Please find the questions in the word document. The excel attached needs to be analyse on matlab to...

Question

Please find the questions in the word document. The excel attached needs to be analyse on matlab to answer the questions.

Course: Machine Learning in Finance Software to be use: MATLAB Note: Use the File called Credit decision.xls for data analysis on Matlab and Attach your codes and outputs for each of the following questions below: Questions: 1. Train a decision tree model on the full data. Use the trained decision tree model to predict the binary rating of each company in the data set. Calculate the confusion matrix. 2. Train a Random Forest model using 500 trees. Use the trained model to compute the probabilities for each class in the data set. 3. Train a Logistic Regression model and calculate the probabilities for each class in the data set. 4. Train a Support vector Machine model and calculate the probabilities for each class. 5. Repeat step 1 to train and predict the "Rating" of the company using a decision tree. This is a multi-class prediction problem. 6. Repeat steps 2 and 3 to compute probabilities for each Rating class in the data set. This is a multi-class prediction problem. 7. Use the classification learner app in Matlab to train and rank all the models we discussed; namely decision trees, random forests, logistic regression and support vector machines. Which model does the best on the accuracy score? The following content is partner provided 1 Course: Machine Learning in Finance Software to be use: MATLAB Note: Use the File called Credit decision.xls for data analysis on Matlab and Attach your codes and outputs for each of the following questions below: Questions: 1. Train a decision tree model on the full data. Use the trained decision tree model to predict the binary rating of each company in the data set. Calculate the confusion matrix. 2. Train a Random Forest model using 500 trees. Use the trained model to compute the probabilities for each class in the data set. 3. Train a Logistic Regression model and calculate the probabilities for each class in the data set. 4. Train a Support vector Machine model and calculate the probabilities for each class. 5. Repeat step 1 to train and predict the "Rating" of the company using a decision tree. This is a multi-class prediction problem. 6. Repeat steps 2 and 3 to compute probabilities for each Rating class in the data set. This is a multi-class prediction problem. 7. Use the classification learner app in Matlab to train and rank all the models we discussed; namely decision trees, random forests, logistic regression and support vector machines. Which model does the best on the accuracy score? The following content is partner provided 1

matlab-finance-homework-dtjjuip2.docx credit-decision-aosrvwoo.xlsx credit-decision-uj0mtbuk-rxd0vwjl.xlsx matlab-finance-homework-z3akknao-nsclf3go.docx

Kshitij · Accepted Answer

Credit/credit-decision-aosrvwoo.xlsx
Sheet1
		Count		ID		WC_TA		RE		Ebit_ta		MVE		S_TA		industry		Rating		Binary rating
		1		62394		8.013		6.104		1.036		4.447		9.142		3		 BB 		0
		2		48608		10.232		10.335		8.062		10.969		10.281		8		 A 		1
		3		42444		4.311		1.367		8.074		3.935		1.366		1		 A 		1
		4		48631		4.194		5.263		5.062		7.017		2.228		4		 BBB 		0
		5		43768		5.121		7.413		2.057		9.647		3.466		12		 AAA 		1
		6		39255		4.883		2.201		3.01		9.179		4.082		4		 CCC 		0
		7		62236		6.087		10.158		6.049		1.816		6.324		2		 BBB 		0
		8		39354		6.005		1.181		4.034		8.597		7.388		7		 AA 		1
		9		40326		2.47		2.752		7.07		15.596		9.12		8		 AAA 		1
		10		51681		8.11		3.337		3.045		7.835		4.812		4		 AAA 		1
		11		55360		8.892		5.385		7.017		4.145		4.104		11		 CCC 		0
		12		71454		8.008		2.121		5.03		8.109		1.446		9		 A 		1
		13		75023		7.031		4.045		9.039		1.816		10.301		6		 BB 		0
		14		45535		7.985		9.178		7.021		11.087		8.685		9		 A 		1
		15		37657		7.903		5.996		3.024		3.673		10.178		1		 BB 		0
		16		58258		6.511		5.869		7.106		11.538		9.732		2		 AAA 		1
		17		83548		1.237		2.198		2.072		2.876		5.205		8		 BB 		0
		18		65378		3.223		4.253		1.063		10.925		10.246		7		 BBB 		0
		19		82333		2.302		10.536		9.061		8.586		5.303		2		 A 		1
		20		71997		4.262		7.429		4.064		5.355		3.292		5		 AA 		1
		21		34252		8.251		7.283		6.063		9.94		7.28		5		 BBB 		0
		22		81958		10.048		2.247		6.042		12.941		8.493		8		 AA 		1
		23		59963		4.101		8.173		5.05		3.686		3.171		9		 BBB 		0
		24		80254		4.265		4.269		10.078		1.795		5.277		10		 BB 		0
		25		78007		5.162		4.407		6.067		6.274		1.41		3		 AA 		1
		26		82465		3.198		3.239		3.062		8.714		6.132		1		 BBB 		0
		27		82389		9.131		1.139		7.05		8.346		6.098		7		 BB 		0
		28		64142		8.286		1.219		2.075		2.442		3.135		4		 BB 		0
		29		81091		2.134		7.158		4.053		10.743		3.174		5		 BBB 		0
		30		74839		3.279		10.45		4.068		7.744		2.401		6		 AA 		1
		31		64204		8.202		9.46		1.064		6.685		9.682		4		 AAA 		1
		32		83621		0.968		8.084		3.021		5.948		4.269		7		 BBB 		0
		33		69300		7.306		8.487		9.075		4.185		8.249		11		 AA 		1
		34		80145		7.295		6.346		3.07		8.981		6.247		7		 BBB 		0
		35		81169		9.019		5.009		4.042		10.257		1.119		1		 B 		0
		36		63189		1.145		4.235		5.057		11.632		9.3		7		 AA 		1
		37		58954		2.307		3.461		8.079		2.842		10.284		2		 A 		1
		38		56417		3.238		10.181		9.073		5.712		6.189		10		 BB 		0
		39		40417		8.062		2.154		10.046		7.491		6.132		10		 BB 		0
		40		75800		5.399		9.506		2.096		5.393		8.477		3		 AAA 		1
		41		47169		8.321		1.439		9.068		8.018		5.41		1		 A 		1
		42		77511		6.068		10.463		10.049		8.129		8.559		3		 AA 		1
		43		54799		3.098		10.259		8.048		6.488		8.459		11		 AA 		1
		44		78960		2.185		9.208		8.057		10.926		10.194		12		 BBB 		0
		45		33384		6.277		6.307		1.066		2.719		5.137		9		 BBB 		0
		46		61036		4.365		3.622		9.089		10.132		8.443		5		 AAA 		1
		47		81181		1.832		0.14		4.988		8.045		9.051		2		 CCC 		0
		48		72200		5.97		3.936		6.025		8.667		7.202		6		 BB 		0
		49		84698		4.234		6.467		10.068		6.525		8.338		5		 AA 		1
		50		42443		8.157		3.325		7.058		6.432		7.241		8		 A 		1
		51		48906		8.331		1.259		4.066		4.585		1.112		3		 BBB 		0
		52		49721		7.14		4.288		6.056		4.644		3.27		7		 A 		1
		53		52983		8.038		4.403		1.045		4.92		4.622		12		 AAA 		1
		54		78574		10.168		2.283		8.059		6.705		7.315		1		 BBB 		0
		55		36188		8.86		3.758		4.003		8.367		3.129		6		 BB 		0
		56		49686		9.171		8.12		7.056		10.382		7.093		9		 BB 		0
		57		78214		8.038		0.967		8.033		4.334		3.103		3		 BB 		0
		58		47017		6.098		9.168		1.047		8.707		10.195		8		 BB 		0
		59		69388		5.253		8.303		4.068		3.695		5.236		7		 BBB 		0
		60		43127		0.989		9.324		5.024		10.88		3.273		11		 A 		1
		61		72972		5.096		9.207		6.047		10.289		4.269		5		 BBB 		0
		62		84360		5.095		2.223		2.054		1.952		5.248		5		 BBB 		0
		63		47675		8.112		3.14		3.047		1.671		3.103		11		 BBB 		0
		64		43410		1.144		8.297		3.055		7.483		8.357		6		 A 		1
		65		69570		2.13		9.301		5.05		7.942		10.317		5		 BBB 		0
		66		79353		7.377		9.533		5.073		11.858		4.37		1		 AA 		1
		67		82367		6.922		6.958		9.011		4.262		7.167		7		 B 		0
		68		78814		6.275		6.373		2.068		10.547		9.233		4		 A 		1
		69		36031		1.373		5.444		2.083		4.277		4.253		3		 AA 		1
		70		33508		9.037		7.086		6.047		10.56		8.238		8		 B 		0
		71		72308		10.012		2.115		8.028		4.602		2.345		3		 A 		1
		72		59608		10.036		1.399		10.041		5.968		4.749		3		 AAA 		1
		73		78444		2.038		1.068		10.033		10.523		1.148		1		 BB 		0
		74		34796		9.506		4.599		5.108		8.882		7.27		1		 AA 		1
		75		76002		1.053		7.059		4.038		2.501		3.146		6		 BB 		0
		76		76415		2.127		9.242		10.056		9.141		10.356		11		 AA 		1
		77		47820		5.105		9.32		1.052		8.058		3.381		11		 AAA 		1
		78		80397		6.055		2.249		10.042		11.987		10.457		9		 AA 		1
		79		33475		7.216		4.467		2.068		4.572		2.548		2		 AA 		1
		80		67199		1.106		6.224		7.062		3.392		1.086		8		 BB 		0
		81		75845		5.548		6.826		9.107		5.903		6.268		12		 AAA 		1
		82		78428		2.009		0.795		1.035		9.4		1.167		12		 BB 		0
		83		40104		5.267		5.346		10.069		3.25		7.258		5		 BBB 		0
		84		35671		9.136		8.038		4.051		3.258		3.085		11		 BB 		0
		85		46796		8.128		2.334		6.047		7.72		2.492		9		 AA 		1
		86		36554		10.234		10.353		7.071		10.458		5.224		10		 BBB 		0
		87		68889		10.102		7.151		7.05		1.707		7.153		12		 BBB 		0
		88		51715		1.227		8.176		3.063		9.352		6.097		1		 BB 		0
		89		66627		10.219		1.319		7.065		2.135		8.214		7		 BBB 		0
		90		75566		10.041		10.225		6.042		9.332		10.427		1		 BBB 		0
		91		68332		6.211		1.178		3.057		6.636		3.114		10		 BBB 		0
		92		56322		10.008		5.036		9.027		10.63		4.201		12		 BB 		0
		93		59931		5.253		5.043		10.068		4.169		5.065		6		 BB 		0
		94		74258		10.142		1.271		1.058		9.609		10.266		6		 A 		1
		95		68113		10.286		5.195		7.068		7.89		3.19		3		 BBB 		0
		96		75209		1.26		1.385		1.071		2.725		10.309		10		 A 		1
		97		58022		7.036		5.075		3.04		2.54		1.181		1		 BB 		0
		98		63060		1.88		6.505		9.011		10.564		5.148		3		 BB 		0
		99		67430		4.063		2.102		4.043		1.93		7.222		2		 BB 		0
		100		57357		7.964		4.485		4.02		20.418		9.121		3		 AAA 		1
		101		84423		4.191		1.303		4.059		5.595		4.332		9		 BBB 		0
		102		39536		1.941		3.004		2.018		1.785		3.231		7		 BB 		0
		103		33579		6.282		3.354		1.067		12.405		2.398		2		 AA 		1
		104		58235		10.084		3.129		6.04		9.904		9.304		9		 BB 		0
		105		73311		6.236		1.283		3.059		8.889		8.419		5		 A 		1
		106		81183		3.968		4.955		10.027		4.549		7.182		9		 B 		0
		107		43951		8.944		8.735		2.023		9.146		6.075		12		 CCC 		0
		108		43343		3.223		4.283		4.066		4.487		2.246		4		 BBB 		0
		109		74948		7.557		6.049		3.116		58.207		7.603		9		 AAA 		1
		110		40511		8.313		6.511		4.078		12.461		3.452		9		 AA 		1
		111		41493		6.359		10.422		5.085		6.423		6.378		9		 AA 		1
		112		67956		5.008		9.96		7.03		7.382		6.13		11		 BB 		0
		113		63840		5.346		1.389		5.078		8.773		2.398		3		 A 		1
		114		35917		10.095		3.118		6.054		9.508		9.169		4		 BB 		0
		115		62348		5.085		2.257		1.046		1.929		6.178		3		 BBB 		0
		116		61861		6.224		4.449		10.068		10.204		8.332		10		 AA 		1
		117		48454		5.082		8.348		2.046		4.817		9.633		12		 AAA 		1
		118		73526		1.268		7.318		4.062		10.913		7.32		11		 AA 		1
		119		39961		10.367		1.334		7.067		2.593		6.385		7		 A 		1
		120		71310		4.345		2.517		3.081		6.654		3.317		11		 AAA 		1
