0,0,136.755929,0,0,0,0.166667,1,0,500,0,,0,6 +C18358,1255.20988,0.875,0,0,0,3833.037,0,0,0,0.375,8,0,2000,2793.258309,931.105425,0,8 +C18359,1673.480135,0.833333,0,0,0,2268.363869,0,0,0,0.333333,4,0,2500,333.975878,319.086971,0,6 +C18360,3399.279094,1,0,0,0,2639.92834,0,0,0,0.25,8,0,7000,762.560208,703.035014,0,12 +C18361,1411.096444,1,270,0,270,711.48812,0.833333,0,0.833333,0.25,3,10,1500,1279.52965,902.25194,0,12 +C18362,226.306461,0.363636,0,0,0,788.235661,0,0,0,0.166667,3,0,1200,184.701045,217.492643,0,12 +C18363,1179.613243,1,0,0,0,73.629879,0,0,0,0.083333,1,0,1200,352.44958,281.679401,0,12 +C18364,43.405954,0.818182,520.65,112,408.65,0,0.818182,0.090909,0.636364,0,0,10,2000,515.760919,132.358795,0.333333,11 +C18365,1671.319193,0.9,0,0,0,970.624828,0,0,0,0.5,10,0,2000,436.679768,473.598415,0,10 +C18366,1193.342587,1,311.45,149.15,162.3,1199.531976,0.833333,0.25,0.666667,0.5,8,13,2500,632.546287,413.19731,0,12 +C18367,2483.739581,0.9,0,0,0,2923.8863,0,0,0,0.1,1,0,3500,312.473159,1138.177921,0,10 +C18368,1980.103629,1,926.06,804.06,122,2700.516738,0.916667,0.333333,0.75,0.833333,21,27,4000,738.726381,671.274132,0,12 +C18369,2000.759048,1,801.77,801.77,0,0,0.25,0.25,0,0,0,5,3000,538.119129,545.14376,0,12 +C18370,2495.25505,0.909091,89.9,89.9,0,5290.393032,0.090909,0.090909,0,0.363636,13,1,6000,582.339752,640.013396,0,11 +C18371,7215.19576,1,0,0,0,7275.716281,0,0,0,0.166667,1,0,7500,809.179193,1639.238121,0,6 +C18372,8.087225,0.363636,515,0,515,0,0.833333,0,0.75,0,0,17,3000,399.456368,14.574311,0,12 +C18373,31.083023,0.636364,138.04,0,138.04,0,0.583333,0,0.5,0,0,7,2700,65.133736,141.715486,0,12 +C18374,1276.491537,0.833333,65.8,65.8,0,4422.783845,0.166667,0.166667,0,0.5,6,2,2500,3533.025919,474.861178,0,6 +C18375,184.57666,1,408.36,0,408.36,0,1,0,1,0,0,12,1000,294.885863,239.73565,0,12 +C18376,5.606423,0.090909,114,114,0,0,0.083333,0.083333,0,0,0,2,4000,434.803301,57.299031,0,12 +C18377,6.260598,0.545455,35,35,0,18.280043,0.083333,0.083333,0,0.083333,1,1,1000,110.318859,59.475914,0.333333,12 +C18378,2.668569,0.333333,0,0,0,91.849463,0,0,0,0.111111,2,0,1200,288.42282,45.299293,1,9 +C18379,135.357366,0.818182,1592.57,1132.05,460.52,0,0.75,0.666667,0.5,0,0,28,300,1907.282354,197.512598,0.875,12 +C18380,520.075249,0.727273,0,0,0,2209.490538,0,0,0,0.333333,22,0,2000,3266.498713,186.866403,0.285714,12 +C18381,1036.242361,1,365.9,0,365.9,0,0.75,0,0.75,0,0,9,1000,695.253351,829.465424,0,12 +C18382,1095.180685,1,459,459,0,1972.439122,0.166667,0.166667,0,0.25,5,5,3000,805.924742,310.111406,0,12 +C18383,995.323626,1,127.49,90.7,36.79,18.204577,0.25,0.166667,0.083333,0.083333,1,4,1000,458.941641,491.781046,0,12 +C18384,472.691037,0.818182,1556.32,1223,333.32,1083.580859,0.5,0.25,0.25,0.333333,10,8,1500,1439.747599,835.160618,0,12 +C18385,1111.110344,1,608.75,466.83,141.92,0,0.583333,0.333333,0.25,0,0,8,1200,372.620322,331.451667,0,12 +C18386,221.116228,0.727273,117.5,0,117.5,271.778244,0.909091,0,0.909091,0.090909,1,10,1200,628.179729,121.135771,0,11 +C18387,387.162964,0.909091,269.93,269.93,0,1838.276268,0.25,0.25,0,0.166667,2,6,4000,5728.317813,210.156238,0.222222,12 +C18388,169.820745,1,1578.12,135,1443.12,0,1,0.285714,0.857143,0,0,9,1000,1225.623209,102.687073,0.166667,7 +C18389,0,0,136.71,0,136.71,0,0.166667,0,0.166667,0,0,2,3000,311.673478,,0,12 +C18390,46.996535,0.272727,0,0,0,2370.681355,0,0,0,0.166667,2,0,3500,5679.77259,82.578321,0,12 +C18391,2006.452959,1,219.97,0,219.97,308.933151,0.75,0,0.75,0.166667,2,9,2000,529.967984,823.90416,0,12 +C18392,14.428951,0.727273,200,0,200,0,0.666667,0,0.666667,0,0,8,3000,291.222619,149.575815,0.375,12 +C18393,8.844399,0.181818,116.68,0,116.68,0,0.166667,0,0.166667,0,0,2,3000,677.982898,123.107146,0.666667,12 +C18394,189.499535,1,1802.93,813.55,989.38,258.954597,0.916667,0.416667,0.833333,0.166667,5,35,1000,1273.819019,135.98691,0.583333,12 +C18395,117.061924,1,154,0,154,0,0.916667,0,0.916667,0,0,11,1500,297.34992,162.066617,0.090909,12 +C18396,42.055305,1,774.37,0,774.37,0,1,0,1,0,0,19,3000,664.956348,66.346615,0.333333,12 +C18397,266.51948,1,1651.12,909.45,741.67,0,0.916667,0.5,0.833333,0,0,31,2000,1098.566062,164.309823,0.181818,12 +C18398,41.386295,0.363636,194.57,194.57,0,0,0.166667,0.166667,0,0,0,2,2200,470.431305,169.999931,0,12 +C18399,147.14671,1,356.68,0,356.68,0,1,0,1,0,0,16,2700,385.268234,167.731583,0,12 +C18400,763.228081,0.9,0,0,0,1948.071903,0,0,0,0.5,48,0,1200,1223.745197,263.756386,0.125,10 +C18401,1606.875936,1,1863.48,1302,561.48,0,0.666667,0.083333,0.666667,0,0,20,6500,698.65014,328.146908,0,12 +C18402,168.600813,1,1949.73,1243.45,706.28,2768.260223,1,0.916667,0.666667,0.833333,33,62,2000,4706.338518,114.611791,0.916667,12 +C18403,1333.899916,1,356.77,45.65,333.34,1107.81888,1,0.083333,1,0.083333,4,14,3500,1202.239577,405.279545,0,12 +C18404,41.624195,0.454545,102,102,0,0,0.166667,0.166667,0,0,0,5,1000,278.021419,41.427923,0,12 +C18405,1021.334556,1,300,0,300,0,0.833333,0,0.833333,0,0,10,1000,516.596295,1127.577542,0,12 +C18406,1047.173202,1,450,0,450,0,0.666667,0,0.666667,0,0,12,1000,503.698541,1256.70522,0,12 +C18407,1829.837678,1,0,0,0,853.585813,0,0,0,0.363636,6,0,2000,383.433012,387.526832,0,11 +C18408,772.647723,0.875,0,0,0,970.37112,0,0,0,0.125,1,0,2500,125.862157,209.002905,0,8 +C18409,114.297852,0.909091,994.54,249.54,745,0,0.833333,0.333333,0.75,0,0,18,1000,1099.568918,163.756802,0.444444,12 +C18410,12.039155,0.363636,100,0,100,0,0.181818,0,0.181818,0,0,2,3000,406.868896,80.075627,0.333333,11 +C18411,0,0,52.5,0,52.5,0,0.416667,0,0.416667,0,0,5,3000,57.506797,,0,12 +C18412,785.198515,1,1207.42,1207.42,0,0,0.583333,0.583333,0,0,0,21,1200,374.231139,294.572557,0,12 +C18413,1056.98996,1,0,0,0,1388.219296,0,0,0,0.416667,10,0,2000,834.107295,276.344591,0,12 +C18414,0.437285,0.181818,6.9,6.9,0,0,0.083333,0.083333,0,0,0,1,8500,4.523555,4.763689,0,12 +C18415,737.775044,1,107.94,107.94,0,2723.362442,0.166667,0.166667,0,0.5,14,1,1500,1484.746502,184.381222,0.2,6 +C18416,219.749851,1,1208.38,0,1208.38,0,0.833333,0,0.833333,0,0,10,1000,1256.084967,187.61419,0.083333,12 +C18417,1135.540743,1,1148.47,1132.59,15.88,0,0.416667,0.416667,0.083333,0,0,27,1450,1089.187544,275.097439,0,12 +C18418,247.142072,1,245,245,0,0,0.083333,0.083333,0,0,0,1,500,0,,0,12 +C18419,1140.673705,1,438.83,0,438.83,631.332476,1,0,1,0.166667,2,18,1800,807.664131,428.424098,0,12 +C18420,2692.11891,1,594.7,594.7,0,346.333741,0.416667,0.416667,0,0.25,4,12,3500,4207.716509,1430.850565,0.083333,12 +C18421,19.296018,1,210,0,210,0,1,0,1,0,0,12,1000,296.473656,159.039023,0.5,12 +C18422,22.061664,1,208.8,0,208.8,0,1,0,1,0,0,12,1000,205.111057,172.112042,0.25,12 +C18423,411.062591,1,0,0,0,988.119391,0,0,0,0.333333,7,0,500,1027.320667,220.507641,0.090909,12 +C18424,1990.482788,0.818182,55,55,0,5807.425413,0.090909,0.090909,0,0.272727,6,1,3500,3170.513718,759.519555,0,11 +C18425,171.402357,1,755.5,0,755.5,0,1,0,1,0,0,35,2700,845.857679,161.590149,0,12 +C18426,974.749857,1,0,0,0,998.896759,0,0,0,0.416667,5,0,1200,1274.705644,279.05917,0,12 +C18427,1437.545676,1,0,0,0,154.529131,0,0,0,0.083333,1,0,3000,406.05425,406.16845,0,12 +C18428,492.947466,1,0,0,0,1826.582575,0,0,0,1,27,0,2500,1675.26159,162.457032,0.375,10 +C18429,758.118109,0.727273,837.44,0,837.44,0,1,0,1,0,0,22,1000,2198.992341,6521.086012,0,12 +C18430,482.028341,1,106.47,0,106.47,0,0.5,0,0.5,0,0,9,2500,184.166639,179.412181,0,12 +C18431,419.22185,0.454545,0,0,0,1117.228257,0,0,0,0.166667,5,0,1200,182.36345,267.413513,0,12 +C18432,0.228572,0.125,60,60,0,0,0.125,0.125,0,0,0,1,1500,438.738982,,0,8 +C18433,57.116811,0.454545,27.79,27.79,0,381.171145,0.083333,0.083333,0,0.083333,1,1,4500,1215.965938,99.950697,1,12 +C18434,61.21162,0.909091,280.83,0,280.83,0,0.909091,0,0.909091,0,0,11,1500,191.386573,159.727823,0,11 +C18435,4436.557694,1,6005.9,5838.38,167.52,567.971877,1,0.583333,0.916667,0.083333,1,61,10500,1650.425296,1067.515656,0,12 +C18436,798.746133,1,233.16,0,233.16,779.357321,0.25,0,0.166667,0.333333,7,3,1500,1701.391735,327.165449,0,12 +C18437,5658.669875,1,740.89,0,740.89,4599.29664,0.583333,0,0.583333,0.166667,5,7,11000,1328.416237,1851.570072,0,12 +C18438,1105.179825,1,200,200,0,0,0.083333,0.083333,0,0,0,1,1200,308.242594,725.821711,0,12 +C18439,20.595501,0.545455,289.78,0,289.78,0,0.416667,0,0.416667,0,0,5,2700,342.440014,82.359493,0.363636,12 +C18440,435.518068,1,27.22,27.22,0,0,0.083333,0.083333,0,0,0,1,500,160.536841,220.943631,0,12 +C18441,11.391553,1,201.52,0,201.52,0,0.916667,0,0.916667,0,0,11,4000,210.443741,71.701127,0.9,12 +C18442,1058.726643,0.571429,191,191,0,1639.830365,0.142857,0.142857,0,0.142857,2,2,2000,171.044001,354.529079,0,7 +C18443,2732.732417,0.727273,374.95,374.95,0,3998.665108,0.166667,0.166667,0,0.333333,43,7,5000,2056.177019,1781.660007,0,12 +C18444,21.999733,1,343.75,0,343.75,0,0.916667,0,0.916667,0,0,22,4000,337.022364,154.938486,0.909091,12 +C18445,176.991674,0.272727,763.71,763.71,0,0,0.083333,0.083333,0,0,0,1,1200,314.5974,166.360313,0,12 +C18446,12.108421,0.272727,0,0,0,625.979655,0,0,0,0.166667,2,0,1000,680.02354,14.847368,0.090909,12 +C18447,3553.326258,0.875,627.81,130,497.81,4863.883228,0.875,0.125,0.75,0.75,14,25,5000,891.259465,1026.828021,0,8 +C18449,51.08934,0.818182,140.75,0,140.75,0,0.416667,0,0.416667,0,0,5,1000,347.240071,238.811356,0.111111,12 +C18450,161.926545,0.333333,1427.83,1427.83,0,0,0.333333,0.333333,0,0,0,12,14000,0,,0,6 +C18451,8.248278,0.363636,0,0,0,74.905547,0,0,0,0.083333,1,0,4000,323.533469,64.837252,0.5,12 +C18452,514.17242,1,45.65,45.65,0,0,0.083333,0.083333,0,0,0,1,1000,103.945858,1879.235176,0,12 +C18453,404.316166,1,176,0,176,0,0.416667,0,0.416667,0,0,5,1000,157.644753,193.242502,0,12 +C18454,64.472043,0.727273,200.02,0,200.02,0,0.25,0,0.25,0,0,3,1200,442.334336,170.875613,0.222222,12 +C18455,61.628782,1,457.31,0,457.31,0,1,0,0.875,0,0,9,1500,364.254422,112.081828,0.666667,8 +C18456,535.927055,1,0,0,0,562.957567,0,0,0,0.166667,2,0,1200,598.924595,306.059548,0,12 +C18457,691.181508,1,439.92,0,439.92,0,1,0,1,0,0,12,1000,162.995562,328.466313,0,12 +C18458,2144.040539,1,0,0,0,14127.46664,0,0,0,0.416667,23,0,3500,12571.81466,525.168936,0.3,12 +C18459,155.29619,1,449.18,214,235.18,0,0.454545,0.181818,0.272727,0,0,7,1800,328.110035,194.850359,0,11 +C18460,536.425055,1,3302.01,2423.42,878.59,0,0.833333,0.583333,0.5,0,0,28,2000,3195.65769,207.884434,0.25,12 +C18461,3838.460036,1,230.22,0,230.22,3816.470266,1,0,0.888889,0.222222,7,9,4000,601.628528,2027.077624,0,9 +C18462,20.12252,0.666667,212.82,0,212.82,0,0.666667,0,0.5,0,0,5,2500,193.710394,85.787699,1,6 +C18463,876.69029,1,0,0,0,1089.711093,0,0,0,0.166667,3,0,1000,1385.757558,329.503756,0.083333,12 +C18464,792.349098,0.555556,0,0,0,1795.077768,0,0,0,0.444444,13,0,2000,219.603033,286.451636,0,9 +C18465,12.090835,1,0,0,0,39.158589,0,0,0,0.083333,1,0,1000,50.46639,51.162505,0.111111,12 +C18466,56.13816,1,555.1,112,443.1,0,0.916667,0.083333,0.916667,0,0,39,2700,527.817131,165.122729,0.583333,12 +C18467,43.438252,1,194.1,0,194.1,0,0.833333,0,0.75,0,0,10,3000,123.282925,153.504488,0.083333,12 +C18468,59.702526,0.636364,674.68,0,674.68,0,0.583333,0,0.5,0,0,13,1000,810.809093,195.624534,1,12 +C18469,94.604491,1,816,0,816,0,1,0,1,0,0,12,2500,694.054946,154.937506,0.416667,12 +C18470,22.427861,0.454545,340.5,119,221.5,0,0.416667,0.083333,0.416667,0,0,6,2500,413.025987,97.439864,0.4,12 +C18471,386.6865,1,0,0,0,290.592428,0,0,0,0.333333,7,0,500,617.799081,203.241132,0.083333,12 +C18472,2149.205166,0.909091,0,0,0,1114.317913,0,0,0,0.181818,2,0,3000,3230.180347,12748.98306,0,11 +C18473,64.995822,1,550,0,550,0,0.916667,0,0.916667,0,0,11,2500,501.661911,178.815435,0.583333,12 +C18474,190.570683,1,620.64,219,401.64,0,1,0.083333,1,0,0,13,2500,412.129864,163.204795,0.166667,12 +C18475,970.598275,1,0,0,0,1381.573316,0,0,0,0.25,5,0,1700,674.552092,357.211595,0,12 +C18476,24.992059,1,292.5,292.5,0,0,0.833333,0.833333,0,0,0,11,2000,309.294279,193.835236,0.833333,12 +C18477,383.965702,1,3552.44,3552.44,0,0,0.916667,0.916667,0,0,0,42,10500,3446.294572,228.639344,1,12 +C18478,1004.937342,0.545455,150.45,50.37,100.08,1891.647657,0.363636,0.090909,0.181818,0.090909,2,4,5000,435.063532,454.540546,0,11 +C18479,3748.676835,1,967.5,217.5,750,4420.346154,0.5,0.083333,0.333333,0.5,12,6,4000,2036.146258,2006.976997,0,12 +C18480,331.110003,1,3816,0,3816,0,1,0,1,0,0,12,2350,3234.025148,1024.833655,0.25,12 +C18481,2.936186,0.636364,40.7,40.7,0,0,0.166667,0.166667,0,0,0,2,3500,29.250668,18.569907,0,12 +C18482,104.693836,1,783.24,0,783.24,0,1,0,1,0,0,12,2700,734.364933,201.315774,0.666667,12 +C18483,31.072032,1,234.58,0,234.58,0,1,0,1,0,0,24,2000,224.626205,155.920337,0.416667,12 +C18484,109.009133,1,749.18,0,749.18,0,0.833333,0,0.833333,0,0,10,1000,922.628357,165.855405,0.727273,12 +C18485,385.845093,0.25,0,0,0,2397.763368,0,0,0,0.25,5,0,2500,0,,0,8 +C18486,1209.031561,1,103.91,103.91,0,5910.81455,0.083333,0.083333,0,0.416667,8,1,2500,5904.060257,397.704005,0.083333,12 +C18487,2837.962185,1,898.2,898.2,0,958.26211,0.416667,0.416667,0,0.416667,5,10,5000,641.182454,659.255972,0,12 +C18488,1929.069939,1,0,0,0,973.827667,0,0,0,0.166667,2,0,2500,786.014779,513.327849,0,12 +C18489,324.479364,0.5,0,0,0,1156.870667,0,0,0,0.5,13,0,2500,0,,0,6 +C18490,597.184048,1,517,0,517,2446.857321,0.5,0,0.416667,0.166667,2,6,1500,2119.840291,373.020675,0.166667,12 +C18491,468.022403,1,488.93,236.13,252.8,132.146931,0.833333,0.333333,0.75,0.25,6,14,1000,722.96482,163.678643,0,12 +C18492,223.820349,0.8,1176.72,869.81,306.91,98.219677,0.7,0.5,0.5,0.3,4,31,300,1074.228736,395.334212,0,10 +C18493,2757.097566,1,1533.04,384.04,1149,686.790836,0.5,0.083333,0.416667,0.166667,2,7,3000,767.851514,8608.53291,0,12 +C18494,44.540733,0.636364,446.62,88.47,358.15,0,0.583333,0.083333,0.416667,0,0,9,4000,734.815143,190.9106,0.8,12 +C18495,1410.909779,1,698.88,0,698.88,948.848018,1,0,1,0.166667,8,12,1200,79.578186,11795.28096,0.083333,12 +C18496,219.709329,1,586.64,0,586.64,0,1,0,0.875,0,0,8,1000,156.939833,165.553894,0,8 +C18497,2075.870968,1,0,0,0,996.279137,0,0,0,0.166667,2,0,2500,482.259939,543.579985,0,12 +C18498,84.988845,0.4,280,280,0,0,0.1,0.1,0,0,0,1,2500,374.042528,136.958891,0,10 +C18499,48.487138,0.818182,261.81,0,261.81,0,0.666667,0,0.5,0,0,8,1000,231.475316,156.323105,0,12 +C18500,1228.217369,1,836.4,0,836.4,382.163862,1,0,1,0.083333,1,24,1400,1163.702341,758.120882,0,12 +C18501,1174.249291,0.833333,233.54,233.54,0,1664.224665,0.333333,0.333333,0,0.5,6,5,2000,185.82061,205.99605,0,6 +C18502,991.11995,0.833333,0,0,0,1341.446355,0,0,0,0.333333,2,0,1500,204.785807,160.331541,0,6 +C18503,1142.302592,1,0,0,0,175.924692,0,0,0,0.333333,5,0,1200,454.157081,418.981666,0,12 +C18504,1056.794852,1,0,0,0,3291.524402,0,0,0,0.666667,17,0,3000,2794.942155,339.698592,0.166667,12 +C18505,4302.771935,0.857143,0,0,0,5875.404159,0,0,0,0.142857,5,0,6000,384.040295,1966.521666,0,7 +C18506,279.811953,1,399.9,0,399.9,0,1,0,0.916667,0,0,14,1000,538.655831,195.433258,0,12 +C18507,54.598322,1,832.68,0,832.68,0,1,0,1,0,0,12,2000,811.761402,75.007289,0.333333,12 +C18508,2323.50306,1,66,66,0,1750.387105,0.083333,0.083333,0,0.583333,14,1,3000,663.167426,539.587943,0,12 +C18509,997.781043,1,0,0,0,56.553047,0,0,0,0.166667,2,0,1200,729.644957,347.033488,0,12 +C18510,96.698289,1,1052.28,0,1052.28,0,1,0,1,0,0,23,2000,930.197472,180.400196,0.833333,12 +C18511,39.02645,0.888889,158.96,0,158.96,0,0.888889,0,0.777778,0,0,8,1500,117.452297,122.755349,0,9 +C18512,71.98176,1,459.49,0,459.49,0,1,0,1,0,0,13,1000,396.58986,178.180098,0.666667,12 +C18513,2537.341739,1,2286.06,1508.89,777.17,769.988993,1,0.666667,0.916667,0.166667,3,49,4000,520.41176,858.654032,0,12 +C18514,14.665071,0.454545,108.85,108.85,0,0,0.333333,0.333333,0,0,0,4,1000,170.376826,137.064172,0,12 +C18515,66.0478,0.454545,674.67,674.67,0,0,0.416667,0.416667,0,0,0,8,600,538.053223,167.18485,1,12 +C18516,190.096469,1,561.99,0,561.99,0,1,0,1,0,0,14,1000,372.859398,195.131923,0,12 +C18517,3380.523396,1,1012.31,1012.31,0,3294.766081,0.555556,0.555556,0,0.333333,17,27,4000,714.210126,2405.600709,0,9 +C18518,229.272651,0.363636,0,0,0,751.963727,0,0,0,0.083333,1,0,1200,12.773144,312.967911,0,12 +C18519,2473.175598,1,0,0,0,1462.361808,0,0,0,0.416667,9,0,3000,703.75604,582.501738,0,12 +C18520,26.625558,1,199.2,0,199.2,0,1,0,1,0,0,12,2700,177.875592,137.21437,0.181818,12 +C18521,19.161629,1,638.08,0,638.08,0,1,0,1,0,0,12,2500,639.809559,170.717097,1,12 +C18522,2271.907354,1,0,0,0,1253.401339,0,0,0,0.583333,9,0,2500,1358.997158,632.612856,0,12 +C18523,1973.025342,1,0,0,0,2009.582123,0,0,0,0.666667,6,0,2000,325.367575,476.302544,0,9 +C18524,29.040058,0.909091,289.63,0,289.63,0,1,0,0.909091,0,0,11,1000,243.424066,88.003769,0,11 +C18525,935.042217,1,1000,1000,0,0,0.083333,0.083333,0,0,0,1,1200,204.111522,215.712999,0,12 +C18526,863.821682,1,145.81,0,145.81,315.650923,0.583333,0,0.5,0.083333,1,7,1000,520.56678,1598.733913,0,12 +C18527,2128.836017,1,0,0,0,2474.142891,0,0,0,0.083333,1,0,5000,895.113371,582.608195,0,12 +C18528,1299.027426,1,731.45,74.23,657.22,2823.614133,1,0.142857,0.857143,0.571429,16,11,1500,2296.979965,1066.288428,0.166667,7 +C18529,2066.764509,1,421.12,421.12,0,2099.57077,0.083333,0.083333,0,0.333333,26,1,2500,701.557906,1397.322018,0,12 +C18530,6008.914524,0.777778,0,0,0,8304.470149,0,0,0,0.333333,9,0,9000,1279.301117,1404.889491,0,9 +C18531,1420.676352,1,1379.12,420.54,958.58,346.104638,0.916667,0.25,0.916667,0.333333,5,26,1500,1439.44004,1159.79285,0,12 +C18532,1304.669711,1,938.95,839.95,99,718.244077,0.875,0.75,0.625,0.25,3,19,6000,397.559825,221.76596,0,8 +C18533,42.204276,0.909091,655.73,197.39,458.34,0,1,0.083333,0.916667,0,0,12,500,459.163878,96.554895,0.5,12 +C18534,420.348086,1,3986.24,833.24,3153,0,1,0.166667,1,0,0,22,1500,3100.021072,202.854078,0.666667,12 +C18535,636.560481,0.666667,202.77,181.61,21.16,1148.569187,0.5,0.333333,0.166667,0.5,9,5,1500,76.573549,128.452063,0,6 +C18536,2648.244646,1,0,0,0,10458.97815,0,0,0,1,123,0,4000,9818.531412,665.888853,0,12 +C18537,174.909754,0.833333,0,0,0,721.16471,0,0,0,0.333333,3,0,1500,221.855473,82.94693,0,6 +C18538,1016.52185,0.909091,44,44,0,1069.450087,0.083333,0.083333,0,0.166667,4,1,1200,54.983629,4080.472538,0,12 +C18539,2080.12257,0.777778,0,0,0,3014.915206,0,0,0,0.222222,7,0,3000,652.357962,506.798212,0,9 +C18540,289.220297,1,0,0,0,1048.868332,0,0,0,0.083333,3,0,1200,59.150211,288.255952,0,12 +C18541,1079.106678,1,0,0,0,390.485014,0,0,0,0.416667,5,0,1200,552.57076,313.808062,0,12 +C18542,7.258112,0.272727,57,57,0,0,0.090909,0.090909,0,0,0,1,1500,294.679399,79.49349,0,11 +C18543,403.311321,0.857143,208,208,0,438.543672,0.142857,0.142857,0,0.142857,1,1,4000,39.576673,133.729514,0,7 +C18544,15.410246,0.571429,51.02,51.02,0,0,0.142857,0.142857,0,0,0,2,4000,72.30987,70.412367,0,7 +C18545,1094.961929,1,498.21,0,498.21,1188.796657,1,0,0.875,0.5,8,14,1200,460.368166,1643.554755,0,8 +C18546,254.260019,1,2184.72,0,2184.72,0,1,0,1,0,0,41,4000,1889.29739,188.392562,0.5,12 +C18547,110.474358,1,1294.42,269.5,1024.92,0,0.916667,0.166667,0.833333,0,0,13,2500,1399.705212,164.585216,0.818182,12 +C18548,17.699123,0.454545,0,0,0,29.421611,0,0,0,0.083333,1,2,2000,178.288304,82.738431,0.333333,12 +C18549,77.097563,0.727273,233.62,25.62,208,281.332123,0.666667,0.083333,0.666667,0.25,4,9,1000,689.947206,123.11519,0.111111,12 +C18550,0,0,39.54,0,39.54,0,0.166667,0,0.166667,0,0,2,3000,181.014541,,0,12 +C18551,777.210275,1,622.51,0,622.51,1387.449608,1,0,0.857143,0.428571,6,27,1000,1092.401437,521.876562,0,7 +C18552,25.840196,1,277.56,0,277.56,0,1,0,1,0,0,12,1000,274.150799,176.998221,1,12 +C18553,150.897044,0.181818,0,0,0,900.772781,0,0,0,0.083333,1,0,2500,0,,0,12 +C18554,192.25979,0.272727,86.03,86.03,0,997.125484,0.083333,0.083333,0,0.166667,4,1,1200,0,,0,12 +C18555,11.115883,1,216.36,0,216.36,0,1,0,1,0,0,12,1000,199.847489,34.928987,0.555556,12 +C18556,801.688726,1,325.92,0,325.92,0,1,0,1,0,0,12,1000,484.790462,224.451595,0,12 +C18557,105.333584,0.375,306,306,0,0,0.125,0.125,0,0,0,2,6000,101.986927,118.324082,0,8 +C18558,32.944835,1,185.8,0,185.8,0,1,0,0.9,0,0,10,1000,101.816592,142.426777,0.625,10 +C18559,192.766707,0.727273,55,55,0,455.904257,0.083333,0.083333,0,0.25,4,1,2000,236.007337,119.086777,0,12 +C18560,53.684439,0.818182,862.47,0,862.47,0,0.75,0,0.666667,0,0,9,2500,1007.362536,172.278333,1,12 +C18561,229.752417,1,82.28,0,82.28,0,0.333333,0,0.333333,0,0,4,1000,203.78769,171.875166,0,12 +C18562,184.007838,1,526.92,0,526.92,0,1,0,1,0,0,12,1500,396.991301,180.5486,0.083333,12 +C18563,626.342256,1,956.64,360,596.64,0,0.454545,0.090909,0.363636,0,0,8,7500,2125.953394,222.366993,0,11 +C18564,4.602365,0.181818,38.42,0,38.42,0,0.166667,0,0.166667,0,0,2,1000,74.750172,41.034906,0,12 +C18565,438.94049,1,883.64,838.41,45.23,480.86377,0.333333,0.333333,0.083333,0.166667,4,9,1000,910.64164,364.106153,0,12 +C18566,5.902257,0.818182,246.25,0,246.25,0,0.5,0,0.5,0,0,9,1000,316.597475,85.012713,0.777778,12 +C18567,1226.820889,0.909091,0,0,0,1719.367591,0,0,0,0.181818,4,0,1500,549.657295,409.831519,0,11 +C18568,485.236136,1,0,0,0,2250.075872,0,0,0,0.333333,5,0,3000,3541.569099,191.090262,0.333333,12 +C18569,50.445122,1,685.32,0,685.32,0,1,0,0.916667,0,0,12,1000,627.32922,184.185967,0.8,12 +C18570,1551.331695,1,349.92,0,349.92,0,1,0,1,0,0,12,1500,321.763599,7433.189695,0,12 +C18571,1158.905046,1,82.9,0,82.9,3259.28324,0.333333,0,0.333333,0.583333,13,4,2500,2996.994649,478.201727,0.166667,12 +C18572,26.143768,0.363636,0,0,0,490.493,0,0,0,0.090909,4,0,1000,1132.076982,42.063009,0.333333,11 +C18573,572.838755,1,442.23,339.64,102.59,0,1,1,0.444444,0,0,40,600,407.914418,416.727752,0,9 +C18574,993.453968,1,1114.26,1114.26,0,0,0.416667,0.416667,0,0,0,10,1500,582.043795,411.865777,0,12 +C18575,880.18183,1,58.4,0,58.4,192.159314,0.285714,0,0.285714,0.142857,1,2,2000,132.494364,152.279898,0,7 +C18577,252.359096,1,2487,0,2487,0,1,0,1,0,0,12,450,2347.418943,2621.829478,0.166667,12 +C18578,321.606195,0.909091,2476.3,1062.12,1414.18,0,0.75,0.25,0.583333,0,0,28,2000,912.49967,157.957039,0.25,12 +C18579,215.295527,1,599.03,260,339.03,0,1,0.111111,0.888889,0,0,10,1000,223.114683,163.120714,0.428571,9 +C18580,1222.080889,0.818182,750,0,750,2452.136461,1,0,1,0.333333,4,12,2500,554.325638,260.87584,0,12 +C18582,1678.5937,1,1846.81,1846.81,0,0,0.625,0.625,0,0,0,18,3500,350.646998,297.503609,0,8 +C18583,654.849672,1,630,630,0,0,0.083333,0.083333,0,0,0,1,2500,729.355023,181.044246,0,12 +C18584,21.462595,0.727273,193.4,0,193.4,0,0.666667,0,0.666667,0,0,8,2500,264.851292,154.489371,1,12 +C18585,1931.8739,0.909091,477.7,50,427.7,2212.17081,0.909091,0.090909,0.818182,0.181818,3,11,2500,606.416101,1214.818774,0,11 +C18586,142.637508,1,1650,0,1650,0,0.916667,0,0.916667,0,0,11,1000,1775.123122,177.476329,0.636364,12 +C18587,10.400883,0.454545,533.98,293.98,240,0,0.5,0.25,0.416667,0,0,14,1000,1251.380404,33.246072,0,12 +C18588,3857.56223,1,0,0,0,2127.213754,0,0,0,1.142857,26,0,5000,617.508991,538.396872,0,7 +C18589,1173.880289,0.875,0,0,0,1434.78206,0,0,0,0.125,1,0,1500,183.938329,338.005067,0,8 +C18590,111.098444,1,1105.89,0,1105.89,0,1,0,1,0,0,26,2000,1004.668873,151.76408,0.909091,12 +C18591,114.007097,0.636364,2514.89,2514.89,0,0,0.333333,0.333333,0,0,0,5,2000,979.919435,104.458857,0,12 +C18592,23.167831,1,375,0,375,0,1,0,1,0,0,12,2500,389.716275,178.84094,0.916667,12 +C18593,40.764223,0.545455,0,0,0,1374.929089,0,0,0,0.166667,2,0,1200,2232.23212,43.653577,0,12 +C18594,2579.635387,0.545455,0,0,0,6466.73381,0,0,0,0.090909,1,0,7000,1415.843333,2022.852618,0,11 +C18595,24.057927,0.7,441.78,49.9,391.88,0,0.9,0.1,0.8,0,0,21,1500,299.240418,68.453971,0.2,10 +C18596,391.07025,1,2616,0,2616,0,1,0,1,0,0,12,2000,2186.334191,224.709953,0.083333,12 +C18598,1087.427214,0.636364,0,0,0,1916.600175,0,0,0,0.083333,1,0,3000,341.431225,623.084326,0,12 +C18599,306.462394,1,1834.5,1834.5,0,59.348405,0.666667,0.666667,0,0.083333,2,21,700,1264.350185,144.302741,0,12 +C18600,6.995368,0.363636,76.78,0,76.78,0,0.25,0,0.25,0,0,3,4000,292.806443,131.476836,0.5,12 +C18601,412.149369,0.444444,0,0,0,4034.656192,0,0,0,0.333333,8,0,8000,195.752288,184.448949,0,9 +C18602,92.887247,1,1258.5,0,1258.5,0,1,0,0.916667,0,0,25,1000,1210.465945,163.318599,0.666667,12 +C18603,170.33501,1,586.95,71.52,515.43,0,1,0.083333,1,0,0,24,1000,502.525334,174.80595,0.083333,12 +C18604,389.869208,0.545455,736.01,392.7,343.31,501.026763,1,0.333333,1,0.166667,5,36,1200,2635.211405,457.606999,0.090909,12 +C18605,41.479055,1,243.96,0,243.96,0,1,0,1,0,0,24,3000,1146.784474,132.697082,0.4,12 +C18606,13.962944,1,136.92,0,136.92,0,1,0,1,0,0,12,1000,134.366455,136.997509,0.416667,12 +C18607,61.15435,0.818182,791.67,214,577.67,19.841346,1,0.166667,1,0.083333,1,50,1000,941.78413,131.473679,0.090909,12 +C18608,5.644904,0.454545,47.5,0,47.5,0,0.25,0,0.166667,0,0,3,3000,70.554065,42.434715,0.1,12 +C18609,115.310676,0.909091,1316.06,1111.4,204.66,0,0.818182,0.727273,0.090909,0,0,14,500,1198.557935,138.869649,1,11 +C18610,26.354114,0.363636,1148.31,1148.31,0,0,0.25,0.25,0,0,0,3,6000,1162.170922,46.962114,0.1,12 +C18611,200.907701,0.428571,1100,1100,0,0,0.142857,0.142857,0,0,0,1,1100,1943.174725,254.548736,0,7 +C18613,213.233979,0.909091,2140.96,165.79,1975.17,0,0.833333,0.166667,0.583333,0,0,30,2500,2152.256934,197.031451,0.444444,12 +C18614,361.67015,1,561.68,214,347.68,0,1,0.166667,0.916667,0,0,14,1500,252.664522,200.793531,0,12 +C18615,64.907748,0.727273,547.28,130,417.28,0,0.333333,0.083333,0.25,0,0,4,2500,1095.179494,126.509061,1,12 +C18616,940.351166,0.9,0,0,0,2045.393693,0,0,0,0.8,14,0,3000,292.024227,301.379427,0,10 +C18617,383.449462,1,1159.06,1146.06,13,0,0.75,0.75,0.083333,0,0,28,500,1346.951277,262.260305,0.083333,12 +C18618,2.660671,0.090909,102.79,0,102.79,0,0.083333,0,0.083333,0,0,1,4000,203.229371,27.54692,0.090909,12 +C18619,80.707136,0.818182,682.27,567.95,114.32,0,0.583333,0.5,0.333333,0,0,16,7500,1065.255264,126.386467,0.666667,12 +C18620,4743.748932,1,399,0,399,1112.247446,0.666667,0,0.583333,0.166667,3,8,5000,1259.057672,1481.732235,0,12 +C18621,882.58129,1,2421.34,1661.76,759.58,0,1,0.916667,1,0,0,40,5000,1997.323094,237.202081,0,12 +C18622,1060.010246,1,0,0,0,78.971459,0,0,0,0.1,1,0,1200,233.54579,257.022991,0,10 +C18623,1062.081424,1,328.37,140,188.37,1309.520408,0.583333,0.083333,0.5,0.25,4,9,1400,556.03363,617.663955,0,12 +C18624,803.55907,1,618.07,209.7,408.37,0,1,0.083333,0.916667,0,0,16,1200,238.904625,296.529297,0,12 +C18625,0.401279,0.090909,31.5,0,31.5,0,0.25,0,0.25,0,0,3,3000,120.697352,,0,12 +C18626,55.59749,0.545455,479.98,479.98,0,942.597948,0.090909,0.090909,0,0.090909,1,1,1200,1836.626686,31.147044,0,11 +C18627,1355.437063,1,0,0,0,407.884977,0,0,0,0.25,6,0,1500,642.558759,412.70964,0,12 +C18628,7.85361,0.363636,125,0,125,0,0.416667,0,0.333333,0,0,5,2500,91.786773,43.39952,0,12 +C18629,0,0,64.62,0,64.62,0,0.25,0,0.25,0,0,3,1000,0,,0,12 +C18631,6.484008,0.272727,61.71,0,61.71,0,0.25,0,0.25,0,0,3,1000,233.763723,136.908362,1,12 +C18632,1157.568538,1,329,37,292,0,0.666667,0.083333,0.666667,0,0,9,2500,603.250222,567.942336,0,12 +C18633,91.669248,0.833333,737.65,0,737.65,0,0.833333,0,0.666667,0,0,5,2500,664.387148,86.535841,1,6 +C18634,304.309784,1,289.75,0,289.75,0,0.5,0,0.416667,0,0,7,2500,670.652889,177.079948,0,12 +C18635,460.331646,0.545455,0,0,0,1759.775462,0,0,0,0.416667,6,0,3000,357.29622,349.836034,0,12 +C18636,789.814537,0.909091,0,0,0,5654.92893,0,0,0,0.166667,12,0,3000,5949.858363,475.195844,0.090909,12 +C18637,5934.610587,1,0,0,0,302.678437,0,0,0,0.25,5,0,6000,1065.956065,2394.242819,0,12 +C18638,18.908241,0.272727,126,126,0,0,0.090909,0.090909,0,0,0,1,1000,643.427524,81.346722,0,11 +C18639,32.092521,0.909091,573.02,0,573.02,0,0.833333,0,0.75,0,0,10,2000,560.142443,128.36766,0.555556,12 +C18640,87.189044,1,744.62,467.02,277.6,110.54162,0.833333,0.333333,0.75,0.083333,1,25,1000,970.674392,168.458237,0.888889,12 +C18641,527.528311,1,467.4,0,467.4,781.387131,1,0,1,0.083333,1,12,2000,2358.281344,596.811325,0.166667,12 +C18642,9.712731,0.636364,128.94,0,128.94,0,0.583333,0,0.5,0,0,7,3000,169.863384,154.85954,0.6,12 +C18643,1029.713408,0.909091,1141.21,110,1031.21,1812.095991,0.833333,0.083333,0.75,0.333333,5,36,3000,420.99268,443.644764,0.111111,12 +C18644,458.26631,0.727273,691.82,453.9,237.92,218.676375,0.583333,0.166667,0.416667,0.166667,3,14,1000,343.499796,251.998399,0,12 +C18645,510.339352,1,509.55,509.55,0,696.126211,0.25,0.25,0,0.166667,4,6,2500,1346.043822,194.915188,0.1,12 +C18646,121.385695,0.909091,341.96,287,54.96,0,1,0.166667,1,0,0,16,1000,626.768821,118.817204,0.1,12 +C18647,1163.222817,0.909091,0,0,0,2502.655964,0,0,0,0.166667,2,0,2500,2937.305695,379.47676,0,12 +C18648,3911.628474,0.875,0,0,0,11951.90332,0,0,0,0.5,40,0,7000,7918.877416,905.569605,0.166667,8 +C18649,400.554448,1,0,0,0,1157.684242,0,0,0,0.083333,1,0,3000,2123.969813,180.059986,0.090909,12 +C18650,361.725724,1,0,0,0,312.112534,0,0,0,0.083333,2,0,500,438.988617,252.245693,0,12 +C18652,495.16253,1,0,0,0,836.270564,0,0,0,0.083333,1,0,1000,639.722174,248.656446,0,12 +C18653,22.493402,0.272727,291.28,146.29,144.99,0,0.25,0.166667,0.166667,0,0,7,1000,563.715318,168.008886,0,12 +C18654,1.707488,0.181818,32.04,0,32.04,0,0.166667,0,0.083333,0,0,2,2500,118.932111,150.600846,1,12 +C18655,640.510192,0.777778,351.89,351.89,0,998.213893,0.333333,0.333333,0,0.111111,4,7,1200,1899.543637,421.253268,0.2,9 +C18656,28.697141,1,360,0,360,0,1,0,1,0,0,12,2000,352.353973,95.559258,0.75,12 +C18657,123.822604,0.125,0,0,0,1625.784248,0,0,0,0.125,1,0,2000,0,,0,8 +C18658,2.850024,0.181818,114.56,0,114.56,0,0.25,0,0.25,0,0,3,1000,403.212926,130.700011,0.333333,12 +C18660,202.968428,1,163.55,0,163.55,0,0.5,0,0.5,0,0,9,1500,188.816775,1711.207196,0,12 +C18661,8.905649,0.363636,112.29,0,112.29,0,0.166667,0,0.166667,0,0,3,1000,301.678494,100.452439,0,12 +C18662,161.754889,1,309,0,309,0,0.25,0,0.25,0,0,3,1000,629.976867,194.011886,0,12 +C18663,139.396168,0.545455,290,290,0,1128.392928,0.083333,0.083333,0,0.333333,4,1,1000,2988.236538,169.978474,0,12 +C18664,3673.371108,0.909091,2548.97,2051.97,497,4300.701115,1,0.818182,0.454545,0.636364,15,32,6000,2475.493772,784.75479,0,11 +C18665,383.881717,1,274.01,0,274.01,877.521511,0.916667,0,0.833333,0.166667,3,22,500,1214.797263,359.953614,0.25,12 +C18666,5484.339435,1,0,0,0,5990.590134,0,0,0,0.25,14,0,6000,1229.434538,2453.164396,0,12 +C18667,318.805232,1,300.39,106.89,193.5,163.100401,1,0.1,0.9,0.1,8,13,1000,129.074206,247.966507,0.111111,10 +C18668,726.323657,0.857143,231.35,0,231.35,929.852206,0.714286,0,0.571429,0.142857,1,7,1000,248.997065,816.92918,0,7 +C18669,43.865582,0.818182,0,0,0,551.777371,0,0,0,0.083333,1,0,1200,855.843792,105.639869,0.142857,12 +C18671,5.140599,0.181818,50.66,0,50.66,0,0.166667,0,0.083333,0,0,2,3000,0,,0,12 +C18672,95.802358,1,218.96,0,218.96,0,0.909091,0,0.909091,0,0,10,2500,120.526564,161.17012,0,11 +C18673,5.629313,0.222222,62.72,0,62.72,0,0.444444,0,0.444444,0,0,4,1500,31.523069,29.715632,0,9 +C18674,306.688361,0.272727,0,0,0,1426.678724,0,0,0,0.083333,5,0,2500,169.340947,347.123363,0,12 +C18675,2373.686499,1,1310.47,0,1310.47,3667.381175,1,0,1,0.25,5,31,3000,4613.536289,936.940012,0,12 +C18676,231.422388,0.875,822.93,822.93,0,0,0.375,0.375,0,0,0,12,1200,120.912757,122.220568,0,8 +C18677,105.182503,0.272727,787.09,754.47,32.62,0,0.25,0.25,0.083333,0,0,11,2500,840.571045,147.116092,0,12 +C18678,9.996627,0.454545,87.94,0,87.94,0,0.416667,0,0.416667,0,0,5,1000,214.442181,122.22549,0.2,12 +C18679,1237.423459,1,650,650,0,0,0.083333,0.083333,0,0,0,1,1500,419.18249,456.684218,0,12 +C18680,2373.308268,1,0,0,0,770.923152,0,0,0,0.416667,12,0,2500,560.136623,784.228406,0,12 +C18682,363.443477,1,1969.7,1490.2,479.5,0,0.916667,0.75,0.833333,0,0,47,1200,1428.883821,200.918114,0.3,12 +C18683,2139.442272,1,68.22,68.22,0,6322.766113,0.166667,0.166667,0,0.25,5,2,5000,3022.813097,603.467365,0.1,12 +C18684,248.740266,1,1846.81,717.96,1128.85,0,1,0.5,1,0,0,42,1000,1508.727887,170.851668,0.333333,12 +C18685,634.759794,1,364.19,0,364.19,0,0.833333,0,0.833333,0,0,18,1000,29.897165,3922.2855,0,12 +C18686,1093.522518,1,577.12,0,577.12,0,0.916667,0,0.833333,0,0,14,1050,854.405712,1405.770584,0,12 +C18687,4572.797303,1,65,65,0,5075.019446,0.125,0.125,0,0.375,8,1,5500,657.437413,723.25892,0,8 +C18688,320.360709,0.454545,0,0,0,926.958974,0,0,0,0.083333,1,0,1200,2036.478465,171.320451,0.25,12 +C18689,64.343051,0.666667,281.05,0,281.05,0,0.666667,0,0.666667,0,0,5,1500,82.611456,84.360572,0,6 +C18690,40.661132,0.909091,235.3,0,235.3,0,0.833333,0,0.833333,0,0,10,1000,279.23448,161.075173,0.272727,12 +C18691,919.563867,1,3000,0,3000,823.979128,0.166667,0,0.083333,0.083333,1,2,2000,4426.498341,1451.756339,0.083333,12 +C18692,20.620429,0.818182,169.66,0,169.66,0,0.75,0,0.666667,0,0,9,1000,192.185764,145.811693,1,12 +C18693,2096.451649,1,165.29,165.29,0,2359.624627,0.222222,0.222222,0,0.222222,6,3,2500,453.341203,476.869478,0,9 +C18694,85.881798,0.181818,0,0,0,628.355222,0,0,0,0.166667,2,0,3000,682.485692,41.34049,0,12 +C18695,174.228543,0.727273,3407.57,3276.57,131,0,0.583333,0.583333,0.166667,0,0,25,3000,4568.864048,226.156063,0.714286,12 +C18696,48.283965,1,325.92,0,325.92,0,1,0,1,0,0,12,2500,347.671947,166.30613,0.416667,12 +C18697,602.210858,1,965,965,0,0,0.25,0.25,0,0,0,5,1200,258.748232,210.582556,0,12 +C18698,22.987395,0.454545,200,0,200,0,0.363636,0,0.363636,0,0,4,2000,490.14841,161.906196,0,11 +C18699,1682.088431,1,2263.38,837.61,1425.77,784.0266,1,0.5,1,0.166667,3,69,4000,2411.309817,443.907546,0,12 +C18700,2046.727519,0.818182,1369.72,422.44,947.28,1817.810563,0.75,0.166667,0.666667,0.166667,4,17,2500,242.742734,10729.19416,0,12 +C18701,839.081567,0.727273,0,0,0,609.463327,0,0,0,0.416667,6,0,1800,2719.934613,406.996136,0.125,12 +C18702,28.244252,0.545455,320,0,320,0,0.5,0,0.416667,0,0,6,1000,551.233491,153.094069,0.4,12 +C18703,929.113186,0.727273,1622,1622,0,0,0.166667,0.166667,0,0,0,2,1800,269.015241,226.417326,0,12 +C18704,17.206623,0.818182,109,0,109,0,0.5,0,0.416667,0,0,6,1000,143.410957,106.187568,0.1,12 +C18705,72.369731,1,588,0,588,0,1,0,1,0,0,12,2500,577.946554,183.976319,0.583333,12 +C18706,3239.011343,1,0,0,0,1678.519765,0,0,0,0.083333,3,0,4000,1129.597601,887.366621,0,12 +C18707,67.251991,0.545455,0,0,0,90.56246,0,0,0,0.083333,3,0,500,987.785921,78.989438,0.333333,12 +C18708,397.138622,0.363636,0,0,0,1188.211139,0,0,0,0.166667,3,0,1200,232.69994,351.188041,0,12 +C18709,1873.61991,1,396.26,396.26,0,2025.438092,0.571429,0.571429,0,0.571429,10,14,2500,353.512837,384.161979,0,7 +C18710,0.391963,0.090909,43.33,0,43.33,0,0.083333,0,0.083333,0,0,1,1200,0,,0,12 +C18711,3.391066,0.272727,72.44,0,72.44,0,0.333333,0,0.333333,0,0,4,1000,194.455374,111.933386,0.75,12 +C18712,55.243291,1,750,0,750,0,1,0,1,0,0,12,2000,710.623372,171.545021,1,12 +C18713,2.433343,0.166667,0,0,0,38.606307,0,0,0,0.166667,1,0,500,0,,0,6 +C18714,0,0,120.82,0,120.82,0,0.5,0,0.5,0,0,6,1000,275.029692,,0,12 +C18715,31.932178,0.363636,365.36,0,365.36,0,0.333333,0,0.333333,0,0,4,1833.333333,822.118125,137.769926,1,12 +C18716,34.750769,1,2562,0,2562,0,1,0,1,0,0,12,2300,2544.223939,154.14745,0.454545,12 +C18717,14.508545,0.454545,186.14,0,186.14,0,0.75,0,0.666667,0,0,9,2500,181.846393,78.984685,0.142857,12 +C18718,410.466315,0.545455,826,116,710,750.50253,0.909091,0.181818,0.818182,0.090909,2,15,1000,1750.067404,483.936762,0.125,11 +C18719,289.096953,1,3106.1,2368.6,737.5,0,1,1,0.666667,0,0,59,1300,2656.101893,184.244772,0.833333,12 +C18720,2.044745,0.181818,26.53,26.53,0,0,0.083333,0.083333,0,0,0,1,2500,155.972776,82.345774,0,12 +C18721,13.084067,0.090909,350,350,0,0,0.083333,0.083333,0,0,0,1,1000,3929.643369,,0,12 +C18722,1047.182049,0.818182,1727.64,0,1727.64,0,1,0,1,0,0,12,1000,3548.800193,3243.685151,0,12 +C18723,161.442459,1,1767.61,320.02,1447.59,0,1,0.083333,1,0,0,20,2000,1688.46643,176.27937,0.583333,12 +C18724,2.100274,0.181818,65,65,0,0,0.083333,0.083333,0,0,0,1,3000,282.389037,41.475045,0,12 +C18725,1384.431318,1,3013.2,924.39,2088.81,0,1,0.166667,1,0,0,33,6600,1218.29542,316.469656,0,12 +C18726,155.167572,0.8,1084.76,0,1084.76,0,0.8,0,0.7,0,0,12,4000,1070.911497,147.700045,0.666667,10 +C18728,1.644581,0.090909,42.49,42.49,0,0,0.083333,0.083333,0,0,0,1,1200,231.480701,86.839981,0,12 +C18729,39.885648,1,433.32,0,433.32,0,1,0,1,0,0,12,6000,453.19428,179.901343,0.666667,12 +C18730,16.065938,0.545455,154.45,0,154.45,0,0.416667,0,0.416667,0,0,5,4000,301.05373,122.199314,0.166667,12 +C18731,0,0,113,0,113,0,0.333333,0,0.333333,0,0,5,4000,268.521412,,0,12 +C18732,1478.079872,1,0,0,0,204.29492,0,0,0,0.333333,5,0,1500,383.28285,534.469973,0,12 +C18733,1455.213589,0.833333,0,0,0,3195.76491,0,0,0,0.833333,10,0,4000,147.826185,227.431211,0,6 +C18734,3074.49082,1,0,0,0,3382.232089,0,0,0,0.166667,2,0,4000,3249.404994,695.004032,0,12 +C18735,0.021102,0.125,0,0,0,922.817511,0,0,0,0.125,1,0,4000,36.672617,,0,8 +C18736,11.918653,0.1,276.79,276.79,0,0,0.1,0.1,0,0,0,3,3000,0,,0,10 +C18737,1087.565213,1,0,0,0,216.51414,0,0,0,0.444444,4,0,1200,283.409367,267.813111,0,9 +C18738,439.357199,1,862.74,862.74,0,90.322514,0.666667,0.666667,0,0.25,4,22,1000,789.180188,208.76782,0,12 +C18739,30.287602,0.818182,0,0,0,827.814406,0,0,0,0.416667,11,0,1000,963.269399,74.387702,0.166667,12 +C18740,100.212638,0.8,639.29,116.9,522.39,0,0.8,0.1,0.7,0,0,17,1500,269.84678,156.747495,0.5,10 +C18741,12.209291,0.545455,143.75,0,143.75,0,0.416667,0,0.416667,0,0,5,1500,330.503125,147.685817,1,12 +C18742,6.646795,1,228.84,0,228.84,0,0.666667,0,0.666667,0,0,12,4000,232.790324,96.602631,1,12 +C18743,17.832206,0.545455,153.6,0,153.6,0,0.416667,0,0.416667,0,0,5,1000,207.376053,86.953988,0.363636,12 +C18744,73.243985,1,797.2,644.8,152.4,0,1,0.333333,1,0,0,16,1200,645.795684,140.715638,0.454545,12 +C18745,799.00867,1,192.96,0,192.96,559.392054,1,0,1,0.333333,5,12,2000,691.532728,170.548573,0,12 +C18746,796.558943,1,531.24,0,531.24,888.107988,1,0,0.833333,0.333333,4,6,1000,684.858625,654.573104,0,6 +C18747,3.364738,0.272727,582.94,0,582.94,0,0.416667,0,0.416667,0,0,5,2000,28.013889,14.845744,0,12 +C18748,143.538206,1,415.47,0,415.47,0,1,0,1,0,0,17,3000,394.512806,172.574308,0,12 +C18749,2170.916313,1,70.77,70.77,0,2524.177008,0.083333,0.083333,0,0.25,3,1,2500,545.076185,470.556714,0,12 +C18750,11.748193,0.181818,80.75,80.75,0,0,0.083333,0.083333,0,0,0,1,2000,0,,0,12 +C18751,23.934205,0.818182,266.1,0,266.1,0,0.666667,0,0.583333,0,0,8,4000,313.233366,122.228515,0.636364,12 +C18752,1869.63255,1,0,0,0,1897.993012,0,0,0,0.166667,4,0,2000,454.348175,452.597945,0,12 +C18753,150.269903,1,853.44,0,853.44,0,1,0,1,0,0,12,3000,869.413166,173.649797,0.083333,12 +C18754,11.395369,0.636364,100.5,0,100.5,0,0.5,0,0.5,0,0,6,3000,148.92824,87.113913,0.142857,12 +C18755,13.125634,0.545455,106.98,0,106.98,0,0.5,0,0.5,0,0,6,2500,275.244392,142.4175,0.5,12 +C18756,1619.881506,1,441.18,50,391.18,700.951557,0.5,0.083333,0.5,0.166667,4,12,3000,963.141799,370.576176,0,12 +C18757,7.054474,0.818182,427.98,0,427.98,0,1,0,0.916667,0,0,18,1500,402.34297,17.773542,0.111111,12 +C18758,26.771366,1,550,0,550,0,0.916667,0,0.916667,0,0,11,2000,581.909822,27.137375,0,12 +C18760,126.872455,0.545455,568.5,0,568.5,0,0.5,0,0.5,0,0,6,2000,1294.215768,201.544737,0,12 +C18761,3172.114278,1,454.13,0,454.13,4323.52433,1,0,0.888889,0.777778,22,11,4000,1746.248986,1091.69632,0,9 +C18762,24.719209,0.545455,280.04,0,280.04,0,0.5,0,0.5,0,0,6,2500,538.899429,140.502909,0.666667,12 +C18763,477.258038,1,49,49,0,0,0.083333,0.083333,0,0,0,1,500,112.962753,232.605728,0,12 +C18764,22.322374,0.363636,95,95,0,1162.045833,0.083333,0.083333,0,0.166667,3,1,2500,4094.261427,40.142262,0,12 +C18765,986.84903,1,558.18,0,558.18,45.311387,1,0,1,0.083333,1,39,1000,1548.4862,5737.912518,0,12 +C18766,21.168201,1,236.4,8.4,228,0,1,1,1,0,0,24,2500,217.008342,178.169321,0.833333,12 +C18767,854.56751,0.875,978.26,870.95,107.31,1043.765101,0.875,0.25,0.75,0.125,2,29,1500,2750.062711,841.978782,0.2,8 +C18768,19.25682,0.636364,185.02,0,185.02,0,0.5,0,0.5,0,0,6,2500,233.025663,80.115991,0.3,12 +C18769,131.83593,0.545455,2234.02,0,2234.02,0,0.5,0,0.5,0,0,6,2000,4432.954833,153.812848,1,12 +C18770,528.107264,1,674.52,0,674.52,0,1,0,1,0,0,12,2500,127.76546,275.706442,0,12 +C18771,908.465054,1,425,0,425,1457.729917,0.583333,0,0.583333,0.25,5,9,2000,742.934802,262.925278,0.25,12 +C18772,482.407545,0.636364,0,0,0,1071.188192,0,0,0,0.166667,3,0,1400,702.068789,162.556469,0.090909,12 +C18773,3326.323283,1,8209.77,2218.28,5991.49,0,1,0.416667,1,0,0,130,10000,1942.074765,702.905059,0.083333,12 +C18774,16.270638,0.3,1131.46,1131.46,0,0,0.2,0.2,0,0,0,3,3000,932.976337,69.561118,0,10 +C18775,35.518273,0.909091,283.8,0,283.8,0,0.833333,0,0.75,0,0,10,2500,302.73613,171.008635,0.666667,12 +C18776,547.287057,1,0,0,0,243.336548,0,0,0,0.166667,2,0,2000,232.430161,163.411456,0,12 +C18778,528.463885,1,0,0,0,5191.738847,0,0,0,0.833333,11,0,1000,4736.808799,309.547058,0.833333,12 +C18779,1594.994317,0.875,667,569,98,1880.647102,0.875,0.125,0.75,0.5,5,8,2500,248.746263,455.027879,0,8 +C18780,78.821949,1,1333.75,964.72,369.03,0,1,0.583333,0.583333,0,0,18,1000,1266.894805,146.630282,0.888889,12 +C18781,1297.740903,0.909091,944.44,0,944.44,1382.21391,1,0,1,0.166667,5,32,1500,2685.673905,1509.468577,0,12 +C18782,236.996845,0.727273,0,0,0,3806.179299,0,0,0,0.666667,41,0,1000,4609.777736,139.364536,0.6,12 +C18783,221.810125,0.727273,0,0,0,903.684584,0,0,0,0.166667,2,0,500,662.179022,168.6205,0.166667,12 +C18784,736.024188,0.9,350.02,0,350.02,0,0.6,0,0.6,0,0,6,1000,133.825578,323.058774,0,10 +C18785,293.125181,1,2812.69,2512.69,300,0,0.75,0.75,0.083333,0,0,27,1000,2420.213,150.059679,0.833333,12 +C18786,117.344883,1,661.3,0,661.3,477.825546,1,0,0.9,0.1,1,13,1200,562.896648,150.940292,0.25,10 +C18787,1175.241984,1,1102.72,1102.72,0,136.401822,0.571429,0.571429,0,0.285714,5,10,1200,147.169915,188.906389,0,7 +C18788,31.111952,0.909091,470.65,0,470.65,0,0.833333,0,0.833333,0,0,17,3000,496.387423,142.115057,0.909091,12 +C18789,1019.135688,1,0,0,0,1153.912092,0,0,0,0.285714,3,0,1200,114.172744,370.212719,0,7 +C18790,11.056609,0.454545,334.85,0,334.85,0,0.583333,0,0.583333,0,0,7,3000,524.05706,133.229958,0.833333,12 +C18791,134.687754,1,2395.92,0,2395.92,0,1,0,1,0,0,12,3500,2440.778198,2164.692811,0.916667,12 +C18792,116.036232,0.727273,138.8,138.8,0,413.247771,0.181818,0.181818,0,0.181818,2,3,1500,317.583796,86.807982,0.1,11 +C18793,382.378002,1,0,0,0,1097.698179,0,0,0,0.25,5,0,1500,679.788131,185.106686,0.1,12 +C18794,3.229304,0.545455,190.2,0,190.2,0,0.666667,0,0.583333,0,0,8,1500,295.937124,,0,12 +C18795,49.032869,1,360.96,0,360.96,0,1,0,0.875,0,0,8,1000,321.694432,133.819552,0.285714,8 +C18796,258.541401,1,2260.29,2088.59,171.7,0,0.916667,0.75,0.416667,0,0,18,1800,1268.746941,206.78448,0.6,12 +C18797,575.662861,0.545455,0,0,0,3628.692831,0,0,0,0.166667,3,0,3000,4582.535303,367.256442,0.5,12 +C18798,19.125876,0.090909,275.86,171.98,103.88,366.686248,0.083333,0.083333,0.083333,0.083333,2,9,1200,0,,0,12 +C18800,7.169078,0.181818,118.2,0,118.2,0,0.083333,0,0.083333,0,0,1,2000,889.040469,73.457648,0,12 +C18801,2199.65234,1,0,0,0,2476.783665,0,0,0,0.428571,8,0,2500,275.699225,450.229656,0,7 +C18802,0.919387,0.181818,251.5,251.5,0,0,0.166667,0.166667,0,0,0,4,1200,712.364811,42.09599,0,12 +C18803,1050.524091,0.875,0,0,0,1412.242287,0,0,0,0.125,1,0,1500,1270.512009,338.185134,0,8 +C18804,134.142415,0.909091,1729.67,1729.67,0,0,0.666667,0.666667,0,0,0,11,1200,1735.980519,127.46298,0.333333,12 +C18805,34.223151,1,108,0,108,0,1,0,1,0,0,12,1000,68.331764,167.726633,0,12 +C18806,28.838076,1,484.68,0,484.68,0,1,0,1,0,0,12,1000,485.036484,78.505742,0.166667,12 +C18807,52.666422,1,150.3,0,150.3,0,1,0,0.833333,0,0,6,1000,54.722514,82.95518,0,6 +C18808,212.244875,0.909091,0,0,0,1503.182148,0,0,0,0.25,3,0,2000,3143.206742,118.130398,0.333333,12 +C18809,1231.092907,1,250,250,0,782.610563,0.083333,0.083333,0,0.25,5,1,1800,1116.543176,409.577742,0,12 +C18810,9.630478,1,257.49,0,257.49,0,1,0,1,0,0,14,1500,251.907165,114.027084,0.7,12 +C18811,1168.345069,1,0,0,0,96.091248,0,0,0,0.083333,1,0,1200,255.224549,252.04309,0,12 +C18812,38.68635,0.363636,0,0,0,426.435424,0,0,0,0.090909,1,0,500,1773.465607,91.399854,0.5,11 +C18813,460.081479,0.833333,649.5,0,649.5,793.822988,0.833333,0,0.833333,0.666667,6,6,1000,625.116471,87.93873,0.25,6 +C18814,13.027653,0.272727,0,0,0,411.480832,0,0,0,0.166667,2,0,1200,421.803076,27.864982,0,12 +C18815,417.444057,0.666667,0,0,0,708.715173,0,0,0,0.333333,7,0,1200,27.397306,118.174297,0,6 +C18816,1889.128442,0.909091,0,0,0,2994.518885,0,0,0,0.363636,12,0,3000,7744.256948,631.349828,0,11 +C18817,1029.111236,0.909091,0,0,0,1097.380897,0,0,0,0.166667,4,0,1200,0,,0,12 +C18818,4696.525962,0.875,604.33,435,169.33,6400.248453,0.5,0.375,0.125,0.375,7,5,8000,840.965985,930.049801,0,8 +C18819,1034.026449,1,93.34,0,93.34,432.159364,0.25,0,0.25,0.083333,1,4,1500,294.925221,419.071157,0,12 +C18820,1243.254633,1,0,0,0,1428.440429,0,0,0,0.083333,1,0,3500,562.362623,276.403192,0,12 +C18821,31.560931,0.545455,300,0,300,0,0.5,0,0.5,0,0,6,1000,588.763068,143.33928,1,12 +C18822,130.041299,1,581.28,0,581.28,342.397949,1,0,0.875,0.125,1,8,1000,498.524607,110.630755,0.5,8 +C18823,1283.337407,1,1022.41,171.6,850.81,1158.035224,0.875,0.125,0.75,0.25,5,16,1200,846.998942,1838.41015,0,8 +C18824,1843.191023,1,1446.48,0,1446.48,1450.172456,1,0,1,0.083333,1,48,2000,945.67939,921.657393,0,12 +C18825,896.563274,0.818182,511,0,511,1084.460175,0.5,0,0.416667,0.166667,3,6,1400,1330.67108,313.807299,0,12 +C18826,1130.827049,0.909091,0,0,0,1727.256593,0,0,0,0.272727,7,0,1500,1897.193158,490.973854,0.090909,11 +C18827,16.887571,0.363636,1083,1083,0,0,0.25,0.25,0,0,0,3,1200,3905.430817,,0,12 +C18828,5.529633,0.181818,45,0,45,0,0.166667,0,0.166667,0,0,2,1000,515.842674,112.442224,0.5,12 +C18829,655.786755,1,387.68,0,387.68,0,0.083333,0,0.083333,0,0,1,2000,1110.023792,644.26765,0,12 +C18830,37.123618,0.857143,84.24,0,84.24,0,0.857143,0,0.714286,0,0,6,1500,0,,0,7 +C18831,2601.463574,1,0,0,0,528.119509,0,0,0,0.083333,2,0,6000,1317.570981,621.58909,0,12 +C18832,819.462711,0.818182,0,0,0,1131.611986,0,0,0,0.25,6,0,1200,432.036408,347.630216,0,12 +C18833,414.631529,1,0,0,0,739.862664,0,0,0,0.583333,13,0,500,799.824822,354.747453,0.166667,12 +C18834,20.996733,0.909091,295.92,0,295.92,0,1,0,1,0,0,12,1000,276.213902,160.911617,0.636364,12 +C18835,112.390812,1,269.9,49.9,220,0,0.666667,0.083333,0.666667,0,0,9,1500,204.160043,167.150382,0,12 +C18836,997.496745,1,1629.83,1629.83,0,276.760257,0.583333,0.583333,0,0.25,5,21,1200,890.611754,590.889201,0,12 +C18837,32.182264,1,208.61,0,208.61,0,1,0,1,0,0,15,1000,146.936578,134.915444,0.181818,12 +C18838,19.303362,0.818182,150.24,0,150.24,0,0.666667,0,0.666667,0,0,8,1500,192.431598,156.449104,0.7,12 +C18839,2.892853,0.181818,52.68,0,52.68,0,0.166667,0,0.166667,0,0,2,500,290.072441,124.724211,1,12 +C18840,45.069167,1,218.28,0,218.28,0,1,0,1,0,0,12,1000,203.222849,168.935609,0,12 +C18841,4.390888,0.272727,0,0,0,19.35123,0,0,0,0.083333,1,0,500,95.983734,112.02371,0,12 +C18842,21.739563,0.727273,255.6,0,255.6,0,0.666667,0,0.666667,0,0,8,1500,400.463395,137.193939,0.75,12 +C18843,398.453246,1,0,0,0,647.778706,0,0,0,0.857143,10,0,500,323.875395,110.678562,0,7 +C18844,469.319087,0.818182,383.81,0,383.81,870.533909,0.583333,0,0.5,0.333333,6,14,1500,57.924613,335.598994,0,12 +C18845,42.577756,0.909091,4061.96,4061.96,0,0,0.916667,0.916667,0,0,0,35,500,3716.880684,92.058823,0.75,12 +C18846,1.307969,0.272727,0,0,0,296.676377,0,0,0,0.083333,1,0,1200,1238.145022,46.176547,1,12 +C18847,110.913143,1,2339.3,2098.46,240.84,252.018346,0.666667,0.666667,0.5,0.166667,5,34,500,1275.716405,121.245525,0.285714,12 +C18848,1182.080141,1,266.68,0,266.68,848.848179,0.666667,0,0.666667,0.083333,6,8,1000,119.861878,8607.234543,0,12 +C18849,85.900738,1,0,0,0,278.348105,0,0,0,0.25,3,0,500,193.747321,146.858723,0,12 +C18850,1812.30897,1,219.8,219.8,0,1732.099796,0.083333,0.083333,0,0.333333,5,2,2500,463.885403,374.70155,0,12 +C18851,356.52371,1,1819,749.9,1069.1,0,0.833333,0.333333,0.75,0,0,27,1200,1402.326881,186.651138,0,12 +C18852,272.310015,1,575.3,220.34,354.96,0,1,0.083333,1,0,0,14,1500,354.086664,201.23698,0,12 +C18853,7.696813,0.090909,111.3,111.3,0,101.656544,0.083333,0.083333,0,0.083333,1,2,1200,0,,0,12 +C18854,6.747965,0.545455,277.44,0,277.44,0,1,0,1,0,0,12,1000,263.591465,82.527965,0.363636,12 +C18855,13.44199,0.454545,56.51,0,56.51,0,0.25,0,0.25,0,0,3,1000,190.431651,153.286406,0.166667,12 +C18856,0.065402,0.090909,69,0,69,0,0.083333,0,0.083333,0,0,1,1500,506.68867,62.491042,0,12 +C18857,70.954998,0.818182,616.67,0,616.67,0,0.583333,0,0.5,0,0,7,500,688.541249,653.219376,0,12 +C18858,1012.08968,1,312.48,0,312.48,0,1,0,1,0,0,12,1000,325.606238,607.95748,0,12 +C18859,1107.848228,1,0,0,0,318.884066,0,0,0,0.166667,3,0,1200,400.316615,294.743006,0,12 +C18860,1528.122917,1,0,0,0,2426.656054,0,0,0,0.5,19,0,3500,2039.574349,314.465218,0,12 +C18861,342.361553,1,258.5,83.48,175.02,225.819508,0.666667,0.166667,0.5,0.083333,3,10,1000,686.449219,282.368125,0.083333,12 +C18862,79.03891,0.363636,750,0,750,0,0.25,0,0.25,0,0,3,1300,2445.816802,177.31285,1,12 +C18863,115.61103,1,379.32,0,379.32,0,1,0,1,0,0,12,1000,281.152056,179.901711,0,12 +C18864,221.29129,1,1429.54,653.82,775.72,0,0.916667,0.5,0.666667,0,0,24,700,1277.898622,149.825296,0.375,12 +C18865,553.901465,1,458.76,0,458.76,0,1,0,1,0,0,12,1000,157.770746,257.530999,0,12 +C18866,70.162707,0.636364,599,0,599,0,0.5,0,0.416667,0,0,6,1000,1007.348156,139.86007,1,12 +C18867,942.329974,1,450,450,0,722.690339,0.166667,0.166667,0,0.166667,2,3,1200,281.028562,170.661135,0,6 +C18868,683.188651,1,85,85,0,0,0.083333,0.083333,0,0,0,1,3000,447.237766,214.535254,0,12 +C18869,4.107485,0.181818,52.5,0,52.5,0,0.166667,0,0.083333,0,0,2,500,82.529481,163.602544,0,12 +C18870,17.413459,0.818182,264.8,0,264.8,0,0.833333,0,0.833333,0,0,10,1000,302.250761,150.53823,0.6,12 +C18871,49.519627,0.545455,210,210,0,446.514417,0.083333,0.083333,0,0.083333,1,1,500,885.24483,127.542299,0,12 +C18872,7.367128,0.555556,479.71,479.71,0,95.299613,0.333333,0.333333,0,0.222222,2,12,3000,1190.03983,18.092319,1,9 +C18873,1040.030221,1,0,0,0,1390.64829,0,0,0,0.545455,18,0,1400,290.12962,287.994171,0,11 +C18874,35.966227,0.909091,216.12,0,216.12,0,1,0,1,0,0,12,1000,150.069276,131.685716,0,12 +C18875,10.286805,0.363636,60,0,60,0,0.25,0,0.25,0,0,3,1000,194.460801,141.594889,0.25,12 +C18877,23.506407,0.181818,256.69,256.69,0,0,0.083333,0.083333,0,0,0,5,1200,1386.758471,89.831553,0,12 +C18878,100.477642,1,1560,0,1560,0,1,0,1,0,0,12,1000,1480.011123,165.000922,1,12 +C18879,21.718289,1,182.27,0,182.27,0,0.916667,0,0.833333,0,0,11,1500,176.130076,171.217707,0.375,12 +C18880,2279.831751,1,0,0,0,404.329848,0,0,0,0.166667,2,0,2500,443.514543,1257.838972,0,12 +C18881,474.451835,0.545455,0,0,0,1016.333944,0,0,0,0.25,8,0,1200,414.218007,310.343372,0,12 +C18882,0.006651,0.142857,0,0,0,164.137866,0,0,0,0.142857,1,0,1200,5.070726,,0,7 +C18883,293.351517,1,0,0,0,247.986362,0,0,0,0.083333,3,0,500,533.754035,169.743478,0.083333,12 +C18885,543.219992,0.833333,0,0,0,1497.188933,0,0,0,0.833333,8,0,3000,407.343532,99.150338,0.25,6 +C18886,251.281423,1,1873.56,0,1873.56,0,1,0,1,0,0,12,1000,1599.510802,197.985876,0.416667,12 +C18887,2069.451252,1,0,0,0,2849.085564,0,0,0,0.666667,14,0,3000,199.137135,258.367496,0,6 +C18888,267.401555,1,156.6,0,156.6,0,1,0,1,0,0,12,1000,157.691576,1221.503449,0,12 +C18889,587.625834,0.727273,0,0,0,1056.036609,0,0,0,0.166667,2,0,1200,1209.43408,186.99955,0,12 +C18890,59.714532,0.909091,305.84,0,305.84,0,0.833333,0,0.833333,0,0,10,1000,345.566925,154.370997,0.636364,12 +C18891,154.416929,1,483.27,483.27,0,108.462594,0.416667,0.416667,0,0.166667,2,7,500,266.232394,181.91342,0,12 +C18892,25.615441,0.545455,146.5,146.5,0,0,0.416667,0.416667,0,0,0,5,500,287.288012,142.251239,0,12 +C18893,272.833329,1,526.04,0,526.04,0,1,0,1,0,0,28,1500,112.964455,177.347797,0,12 +C18895,444.841702,1,218.59,218.59,0,0,0.083333,0.083333,0,0,0,4,500,223.771445,226.769925,0,12 +C18896,945.802599,1,540,0,540,912.094948,1,0,0.875,0.125,4,15,1000,365.497356,1236.86484,0,8 +C18897,848.44901,0.7,0,0,0,1371.216719,0,0,0,0.1,1,0,1500,265.306179,301.626153,0,10 +C18898,327.508171,0.875,2477.68,1419.31,1058.37,0,0.875,0.875,0.75,0,0,42,2000,1724.519418,129.61823,0.833333,8 +C18899,599.909949,1,4947.32,3149.59,1797.73,0,1,1,0.916667,0,0,73,3000,5024.430008,218.172915,0.083333,12 +C18900,1016.826034,0.833333,0,0,0,1364.852957,0,0,0,0.333333,5,0,1500,139.841142,171.458084,0,6 +C18901,59.695937,1,370.56,0,370.56,0,1,0,1,0,0,19,1500,290.863599,164.173138,0.166667,12 +C18902,1112.915657,1,13,13,0,256.944059,0.083333,0.083333,0,0.25,5,1,1500,396.056561,308.356999,0,12 +C18903,21.933648,1,113,0,113,0,0.833333,0,0.833333,0,0,10,1500,101.831302,152.018763,0.083333,12 +C18904,79.861604,1,427.36,0,427.36,0,0.833333,0,0.833333,0,0,10,1000,410.368448,164.642311,0.166667,12 +C18905,471.274037,1,49.85,49.85,0,458.153085,0.083333,0.083333,0,0.083333,1,2,500,129.45468,234.780395,0,12 +C18906,131.936915,0.888889,1233.28,0,1233.28,0,0.888889,0,0.777778,0,0,12,2000,732.737299,756.855462,0.333333,9 +C18907,115.327148,0.363636,1042.4,1042.4,0,0,0.25,0.25,0,0,0,4,2000,1918.062101,89.164921,0.25,12 +C18908,23.223559,0.181818,387.32,159,228.32,0,0.166667,0.083333,0.083333,0,0,6,1200,86.332384,162.317863,0,12 +C18909,1904.376436,1,0,0,0,2185.071381,0,0,0,0.375,3,0,3000,980.969819,365.565349,0,8 +C18910,39.564588,0.363636,359.24,0,359.24,0,0.333333,0,0.333333,0,0,4,1500,992.647976,139.000402,1,12 +C18911,7.581335,0.363636,94.12,0,94.12,0,0.333333,0,0.333333,0,0,4,1000,270.381019,143.667356,1,12 +C18912,1199.66533,1,0,0,0,366.121216,0,0,0,0.090909,2,0,1200,552.261569,544.688317,0,11 +C18913,1116.44317,1,0,0,0,18.904244,0,0,0,0.083333,1,0,1200,264.159577,312.807548,0,12 +C18914,0.648074,0.272727,258,0,258,0,1,0,1,0,0,12,1000,320.135581,26.334342,0.2,12 +C18915,2486.283073,0.833333,0,0,0,4043.400571,0,0,0,0.5,6,0,4000,394.549489,533.337236,0,6 +C18916,1031.037548,1,0,0,0,1117.043527,0,0,0,0.181818,8,0,1200,157.740697,2021.959242,0,11 +C18917,1314.832328,0.909091,0,0,0,1430.220725,0,0,0,0.166667,4,0,1500,277.83717,519.525787,0,12 +C18918,18.516899,1,260.4,0,260.4,0,1,0,1,0,0,12,1500,249.469171,167.269706,0.75,12 +C18919,459.036183,1,755,185,570,0,1,0.083333,1,0,0,13,2000,181.336934,198.58317,0,12 +C18920,91.669477,0.363636,824.5,737.3,87.2,0,0.333333,0.083333,0.25,0,0,9,1500,175.478647,177.923528,1,12 +C18921,1929.555023,1,621.11,621.11,0,6691.286753,0.333333,0.333333,0,0.666667,29,5,6000,2406.905963,549.02708,0,12 +C18922,1189.934589,0.818182,0,0,0,2271.460329,0,0,0,0.272727,6,0,3000,2423.466368,287.460527,0.111111,11 +C18923,45.972648,1,0,0,0,90.651341,0,0,0,0.083333,1,0,500,120.805392,122.432543,0.125,12 +C18924,1.155609,0.181818,117.68,0,117.68,0,0.25,0,0.25,0,0,4,1500,405.194961,54.016822,0.75,12 +C18925,2898.484109,1,0,0,0,3021.097135,0,0,0,0.272727,5,0,3000,230.794237,13916.08593,0,11 +C18926,368.318662,0.909091,8053.95,8053.95,0,0,0.833333,0.833333,0,0,0,46,2000,7966.582037,219.761189,0.777778,12 +C18927,458.403218,0.727273,0,0,0,2249.627477,0,0,0,0.272727,6,0,1200,2611.270088,146.033981,0.125,11 +C18928,624.049989,0.909091,500,500,0,0,0.083333,0.083333,0,0,0,1,5000,108.048011,322.162263,0,12 +C18929,990.92233,0.888889,0,0,0,1134.263273,0,0,0,0.111111,1,0,1200,143.682692,268.910746,0,9 +C18930,263.63692,0.727273,1350.7,1060.7,290,0,0.666667,0.5,0.25,0,0,17,1500,837.745205,196.198784,0,12 +C18931,699.712899,1,0,0,0,1244.774872,0,0,0,0.166667,31,0,1500,1619.875345,2807.621139,0.090909,12 +C18932,44.904048,1,167.37,0,167.37,0,1,0,0.857143,0,0,7,1000,58.060753,102.88597,0.2,7 +C18933,109.621031,1,1060.5,0,1060.5,0,1,0,1,0,0,29,1000,890.174668,194.28365,0.583333,12 +C18934,10.65253,0.181818,209.2,0,209.2,0,0.166667,0,0.083333,0,0,2,500,0,,0,12 +C18935,873.680279,1,2397.05,1072.46,1324.59,1657.160669,1,0.5,0.916667,0.583333,12,23,2500,2028.986135,297.682079,0.083333,12 +C18936,10.268192,0.272727,0,0,0,491.148937,0,0,0,0.25,23,0,500,2117.308744,65.340571,1,12 +C18937,1572.332442,0.666667,0,0,0,3230.173371,0,0,0,0.166667,3,0,4500,1022.035785,328.52876,0,6 +C18938,10.318754,0.625,102.66,0,102.66,0,0.375,0,0.25,0,0,3,1500,190.431856,55.178854,0,8 +C18939,60.816514,0.818182,900,0,900,0,0.75,0,0.75,0,0,9,1000,1208.785022,174.822875,0.777778,12 +C18940,68.226894,0.571429,388.5,0,388.5,0,0.714286,0,0.714286,0,0,5,1000,303.411962,81.694504,0,7 +C18941,27.202031,1,538.41,0,538.41,0,1,0,1,0,0,15,1500,458.430924,100.747103,0.4,12 +C18942,7302.672686,1,0,0,0,10762.70776,0,0,0,0.75,19,0,9000,3824.308564,2214.506825,0,12 +C18943,53.918649,1,293.4,0,293.4,0,1,0,0.916667,0,0,12,1000,214.720832,170.993091,0.090909,12 +C18944,78.448912,1,1875.18,977.85,897.33,0,1,0.833333,0.916667,0,0,78,1200,1656.503571,172.161277,1,12 +C18945,812.259343,1,354.63,280.1,74.53,830.160011,0.25,0.166667,0.083333,0.5,8,3,1200,201.90503,328.182068,0,12 +C18946,181.275057,0.4,192.23,192.23,0,1209.77251,0.3,0.3,0,0.3,10,5,2000,1088.224155,138.292112,0,10 +C18947,18.293628,0.545455,117.65,0,117.65,0,0.416667,0,0.416667,0,0,5,1500,186.00215,88.133951,0.2,12 +C18948,64.227433,1,419.4,0,419.4,0,0.75,0,0.75,0,0,9,1000,406.137534,177.179057,0.272727,12 +C18949,133.999971,1,1485,0,1485,0,1,0,1,0,0,12,1000,1353.276771,170.609124,0.909091,12 +C18950,0.422555,0.125,0,0,0,104.437928,0,0,0,0.125,1,0,2500,887.984715,0.311953,0,8 +C18951,113.563652,1,729.6,0,729.6,0,1,0,1,0,0,12,1000,596.539738,176.463251,0.545455,12 +C18952,9.074142,0.888889,555.66,0,555.66,0,1,0,0.888889,0,0,9,1500,547.194469,2.167809,0,9 +C18953,477.847191,1,1006,942.12,63.88,0,0.833333,0.75,0.166667,0,0,24,500,561.212055,459.735118,0,12 +C18954,220.943665,1,1833.34,0,1833.34,0,0.916667,0,0.916667,0,0,11,1000,1652.755379,176.825347,0.818182,12 +C18955,18.885677,0.375,57,57,0,0,0.125,0.125,0,0,0,1,1500,0,,0,8 +C18956,165.240633,0.181818,0,0,0,1088.751325,0,0,0,0.166667,4,0,1500,0,,0,12 +C18957,2718.796217,1,428,0,428,2712.077107,0.75,0,0.666667,0.083333,1,9,3000,962.94577,1299.927384,0,12 +C18958,4.843351,0.090909,368.28,0,368.28,0,1,0,1,0,0,12,1000,935.500113,29.977414,0,12 +C18959,1056.267818,0.909091,0,0,0,1450.812947,0,0,0,0.166667,8,0,1500,1909.972695,415.089844,0.111111,12 +C18960,748.264608,0.818182,808.99,808.99,0,169.529717,0.090909,0.090909,0,0.090909,5,1,1000,171.734804,252.640741,0,11 +C18961,3002.791004,1,2463,2463,0,797.15895,0.166667,0.166667,0,0.166667,3,3,3000,431.716492,16638.73385,0,12 +C18962,1374.266113,1,1814.3,1596.8,217.5,0,0.666667,0.333333,0.416667,0,0,10,6500,2668.399516,413.987806,0,12 +C18963,1425.003265,1,562.42,0,562.42,1814.910939,0.75,0,0.666667,0.416667,7,19,1800,985.544048,883.852995,0,12 +C18964,207.561471,0.833333,60,0,60,259.545238,0.833333,0,0.833333,0.166667,2,6,1000,59.58827,97.012092,0,6 +C18965,39.061878,1,297.02,0,297.02,0,0.916667,0,0.916667,0,0,11,1000,297.32915,186.96613,0,12 +C18966,2492.463204,1,0,0,0,2625.644609,0,0,0,0.25,7,0,3000,621.099464,1073.237454,0,12 +C18967,45.747578,0.363636,0,0,0,201.529984,0,0,0,0.083333,2,0,1200,491.502618,106.285,0.333333,12 +C18968,45.645815,1,222,0,222,0,1,0,0.916667,0,0,12,1500,175.938042,176.481806,0.3,12 +C18969,51.071594,0.888889,0,0,0,360.199098,0,0,0,0.555556,14,0,500,0.049513,67.786744,0,9 +C18970,11.442399,0.636364,82,0,82,0,0.5,0,0.416667,0,0,6,1000,82.847064,80.676988,0.222222,12 +C18971,407.399529,1,0,0,0,1364.307564,0,0,0,0.166667,2,0,1500,98.494145,228.622281,0,12 +C18972,35.38985,1,285.24,0,285.24,0,1,0,0.916667,0,0,12,1000,232.82123,176.356576,0.363636,12 +C18973,851.249818,1,2000,2000,0,4085.845895,0.285714,0.285714,0,0.571429,12,4,1200,2246.792007,970.683654,0.285714,7 +C18975,2533.618119,0.909091,5633.83,2985.92,2647.91,2451.807788,0.916667,0.5,0.75,0.333333,16,82,9000,8176.953944,602.963244,0,12 +C18976,981.286008,1,1370,1370,0,0,0.083333,0.083333,0,0,0,1,1400,596.685481,451.584847,0,12 +C18977,1367.703777,0.909091,153,0,153,1487.406583,0.545455,0,0.454545,0.090909,14,6,1500,0,,0,11 +C18978,1520.623758,0.818182,0,0,0,3135.113427,0,0,0,0.454545,7,0,5000,719.805537,372.930377,0,11 +C18979,84.033173,1,1099,0,1099,0,1,0,0.916667,0,0,12,1000,984.393603,178.511595,0.909091,12 +C18980,87.026009,1,605.52,0,605.52,0,1,0,0.916667,0,0,12,1500,511.637312,175.012705,0,12 +C18982,40.960739,0.181818,472.75,431.37,41.38,0,0.181818,0.181818,0.090909,0,0,7,13000,0,,0,11 +C18983,983.520793,0.888889,554.1,554.1,0,758.43644,0.333333,0.333333,0,0.333333,5,5,1200,376.440358,264.464403,0,9 +C18984,1000.814822,0.285714,0,0,0,3465.266978,0,0,0,0.142857,6,0,6000,235.351288,460.6965,0,7 +C18985,2856.473263,1,1200,1200,0,1710.323236,0.090909,0.090909,0,0.090909,3,1,3000,0,,0,11 +C18986,16.428326,0.909091,441.5,124.7,316.8,0,1,0.166667,0.916667,0,0,14,1000,482.547848,91.328536,0.333333,12 +C18987,1042.816735,0.625,3950,3950,0,0,0.25,0.25,0,0,0,3,3150,6274.982741,303.462882,0,8 +C18988,38.015366,1,213.95,0,213.95,0,0.916667,0,0.833333,0,0,11,1500,163.496451,179.415689,0.444444,12 +C18989,8.34698,0.181818,390,0,390,0,1,0,0.916667,0,0,12,1500,410.528786,30.784961,0,12 +C18990,0.546067,0.090909,228,0,228,0,1,0,0.916667,0,0,12,1000,238.695115,16.127297,0,12 +C18991,0.979061,0.272727,0,0,0,329.93065,0,0,0,0.083333,1,0,500,1316.748413,1.721007,1,12 +C18992,0.223351,0.090909,336,0,336,0,1,0,0.916667,0,0,12,1000,578.819329,,0,12 +C18993,455.471255,1,389.7,44.7,345,276.902382,1,0.083333,0.916667,0.083333,4,14,1000,48.594194,3644.17131,0.090909,12 +C18994,3.036243,0.090909,0,0,0,81.569379,0,0,0,0.083333,1,0,500,0,,0,12 +C18995,44.505527,1,401.76,0,401.76,0,0.916667,0,0.916667,0,0,12,1500,291.089279,165.163582,0.6,12 +C18996,2740.65886,0.857143,0,0,0,3915.423824,0,0,0,0.285714,5,0,4000,326.001211,740.016026,0,7 +C18997,1812.542545,0.857143,2918.08,2918.08,0,0,0.571429,0.571429,0,0,0,5,3000,247.249275,297.395431,0,7 +C18998,67.377243,1,295,0,295,0,0.5,0,0.416667,0,0,6,1000,245.689379,167.126034,0.3,12 +C18999,307.127754,1,909.3,409.3,500,237.378894,0.583333,0.166667,0.5,0.166667,4,12,1000,943.27817,179.258575,0,12 +C19000,315.388131,1,467.35,40,427.35,213.301381,1,0.090909,0.909091,0.090909,3,12,1000,329.764112,199.424526,0.1,11 +C19001,10.902628,1,120.56,0,120.56,0,1,0,0.909091,0,0,11,1500,89.489378,137.475237,0.1,11 +C19002,865.137568,1,149,0,149,1052.459725,0.272727,0,0.181818,0.181818,2,3,1200,643.503303,248.667131,0,11 +C19003,708.315197,1,2252.32,452.32,1800,0,0.818182,0.181818,0.727273,0,0,12,2500,2155.891761,208.895886,0.1,11 +C19004,69.39915,0.571429,370,370,0,381.644337,0.142857,0.142857,0,0.142857,3,1,500,770.669761,50.055024,0.5,7 +C19005,15.529084,0.909091,294.98,0,294.98,0,1,0,0.909091,0,0,12,1500,293.826005,46.022249,0.25,11 +C19006,25.486713,1,365,0,365,0,1,0,0.909091,0,0,19,1500,254.686988,139.614749,0.777778,11 +C19007,736.724142,1,421.96,0,421.96,1001.547474,1,0,0.909091,0.272727,14,11,1000,555.342356,586.9257,0,11 +C19008,116.581583,0.818182,1045.14,227.14,818,0,0.727273,0.181818,0.545455,0,0,17,9000,1258.396242,144.115556,0.333333,11 +C19009,46.804861,1,443.3,0,443.3,0,1,0,0.909091,0,0,11,1000,401.588397,152.259932,0.888889,11 +C19010,284.34843,0.545455,0,0,0,651.58766,0,0,0,0.090909,1,0,1500,429.615048,178.518687,0,11 +C19011,8.820603,0.636364,124,0,124,0,0.545455,0,0.454545,0,0,6,1000,193.804464,127.387848,1,11 +C19012,24.680177,1,265,0,265,0,0.818182,0,0.727273,0,0,9,1000,275.28379,137.385624,1,11 +C19013,2585.246439,0.909091,338,0,338,0,0.545455,0,0.454545,0,0,6,9000,866.276894,776.501849,0,11 +C19014,31.050921,1,446.05,0,446.05,0,1,0,0.909091,0,0,11,1000,387.745745,158.394845,1,11 +C19015,35.836652,1,202.4,0,202.4,0,1,0,0.909091,0,0,11,1000,203.624113,229.36123,0.333333,11 +C19016,2532.816831,1,0,0,0,2640.226004,0,0,0,0.25,5,0,3000,367.673648,420.892534,0,8 +C19017,80.49308,0.3,500,500,0,544.979339,0.3,0.3,0,0.2,6,3,1200,1333.048559,136.561868,0.5,10 +C19018,525.143055,0.571429,0,0,0,1019.874229,0,0,0,0.142857,4,0,1200,200.10608,130.9144,0,7 +C19019,634.514354,0.909091,0,0,0,1682.137421,0,0,0,0.636364,12,0,1500,2162.277429,257.081648,0.125,11 +C19020,50.506095,0.909091,590,0,590,0,0.909091,0,0.818182,0,0,10,1500,540.42527,153.511082,0.777778,11 +C19021,459.812734,1,0,0,0,489.495254,0,0,0,0.1,1,0,500,144.047038,229.740381,0,10 +C19022,9.298409,0.909091,107.6,0,107.6,0,0.909091,0,0.818182,0,0,10,1000,89.868853,89.711672,0.428571,11 +C19023,4.358863,0.181818,70,70,0,0,0.090909,0.090909,0,0,0,1,500,363.248976,75.029727,0,11 +C19024,2133.665075,0.9,320,320,0,2271.859787,0.1,0.1,0,0.2,9,2,2500,756.60668,1032.825027,0,10 +C19025,93.972736,0.909091,562.5,0,562.5,0,0.909091,0,0.818182,0,0,10,1000,433.860714,149.045135,0.25,11 +C19026,23.065122,0.7,150,0,150,0,0.5,0,0.4,0,0,5,1500,229.736383,116.745902,1,10 +C19027,133.099445,1,1170,0,1170,0,1,0,0.9,0,0,12,1000,1068.502534,161.816503,0.444444,10 +C19028,857.273285,1,0,0,0,862.389125,0,0,0,0.1,1,0,1000,93.209082,332.643584,0,10 +C19030,341.982418,0.8,573.2,228.1,345.1,191.180571,0.6,0.2,0.4,0.2,2,10,500,500.641105,136.443554,0,10 +C19031,218.890208,0.6,0,0,0,447.102858,0,0,0,0.3,4,0,500,58.883172,166.541878,0,10 +C19032,1176.365274,0.833333,635.02,348.46,286.56,1937.399142,0.833333,0.833333,0.5,0.666667,12,18,2400,549.873076,752.210311,0,6 +C19033,0.275257,0.2,0,0,0,328.452659,0,0,0,0.1,1,0,1200,1145.101275,39.421396,1,10 +C19034,59.101573,1,786,0,786,0,1,0,0.9,0,0,12,1000,664.05977,144.687135,1,10 +C19035,1478.089943,0.8,245.01,245.01,0,4377.526126,0.1,0.1,0,0.6,22,1,2500,3168.779374,966.611926,0,10 +C19036,863.988978,0.555556,160.8,0,160.8,2259.94053,0.555556,0,0.444444,0.333333,3,5,3000,216.340896,461.990627,0,9 +C19037,97.707192,0.833333,634.55,0,634.55,0,0.833333,0,0.666667,0,0,10,1000,561.460058,81.781365,1,6 +C19038,29.057803,1,163.4,0,163.4,0,1,0,0.9,0,0,10,1500,110.737985,134.58759,0.25,10 +C19039,6.603005,0.5,429,0,429,0,0.7,0,0.6,0,0,14,1000,493.326423,18.214417,0,10 +C19040,10.920026,1,95.6,0,95.6,0,1,0,0.9,0,0,10,1000,78.092423,93.210172,0.571429,10 +C19041,275.02095,1,1943,1943,0,0,0.6,0.6,0,0,0,9,500,1438.120632,142.241273,0.555556,10 +C19042,427.90589,0.9,0,0,0,1093.566482,0,0,0,0.3,6,0,1200,127.378323,203.880732,0,10 +C19043,677.466332,1,283.3,0,283.3,668.675103,1,0,0.9,0.1,4,10,1000,0,,0,10 +C19044,1704.571464,0.8,0,0,0,4826.892774,0,0,0,0.3,12,0,5000,573.683142,480.409005,0,10 +C19045,358.792227,0.75,397.8,344.8,53,301.920199,0.5,0.25,0.25,0.5,8,7,500,316.143862,371.118209,0,8 +C19046,25.679113,0.9,379,0,379,0,0.9,0,0.8,0,0,9,1000,354.062545,135.039818,1,10 +C19047,31.734061,0.7,95,95,0,0,0.1,0.1,0,0,0,1,500,122.185607,120.66671,0,10 +C19048,385.462843,0.9,427.1,50,377.1,809.585272,0.9,0.1,0.8,0.5,6,25,1000,343.125132,334.254826,0,10 +C19049,5.721468,0.9,83.43,0,83.43,0,0.9,0,0.8,0,0,9,1500,78.559954,91.631089,0.375,10 +C19050,28.277795,1,394.8,44.8,350,0,1,0.1,0.9,0,0,11,1000,351.266319,144.369426,1,10 +C19051,168.516873,0.666667,364.8,364.8,0,0,0.333333,0.333333,0,0,0,4,500,102.839528,121.749604,0,9 +C19052,8.54964,0.4,0,0,0,56.339491,0,0,0,0.1,1,0,1200,149.13442,70.937243,0.5,10 +C19053,3335.053583,0.7,0,0,0,5823.467109,0,0,0,0.3,3,0,7000,931.371718,1006.983314,0,10 +C19054,11.25397,0.888889,154.64,0,154.64,0,0.888889,0,0.777778,0,0,8,1500,123.322205,130.085578,0.857143,9 +C19055,195.61275,0.888889,0,0,0,389.515222,0,0,0,0.333333,5,0,500,89.146808,124.57398,0,9 +C19056,873.090183,0.875,60,60,0,2963.80144,0.125,0.125,0,0.625,10,1,2000,1653.497412,194.752231,0.333333,8 +C19057,17.448626,1,135,0,135,0,1,0,0.888889,0,0,9,1000,82.451537,132.188181,0,9 +C19058,87.704546,1,352.83,0,352.83,0,1,0,0.888889,0,0,12,1000,231.563721,132.432847,0.285714,9 +C19059,444.183285,0.888889,0,0,0,943.300678,0,0,0,0.444444,6,0,2500,251.513626,179.715573,0,9 +C19060,16.341186,0.666667,207.54,0,207.54,0,1,0,0.833333,0,0,6,1000,126.616901,27.446256,0.2,6 +C19061,48.161019,0.777778,318.05,166.8,151.25,0,0.444444,0.111111,0.222222,0,0,8,1200,425.122515,72.507248,0,9 +C19062,94.307698,1,343.99,0,343.99,0,1,0,0.888889,0,0,17,1000,327.62139,125.3494,0,9 +C19063,65.543866,1,522.5,0,522.5,0,0.666667,0,0.444444,0,0,6,1500,539.012923,105.04247,1,9 +C19064,88.633107,1,450,0,450,0,1,0,0.888889,0,0,9,1000,333.656186,148.510706,0,9 +C19065,72.881984,1,654.84,460.89,193.95,0,1,0.888889,0.888889,0,0,17,1500,580.489782,130.035215,0.714286,9 +C19066,33.725413,1,388.44,0,388.44,0,1,0,0.888889,0,0,9,1000,317.537207,127.402267,1,9 +C19068,30.17549,1,235.71,0,235.71,0,1,0,0.888889,0,0,9,1500,171.066972,128.961432,0.857143,9 +C19069,765.146736,0.5,0,0,0,2907.520964,0,0,0,0.375,13,0,2500,1852.897173,514.143157,0,8 +C19070,17.097059,0.333333,306.25,0,306.25,0,0.777778,0,0.666667,0,0,7,1500,711.607214,41.249133,0.25,9 +C19071,0.271854,0.333333,0,0,0,954.026786,0,0,0,0.166667,3,0,1200,2858.138216,7.221665,1,6 +C19072,324.334482,0.888889,0,0,0,530.188202,0,0,0,0.333333,7,0,500,234.651005,128.759514,0,9 +C19073,7.4726,0.333333,63.4,35.09,28.31,0,0.222222,0.111111,0.111111,0,0,2,500,83.417439,106.028116,0,9 +C19074,281.877648,0.666667,0,0,0,489.527383,0,0,0,0.111111,1,0,500,236.503747,157.063207,0,9 +C19075,191.37693,1,510,0,780,0,0.555556,0,0.444444,0,0,7,1000,459.17484,128.231992,0,9 +C19076,1868.576501,1,1337.34,1294.84,42.5,3132.667468,0.833333,0.833333,0.166667,1,10,23,3000,3236.129237,384.230828,0,6 +C19077,112.037368,1,1006.69,0,1006.69,0,1,0,0.888889,0,0,11,1000,1000.036596,123.408318,1,9 +C19078,272.624436,0.888889,1843,470,1373,0,0.666667,0.111111,0.444444,0,0,6,1000,1477.357626,140.980969,0.4,9 +C19079,2677.842539,1,149.8,149.8,0,2838.173232,0.142857,0.142857,0,0.142857,13,1,3000,0,,0,7 +C19080,3271.424058,0.888889,1173.28,0,1173.28,4122.912645,0.888889,0,0.777778,0.333333,4,16,5000,817.177789,999.72555,0,9 +C19081,2588.410789,0.888889,787.4,0,787.4,3762.650329,0.777778,0,0.666667,0.555556,10,17,3000,1739.406636,1769.001229,0,9 +C19082,150.56051,0.833333,368.34,368.34,0,0,0.5,0.5,0,0,0,4,1200,68.244473,85.170836,0,6 +C19083,35.800325,0.5,0,0,0,109.899622,0,0,0,0.25,2,0,500,152.960155,112.13967,0,8 +C19084,751.590839,0.444444,2000,2000,0,0,0.111111,0.111111,0,0,0,1,2000,265.918137,353.102768,0,9 +C19085,1191.014802,1,590.8,590.8,0,1040.908414,0.142857,0.142857,0,0.142857,3,3,3000,476.484106,165.145689,0,7 +C19086,803.288674,0.5,0,0,0,2560.117599,0,0,0,0.375,9,0,3000,302.866454,545.662959,0,8 +C19087,938.289723,1,264.4,0,264.4,965.35801,1,0,0.875,0.125,4,8,1000,313.271849,769.971541,0,8 +C19088,224.69247,0.888889,1112.07,0,1112.07,0,0.888889,0,0.777778,0,0,44,1500,900.366427,151.429715,0,9 +C19089,687.004441,1,252,0,252,1748.90582,1,0,0.888889,0.555556,11,9,2000,436.870246,152.19372,0.285714,9 +C19090,6.992117,0.888889,96.64,0,96.64,0,0.888889,0,0.777778,0,0,8,1500,88.431789,107.50587,0,9 +C19091,102.011668,0.888889,799,0,799,0,0.444444,0,0.333333,0,0,6,1000,907.540585,124.882315,1,9 +C19092,928.604797,0.875,0,0,0,1191.746396,0,0,0,0.125,9,0,1200,110.077421,191.684467,0,8 +C19093,16.690388,0.375,123.5,0,123.5,0,0.375,0,0.25,0,0,5,1500,191.654044,113.910529,0,8 +C19094,539.162731,0.625,0,0,0,1103.30382,0,0,0,0.125,1,0,1200,360.986284,200.101165,0,8 +C19095,3.833185,0.125,45,45,0,0,0.125,0.125,0,0,0,1,500,0,,0,8 +C19096,49.906438,0.375,0,0,0,555.236585,0,0,0,0.25,2,0,500,841.70571,39.780536,0.25,8 +C19097,227.220411,1,1387.6,288.54,1099.06,107.660394,1,0.875,0.875,0.125,1,71,1000,1217.473837,136.283049,0.142857,8 +C19098,2330.222764,1,1320,0,1320,14926.79059,0.428571,0,0.285714,0.571429,10,3,10000,8157.666434,283.362434,0.2,7 +C19099,812.934042,1,50,50,0,2185.500596,0.142857,0.142857,0,1,16,1,3000,726.683966,127.843735,0,7 +C19100,12.784443,0.625,94.71,0,94.71,0,0.875,0,0.75,0,0,7,1500,144.041664,78.033738,0,8 +C19101,75.520764,1,210.48,0,210.48,0,1,0,0.875,0,0,8,1000,81.986811,108.030031,0,8 +C19102,45.425151,1,360,0,360,0,1,0,0.875,0,0,8,1000,308.451142,119.669987,0.666667,8 +C19103,264.566591,0.375,1150,1150,0,0,0.125,0.125,0,0,0,1,1200,3029.380326,85.428885,0,8 +C19104,1382.936306,0.875,336,0,336,4158.990631,0.875,0,0.75,0.125,5,7,4000,754.256439,681.059427,0.6,8 +C19105,88.439209,0.75,690.4,236.5,453.9,0,0.625,0.25,0.5,0,0,9,2000,585.954634,115.263984,0,8 +C19106,28.853384,0.625,251.55,60,191.55,0,0.625,0.125,0.5,0,0,8,500,147.577454,89.979729,0.666667,8 +C19107,63.325286,1,246.64,0,246.64,0,1,0,0.875,0,0,8,1000,127.051797,144.406557,0,8 +C19108,440.613643,1,600,600,0,0,0.125,0.125,0,0,0,1,1000,215.316424,137.846006,0,8 +C19109,380.839064,0.857143,0,0,0,703.941544,0,0,0,0.428571,13,0,500,321.38201,123.66713,0,7 +C19110,2171.222526,1,791.18,791.18,0,2056.60248,0.428571,0.428571,0,0.571429,6,8,3000,300.088696,453.100425,0,7 +C19111,100.427621,1,793.28,0,793.28,0,1,0,0.875,0,0,8,1000,679.031744,117.258435,1,8 +C19112,461.45572,1,585,585,0,0,0.125,0.125,0,0,0,1,1000,258.03263,151.696433,0,8 +C19113,600.052391,1,274,0,274,821.878829,1,0,0.875,0.5,13,8,1000,151.304337,245.340184,0,8 +C19114,1023.883008,1,585.84,0,585.84,956.849209,1,0,0.875,0.125,2,22,1000,212.105443,2789.590897,0,8 +C19115,686.623746,1,422.21,149,273.21,729.332469,1,0.333333,0.833333,0.166667,2,11,1000,416.560172,82.401461,0,6 +C19116,16.023788,1,207.28,0,207.28,0,1,0,0.875,0,0,8,1000,173.073406,127.144223,0.714286,8 +C19117,121.294493,0.75,385.26,385.26,0,169.554775,0.5,0.5,0,0.125,3,7,500,98.225317,113.944625,0,8 +C19118,55.147722,0.875,163.31,0,163.31,0,0.875,0,0.75,0,0,7,1000,62.619008,109.580539,0,8 +C19119,869.328293,0.75,0,0,0,1153.925205,0,0,0,0.125,3,0,1200,150.755024,337.986933,0,8 +C19120,137.744895,1,441,0,441,0,0.75,0,0.625,0,0,6,1000,169.249683,124.639905,0,8 +C19121,331.070135,0.75,81.2,81.2,0,419.341394,0.125,0.125,0,0.25,7,1,500,116.761487,205.065526,0,8 +C19122,2150.940844,1,1105.74,0,1105.74,2220.336732,1,0,0.857143,0.142857,7,13,2500,631.429223,2825.419309,0,7 +C19123,23.116625,0.125,0,0,0,921.973821,0,0,0,0.25,5,0,500,586.173293,16.194932,0,8 +C19124,931.907808,1,1142.12,0,1142.12,1113.924335,1,0,0.857143,0.285714,3,14,1000,957.421268,1064.015704,0,7 +C19125,5.911397,0.5,0,0,0,19.712686,0,0,0,0.166667,1,0,500,32.355459,32.958244,0.5,6 +C19126,28.719231,0.571429,171,66.5,104.5,0,0.571429,0.142857,0.285714,0,0,4,1500,88.029232,100.579304,0.5,7 +C19127,435.696854,1,0,0,0,460.284824,0,0,0,0.285714,4,0,500,70.419023,153.993517,0,7 +C19128,204.440114,1,384.81,169,215.81,0,1,0.142857,0.857143,0,0,8,1000,89.921689,100.913002,0,7 +C19129,10.665069,1,85.89,0,85.89,0,1,0,0.857143,0,0,7,1000,72.475127,76.41925,0.666667,7 +C19130,406.590227,1,1208.28,796.3,411.98,76.915478,1,0.666667,0.833333,0.333333,2,20,2000,174.76363,103.074872,0,6 +C19131,85.936062,1,492.03,0,492.03,0,1,0,0.857143,0,0,7,1000,409.433171,96.364159,1,7 +C19132,17.657534,1,180.25,0,180.25,0,1,0,0.857143,0,0,7,1000,151.467378,96.109484,0.666667,7 +C19133,2.303628,0.285714,0,0,0,157.253266,0,0,0,0.142857,1,0,500,571.965219,1.519351,0,7 +C19134,367.263145,1,280,0,280,254.298735,1,0,0.857143,0.142857,1,7,1000,64.596029,137.819399,0,7 +C19135,41.781274,1,161.46,38.4,123.06,0,1,0.285714,0.857143,0,0,9,1500,42.028314,95.100161,0.2,7 +C19136,893.949463,0.857143,958.8,958.8,0,566.910978,0.571429,0.571429,0,0.142857,2,22,1200,590.785658,624.530535,0,7 +C19137,1117.594403,1,291.62,0,291.62,1596.771919,1,0,0.857143,0.142857,2,7,2000,74.055925,382.846205,0,7 +C19138,328.686581,1,2806.78,2588.53,218.25,0,0.857143,0.714286,0.285714,0,0,26,1200,1796.886852,93.017466,0.25,7 +C19139,379.288635,0.714286,550,50,500,388.81823,0.571429,0.142857,0.571429,0.142857,2,6,500,509.404913,531.98821,0,7 +C19140,4.817213,0.285714,0,0,0,38.627907,0,0,0,0.142857,1,0,500,51.013461,16.261428,0,7 +C19141,25.302553,0.714286,176.25,0,176.25,0,0.714286,0,0.571429,0,0,5,1500,191.78069,99.580177,0,7 +C19142,379.619245,0.857143,0,0,0,484.443319,0,0,0,0.142857,3,0,500,93.745897,148.248169,0,7 +C19143,34.048983,1,181.62,0,181.62,0,0.857143,0,0.714286,0,0,6,1500,135.187785,101.820343,0.6,7 +C19144,466.723482,0.833333,947.21,498.01,449.2,0,0.833333,0.333333,0.666667,0,0,27,1500,38.775803,131.313627,0,6 +C19145,43.960637,1,580.65,0,580.65,0,1,0,0.857143,0,0,7,1000,488.691925,103.514338,0.833333,7 +C19146,32.669762,0.571429,340,0,340,0,0.571429,0,0.428571,0,0,8,1000,465.400577,80.708132,1,7 +C19147,134.42288,0.857143,80.7,0,80.7,711.669524,0.428571,0,0.285714,0.285714,2,3,1000,100.048584,93.354481,0.4,7 +C19148,2.559461,0.571429,116.1,0,116.1,0,0.857143,0,0.714286,0,0,6,1500,256.642179,66.289561,0.5,7 +C19149,21.357267,1,212.87,0,212.87,0,1,0,0.857143,0,0,7,1000,169.713838,103.387362,1,7 +C19150,641.282519,1,750,750,0,0,0.142857,0.142857,0,0,0,1,1000,105.582942,302.743881,0,7 +C19151,356.108694,1,465,465,0,0,0.142857,0.142857,0,0,0,1,1000,118.775188,109.227176,0,7 +C19152,30.709172,0.285714,693.42,0,693.42,0,0.714286,0,0.571429,0,0,7,1000,1154.520085,15.853873,0,7 +C19153,376.547421,0.857143,520,280,240,1178.402416,0.857143,0.142857,0.714286,0.714286,9,7,1000,929.415656,103.927887,0.2,7 +C19154,25.688852,1,103.32,0,103.32,0,1,0,0.833333,0,0,6,1500,74.507521,88.875754,0.5,6 +C19155,181.891981,0.5,0,0,0,1865.191764,0,0,0,0.5,10,0,2000,4565.356495,88.057892,1,6 +C19156,381.341657,1,78,0,78,934.808869,1,0,0.833333,0.666667,16,6,1000,143.118373,85.152441,0,6 +C19157,22.084372,0.833333,173.6,0,173.6,0,0.5,0,0.333333,0,0,3,1500,209.452538,63.510706,0.333333,6 +C19158,1880.817982,1,0,0,0,2335.94993,0,0,0,0.333333,5,0,2500,221.56819,374.197621,0,6 +C19159,11.294184,0.666667,155,0,155,0,0.666667,0,0.5,0,0,4,1000,149.588599,43.341698,0.5,6 +C19160,14.524779,0.333333,152,152,0,0,0.333333,0.333333,0,0,0,2,1500,0,,0,6 +C19161,1055.087681,0.666667,0,0,0,1820.1162,0,0,0,0.333333,2,0,2000,54.795084,233.22987,0,6 +C19162,3.417407,0.5,57.42,0,57.42,0,1,0,0.833333,0,0,6,1500,68.462579,20.714869,0,6 +C19163,33.812837,1,145.98,0,145.98,0,1,0,0.833333,0,0,6,1500,53.676054,81.407073,0.25,6 +C19164,486.661842,0.833333,1898.88,939.09,959.79,0,0.833333,0.666667,0.666667,0,0,24,1200,669.03964,336.880119,0.5,6 +C19165,7.336804,0.333333,74,74,0,0,0.166667,0.166667,0,0,0,1,3000,214.921009,44.254787,0,6 +C19166,101.564003,1,418.59,0,418.59,0,0.833333,0,0.5,0,0,5,1000,422.538988,81.389378,0.5,6 +C19167,53.097361,0.833333,580,0,580,0,1,0,0.833333,0,0,6,1500,641.303466,52.453011,0.666667,6 +C19168,91.639086,1,315.2,147.8,167.4,0,1,0.333333,0.833333,0,0,8,1000,231.274641,86.344733,0.25,6 +C19169,62.320028,1,500,0,500,0,1,0,0.833333,0,0,6,1000,456.745027,73.848755,1,6 +C19170,371.527312,0.333333,0,0,0,1465.407927,0,0,0,0.166667,5,0,1500,0,,0,6 +C19171,229.540018,1,84,0,84,304.951421,1,0,0.833333,0.333333,4,6,1000,124.373736,89.753056,0,6 +C19172,46.814144,0.833333,235.8,0,235.8,0,0.833333,0,0.666667,0,0,6,1500,189.090274,89.496604,0.666667,6 +C19173,39.552396,1,180,0,180,0,1,0,0.833333,0,0,6,1000,138.20324,86.564172,1,6 +C19174,735.652303,1,619.6,255.62,363.98,546.902403,1,0.166667,0.833333,0.166667,5,16,1000,106.138603,337.294767,0,6 +C19175,20.260716,0.833333,110.5,0,110.5,0,0.666667,0,0.5,0,0,4,1500,161.476789,65.936751,0.5,6 +C19176,183.817004,1,465.9,0,465.9,0,1,0,0.833333,0,0,6,1500,0,,0,6 +C19177,108.977282,1,712.5,0,712.5,0,1,0,0.833333,0,0,6,1000,605.716356,86.868595,0.75,6 +C19178,163.001629,0.666667,0,0,0,274.440466,0,0,0,0.166667,3,0,1000,117.738787,60.79245,0,6 +C19179,78.818407,0.5,0,0,0,1113.186078,0,0,0,0.166667,7,0,1200,1397.770131,21.821194,0.333333,6 +C19180,728.352548,1,734.4,734.4,0,239.891038,0.333333,0.333333,0,0.166667,2,2,1000,72.530037,110.950798,0,6 +C19181,130.838554,1,591.24,0,591.24,0,1,0,0.833333,0,0,6,1000,475.523262,82.77132,1,6 +C19182,5967.47527,0.833333,214.55,0,214.55,8555.409326,0.833333,0,0.666667,0.666667,13,5,9000,966.202912,861.949906,0,6 +C19183,40.829749,1,113.28,0,113.28,0,1,0,0.833333,0,0,6,1000,94.488828,86.283101,0.25,6 +C19184,5.871712,0.5,20.9,20.9,0,0,0.166667,0.166667,0,0,0,1,500,58.644883,43.473717,0,6 +C19185,193.571722,0.833333,1012.73,1012.73,0,0,0.333333,0.333333,0,0,0,2,4000,0,,0,6 +C19186,28.493517,1,291.12,0,291.12,0,1,0,0.833333,0,0,6,1000,325.594462,48.886365,0.5,6 +C19187,19.183215,1,300,0,300,0,1,0,0.833333,0,0,6,1000,275.861322,,0,6 +C19188,23.398673,0.833333,144.4,0,144.4,0,0.833333,0,0.666667,0,0,5,1000,81.270775,82.418369,0.25,6 +C19189,13.457564,0.833333,0,0,0,36.558778,0,0,0,0.166667,2,0,500,52.549959,55.755628,0.25,6 +C19190,372.708075,0.666667,1093.25,1093.25,0,127.040008,0.666667,0.666667,0,0.333333,2,23,1200,63.165404,88.288956,0,6