		121		67438		5.365		1.645		10.085		15.469		10.304		4		 AAA 		1
		122		49880		7.917		4.551		10.023		4.08		1.072		10		 CCC 		0
		123		56898		5.305		6.519		10.073		6.702		3.609		4		 AAA 		1
		124		75453		8.53		2.696		9.114		5.029		1.243		3		 AAA 		1
		125		67993		1.904		4.744		3.027		5.806		7.404		10		 B 		0
		126		52990		9.004		3.966		4.04		5.204		9.099		3		 BB 		0
		127		84624		7.033		6.212		4.035		8.412		7.337		10		 A 		1
		128		40941		2.417		5.752		1.092		10.569		10.502		11		 AAA 		1
		129		65725		3.106		10.224		3.046		8.039		1.391		11		 A 		1
		130		34997		0.769		-0.32		9.634		8.26		9.088		3		 CCC 		0
		131		38761		7.992		0.877		10.03		2.158		10.078		8		 CCC 		0
		132		48851		6.21		4.209		6.066		6.765		3.175		6		 BBB 		0
		133		64149		5.286		10.513		4.072		9.774		10.328		9		 AA 		1
		134		80816		1.032		8.093		2.041		2.528		8.235		5		 BB 		0
		135		80480		10.206		6.412		9.057		12.279		2.347		11		 AA 		1
		136		83266		7.16		8.303		5.049		9.735		8.328		2		 A 		1
		137		32758		2.059		5.086		4.044		8.565		4.183		9		 BB 		0
		138		40392		2.396		9.423		2.087		6.52		1.27		7		 A 		1
		139		61324		2.066		5.283		4.047		10.908		7.368		2		 A 		1
		140		35596		6.935		6.97		5.012		6.442		9.36		12		 AA 		1
		141		54764		6.202		7.382		10.06		4.162		3.366		2		 AA 		1
		142		55108		8.362		1.306		5.079		3.292		7.107		4		 BB 		0
		143		48394		5.324		8.243		6.074		10.525		6.115		3		 BBB 		0
		144		43873		4.31		10.401		1.071		6.909		10.125		10		 BBB 		0
		145		51136		9.49		7.729		10.103		6.867		4.127		7		 AA 		1
		146		51690		9.008		5.105		9.032		6.772		5.179		4		 BBB 		0
		147		51847		6.126		10.009		5.046		1.228		4.094		12		 BB 		0
		148		76143		7.85		3.626		1.999		2.525		1.199		7		 BB 		0
		149		44898		5.465		10.77		6.107		15.08		8.918		11		 AAA 		1
		150		77806		5.022		7.05		7.038		10.545		10.19		9		 B 		0
		151		64515		10.272		2.316		10.078		11.162		8.354		3		 AA 		1
		152		47907		5.852		1.114		8.997		3.02		2.4		9		 A 		1
		153		43636		5.686		0.028		1.924		8.043		4.085		1		 CCC 		0
		154		66310		2.035		9.127		5.044		4.802		10.197		7		 BBB 		0
		155		68454		1.193		6.396		6.053		5.617		10.359		9		 AA 		1
		156		50392		7.084		4.262		9.033		5.087		9.522		4		 AAA 		1
		157		38332		10.345		2.744		4.079		13.08		2.477		5		 AAA 		1
		158		36163		9.152		5.308		8.052		8.102		6.512		8		 AA 		1
		159		61386		9.135		2.295		1.062		5.454		3.433		4		 BBB 		0
		160		71375		1.14		9.242		2.052		11.257		3.302		3		 A 		1
		161		42176		10.149		3.242		3.055		8.924		4.178		1		 BBB 		0
		162		79801		10.22		10.589		9.074		4.931		6.329		5		 AA 		1
		163		66776		8.124		8.521		3.058		8.5		9.448		3		 AA 		1
		164		33130		10.23		3.592		1.053		14.161		3.925		5		 AAA 		1
		165		76762		3.103		1.256		1.049		5.729		9.303		6		 AA 		1
		166		45031		5.991		5.062		3.022		3.34		6.294		10		 BB 		0
		167		83871		2.487		1.846		1.12		24.061		4.769		10		 AAA 		1
		168		69253		2.984		3.764		2.032		9.247		5.079		6		 B 		0
		169		79621		9.014		4.156		7.027		11.743		4.537		9		 AA 		1
		170		76821		10.005		8.151		6.029		2.139		7.266		11		 BBB 		0
		171		69062		4.991		2.051		5.027		5.963		5.284		3		 BBB 		0
		172		65143		9.301		1.459		8.076		9.978		2.303		9		 A 		1
		173		43403		8.991		7.027		2.035		3.416		9.133		5		 BB 		0
		174		70638		5.145		5.297		4.053		3.321		7.294		10		 BBB 		0
		175		75816		4.991		9.955		8.029		8.353		1.137		8		 BB 		0
		176		68239		6.983		2.809		5.022		8.179		2.101		5		 CCC 		0
		177		67377		4.181		1.236		5.059		9.837		7.191		5		 BB 		0
		178		52996		1.184		6.207		5.056		4.475		9.182		2		 BBB 		0
		179		70993		7.087		5.362		6.046		9.737		4.557		6		 AAA 		1
		180		40738		6.164		10.366		6.059		10.318		10.375		8		 A 		1
		181		49323		5.347		1.514		5.081		13.841		10.519		4		 AAA 		1
		182		38081		1.203		2.408		5.042		5.798		8.425		2		 A 		1
		183		84332		1.996		7.022		6.031		9.441		8.142		9		 BB 		0
		184		56475		6.954		8.836		6.027		1.218		1.103		1		 B 		0
		185		73573		2.098		1.34		5.052		9.606		5.578		1		 A 		1
		186		74651		5.085		10.079		7.05		2.285		3.088		12		 B 		0
		187		45080		7.065		10.086		7.045		5.357		6.22		6		 BBB 		0
		188		51518		2.078		8.167		6.05		3.229		9.301		5		 BBB 		0
		189		62986		5.202		3.243		5.062		4.212		5.287		12		 BBB 		0
		190		67985		6.231		6.274		9.063		9.736		6.292		8		 A 		1
		191		47162		10.236		5.378		6.072		7.793		6.211		4		 A 		1
		192		65711		9.256		10.453		3.066		9.279		5.314		8		 A 		1
		193		37265		5.065		9.096		10.052		2.482		6.129		7		 BB 		0
		194		38115		4.382		5.638		6.073		6.137		6.702		12		 AAA 		1
		195		48603		3.222		6.53		2.059		15.021		10.741		2		 AAA 		1
		196		77717		10.392		1.63		3.085		10.907		2.424		4		 AAA 		1
		197		73380		7.281		3.46		4.072		11.194		7.517		3		 AAA 		1
		198		61030		4.145		5.431		10.057		5.921		8.207		11		 A 		1
		199		80757		2.502		2.901		2.117		15.926		2.918		5		 AAA 		1
		200		32663		2.341		3.814		1.071		29.378		4.358		5		 AAA 		1
		201		55843		1.142		10.235		2.05		8.849		6.355		7		 A 		1
		202		67369		1.91		5.113		6.016		4.333		5.146		1		 CCC 		0
		203		77386		3.064		6.189		4.045		7.636		5.44		10		 BBB 		0
		204		44610		10.254		1.226		10.064		2.779		1.254		5		 BB 		0
		205		53021		5.051		9.048		4.049		2.894		7.156		7		 BBB 		0
		206		81662		8.354		4.767		10.083		15.538		10.892		10		 AAA 		1
		207		35430		6.305		9.513		10.073		5.962		1.48		7		 AA 		1
		208		81736		7.337		8.618		6.076		12.741		2.654		7		 AAA 		1
		209		53244		3.314		1.275		7.076		7.625		4.187		9		 BB 		0
		210		48972		10.344		10.588		4.078		13.463		9.589		7		 AAA 		1
		211		64827		9.254		5.308		4.062		10.765		1.109		4		 BBB 		0
		212		42478		2.1		10.094		9.047		8.56		8.145		4		 BB 		0
		213		78168		1.045		6.332		3.048		13.146		1.547		2		 AA 		1
		214		75497		10.59		9.82		8.116		15.383		3.506		6		 AAA 		1
		215		33106		10.236		1.526		9.063		5.232		5.586		10		 AAA 		1
		216		48913		1.299		9.176		10.07		8.512		8.183		9		 BB 		0
		217		54062		9.059		9.23		2.037		4.798		5.834		2		 AA 		1
		218		70683		4.084		9.464		7.059		7.251		1.279		3		 AAA 		1
		219		50489		5.336		1.266		10.08		4.366		3.087		7		 BBB 		0
		220		41751		7.896		4.962		6.011		8.82		8.228		3		 BB 		0
		221		44599		7.418		8.575		5.087		6.157		2.299		4		 AA 		1
		222		67795		6.109		9.118		8.055		7.577		3.185		6		 BB 		0
		223		35269		6.281		1.209		6.072		5.654		7.132		12		 BB 		0
		224		72386		7.293		3.438		8.067		6.634		9.332		3		 A 		1
		225		35619		6.012		5.85		10.044		5.208		9.106		10		 B 		0
		226		46624		8.17		2.435		8.059		4.633		7.414		3		 AA 		1
		227		60218		3.06		6.246		3.05		7.417		1.226		10		 A 		1
		228		70573		7.319		5.418		9.081		10.286		7.335		11		 A 		1
		229		73127		8.929		1.429		9.999		2.313		1.084		5		 CCC 		0
		230		78450		2.282		1.48		1.071		13.693		5.633		9		 AAA 		1
		231		61363		10.216		6.401		7.056		13.813		8.607		4		 AAA 		1
		232		40322		2.241		9.438		4.061		4.595		8.594		7		 AA 		1
		233		65986		2.066		6.041		1.046		3.324		5.089		7		 BB 		0
		234		48290		2.985		8.083		3.026		3.759		7.326		3		 BBB 		0
		235		67897		7.941		4.874		7.004		2.292		7.149		11		 B 		0
		236		81734		10.045		2.204		9.048		6.727		2.172		7		 BB 		0
		237		54568		10.36		3.401		8.092		4.464		4.218		11		 A 		1
		238		45684		2.031		8.331		1.05		9.057		4.577		2		 AA 		1
		239		84725		6.99		7.006		9.033		6.383		8.201		4		 B 		0
		240		57474		6.155		1.168		6.055		5.759		8.125		1		 BB 		0
		241		33211		8.039		8.267		7.043		10.392		8.511		7		 AA 		1
		242		68009		9.35		4.394		4.083		11.347		4.249		9		 BBB 		0
		243		68792		7.998		9.067		10.031		3.64		1.195		11		 BB 		0
		244		69976		5.291		3.532		4.064		11.282		4.405		6		 AAA 		1
		245		44294		6.07		3.243		10.053		7.842		2.227		4		 BBB 		0
		246		33708		4.93		0.812		9.017		6.287		6.14		7		 B 		0
		247		52941		1.217		1.278		9.054		11.062		4.356		7		 A 		1
		248		76172		7.174		5.303		6.064		3.201		5.254		5		 BBB 		0
		249		68093		10.004		8.131		2.033		6.578		10.235		5		 BB 		0
		250		42208		9.079		5.261		5.045		3.312		2.46		3		 AA 		1
		251		64290		7.235		2.384		8.062		9.618		4.319		3		 AA 		1
		252		39277		7.989		10.053		9.027		6.981		7.259		2		 BB 		0
		253		83311		5.345		4.611		10.075		7.806		5.494		2		 AAA 		1
		254		73318		2.24		9.341		9.062		6.557		5.412		7		 A 		1
		255		55409		10.027		7.068		2.04		9.585		6.138		5		 BB 		0
		256		64362		8.992		5.855		9.029		2.288		5.157		12		 B 		0
		257		42510		4.2		7.192		5.058		7.584		8.16		5		 BB 		0
		258		81389		3.548		4.981		1.094		33.344		3.778		5		 AAA 		1
		259		65202		2.471		-0.857		8.899		4.155		9.107		8		 CCC 		0
		260		81296		2.008		6.941		3.046		7.363		7.171		7		 B 		0
		261		49020		2.977		0.992		10.037		9.494		1.317		12		 BB 		0
		262		69803		5.256		6.36		1.069		11.181		2.255		6		 BBB 		0
		263		51950		4.011		6.983		9.032		10.456		10.163		1		 B 		0
		264		80548		9.189		2.148		1.066		1.405		9.11		8		 BB 		0
		265		47771		4.141		7.501		8.058		14.837		4.783		3		 AAA 		1
		266		73227		5.196		10.374		2.057		8.448		1.386		2		 AA 		1
		267		73111		2.006		7.084		9.033		3.791		8.213		8		 BBB 		0
		268		55433		4.96		6.729		7.034		7.367		7.093		10		 B 		0
		269		38893		10.008		3.049		7.037		2.479		7.193		3		 BB 		0
		270		57077		3.311		9.516		1.071		3.435		6.312		3		 AA 		1
		271		41530		1.117		1.266		6.053		9.167		9.281		6		 BBB 		0
		272		43288		3.115		4.23		2.05		3.966		8.271		8		 A 		1
		273		55459		1.107		9.262		6.056		13.101		9.388		11		 AA 		1
		274		43994		5.356		8.638		5.079		19.42		2.028		11		 AAA 		1
		275		68027		3.003		5.186		4.05		3.816		4.475		5		 BBB 		0
		276		38353		5.973		2.993		6.021		10.601		6.105		5		 BB 		0
		277		73915		6.317		8.501		2.07		5.955		2.298		8		 AAA 		1
		278		62009		6.245		8.362		4.067		10.216		4.327		3		 BBB 		0
		279		62148		5.219		2.269		3.066		3.052		4.267		3		 A 		1
		280		35184		1.263		8.433		10.061		2.98		6.394		9		 A 		1
		281		41584		8.167		5.195		10.061		8.832		4.138		11		 BBB 		0
		282		68089		10.111		8.181		6.043		3.15		10.283		6		 A 		1
		283		65831		4.172		7.238		5.056		2.808		5.259		9		 BBB 		0
		284		34308		9.428		2.087		8.894		9.045		3.059		8		 CCC 		0
		285		50809		5.313		8.335		5.084		8.743		2.16		7		 BBB 		0
		286		68087		3.23		10.056		3.076		10.098		7.074		1		 BB 		0
		287		43790		10.208		3.268		3.065		3.852		7.295		6		 BBB 		0
		288		48033		10.287		8.505		8.071		7.193		9.445		2		 AA 		1
		289		62297		0.988		2.95		8.028		3.421		2.146		4		 B 		0
		290		34375		8.256		5.453		5.064		10.8		10.49		3		 AAA 		1
		291		74814		3.05		9.13		6.051		3.465		3.203		10		 B 		0
		292		56059		8.307		7.409		2.075		6.464		5.321		8		 A 		1
		293		43455		0.86		6.525		7.998		6.413		7.134		9		 B 		0
		294		38418		1.155		3.206		8.053		4.003		9.262		5		 BBB 		0
		295		32555		5.974		5.946		1.035		7.376		9.133		7		 BB 		0
		296		45505		1.038		8.011		7.056		4.779		10.408		2		 BBB 		0
		297		48028		1.037		1.957		5.037		7.178		1.075		2		 BB 		0
		298		40210		8.215		9.297		1.065		8.139		1.27		9		 BB 		0
		299		66011		0.998		9.084		8.034		7.907		3.29		6		 BB 		0
		300		38180		7.038		2.21		2.04		10.667		10.318		9		 BBB 		0
		301		70202		3.137		4.341		9.052		4.143		2.275		11		 A 		1
		302		46000		9.014		5.011		3.037		5.352		10.158		6		 B 		0
		303		78370		6.11		1.199		7.051		8.816		3.293		9		 A 		1
		304		49187		7.092		8.229		9.046		3.736		7.326		3		 A 		1
		305		65052		4.119		2.975		1.055		1.157		2.073		9		 B 		0
		306		66999		6.317		2.529		5.08		6.781		8.309		3		 AA 		1
		307		43312		3.983		1.393		2.029		15.851		8.848		1		 AAA 		1
		308		35281		5.982		2.62		7.025		8.142		3.089		3		 B 		0
		309		78782		1.407		4.342		4.108		2.718		6.119		7		 BBB 		0
		310		44885		8.961		0.732		7.002		10.416		3.206		11		 B 		0
		311		40965		3.389		10.511		10.086		5.593		8.344		7		 AA 		1
		312		42424		1.226		4.399		5.059		3.768		4.322		4		 AA 		1
		313		61694		3.384		5.629		4.07		10.666		9.451		7		 AAA 		1
		314		43355		10.375		8.731		7.092		12.91		1.677		8		 AAA 		1
		315		78608		3.211		2.229		8.067		2.971		4.187		12		 A 		1
		316		70273		5.117		2.227		10.053		4.155		8.303		12		 BBB 		0
		317		39164		6.992		3.878		2.037		2.204		1.116		4		 B 		0
		318		69759		7.03		1.132		8.037		2.882		3.257		4		 BB 		0
		319		51994		2.986		5.718		8.028		7.241		9.078		1		 B 		0
		320		70845		4.274		1.445		7.069		10.676		9.382		2		 AA 		1
		321		65783		1.019		3.26		6.042		8.331		2.453		7		 AA 		1
		322		64067		8.19		5.366		3.052		5.94		2.306		12		 A 		1
		323		43255		4.05		3.192		5.034		11.854		9.385		10		 BBB 		0
		324		70114		7.573		4.086		0.975		10.038		10.067		5		 CCC 		0
		325		47585		4.935		9.182		10.024		7.054		3.728		12		 A 		1
		326		71180		6.084		6.124		9.059		2.602		3.175		12		 BBB 		0
		327		33989		7.169		5.254		2.063		8.703		7.203		5		 BBB 		0
		328		38875		6.334		6.385		5.07		6.61		4.169		1		 BB 		0
		329		74272		1.094		2.315		4.048		9.084		5.384		8		 A 		1
		330		52918		4.98		8.074		10.027		1.452		9.177		7		 BB 		0
		331		34579		6.922		9.8		2.005		9.57		8.324		9		 BB 		0
		332		71891		9.02		9.064		6.035		4.029		8.308		1		 BBB 		0
		333		61687		9.013		10.189		2.044		7.785		9.45		4		 A 		1
		334		43261		10.125		6.28		3.056		10.266		9.364		11		 BBB 		0
		335		60043		2.966		1.992		1.03		1.525		10.311		3		 BB 		0
		336		56206		6.98		2.034		4.031		3.679		6.199		11		 BBB 		0
		337		53755		5.224		9.416		4.057		4.106		3.28		9		 A 		1
		338		46295		2.997		4.973		1.038		8.453		5.234		1		 B 		0
		339		48662		5.3		2.307		7.064		5.709		6.311		7		 A 		1
		340		49098		8.302		9.58		9.069		14.481		10.496		5		 AAA 		1
		341		49559		2.953		9.046		5.025		8.494		10.289		10		 BBB 		0
		342		70689		3.233		1.096		6.072		10.218		6.099		5		 B 		0
		343		60629		10.466		3.508		9.09		9.748		3.33		6		 AA 		1
		344		78468		2.34		10.452		2.073		4.639		5.395		12		 AA 		1
		345		84816		1.266		5.389		3.065		9.089		1.18		3		 BBB 		0
		346		57650		9.067		4.194		6.047		11.797		10.41		5		 A 		1
		347		35629		6.107		7.252		2.049		8.279		3.317		10		 BBB 		0
		348		57711		3.111		10.28		3.054		10.546		10.425		2		 A 		1
		349		40620		1.163		8.51		5.052		9.518		4.537		6		 AAA 		1
		350		65973		3.198		6.668		9.067		16.097		3.929		2		 AAA 		1
		351		56504		9.488		5.815		9.107		15.876		10.068		4		 AAA 		1
		352		61360		1.058		9.124		10.04		6.482		10.133		7		 BB 		0
		353		56175		10.042		7.03		6.044		3.455		1.122		4		 B 		0
		354		84556		2.219		2.401		8.068		9.736		5.307		7		 A 		1
		355		35531		8.366		3.523		6.071		4.807		10.319		2		 AA 		1
		356		75059		8.39		5.626		9.081		6.687		7.48		4		 AAA 		1
		357		57271		10.03		7.018		6.04		3.708		4.219		6		 BBB 		0
		358		35977		8.191		6.512		4.065		10.788		2.624		10		 AAA 		1
		359		54691		9.553		4.433		1.099		10.957		10.295		4		 BBB 		0
		360		72750		7.463		7.711		1.084		23.845		5.095		4		 AAA 		1
		361		42411		1.027		6.012		9.032		7.533		2.143		11		 BB 		0
		362		70744		9.217		1.315		8.065		5.167		3.211		1		 BBB 		0
		363		35870		6.151		8.336		3.057		10.026		6.31		1		 A 		1
		364		74644		10.169		10.328		2.054		10.809		4.278		8		 A 		1
		365		63374		6.357		7.755		7.089		12.669		3.506		6		 AAA 		1
		366		67770		2.809		9.516		8.979		6.854		10.179		6		 BB 		0
		367		64724		6.158		8.467		6.06		12.147		10.417		6		 AAA 		1
		368		69198		10.097		8.319		5.048		9.229		10.475		12		 AA 		1
		369		40037		4.44		10.794		2.096		18.842		5.137		10		 AAA 		1
		370		78816		1.303		9.396		7.077		3.524		7.291		1		 A 		1
		371		41975		8.307		5.573		5.074		8.326		3.48		4		 AAA 		1
		372		65123		5.3		6.182		8.067		3.138		3.072		2		 B 		0
		373		71197		9.127		7.171		10.05		2.252		5.083		5		 BB 		0
		374		34610		3.4		6.218		2.059		2.588		1.157		2		 BBB 		0
		375		74269		1.417		3.681		2.078		6.86		2.6		1		 AAA 		1
		376		63508		10.202		9.01		6.059		2.416		2.158		2		 B 		0
		377		78549		4.968		1.937		3.028		8.517		2.23		10		 BB 		0
		378		61033		8.964		5.801		10.03		5.191		8.099		5		 B 		0
		379		48619		8.987		2.898		6.023		6.483		8.186		9		 B 		0
		380		75412		3.262		3.42		8.071		12.219		9.305		3		 AA 		1
		381		46990		7.998		4.13		1.026		8.721		8.203		8		 BB 		0
		382		76549		1.996		8.2		4.025		8.238		6.499		12		 AAA 		1
		383		65309		6.267		2.443		10.063		9.905		5.292		5		 AA 		1
		384		81425		7.064		9.292		7.048		5.973		4.342		1		 A 		1
		385		44565		8.086		6.181		2.054		2.983		7.272		11		 BBB 		0
		386		43224		3.94		4.665		10.021		8.145		7.098		9		 CCC 		0
		387		78115		4.282		7.289		7.09		6.56		10.117		8		 BB 		0
		388		58731		5.008		8.048		5.99		3.325		7.109		1		 B 		0
		389		33686		6.001		5.7		2.032		7.287		4.09		11		 B 		0
		390		63610		9.043		4.943		9.037		6.153		7.104		8		 B 		0
		391		46211		4.169		6.413		2.062		10.418		1.391		6		 AA 		1
		392		63156		7.108		2.228		1.053		9.668		9.303		4		 BBB 		0
		393		66750		5.033		10.127		10.039		10.372		3.3		3		 BBB 		0
		394		53303		3.192		3.104		1.057		9.257		6.084		4		 BB 		0
		395		77157		6.098		5.163		9.049		10.953		3.205		12		 BBB 		0
		396		46308		7.961		7.921		9.024		5.547		5.168		7		 BB 		0
		397		33760		3.293		4.416		7.066		12.697		4.442		4		 AA 		1
		398		37282		8.993		5.996		6.033		2.401		9.103		3		 BB 		0
		399		60272		6.058		8.77		9.049		8.119		7.081		2		 CCC 		0
		400		69053		9.011		10.192		9.03		10.215		10.432		5		 A 		1
		401		62858		9.099		10.176		6.052		5.666		10.176		7		 BB 		0
		402		59833		1.278		6.354		2.07		8.667		7.284		8		 A 		1
		403		45529		5.139		7.16		4.048		8.595		2.185		1		 BB 		0
		404		38173		7.188		5.101		2.055		6.29		7.106		11		 BB 		0
		405		85012		2.298		3.56		2.072		14.964		6.646		5		 AAA 		1
		406		64791		7.19		7.361		8.066		8.855		3.309		6		 AA 		1
		407		57250		5.078		1.209		9.04		5.09		4.337		5		 BBB 		0
		408		53007		9.205		3.247		8.059		8.006		4.278		7		 BBB 		0
		409		47646		9.007		3.867		6.031		5.278		8.11		11		 B 		0
		410		38825		4.024		0.718		9.03		9.111		7.114		2		 B 		0
		411		48224		8.157		3.557		8.068		6.457		4.272		10		 A 		1
		412		36740		5.996		3.961		8.029		9.298		3.126		8		 BB 		0
		413		61758		5.147		10.348		4.05		7.746		4.333		7		 A 		1
		414		59954		6.098		8.089		4.051		9.416		2.092		11		 BB 		0
		415		53277		9.957		9.184		7.035		5.047		2.041		4		 CCC 		0
		416		53107		7.09		6.213		8.045		9.244		1.248		5		 BBB 		0
		417		52512		3.055		3.298		6.052		9.29		10.306		11		 A 		1
		418		78868		2.19		7.309		2.06		8.262		2.293		10		 BBB 		0
		419		60603		2.161		9.338		8.057		8.954		4.266		8		 A 		1
		420		39249		4.904		1.475		6.007		3.279		3.101		7		 B 		0
		421		38302		8.138		9.312		10.051		8.563		7.612		8		 AA 		1
		422		47164		7.958		6.984		4.014		5.825		3.253		10		 B 		0
		423		66818		3.016		10.101		2.034		5.73		5.266		12		 BB 		0
		424		44994		1.181		3.133		2.058		5.5		7.135		2		 B 		0
		425		50535		4.436		6.644		3.089		6.146		7.384		4		 AAA 		1
		426		52186		7.902		4.89		2.018		7.451		1.169		8		 B 		0
		427		75530		10.017		4.997		8.035		3.457		1.146		9		 B 		0
		428		83646		6.703		10.121		9.144		21.476		9.579		4		 AAA 		1
		429		49298		8.12		9.04		6.044		2.489		4.136		7		 BB 		0
		430		59989		6.011		6.967		10.026		6.354		2.134		8		 BB 		0
		431		73896		7.994		1.105		7.033		4.882		5.286		9		 BB 		0
		432		78088		3.005		3.045		4.034		7.001		4.154		8		 BBB 		0
		433		68324		4.267		6.3		3.071		5.116		10.226		6		 BBB 		0
		434		57945		4.497		10.709		4.092		8.151		6.523		3		 AAA 		1
		435		41985		3.977		10.067		3.024		6.351		10.231		7		 BBB 		0
		436		70641		5.019		2.167		7.039		7.192		1.194		1		 BB 		0
		437		74199		3.241		9.385		5.06		8.714		2.408		3		 AA 		1
		438		50006		4.537		2.665		3.108		3.965		4.331		9		 AAA 		1
		439		70851		2.338		7.263		3.056		6.469		3.308		5		 BBB 		0
		440		61440		5.986		2.736		3.026		9.219		8.127		11		 B 		0
		441		42470		0.989		8.734		7.034		4.225		1.098		1		 B 		0
		442		36585		2.125		3.174		9.053		9.725		3.153		5		 BB 		0
		443		82481		10.171		10.25		2.06		2.519		4.315		7		 BBB 		0
		444		52480		5.24		2.306		7.06		2.976		10.263		3		 BBB 		0
		445		60856		8.088		7.129		3.048		2.617		8.128		3		 BBB 		0
		446		47040		2.936		2.125		5.024		10.248		6.27		9		 BB 		0
		447		58033		10.257		4.338		2.064		6.122		1.186		6		 BBB 		0
		448		46852		9.024		7.11		6.044		10.59		7.092		4		 BB 		0
		449		55111		6.123		1.159		2.054		5.782		10.199		4		 B 		0
		450		59080		9.226		4.331		6.064		10.111		4.295		1		 A 		1
		451		50074		5.061		7.827		4.04		10.108		8.099		8		 BB 		0
		452		59816		9.122		9.299		6.053		5.687		8.326		11		 A 		1
		453		62062		7.013		10.069		6.04		6.404		6.148		8		 BB 		0
		454		64375		2.45		5.403		4.089		10.415		9.085		12		 BB 		0
		455		62151		5.081		6.198		8.051		10.436		6.207		1		 BBB 		0
		456		37247		8.075		6.229		10.044		9.469		3.392		3		 AA 		1
		457		39448		3.955		9.132		3.031		10.858		7.419		1		 A 		1
		458		58541		7.034		10.176		8.044		11.197		9.237		11		 BBB 		0
		459		66321		3.88		6.708		3.01		5.418		2.191		4		 BB 		0
		460		42020		8.009		7.931		4.036		4.548		2.161		12		 BB 		0
		461		80650		8.017		3.092		1.033		6.821		7.263		10		 BB 		0
		462		52065		3.41		1.683		1.085		11.522		2.593		4		 AAA 		1
		463		43134		10.143		4.333		4.056		10.566		2.412		8		 AA 		1
		464		60966		5.94		5.062		5.025		1.955		9.147		2		 BBB 		0
		465		53554		7.22		1.333		10.058		2.956		1.205		6		 BBB 		0
		466		48935		8.973		6.106		5.032		8.777		8.295		5		 BBB 		0
		467		47294		1.134		8.299		3.054		10.13		1.24		6		 A 		1
		468		84740		4.964		1.061		9.009		5.827		8.842		8		 AA 		1
		469		84088		9.022		6.734		2.03		10.218		2.082		10		 CCC 		0
		470		64133		8.29		5.413		2.062		12.06		6.47		3		 AA 		1
		471		78327		3.191		6.373		7.058		7.17		9.317		7		 AA 		1
		472		40588		2.069		5.325		3.042		6.553		2.673		12		 AA 		1
		473		70053		9.22		1.387		2.057		3.563		10.406		3		 AA 		1
		474		42840		1.065		8.223		10.042		9.879		9.327		7		 A 		1
		475		54838		9.143		4.335		2.054		7.132		6.529		5		 A 		1
		476		61437		2.483		7.587		8.1		5.714		2.428		1		 AA 		1
		477		41172		3.024		9.005		7.042		7.394		3.179		4		 BB 		0
		478		32866		3.976		2.88		4.026		8.242		4.169		3		 B 		0
		479		52791		5.081		3.24		6.045		3.541		3.185		2		 BBB 		0
		480		68984		7.098		2.218		6.051		4.175		3.233		12		 A 		1
		481		61748		2.045		6.017		2.048		10.336		6.102		2		 BB 		0
		482		81231		8.275		1.444		2.079		12.901		2.43		7		 AAA 		1
		483		34008		6.478		1.624		10.087		4.022		5.344		10		 AA 		1
		484		63532		4.017		4.198		3.039		7.397		5.414		11		 A 		1
		485		51781		8.06		10.168		6.037		3.897		6.321		5		 BBB 		0
		486		79694		2.045		9.129		6.047		10.045		5.152		2		 BB 		0
		487		71190		1.091		8.266		4.052		11.14		2.184		10		 A 		1
		488		50312		8.972		5.912		5.012		8.554		4.14		4		 BB 		0
		489		35390		7.958		5.077		3.03		2.663		6.295		3		 A 		1
		490		43239		5.122		1.226		3.052		7.274		7.29		9		 BBB 		0
		491		80388		6.768		6.005		5.997		7.059		4.098		8		 BB 		0
		492		39205		1.26		8.22		2.067		8.712		8.286		2		 BB 		0
		493		78188		2.016		7.164		7.034		11.498		8.43		5		 BBB 		0
		494		55131		2.999		5.024		7.028		9.638		10.152		1		 BB 		0
		495		55441		6.181		1.285		9.068		9.45		10.252		2		 A 		1
		496		38674		7.073		10.383		9.049		8.563		3.616		9		 AAA 		1
		497		43639		7.852		8.446		8.006		10.21		8.103		12		 B 		0
		498		58184		2.164		6.286		6.061		9.392		2.236		3		 A 		1
		499		69707		8.263		8.455		8.061		9.399		5.431		6		 AA 		1
		500		39541		4.197		6.233		5.059		8.846		6.165		7		 BBB 		0
		501		67566		9.994		8.958		10.041		5.267		7.159		8		 BB 		0
		502		75972		2.397		6.623		10.087		9.665		1.372		7		 AAA 		1
		503		76203		1.497		3.668		6.102		8.915		10.566		8		 AAA 		1
		504		81184		7.085		8.307		4.056		5.989		2.478		11		 A 		1
		505		74091		4.027		6.163		5.036		9.972		6.202		10		 BB 		0
		506		36391		1.056		4.018		3.052		5.309		4.103		12		 BB 		0
		507		34957		9.212		4.486		4.057		8.986		2.679		2		 AAA 		1
		508		60660		9.268		8.315		7.058		4.057		8.308		6		 A 		1
		509		42879		9.951		3.186		1.016		10.498		4.547		10		 AAA 		1
		510		75618		2.087		3.214		3.053		11.085		5.321		9		 BB 		0
		511		59432		3.067		4.259		4.042		9.76		8.402		4		 AA 		1
		512		45783		6.567		10.883		8.113		10.663		6.374		12		 AAA 		1
		513		37487		1.279		7.556		7.067		10.927		8.485		3		 AAA 		1
		514		59789		8.265		10.437		7.066		11.704		7.335		5		 AA 		1
		515		61794		8.094		6.324		7.052		3.244		3.315		2		 A 		1
		516		79030		10.102		2.072		1.051		9.367		8.139		2		 BB 		0
		517		32737		5.493		4.684		7.101		5.528		7.505		1		 AAA 		1
		518		79366		2.058		8.999		1.04		6.396		4.153		3		 BB 		0
		519		82556		8.112		10.594		1.042		15.456		5.818		11		 AAA 		1
		520		50815		8.156		2.26		10.055		8.979		3.431		3		 A 		1
		521		67814		9.906		1.627		3.022		10.102		9.114		4		 CCC 		0
		522		53519		8.987		4.935		6.04		8.332		5.091		5		 B 		0
		523		39538		4.171		5.278		7.055		8.16		8.272		2		 BB 		0
		524		75441		4.024		10.198		6.042		10.51		5.234		8		 BBB 		0
		525		59999		2.199		4.28		5.063		9.288		2.273		1		 BBB 		0
		526		45487		7.286		6.332		5.073		4.971		3.181		10		 BB 		0
		527		48005		10.232		4.345		7.066		3.916		1.276		4		 BB 		0
		528		70869		1.371		4.38		10.078		4.041		4.239		8		 A 		1
		529		40801		2.52		4.615		6.105		6.593		3.537		9		 AAA 		1
		530		41237		4.001		8.116		5.032		7.311		4.332		5		 BBB 		0
		531		55327		8.001		1.147		1.036		11.882		3.526		1		 BBB 		0
		532		68258		5.019		5.119		9.04		11.311		2.293		9		 BBB 		0
		533		46854		8.787		0.371		2.967		1.563		9.294		3		 CCC 		0
		534		71134		6.267		6.466		5.079		4.241		6.264		7		 BBB 		0
		535		45705		6.349		2.585		5.08		16.318		7.577		4		 AAA 		1
		536		47310		6.255		3.463		5.056		8.67		2.68		10		 AAA 		1
		537		59259		7.346		10.642		7.076		9.407		1.505		9		 AAA 		1
		538		44544		10.022		9.014		2.035		8.634		4.261		11		 BBB 		0
		539		54610		6.169		4.12		8.054		10.366		3.133		9		 BB 		0
		540		38528		4.144		5.288		1.056		6.47		6.267		3		 A 		1
		541		57321		5.991		4.834		1.031		10.244		7.092		12		 B 		0
		542		44115		4.238		4.392		2.063		10.414		3.399		11		 AA 		1
		543		47409		10.159		2.487		1.058		9.903		3.942		12		 AAA 		1
		544		52835		4.293		2.326		7.069		3.03		6.304		1		 BBB 		0
		545		81516		6.144		9.204		1.053		5.884		5.235		6		 BBB 		0
		546		77927		7.525		4.718		5.117		7.749		7.516		12		 AAA 		1
		547		78571		10.194		4.323		5.059		10.17		1.237		4		 BBB 		0
		548		80847		9.527		6.88		7.103		15.901		5.726		7		 AAA 		1
		549		73934		7.101		4.211		10.053		8.854		3.168		8		 BBB 		0
		550		41302		10.432		5.299		8.071		6.835		10.112		8		 BBB 		0
		551		42175		4.1		2.138		1.047		1.657		2.195		6		 BBB 		0
		552		46970		10.242		7.268		6.051		7.616		4.61		5		 AA 		1
		553		54876		3.87		8.06		10.002		7.727		4.349		8		 BBB 		0
		554		82449		4.314		7.629		7.074		6.863		5.467		4		 AAA 		1
		555		58817		2.285		2.378		4.078		5.553		6.196		2		 BBB 		0
		556		47593		2.868		6.232		5.014		9.165		8.009		6		 AAA 		1
		557		66965		5.317		5.477		9.069		4.07		5.326		9		 A 		1
		558		43558		7.076		1.212		7.041		10.408		3.262		3		 A 		1
		559		44852		8.137		2.082		8.056		1.603		3.205		2		 BBB 		0
		560		64183		6.213		8.305		10.058		10.407		8.286		6		 BBB 		0
		561		62474		8.074		8.138		7.045		5.714		8.249		7		 BB 		0
		562		35963		8.158		8.188		1.054		8.16		3.266		1		 BBB 		0
		563		58100		6.656		9.781		1.121		9.729		9.181		10		 BBB 		0
		564		36818		6.179		8.208		2.059		5.808		6.191		6		 BBB 		0
		565		84234		3.102		9.228		2.045		10.606		8.279		6		 A 		1
		566		78497		6.157		5.131		3.05		11.002		4.384		5		 BBB 		0
		567		70180		1.993		5.66		8.04		8.157		1.103		11		 B 		0
		568		59814		10.276		9.435		6.067		4.973		1.395		2		 AA 		1
		569		36251		1.145		5.385		4.051		13.625		4.353		12		 AAA 		1
		570		69193		5.096		4.217		7.047		6.049		8.38		2		 BBB 		0
		571		78589		2.135		6.976		9.058		2.15		8.07		2		 B 		0
		572		51683		8.297		1.493		7.072		7.664		9.638		4		 AAA 		1
		573		62156		3.296		8.326		2.073		11.916		6.368		12		 A 		1
		574		84210		8.167		4.359		6.043		12.564		5.598		4		 AA 		1
		575		49171		6.106		3.279		3.048		12.01		2.457		12		 A 		1
		576		62840		9.218		3.329		1.057		10.941		3.234		5		 A 		1
		577		68210		4.042		3.13		10.039		2.879		7.299		5		 BBB 		0
		578		66400		10.045		4.071		4.036		4.549		9.196		3		 BB 		0
		579		49947		2.384		5.476		2.078		12.343		6.408		1		 AAA 		1
		580		69025		2.194		2.347		10.063		5.171		6.289		1		 BBB 		0
		581		69820		1.997		10.04		9.036		10.46		6.174		2		 BB 		0
		582		66893		9.353		4.41		6.08		11.157		8.331		7		 BBB 		0
		583		33399		1.008		8.594		10.034		1.121		6.086		3		 B 		0
		584		71934		5.203		10.29		3.058		12.111		2.342		7		 A 		1
		585		53618		7.262		6.405		6.063		6.225		1.331		8		 A 		1
		586		48884		1.223		5.392		5.063		10.217		10.447		10		 A 		1
		587		68647		3.087		6.182		4.044		8.362		9.299		9		 BBB 		0
		588		69717		4.051		10.16		6.043		2.468		10.196		8		 BB 		0
		589		36434		1.943		9.053		6.026		7.557		6.206		6		 BB 		0
		590		35847		3.999		3.157		1.031		5.832		4.311		12		 A 		1
		591		33727		10.247		3.065		5.067		7.566		6.114		1		 BB 		0
		592		59655		4.228		5.411		1.065		5.777		9.348		1		 A 		1
		593		50900		9.187		7.304		1.059		4.835		10.25		11		 A 		1
		594		53869		10.023		8.26		1.041		12.018		9.37		11		 A 		1
		595		84637		4.187		3.263		8.055		2.208		8.265		12		 BBB 		0
		596		85047		5.287		6.253		2.07		2.934		8.228		4		 BB 		0
		597		55372		5.203		4.39		6.062		6.082		4.572		9		 AA 		1
		598		78605		5.914		8.534		1.008		4.342		10.153		6		 B 		0
		599		67598		4.438		5.615		7.093		8.046		9.305		12		 AA 		1
		600		63296		10.093		3.308		6.049		7.661		7.319		4		 A 		1
		601		42960		9.029		1.399		1.036		9.344		3.423		10		 BBB 		0
		602		83383		3.982		6.13		4.033		11.394		9.408		1		 BBB 		0
		603		57419		9.131		5.297		1.053		6.76		7.305		10		 BBB 		0
		604		38965		1.338		7.426		1.072		4.886		9.461		12		 AA 		1
		605		45742		1.1		2.082		2.048		4.362		1.116		5		 BB 		0
		606		84728		6.896		2.374		6.015		2.142		1.081		3		 CCC 		0
		607		43492		1.306		2.389		2.063		10.721		5.116		1		 BBB 		0
		608		55850		3.65		6.654		2.962		7.161		5.136		4		 CCC 		0
		609		41676		8.025		6.064		7.042		3.621		7.18		12		 BB 		0
		610		53203		9.989		1.908		7.029		10.621		8.254		7		 BB 		0
		611		67720		5.223		1.269		7.061		9.854		8.243		12		 A 		1
		612		82364		2.189		10.437		7.059		13.043		7.452		1		 AAA 		1
		613		34124		4.23		7.47		4.067		5.901		8.488		11		 AAA 		1
		614		38517		6.054		4.182		7.044		5.795		6.21		8		 BB 		0
		615		32576		7.169		6.316		10.054		10.95		8.294		9		 A 		1
		616		79478		1.16		8.21		3.046		1.929		4.121		12		 BB 		0
		617		50479		7.402		1.584		9.075		12.335		8.452		4		 AAA 		1
		618		49979		7.055		6.133		3.043		8.603		5.311		5		 BB 		0
		619		81533		5.191		9.228		4.058		4.097		8.333		12		 BBB 		0
		620		55466		5.267		2.682		8.074		11.11		1.848		5		 AAA 		1
		621		51455		4.334		5.519		6.087		13.511		5.513		2		 AAA 		1
		622		50799		10.098		4.417		10.054		4.955		9.399		4		 AA 		1
		623		32848		3.031		7.136		5.044		4.988		1.206		8		 BB 		0
		624		65575		10.074		2.205		6.043		7.208		5.267		2		 BBB 		0
		625		70423		3.963		9.971		6.025		8.821		10.155		2		 BB 		0
		626		69052		6.474		3.421		10.106		2.444		5.243		4		 A 		1
		627		36466		3.991		3.019		6.031		4.39		6.26		12		 BB 		0
		628		55380		4.062		4.223		7.042		9.767		1.531		9		 AAA 		1
		629		49505		2.931		8.961		5.015		2.951		8.229		11		 BBB 		0
		630		38320		10.137		5.116		8.048		4.572		1.175		1		 BBB 		0
		631		80127		1.263		8.296		9.071		8.236		9.19		1		 BBB 		0
		632		84720		4.245		9.273		2.063		6.775		4.135		2		 BBB 		0
		633		38342		2.31		2.584		10.07		12.807		1.783		10		 AAA 		1
		634		83551		1.976		7.111		9.024		2.236		3.302		10		 BBB 		0
		635		71154		6.776		1.434		1.197		12.351		3.507		11		 AA 		1
		636		64661		1.083		4.182		7.044		4.921		1.156		11		 BBB 		0
		637		79451		9.087		2.214		4.047		5.961		10.249		3		 BBB 		0
		638		58380		3		7.995		5.033		1.3		1.094		5		 BB 		0
		639		42709		3.619		1.804		10.127		7.761		7.42		1		 AA 		1
		640		52532		9.047		1.103		6.036		8.661		6.158		9		 BB 		0
		641		70961		5.968		7.082		1.032		3.04		10.246		12		 BB 		0
		642		65547		8.948		7.917		3.013		4.576		10.159		5		 BB 		0
		643		82757		3.202		4.149		9.072		5.41		6.124		4		 BBB 		0
		644		60460		5.005		8.155		7.036		2.129		9.3		2		 BBB 		0
		645		76670		9.084		1.298		4.05		4.59		6.339		2		 BBB 		0
		646		56062		9.024		2.057		5.044		8.351		4.146		6		 BB 		0
		647		54468		0.917		0.966		7.02		9.472		6.137		12		 BB 		0
		648		39310		3.209		9.302		6.063		4.701		9.247		5		 A 		1
		649		68041		10.325		8.417		5.081		11.759		9.632		9		 AAA 		1
		650		79342		6.034		3.26		6.026		10.262		9.477		8		 AA 		1
		651		73625		6.247		7.39		3.066		10.618		4.5		2		 A 		1
		652		38564		9.003		2.004		8.022		9.392		7.152		11		 BB 		0
		653		82972		2.888		8.26		3		7.061		2.089		4		 CCC 		0
		654		52293		6.971		7.031		2.026		4.848		4.221		8		 BB 		0
		655		72069		10.574		2.889		6.132		8.381		3.832		10		 AAA 		1
		656		35273		8.992		3.179		4.031		5.582		10.34		12		 AA 		1
		657		75472		3.174		2.251		3.058		2.66		10.257		8		 BBB 		0
		658		32688		10.379		7.392		3.08		5.108		3.261		4		 BBB 		0
		659		68876		3.046		6.096		10.037		5.622		3.186		8		 BB 		0
		660		61041		5.244		5.401		2.056		8.307		7.659		7		 AAA 		1
		661		79106		1.119		4.387		8.049		6.064		8.434		11		 AA 		1
		662		83183		10.009		2.088		4.033		9.863		2.301		12		 BBB 		0
		663		44284		7.992		6.155		3.029		9.996		6.547		7		 AA 		1
		664		47852		6.169		4.223		10.059		11.298		6.354		5		 A 		1
		665		57069		8.968		5.806		2.027		10.461		6.15		12		 B 		0
		666		63585		10.122		7.227		9.046		5.208		9.231		8		 A 		1
		667		56411		3.116		1.211		9.065		11.517		5.491		3		 AA 		1
		668		33917		7.459		3.64		9.097		12.95		6.419		10		 AA 		1
		669		41697		1.875		4.438		0.992		7.235		3.113		7		 B 		0
		670		74498		7.165		8.357		10.069		4.78		6.272		11		 A 		1
		671		59558		1.994		5.914		6.035		3.302		5.111		12		 BB 		0
		672		53155		3.245		8.309		8.063		11.06		10.45		2		 BBB 		0
		673		77670		5.067		6.242		3.046		10.681		5.271		9		 A 		1
		674		78978		2.684		5.04		4.14		25.118		6.83		12		 AAA 		1
		675		71475		3.068		3.183		10.047		6.749		8.291		2		 BBB 		0
		676		42100		2.031		0.917		3.039		2.068		10.088		3		 B 		0
		677		60306		3.387		7.26		7.077		8.887		6.204		11		 BBB 		0
		678		44092		3.067		3.177		5.044		4.955		1.317		3		 AA 		1
		679		48659		7.291		5.546		4.081		11.073		9.288		3		 AA 		1
		680		76315		10.097		8.2		1.054		1.421		4.189		10		 BB 		0
		681		75655		3.163		5.216		6.056		8.6		6.151		6		 BBB 		0
		682		47652		5.332		2.372		6.076		9.729		7.14		12		 BBB 		0
		683		73785		5.011		10.024		1.037		5.571		5.241		7		 BBB 		0
		684		74830		8.428		5.473		8.089		4.197		3.421		6		 A 		1
		685		71287		7.243		8.22		8.062		8.798		1.213		1		 BB 		0
		686		45584		6.362		4.521		4.076		4.736		8.382		7		 AAA 		1
		687		81042		0.907		8.239		6.012		4.169		1.118		2		 CCC 		0
		688		51642		7.109		1.282		3.042		7.346		2.281		3		 A 		1
		689		51049		2.055		1.054		4.042		10.433		10.126		1		 B 		0
		690		45279		0.845		2.223		4.983		6.296		8.139		2		 CCC 		0
		691		35565		3.138		7.151		7.046		2.713		9.3		8		 BBB 		0
		692		74055		5.076		2.002		8.047		2.295		6.105		8		 B 		0
		693		39995		3.415		3.482		1.093		7.646		8.163		3		 A 		1
		694		38834		9.022		10.012		4.039		8.334		5.145		11		 B 		0
		695		70072		10.309		9.348		3.085		6.259		5.213		5		 A 		1
		696		35266		9.96		7.923		1.019		5.506		3.258		7		 BB 		0
		697		37619		4.052		1.29		7.036		8.399		10.513		8		 AA 		1
		698		62756		6.18		9.226		10.058		10.661		6.301		4		 BBB 		0
		699		81023		7.994		9.18		7.031		8.661		8.519		11		 AA 		1
		700		50650		0.986		10.126		1.035		7.903		10.177		8		 BBB 		0
		701		48170		4.092		6.115		8.052		10.335		5.124		5		 B 		0
		702		48869		4.197		5.277		3.06		10.692		6.197		1		 BB 		0
		703		75322		10.041		4.062		7.043		5.446		8.136		5		 BB 		0
		704		49141		4.124		8.367		7.055		12.88		8.526		11		 AAA 		1
		705		35419		9.999		5.071		2.026		3.811		10.286		5		 BB 		0
		706		42968		8.991		6.843		5.036		4.247		1.101		10		 B 		0
		707		42592		7.261		2.408		3.067		6.597		7.315		8		 AA 		1
		708		73353		4.254		1.296		1.071		2.016		4.227		10		 BBB 		0
		709		72203		9.153		2.524		4.053		9.655		5.741		2		 AAA 		1
		710		56005		6.993		7.861		2.034		5.196		4.087		10		 B 		0
		711		64773		5.165		5.273		5.057		3.287		10.468		12		 A 		1
		712		69019		4.97		2.133		6.015		11.48		2.401		11		 AA 		1
		713		69641		9.937		9.871		2.028		7.508		1.177		1		 B 		0
		714		53607		3.157		5.181		3.064		2.467		1.131		7		 BB 		0
		715		54755		6.193		10.493		7.06		12.654		9.588		2		 AAA 		1
		716		52024		5.913		2.366		10.007		10.085		5.084		10		 CCC 		0
		717		45214		3.436		4.06		6.965		9.145		6.096		8		 CCC 		0
		718		33116		6.02		9.075		2.035		7.7		7.198		8		 BB 		0
		719		45829		5.47		10.309		9.099		4.591		1.225		12		 BB 		0
		720		53362		4.202		9.235		9.058		7.289		2.214		1		 BBB 		0
		721		43795		3.065		9.233		3.042		10.307		7.244		7		 BBB 		0
		722		82948		8.035		8.156		6.041		7.784		10.286		1		 A 		1
		723		82837		1.029		8.136		2.038		1.519		4.25		8		 BB 		0
		724		35781		1.199		9.427		6.062		7.031		4.417		10		 AAA 		1
		725		69665		4.029		2.062		7.04		5.506		3.146		4		 BB 		0
		726		36963		1.214		2.455		2.062		6.419		7.226		5		 AA 		1
		727		46332		8.223		3.336		7.074		5.846		6.171		7		 BBB 		0
		728		43906		6.633		3.307		1.123		6.079		7.121		3		 BB 		0
		729		79458		6.098		1.344		3.046		8.426		6.495		5		 AAA 		1
		730		79109		5.995		6.04		2.034		2.754		4.233		5		 BB 		0
		731		71948		9.231		4.309		5.057		9.033		4.256		4		 A 		1
		732		33410		8.038		9.164		7.033		7.879		6.246		10		 BBB 		0
		733		59329		5.095		5.234		3.054		4.253		9.284		4		 BBB 		0
		734		55834		3.264		8.219		5.064		7.505		9.141		8		 BBB 		0
		735		51748		8.08		7.263		8.046		10.092		10.34		2		 A 		1
		736		83187		1.02		7.888		5.047		10.203		7.094		9		 B 		0
		737		60866		9.133		3.389		1.053		11.288		3.253		3		 AA 		1
		738		72491		8.126		4.23		10.057		2.981		5.197		5		 BBB 		0
		739		79439		1.921		2.05		1.012		5.994		2.243		9		 BBB 		0
		740		44556		8.241		10.199		10.073		7.421		6.13		9		 BB 		0
		741		80106		10.213		9.481		5.061		5.847		1.449		4		 AA 		1
		742		55605		9.039		10.126		7.046		2.66		7.174		12		 BB 		0
		743		37296		6.708		7.26		1.155		37.495		11.175		12		 AAA 		1
		744		65712		6.145		4.262		1.051		9.579		7.306		11		 A 		1
		745		45178		9.28		6.258		1.074		7.64		3.162		6		 BBB 		0
		746		60025		9.209		1.55		10.061		19.274		7.817		6		 AAA 		1
		747		40726		7.897		7.759		5.999		10.423		6.151		6		 B 		0
		748		58332		6.501		4.454		7.961		7.158		10.256		5		 CCC 		0
		749		75215		4.158		3.316		3.058		9.11		4.282		10		 BBB 		0
		750		81419		5.277		9.337		4.072		10.34		7.261		10		 BBB 		0
		751		45557		10.074		1.171		1.046		8.314		3.455		1		 BBB 		0
		752		52180		5.395		7.306		6.085		5.635		4.125		4		 BBB 		0
		753		40892		10.153		10.309		1.053		13.363		3.646		7		 AAA 		1
		754		63917		6.961		7.813		10.03		8.193		8.11		8		 BB 		0
		755		76664		6.97		4.871		4.029		6.516		1.146		2		 B 		0
		756		83717		4.086		3.103		7.05		9.497		4.145		3		 BB 		0
		757		49115		5.122		9.271		1.05		7.056		2.345		11		 A 		1
		758		56142		3.479		10.729		3.088		9.693		9.447		11		 AAA 		1
		759		75982		5.114		2.307		10.05		3.114		3.402		7		 A 		1
		760		74527		1.369		7.366		6.079		3.486		2.18		3		 BBB 		0
		761		84814		9.331		3.46		9.083		10.258		9.275		5		 A 		1
		762		80502		0.987		5.535		8.029		7.106		1.079		11		 CCC 		0
		763		36327		1.021		8.096		8.037		1.9		9.274		7		 BB 		0
		764		42186		10.091		7.021		1.046		8.252		3.113		12		 B 		0
		765		61311		3.176		10.36		2.06		10.918		9.192		6		 BBB 		0
		766		57369		4.021		10.034		10.037		3.483		5.19		2		 BB 		0
		767		65245		7.166		7.33		6.055		11.284		9.425		3		 AAA 		1
		768		50905		4.43		6.596		7.078		7.8		1.316		8		 AA 		1
		769		60683		7.243		8.403		3.059		3.999		7.442		5		 AA 		1
		770		78265		1.411		10.541		8.089		8.271		3.401		3		 AAA 		1
		771		41089		7.109		1.119		5.056		3.246		4.094		5		 BB 		0
		772		79384		4.991		10.014		10.031		8.26		3.144		4		 B 		0
		773		48957		6.155		5.178		2.05		5.042		5.282		7		 BBB 		0
		774		67867		6.25		4.508		1.072		6.015		3.791		7		 AAA 		1
		775		48281		2.139		2.19		9.059		6.665		3.27		8		 BB 		0
		776		77384		10.319		5.492		5.064		8.322		6.482		2		 AA 		1
		777		57151		5.164		9.219		6.058		4.685		4.132		10		 BBB 		0
		778		41585		6.052		6.203		2.047		7.346		3.309		5		 A 		1
		779		68204		7.041		5.136		5.038		8.69		5.219		4		 BBB 		0
		780		71968		10.143		7.334		4.053		11.306		7.356		8		 AA 		1
		781		80329		6.229		3.27		10.056		11.083		10.246		10		 BBB 		0
		782		69073		2.932		3.793		9.012		3.296		10.13		6		 B 		0
		783		39322		2.296		7.39		8.075		4.671		3.317		12		 A 		1
		784		35338		5.326		2.541		7.084		11.164		5.6		8		 AAA 		1
		785		34302		7.032		7.102		1.043		1.549		9.15		9		 BB 		0
		786		45672		6.398		6.575		5.091		16.054		2.646		2		 AAA 		1
		787		64639		1.99		3.72		10.032		9.212		10.08		10		 B 		0
		788		40929		6.022		7.059		7.036		7.82		9.244		10		 BB 		0
		789		83774		4.054		8.123		2.042		4.643		3.191		3		 BB 		0
		790		66394		3.031		1.183		7.044		3.249		3.212		11		 BBB 		0
		791		57712		3.301		2.43		6.076		2.62		9.34		10		 BBB 		0
		792		73077		8.215		4.507		4.061		9.42		5.639		9		 AAA 		1
		793		40477		8.222		4.286		1.063		8.019		7.176		7		 BBB 		0
		794		33649		3.201		1.317		3.063		3.494		1.344		6		 A 		1
		795		66652		6.38		4.496		2.079		5.339		1.423		4		 A 		1
		796		46608		3.05		9.25		2.04		3.148		9.739		1		 A 		1
		797		65994		9.099		2.195		4.048		7.399		6.243		3		 BBB 		0
		798		78659		8.289		5.222		9.067		1.695		1.133		2		 BB 		0
		799		68268		4.687		4.83		6.153		9.392		8.312		12		 AA 		1
		800		60040		10.074		3.168		9.043		2.179		5.322		12		 BBB 		0
		801		67264		7.064		8.602		3.039		25.965		3.337		10		 AAA 		1
		802		60089		10.062		7.067		2.039		8.53		4.133		11		 BB 		0
		803		35982		6.265		3.351		7.07		9.132		3.258		2		 BB 		0
		804		44601		1.025		8.122		2.039		9.838		2.216		5		 BBB 		0
		805		35830		7.26		4.201		10.07		10.665		10.218		12		 BB 		0
		806		57005		1.242		8.451		10.062		11.99		6.277		10		 A 		1
		807		66774		5.019		6.026		7.041		8.232		3.108		3		 BB 		0
		808		77883		9.14		4.42		3.056		6.203		7.761		11		 AAA 		1
		809		73348		3.11		8.07		6.055		8.598		2.141		3		 BB 		0
		810		69289		5.923		9.919		5.003		8.788		1.236		2		 BB 		0
		811		51805		3.05		9.22		3.033		12.644		7.659		8		 AA 		1
		812		79615		1.121		3.205		5.049		10.526		8.391		11		 A 		1
		813		41586		3.259		5.381		5.071		3.489		9.249		6		 A 		1
		814		62199		4.145		6.553		8.054		16.873		2.652		8		 AAA 		1
		815		75958		7.503		8.763		10.102		7.153		10.619		11		 AAA 		1
		816		50394		10.262		8.511		8.077		6.774		8.384		10		 A 		1
		817		84521		2.004		7.759		1.032		6.206		4.104		1		 B 		0
		818		38310		6.183		5.1		2.064		6.391		7.108		5		 BB 		0
		819		40678		4.073		3.107		7.048		6.146		6.276		3		 BBB 		0
		820		37231		3.275		5.442		2.086		9.444		8.202		10		 A 		1
		821		60808		7.329		9.442		8.072		8.24		7.318		6		 AA 		1
		822		45507		4.536		6.417		4.11		7.309		6.354		2		 AA 		1
		823		48044		8.031		8.044		8.039		8.66		5.142		10		 BB 		0
		824		53725		10.139		6.213		9.052		5.451		10.296		7		 A 		1
		825		56576		8.157		8.225		9.055		5.055		3.283		9		 BBB 		0
		826		67365		3.705		5.922		9.149		22.103		2.328		5		 AAA 		1
		827		74528		1.972		0.644		6.025		2.218		4.095		9		 CCC 		0
		828		42083		2.325		7.528		9.077		6.042		6.36		10		 AAA 		1
		829		37357		6.28		1.357		9.066		9.809		2.297		7		 A 		1
		830		39280		8.565		10.608		3.113		7.958		7.076		9		 BBB 		0
		831		59012		4.999		6.012		3.03		1.52		9.151		2		 BB 		0
		832		80345		8.187		4.119		1.053		5.437		9.172		5		 BB 		0
		833		71761		1.03		3.118		4.04		10.944		2.308		3		 BBB 		0
		834		65702		10.068		4.107		9.043		8.743		5.164		9		 BB 		0
		835		78982		4.207		4.287		3.059		2.39		2.366		11		 A 		1
		836		48976		6.215		3.337		4.053		3.639		5.281		11		 A 		1
		837		50355		3.12		2.248		4.052		6.65		8.398		3		 BBB 		0
		838		33127		4.192		6.227		1.054		5.122		5.227		12		 BBB 		0
		839		66517		7.012		4.111		3.023		7.492		8.295		9		 BBB 		0
		840		35796		10.472		1.419		6.099		10.792		3.128		4		 BBB 		0
		841		32693		8.672		1.154		2.909		6.065		4.072		6		 CCC 		0
		842		48138		8.232		1.405		8.07		9.669		2.325		9		 A 		1
		843		69796		6.267		1.355		2.067		7.612		3.288		1		 BBB 		0
		844		45472		4.07		3.203		9.041		5.469		6.395		2		 AA 		1
		845		44263		1.16		4.327		2.059		5.036		8.758		3		 AA 		1
		846		59751		3.109		9.18		8.052		6.801		10.226		3		 BBB 		0
		847		37379		9.299		2.378		8.081		6.47		5.381		5		 A 		1
		848		41529		2.123		8.312		1.054		10.085		8.427		4		 A 		1
		849		63236		8.02		6.114		1.039		10.757		5.223		12		 BB 		0
		850		81731		6.937		6.911		4.025		2.492		8.255		3		 BB 		0
		851		49208		9.235		10.393		4.069		6.09		8.526		11		 A 		1
		852		61144		9.011		8.991		10.038		1.524		7.153		1		 BB 		0
		853		45288		3.273		5.302		2.072		3.15		4.277		1		 BBB 		0
		854		34875		8.899		3.35		9.012		2.136		2.106		8		 CCC 		0
		855		42284		2.077		7.162		6.055		3.464		6.165		9		 B 		0
		856		35075		7.273		3.159		7.868		6.059		6.093		12		 CCC 		0
		857		76817		9.963		10.039		4.034		10.429		3.121		6		 A 		1
		858		38284		4.017		6.224		2.035		5.889		6.343		10		 AA 		1
		859		68884		2.021		7.04		10.034		2.589		7.138		4		 BB 		0
		860		33682		1.008		3.041		1.04		4.161		9.082		4		 B 		0
		861		81408		1.154		10.067		2.052		8.333		3.123		12		 BB 		0
		862		34624		6.203		9.351		6.062		11.398		8.254		5		 BBB 		0
		863		62968		9.084		1.36		5.048		12.204		9.456		6		 AAA 		1
		864		70487		2.28		1.212		5.067		8.738		7.138		12		 BB 		0
		865		37273		2.105		3.208		3.051		10.113		3.312		2		 BBB 		0
		866		38109		4.947		4.083		3.02		2.995		6.236		11		 BBB 		0
		867		57774		6.027		1.111		2.038		6.894		6.267		6		 BB 		0
		868		76750		5.441		4.517		1.083		5.644		3.236		8		 A 		1
		869		52454		1.923		7.928		10.016		8.465		10.249		2		 BB 		0
		870		71200		5.426		8.727		3.088		10.301		2.62		3		 AAA 		1
		871		54035		10.532		7.561		5.113		9.044		7.133		5		 A 		1
		872		52626		7.902		1.895		5.005		6.671		8.202		4		 BB 		0
		873		45503		1.034		10.042		10.039		6.404		7.109		4		 BB 		0
		874		55904		2.254		10.231		10.061		5.01		4.237		7		 BBB 		0
		875		36028		1.035		10.106		4.036		3.719		1.157		11		 BB 		0
		876		64132		7.96		9.83		4.015		3.481		1.209		4		 B 		0
		877		70269		6.073		8.284		8.04		8.622		2.431		11		 AA 		1
		878		73792		10.059		9.253		5.047		9.359		6.397		1		 A 		1
		879		81394		1.132		6.199		3.059		3.561		9.13		2		 BB 		0
		880		78160		7.052		3.153		8.045		2.606		1.322		8		 BBB 		0
		881		35055		1.035		2.8		2.038		9.088		7.079		3		 BB 		0
		882		45385		1.006		6.103		6.036		9.181		2.381		5		 A 		1
		883		67742		4.095		7.216		2.045		10.339		8.259		6		 A 		1
		884		58292		5.263		2.338		9.061		2.593		10.14		11		 BBB 		0
		885		52549		5.103		3.299		2.052		11.794		4.366		6		 A 		1
		886		55219		3.094		5.111		10.059		5.438		8.129		3		 BBB 		0
		887		56125		5.675		1.873		10.154		11.35		6.204		5		 AAA 		1
		888		75313		1.361		10.728		2.084		24.586		5.023		9		 AAA 		1
		889		52026		7.189		5.34		9.054		11.615		3.279		4		 A 		1
		890		78949		5.166		1.253		1.055		3.946		9.291		11		 A 		1
		891		76774		1.121		5.184		3.044		11.734		9.454		7		 A 		1
		892		73399		3.408		2.711		5.088		14.235		1.565		10		 AAA 		1
		893		74461		7.036		9.15		8.046		7.64		9.309		12		 BBB 		0
		894		80157		10.105		4.225		1.051		11.589		8.311		11		 BBB 		0
		895		76154		8.255		9.365		2.063		5.179		6.485		9		 A 		1
		896		65243		6.116		5.311		3.054		2.878		6.328		7		 A 		1
		897		44222		4.158		2.217		8.056		10.743		1.239		5		 BB 		0
		898		44622		8.103		4.183		6.038		6.581		7.242		8		 BB 		0
		899		42154		3.985		4.17		7.027		4.154		3.547		10		 BBB 		0
		900		66478		6.109		2.148		6.05		6.595		1.18		7		 BB 		0
		901		38995		1.232		6.511		1.066		12.873		3.423		2		 AA 		1
		902		59716		9.225		6.218		5.063		6.422		6.203		12		 A 		1
		903		82779		3.378		6.641		1.085		6.044		9.441		11		 AAA 		1
		904		73478		7.123		7.47		7.058		12.331		6.702		4		 AAA 		1
		905		54843		7.953		9.653		4.027		6.213		1.088		12		 B 		0
		906		65624		2.188		2.145		9.058		9.265		1.096		5		 BB 		0
		907		54948		0.894		2.519		0.991		1.706		2.143		3		 BB 		0
		908		70718		9.908		2.876		10.016		4.523		9.18		12		 B 		0
		909		72275		4.128		5.108		7.056		9.366		9.1		2		 B 		0
		910		75330		9.084		4.215		8.05		8.577		6.285		10		 BBB 		0
		911		63525		3.997		7.635		3.035		4.112		10.084		6		 CCC 		0
		912		36410		3.071		2.125		10.047		9.533		9.164		2		 BB 		0
		913		54550		8.142		6.139		6.063		10.579		3.168		8		 BB 		0
		914		81088		5.341		8.678		8.091		12.625		7.683		4		 AAA 		1
		915		43732		8.106		9.203		3.05		7.817		1.274		2		 BB 		0
		916		33373		7.964		8.134		7.029		10.03		4.277		7		 BBB 		0
		917		34549		3.025		5.943		5.026		4.862		1.388		4		 BB 		0
		918		53788		3.893		7.014		7.018		3.043		7.21		2		 BB 		0
		919		83603		1.055		1.175		8.035		8.322		8.277		1		 BBB 		0
		920		75457		9.981		5.005		10.031		4.434		4.165		9		 B 		0
		921		36099		4.146		8.236		3.047		3.935		5.273		10		 A 		1
		922		63391		7.325		2.34		4.074		1.918		4.325		5		 BBB 		0
		923		43315		2.95		0.952		7.02		8.502		1.17		12		 BB 		0
		924		36183		9.188		3.386		5.059		11.33		10.37		8		 AA 		1
		925		53088		9.355		3.512		9.082		5.915		5.322		12		 AA 		1
		926		34256		4.476		10.713		9.087		14.066		5.364		12		 AAA 		1
		927		48544		8.173		7.213		5.065		2.576		7.148		5		 BB 		0
		928		83779		6.064		1.028		10.049		1.513		10.127		3		 BB 		0
		929		33261		2.046		4.136		10.039		7.284		3.364		9		 BBB 		0
		930		41343		2.969		7.212		8.032		6.554		7.527		11		 AA 		1
		931		71316		9.816		1.477		9.995		7.092		3.096		1		 CCC 		0
		932		60843		3.082		10.244		6.053		8.985		1.307		3		 AA 		1
		933		44593		9.362		2.65		10.08		8.878		7.493		8		 AAA 		1
		934		62839		8.189		6.184		1.064		6.947		4.223		1		 BBB 		0
		935		41088		2.335		5.686		6.074		18.339		6.837		5		 AAA 		1
		936		67258		8.044		8.186		3.043		5.025		10.229		12		 BBB 		0
		937		44249		9.517		10.349		3.109		8.19		5.149		8		 BBB 		0
		938		83229		8.188		9.369		3.067		8.722		5.206		10		 BBB 		0
		939		43720		5.885		7.55		9.006		2.174		5.105		1		 B 		0
		940		79759		10.339		10.333		2.081		8.216		6.301		12		 BBB 		0
		941		41147		1.115		3.282		4.052		7.945		5.31		1		 A 		1
		942		79114		7.23		8.284		1.064		4.484		1.146		11		 BB 		0
		943		73806		1.136		5.229		4.056		4.036		7.194		4		 BB 		0
		944		66493		4.067		3.078		10.04		3.685		5.244		8		 BB 		0
		945		74389		7.025		0.941		6.024		9.227		7.103		3		 BB 		0
		946		77701		3.924		3.943		9.024		6.569		5.125		12		 BB 		0
		947		51721		1.151		7.363		7.053		10.453		7.438		6		 AA 		1
		948		37238		7.308		8.72		4.079		9.304		6.647		7		 AAA 		1
		949		84797		8.055		2.061		1.052		6.278		7.135		5		 B 		0
		950		53191		3.214		10.484		3.054		14.385		1.656		6		 AAA 		1
		951		59992		4.117		5.237		8.055		10.897		1.174		10		 BB 		0
		952		67703		7.135		2.213		3.057		3.64		10.314		3		 AA 		1
		953		82009		7.922		7.644		3.02		6.194		6.096		4		 CCC 		0
		954		58851		2.08		5.282		1.048		11.09		6.293		10		 A 		1
		955		68118		7.005		1.969		9.035		3.256		6.143		6		 B 		0
		956		83484		9.963		8.578		5.031		9.078		5.069		8		 B 		0
		957		84591		10.278		1.414		9.079		8.421		9.451		12		 AA 		1
		958		77264		6.121		5.349		4.05		9.165		5.702		5		 AA 		1
		959		49573		9.024		2.119		6.039		2.616		7.116		8		 BBB 		0
		960		49790		3.522		8.537		10.105		3.587		5.291		10		 AA 		1
		961		72369		5.197		6.248		8.056		9.638		6.131		9		 BB 		0
		962		61635		8.509		10.937		7.104		30.513		5.131		1		 AAA 		1
		963		59150		8.418		3.415		8.086		3.978		3.186		3		 BBB 		0
		964		54484		5.076		3.267		9.043		10.915		6.336		2		 A 		1
		965		50781		6.728		6.685		0.973		3.026		9.038		3		 CCC 		0
		966		41788		10.156		2.121		2.061		9.432		2.116		3		 BB 		0
		967		74564		2.995		2.126		1.031		6.29		1.402		12		 BBB 		0
		968		57801		8.115		4.363		2.06		6.851		7.386		4		 AA 		1
		969		43401		10.013		1.893		6.032		4.324		5.119		2		 BB 		0
		970		81073		9.088		5.039		7.008		11.694		2.682		5		 BBB 		0
		971		78492		3.928		7.039		2.021		2.956		4.259		6		 BBB 		0
		972		44913		9.142		3.061		1.046		8.227		8.096		3		 BB 		0
		973		68272		9.928		6.792		6.02		10.412		1.148		2		 B 		0
		974		50100		4.058		10.36		6.039		10.138		10.66		5		 AAA 		1
		975		47690		2.031		8.363		1.041		8.045		1.731		3		 AAA 		1
		976		72858		6.048		7.195		7.045		6.939		1.295		7		 A 		1
		977		75885		5.149		5.29		3.054		8.003		3.211		1		 A 		1
		978		64705		2.268		4.265		2.068		7.76		8.165		12		 BBB 		0
		979		69277		9.061		10.282		3.056		9.415		5.288		12		 BBB 		0
		980		35494		5.138		1.192		8.052		7.452		9.196		7		 BBB 		0
		981		70586		8.167		3.14		4.051		8.525		6.16		9		 BB 		0
		982		73462		7.997		1.175		6.038		2.448		10.348		5		 BBB 		0
		983		73505		1.067		4.307		4.05		5.164		1.421		3		 AA 		1
		984		42718		8.042		10.016		1.045		4.489		4.145		7		 BB 		0
		985		52441		3.094		6.147		1.044		5.678		1.253		6		 BBB 		0
		986		48201		3.038		1.477		4.046		17.387		8.818		2		 AAA 		1
		987		70176		6.067		6.163		6.042		10.397		3.302		2		 BBB 		0
		988		73911		3.365		2.632		2.741		1.182		4.156		9		 CCC 		0
		989		53067		4.199		1.126		10.056		2.56		2.206		12		 BB 		0
		990		35568		1.037		7.053		2.038		5.668		9.178		12		 BBB 		0
		991		35150		5.293		8.59		5.077		9.946		6.551		2		 AAA 		1
		992		54991		9.113		7.197		7.057		6.855		1.17		10		 BB 		0
		993		79847		0.971		5.875		6.031		9.289		8.14		9		 BB 		0
		994		53130		7.11		10.161		1.053		3.515		2.202		10		 BB 		0
		995		57505		10.306		3.332		3.069		8.818		8.201		3		 BBB 		0
		996		66990		7.211		1.472		4.06		11.628		6.736		9		 AAA 		1
		997		34463		1.191		3.31		6.055		6.363		4.216		10		 BBB 		0
		998		61749		0.833		1.915		2.012		6.074		10.081		7		 CCC 		0
		999		65238		9.275		9.223		10.061		10.059		4.187		10		 BBB 		0
		1000		51268		3.025		4.15		4.041		5.907		8.271		9		 BB 		0
		1001		51128		10.344		5.435		3.067		11.479		10.181		12		 A 		1
		1002		54506		4.119		2.187		8.047		7.088		6.261		4		 BB 		0
		1003		80721		1.099		10.145		3.053		9.636		8.131		10		 BB 		0
		1004		32554		1.12		2.232		3.046		4.342		3.286		6		 BBB 		0
		1005		48735		5.102		3.007		1.05		1.289		4.148		8		 BB 		0
		1006		78980		6.018		6.642		3.016		17.559		4.074		5		 AAA 		1
		1007		51966		9.337		5.249		5.079		3.607		6.11		2		 BBB 		0
		1008		39086		5.039		7.135		4.047		9.025		6.272		9		 BBB 		0
		1009		72071		10.052		8.127		7.045		5.125		6.252		2		 BB 		0
		1010		52562		2.959		0.842		3.023		3.551		8.129		4		 BB 		0
		1011		51584		6.05		7.308		3.044		10.209		8.523		10		 AA 		1
		1012		53817		7.169		5.335		8.057		2.613		10.27		8		 A 		1
		1013		53482		3.153		7.337		4.053		9.202		4.525		11		 AA 		1
		1014		34513		2.001		2.99		4.033		1.317		8.131		5		 BB 		0
		1015		82287		10.08		7.96		9.036		10.31		1.114		1		 B 		0
		1016		67765		3.027		0.922		5.033		3.308		7.16		5		 BB 		0
		1017		54462		8.321		2.573		5.067		14.108		7.553		4		 AAA 		1
		1018		54942		4.996		8.051		2.03		1.652		10.198		10		 BBB 		0
		1019		33852		5.24		1.4		4.064		13.258		5.563		5		 AAA 		1
		1020		40705		6.182		5.332		1.062		11.293		6.418		11		 AA 		1
		1021		77676		6.252		9.171		2.066		9.425		1.115		11		 BB 		0
		1022		59681		3.258		9.704		1.073		13.674		6.497		12		 AAA 		1
		1023		61657		2.114		3.153		4.058		9.661		9.132		7		 BB 		0
		1024		81335		2.031		6.107		10.042		6.839		8.258		10		 BBB 		0
		1025		59299		0.912		3.159		3.008		5.832		1.995		3		 AAA 		1
		1026		42217		10.213		2.071		7.053		9.446		4.203		2		 BB 		0
		1027		75773		10.172		7.271		5.073		7.635		5.213		3		 BBB 		0
		1028		70502		10.041		4.203		4.039		8.307		2.331		6		 BBB 		0
		1029		48205		7.212		1.437		4.059		4.94		9.516		4		 AAA 		1
		1030		55011		6.061		2.312		6.045		12.251		6.442		9		 A 		1
		1031		59924		5.15		3.232		4.059		2.239		7.249		9		 BBB 		0
		1032		43412		1.847		6.772		9.21		126.045		8.032		11		 AAA 		1
		1033		47354		2.133		4.354		4.055		10.468		10.408		1		 AA 		1
		1034		61739		1.88		4.97		4.011		9.321		7.367		1		 BBB 		0
		1035		37884		4.029		9.864		10.032		2.209		6.095		6		 B 		0
		1036		62042		9.127		6.225		3.043		3.518		5.332		7		 A 		1
		1037		55883		4.401		5.422		6.084		3.978		9.223		6		 AA 		1
		1038		71307		4.025		7.993		1.04		8.124		8.078		6		 BB 		0
		1039		61136		2.465		4.684		4.09		12.547		7.65		1		 AAA 		1
		1040		74367		5.165		6.055		1.042		1.229		1.115		11		 BB 		0
		1041		43128		8.022		1.01		5.044		8.602		1.144		6		 BBB 		0
		1042		34310		8.328		9.347		5.073		7.201		9.215		10		 BBB 		0
		1043		57544		8.986		5.203		2.035		9.962		3.667		11		 AA 		1
		1044		72524		2.107		5.204		6.045		6.987		4.293		7		 BBB 		0
		1045		51914		9.227		10.219		5.064		4.77		3.216		6		 BBB 		0
		1046		63246		7.292		2.439		10.068		4.971		2.261		8		 A 		1
		1047		56324		6.617		3.766		3.126		13.442		8.483		9		 AAA 		1
		1048		67022		3.875		5.757		0.987		2.14		10.421		9		 BB 		0
		1049		52128		2.003		0.99		5.031		9.561		10.233		11		 BB 		0
		1050		72026		8.53		1.355		0.89		5.037		9.05		6		 CCC 		0
		1051		65658		4.507		4.78		8.107		18.111		8.127		4		 AAA 		1
		1052		55857		10.233		9.286		2.059		10.721		2.187		1		 BBB 		0
		1053		78830		4.061		5.074		3.044		3.476		6.134		5		 BB 		0
		1054		39509		2.327		5.599		7.097		13.8		1.335		3		 AAA 		1
		1055		47916		9.094		10.152		9.046		10.064		8.269		3		 A 		1
		1056		84348		10.211		8.172		6.067		8.777		4.18		1		 BB 		0
		1057		35909		8.309		10.608		1.059		18.708		8.718		1		 AAA 		1
		1058		55119		6.985		1.485		6.028		1.054		3.052		1		 CCC 		0
		1059		52403		8.08		3.215		8.05		10.065		1.263		8		 BBB 		0
		1060		55540		1.021		2.956		2.04		7.196		8.137		8		 B 		0
		1061		66648		1.076		8.268		8.038		7.352		9.34		1		 A 		1
		1062		76990		9.035		9.142		5.038		3.87		8.271		9		 BB 		0
		1063		72818		2.09		4.149		4.05		7.693		3.14		6		 BB 		0
		1064		81486		6.285		6.574		3.061		10.989		1.414		12		 AAA 		1
		1065		44907		2.063		1.157		1.045		3.229		2.269		1		 BBB 		0
		1066		74614		6.897		2.993		2.983		1.063		6.076		11		 CCC 		0
		1067		81833		8.555		3.885		4.129		8.616		4.48		4		 AAA 		1
		1068		81025		2.212		6.236		3.062		3.878		3.173		11		 BBB 		0
		1069		46394		8.025		3.272		3.03		10.423		11.177		3		 AAA 		1
		1070		74062		10.452		5.587		6.091		13.618		2.618		6		 AAA 		1
		1071		43545		8.068		1.078		6.046		4.462		7.14		7		 BB 		0
		1072		80146		3.437		5.623		5.081		12.162		7.341		10		 AAA 		1
		1073		52202		5.065		6.104		5.048		3.44		9.158		11		 BB 		0
		1074		43118		3.394		3.698		1.081		9.12		8.289		7		 AAA 		1
		1075		54508		6.373		9.456		3.084		7.615		1.249		2		 A 		1
		1076		34101		1.108		3.29		6.06		7.723		3.338		1		 A 		1
		1077		73767		1.028		3.157		8.038		9.947		1.29		10		 BB 		0
		1078		39069		1.167		6.235		6.058		10.187		10.389		10		 A 		1
		1079		48259		3.289		5.369		6.074		8.868		4.156		8		 BBB 		0
		1080		75615		2.068		6.166		10.051		4.569		10.269		2		 A 		1
		1081		71955		10.005		10.242		6.034		9.51		6.615		10		 BBB 		0
		1082		83018		4.143		9.036		1.058		8.16		4.073		5		 BB 		0
		1083		81844		4.299		7.4		8.798		3.109		3.345		11		 B 		0
		1084		60091		4.353		7.325		1.079		9.767		6.143		10		 BBB 		0
		1085		53974		2.017		2.075		1.035		2.946		9.163		9		 BBB 		0
		1086		72233		8.109		7.237		1.055		9.8		8.319		7		 BBB 		0
		1087		56191		7.195		7.328		6.066		9.598		2.29		9		 BBB 		0
		1088		72357		1.309		8.359		6.067		6.929		7.259		6		 AA 		1
		1089		57149		10.058		8.079		10.044		5.568		7.21		11		 BBB 		0
		1090		50948		0.956		1.219		5.983		8.05		3.05		11		 CCC 		0
		1091		59770		3.098		6.209		7.049		10.398		3.242		2		 BBB 		0
		1092		68855		10.237		1.352		9.062		5.671		2.231		11		 A 		1
		1093		77936		3.106		10.172		5.051		6.927		10.139		4		 BB 		0
		1094		44788		9.068		9.247		8.04		7.494		3.31		12		 A 		1
		1095		60913		3.408		7.451		5.082		6.833		9.206		4		 A 		1
		1096		52701		4.065		8.202		7.042		4.108		4.316		11		 A 		1
		1097		68135		4.102		10.344		6.042		4.767		2.576		1		 AA 		1
		1098		69972		3.956		7.109		3.023		9.5		4.351		3		 A 		1
		1099		57582		2.084		1.199		6.05		6.765		9.123		1		 BBB 		0
		1100		35121		0.968		8.95		2.024		7.406		7.144		9		 B 		0
		1101		47129		6.138		2.208		2.04		9.913		5.661		12		 AA 		1
		1102		65771		8.188		1.252		4.058		10.393		3.362		6		 BBB 		0
		1103		81488		2.062		10.173		2.04		3.412		4.362		4		 A 		1
		1104		70055		6.276		6.449		9.062		5.556		5.841		7		 AAA 		1
		1105		60687		1.36		7.574		7.071		6.946		6.608		1		 AAA 		1
		1106		45921		1.026		5.049		9.027		9.837		10.294		11		 BBB 		0
		1107		57977		4.161		8.572		5.054		4.049		4.829		11		 AA 		1
		1108		77122		3.902		8.785		3		8.738		2.234		2		 B 		0
		1109		42384		3.41		10.636		3.086		6.191		6.531		3		 AAA 		1
		1110		63728		3.148		2.26		10.057		4.971		3.265		4		 BBB 		0
		1111		77637		3.206		7.225		8.058		9.104		2.196		4		 BBB 		0
		1112		36942		1.271		9.429		3.064		12.254		9.279		12		 A 		1
		1113		77472		7.139		7.283		1.059		10.654		10.336		3		 A 		1
		1114		37671		5.265		5.399		4.067		6.651		10.291		7		 A 		1
		1115		50472		2.051		7.149		8.042		7.721		4.192		8		 BB 		0
		1116		63631		9.435		8.641		6.085		7.232		1.304		11		 AA 		1
		1117		72904		4.132		3.172		4.058		9.657		10.142		7		 BB 		0
		1118		54047		5.322		3.387		3.088		5.595		1.143		3		 BBB 		0
		1119		45611		7.959		5.026		1.022		10.804		10.279		6		 BB 		0
		1120		74035		5.335		8.536		3.066		4.163		10.482		2		 AA 		1
		1121		44100		0.99		1.018		4.029		9.56		4.131		7		 BB 		0
		1122		49425		10.755		2.608		1.175		69.918		11.644		8		 AAA 		1
		1123		79766		8.117		10.18		5.042		2.95		8.523		6		 A 		1
		1124		60995		5.018		6.799		4.035		6.25		2.109		10		 B 		0
		1125		55837		4.187		1.656		5.054		20.546		9.024		1		 AAA 		1
		1126		44956		10.207		6.324		10.06		4.51		6.278		2		 BBB 		0
		1127		43899		2.38		7.454		7.081		2.707		4.271		12		 A 		1
		1128		43267		6.99		1.047		3.028		4.015		6.165		12		 BBB 		0
		1129		74006		9.962		5.911		10.026		4.267		1.199		1		 B 		0
		1130		50677		10.081		1.251		2.051		4.256		3.247		1		 BBB 		0
		1131		66585		1.224		1.441		9.062		4.412		7.297		9		 A 		1
		1132		51225		8.935		7.935		10.022		10.337		7.175		11		 B 		0
		1133		80661		10.162		8.147		1.054		7.409		10.094		5		 BB 		0
		1134		76569		5.298		4.573		3.079		12.286		2.353		6		 AAA 		1
		1135		74845		6.42		1.5		9.086		2.822		5.31		5		 A 		1
		1136		44506		8.075		9.183		4.047		2.864		9.212		11		 BBB 		0
		1137		63444		7.286		8.329		3.069		8.12		5.203		6		 BBB 		0
		1138		43611		9.662		5.925		7.158		7.18		5.359		9		 AAA 		1
		1139		72229		7.269		10.508		2.069		12.05		5.349		1		 AA 		1
		1140		81405		4.047		10.335		6.041		7.245		9.824		12		 AAA 		1
		1141		73522		10.002		3.038		7.033		6.741		2.199		6		 BB 		0
		1142		46451		7.989		6.107		4.035		5.884		4.304		12		 BBB 		0
		1143		34867		7.049		9.074		2.038		4.548		4.211		1		 BB 		0
		1144		58582		7.129		1.367		5.05		5.025		3.347		6		 AA 		1
		1145		44419		7.155		1.14		10.056		7.666		9.191		4		 BB 		0
		1146		38773		10.115		8.211		5.053		2.156		9.297		6		 BBB 		0
		1147		37124		10.324		8.587		3.078		13.038		8.712		4		 AAA 		1
		1148		44965		3.955		8.06		5.028		8.292		3.284		3		 BBB 		0
		1149		84619		10.061		6.076		6.041		3.713		8.199		7		 BBB 		0
		1150		48019		7.282		3.202		7.071		10.655		10.173		1		 BB 		0
		1151		68051		6.193		9.279		7.066		8.086		5.217		11		 BBB 		0
		1152		48348		8.173		1.185		10.059		8.566		1.157		3		 BBB 		0
		1153		38150		8.006		8.104		2.034		5.002		2.26		11		 BBB 		0
		1154		81568		2.816		3.328		0.983		6.428		9.205		10		 CCC 		0
		1155		63602		2.997		6.147		1.036		6.752		8.328		3		 BBB 		0
		1156		46652		1.08		4.158		4.045		9.865		4.288		2		 BB 		0
		1157		72376		3.924		8.767		6.008		7.303		7.109		7		 B 		0
		1158		67086		4.927		3.77		3.015		2.386		8.149		9		 B 		0
		1159		82884		2.126		9.332		2.056		8.769		3.532		12		 AAA 		1
		1160		75056		6.047		9.205		2.042		11.099		4.438		1		 A 		1
		1161		49746		6.061		3.21		3.045		7.536		4.292		7		 BBB 		0
		1162		42418		7.978		7.578		10.03		10.107		5.083		2		 B 		0
		1163		57172		3.92		5.812		3.023		10.423		9.203		10		 BB 		0
		1164		65478		9.138		8.234		2.049		11.44		1.274		11		 A 		1
		1165		76400		1.141		10.32		3.056		3.64		4.248		5		 BBB 		0
		1166		41804		7.341		5.146		1.086		2.426		5.107		4		 BB 		0
		1167		39752		9.113		4.304		1.048		2.77		4.343		6		 A 		1
		1168		57209		3.023		2.103		9.039		10.65		1.176		10		 BB 		0
		1169		69961		8.051		3.15		9.043		6.754		9.167		9		 BB 		0
		1170		59099		2.085		5.13		8.046		5.42		8.148		10		 BB 		0
		1171		42904		4.986		8.231		2.023		10.568		5.518		2		 AAA 		1
		1172		39705		7.158		2.204		2.061		6.894		8.206		9		 BBB 		0
		1173		43865		4.034		6.141		9.042		9.363		10.307		1		 BBB 		0
		1174		83024		8.113		5.111		10.051		4.463		2.139		5		 BB 		0
		1175		45001		1.917		8.115		2.011		6.741		5.436		2		 BBB 		0
		1176		74390		5.987		8.029		4.032		4.948		10.168		6		 BBB 		0
		1177		63820		1.476		7.944		10.088		27.553		8.989		4		 AAA 		1
		1178		43160		8.07		1.166		3.043		11.303		9.32		10		 BBB 		0
		1179		83734		2.923		5.025		3.019		4.875		7.492		6		 BB 		0
		1180		78177		10.307		6.175		9.064		4.557		4.092		5		 BBB 		0
		1181		54947		3.307		8.317		2.079		9.058		3.342		9		 BBB 		0
		1182		49996		4.06		1.133		7.051		9.885		5.206		4		 BB 		0
		1183		48711		6.048		5.085		9.043		8.462		1.155		10		 B 		0
		1184		40758		5.35		1.467		2.077		9.15		6.403		2		 A 		1
		1185		71135		10.121		3.25		9.056		11.672		2.316		12		 A 		1
		1186		83385		10.072		5.202		3.048		9.123		6.252		5		 BBB 		0
		1187		47871		10.017		9.966		9.037		9.295		6.125		3		 BB 		0
		1188		65815		9.016		8.288		1.038		4.801		6.443		12		 A 		1
		1189		73008		9.26		9.274		3.066		3.305		2.268		7		 BBB 		0
		1190		76707		5.037		7.151		10.045		9.337		2.353		3		 BBB 		0
		1191		33565		6.239		10.502		7.055		13.243		9.742		6		 AAA 		1
		1192		57501		9.884		1.004		3.015		6.666		8.124		6		 BBB 		0
		1193		49027		8.162		2.213		4.054		8.077		8.27		11		 BBB 		0
		1194		69567		5.423		9.822		1.084		19.387		10.949		5		 AAA 		1
		1195		59748		3.984		7.01		6.034		4.994		5.222		11		 BB 		0
		1196		67594		8.202		4.127		6.064		9.432		4.122		11		 BBB 		0
		1197		66829		9.044		6.918		5.042		6.218		5.091		8		 BB 		0
		1198		43723		7.016		10.186		8.039		4.774		10.292		1		 BBB 		0
		1199		67388		10.127		5.319		1.048		13.322		6.465		5		 AA 		1
		1200		75336		8.335		2.325		7.075		9.863		4.27		8		 BBB 		0
		1201		41289		8.097		5.172		10.055		2.739		1.194		3		 BBB 		0
		1202		45424		4.022		7.184		1.037		2.518		7.235		11		 A 		1
		1203		49759		5.305		1.384		5.078		8.016		4.209		12		 BBB 		0
		1204		62859		5.014		6.847		5.035		10.219		1.096		3		 BB 		0
		1205		44080		5.28		2.397		9.069		7.456		7.519		6		 AA 		1
		1206		50459		3.172		6.259		5.06		2.72		2.321		9		 BBB 		0
		1207		46171		3.275		1.358		10.07		5.143		10.252		8		 A 		1
		1208		83039		1.966		2.643		3.024		2.214		3.163		3		 BB 		0
		1209		53679		2.23		8.195		5.053		7.838		4.217		7		 BBB 		0
		1210		71817		3.098		3.135		2.037		7.593		3.135		4		 BB 		0
		1211		76166		3.257		6.261		5.073		2.945		8.276		7		 BB 		0
		1212		42493		8.002		2.111		2.039		9.911		10.273		2		 BB 		0
		1213		79409		7.123		9.42		7.055		3.606		10.379		4		 AA 		1
		1214		64382		2.158		6.182		7.063		10.339		6.111		3		 BBB 		0
		1215		82268		6.213		9.19		10.055		5.476		8.183		2		 B 		0
		1216		74582		9.465		1.835		4.098		17.13		1.767		7		 AAA 		1
		1217		36972		7.974		3.189		1.03		3.383		2.388		2		 BBB 		0
		1218		64343		1.965		3.023		3.029		3.698		1.177		6		 BB 		0
		1219		43377		10.081		1.184		5.044		7.853		6.242		6		 BBB 		0
		1220		60293		4.916		6.962		4.006		6.496		8.129		6		 BB 		0
		1221		62761		3.148		9.244		1.053		11.225		2.487		11		 A 		1
		1222		81884		3.163		4.309		2.054		9.713		4.308		8		 A 		1
		1223		79273		10.056		4.069		2.037		3.942		3.242		10		 BB 		0
		1224		41336		4.934		3.07		7.028		6.545		5.195		9		 B 		0
		1225		49384		5.5		7.586		9.103		8.632		8.305		4		 BBB 		0
		1226		70799		4.003		9.066		5.03		6.5		9.136		10		 BB 		0
		1227		81658		1.192		6.595		3.067		6.13		8.395		1		 AAA 		1
		1228		45327		10.033		7.929		3.035		1.307		5.117		7		 BB 		0
		1229		34577		1.246		7.456		2.057		9.648		10.624		5		 AAA 		1
		1230		36536		1.909		4.802		5.02		5.418		6.139		5		 B 		0
		1231		33407		1.804		4.398		7.008		3.148		10.093		8		 CCC 		0
		1232		65046		3.013		5.042		2.029		8.543		7.191		1		 B 		0
		1233		42905		1.2		9.348		2.056		3.577		8.358		10		 AA 		1
		1234		56602		1.139		5.483		7.054		11.529		6.539		1		 AAA 		1
		1235		66778		6.105		5.195		7.043		5.393		6.307		11		 AA 		1
		1236		55455		3.053		2.161		8.039		11.621		5.271		2		 A 		1
		1237		77158		1.018		1.043		4.043		10.593		6.155		9		 BB 		0
		1238		76065		2.548		3.614		8.109		5.692		2.287		11		 AA 		1
		1239		66275		6.676		10.709		5.156		2.489		2.086		3		 BBB 		0
		1240		45415		7.061		3.132		3.048		9.724		10.184		1		 BB 		0
		1241		76319		6.135		5.208		4.054		10.908		2.187		9		 BBB 		0
		1242		81746		1.478		8.944		7.12		22.407		7.97		4		 AAA 		1
		1243		80169		1.455		3.477		8.09		2.675		2.181		9		 BBB 		0
		1244		35242		9.369		10.462		6.079		8.274		7.363		8		 AA 		1
		1245		41547		3.142		9.134		5.047		10.415		6.123		1		 BB 		0
		1246		42184		7.309		4.474		4.077		11.338		5.325		3		 AA 		1
		1247		71809		2.078		6.276		5.052		13.021		6.341		2		 AA 		1
		1248		36845		2.292		4.688		1.084		19.952		2.989		1		 AAA 		1
		1249		80579		5.028		8.219		7.036		6.128		8.353		6		 BBB 		0
		1250		61234		6.098		5.086		9.044		7.447		3.178		9		 BB 		0
		1251		58629		5.106		10.172		3.05		10.322		5.208		6		 A 		1
		1252		69460		6.059		3.097		5.046		4.487		4.106		1		 BB 		0
		1253		61279		4.189		7.262		6.062		11.453		1.257		7		 A 		1
		1254		34756		1.131		6.255		7.052		4.072		8.211		2		 BBB 		0
		1255		63700		10.153		3.064		3.052		5.47		7.114		12		 BB 		0
		1256		71209		1.231		7.452		2.07		4.308		10.266		3		 AA 		1
		1257		78334		3.266		8.505		2.069		8.593		5.543		3		 AA 		1
		1258		54594		4.929		3.433		9.006		8.075		7.088		11		 CCC 		0
		1259		77779		4.357		2.345		4.075		6.27		8.523		5		 BBB 		0
		1260		40005		7.174		3.386		9.059		5.611		1.411		4		 AAA 		1
		1261		58868		3.455		5.649		3.095		6.715		10.4		12		 AAA 		1
		1262		51087		1.442		5.56		5.092		7.951		6.135		10		 BBB 		0
		1263		45842		1.079		9.218		6.053		8.858		9.251		4		 BBB 		0
		1264		75189		9.026		6.244		8.036		9.321		9.318		9		 BBB 		0
		1265		74541		1.071		4.133		4.048		6.623		3.166		5		 BB 		0
		1266		47464		1.08		2.213		6.054		7.909		6.352		3		 A 		1
		1267		34091		2.026		10.118		7.036		11.06		10.284		1		 BBB 		0
		1268		45787		3.073		1.217		9.045		3.974		5.357		12		 A 		1
		1269		40199		5.052		4.746		1.036		9.105		10.07		2		 CCC 		0
		1270		40248		7.226		9.387		9.065		10.74		3.337		10		 A 		1
		1271		66318		8.994		10.072		10.036		4.529		5.113		1		 BB 		0
		1272		60515		3.304		6.428		7.07		4.259		6.374		10		 A 		1
		1273		45341		7.173		2.316		5.045		9.341		6.784		7		 AA 		1
		1274		54013		10.069		4.051		10.046		3.572		10.176		12		 BB 		0
		1275		50481		7.142		9.189		10.047		6.126		8.153		4		 BBB 		0
		1276		66483		9.045		4.975		10.038		10.483		10.128		6		 BB 		0
		1277		73180		9.295		8.627		1.063		9.17		8.535		9		 AAA 		1
		1278		50241		6.068		9.196		8.048		3.459		6.285		8		 BBB 		0
		1279		62200		8.334		4.487		7.075		4.813		8.39		5		 AA 		1
		1280		78182		1.323		7.513		2.074		13.602		7.669		9		 AAA 		1
		1281		34438		7.951		9.518		1.029		8.213		6.108		5		 CCC 		0
		1282		67577		4.914		1.096		9.017		10.589		9.153		9		 BBB 		0
		1283		43303		5.993		6.164		9.031		7.341		10.28		12		 BBB 		0
		1284		55841		9.149		1.321		6.055		10.33		4.362		4		 A 		1
		1285		39501		7.998		1.027		9.034		9.502		5.236		8		 BB 		0
		1286		67484		1.076		1.24		9.049		5.549		9.311		6		 A 		1
		1287		70077		10.091		1.252		8.053		4.883		4.306		11		 A 		1
		1288		70512		8.327		4.504		2.074		11.867		5.244		7		 A 		1
		1289		52004		6.014		4.964		1.029		6.488		1.151		3		 BB 		0
		1290		41045		7.16		7.596		5.05		10.637		8.947		10		 AAA 		1
		1291		60031		2.216		5.401		8.059		11.382		9.58		7		 AAA 		1
		1292		43610		2.457		8.569		4.08		6.361		10.25		11		 AA 		1
		1293		42635		7.087		10.492		10.05		7.829		6.017		3		 AAA 		1
		1294		41385		9.164		9.183		6.058		2.806		4.114		9		 BB 		0
		1295		39024		9.96		9.715		5.024		9.224		9.123		10		 CCC 		0
		1296		59029		9.1		6.282		10.052		10.418		5.381		4		 BBB 		0
		1297		32847		9.003		5.069		8.035		8.537		10.21		2		 BB 		0
		1298		51295		2.049		7.184		9.046		11.105		5.305		5		 BBB 		0
		1299		45149		10.028		7.118		8.038		9.057		10.27		2		 BB 		0
		1300		54435		0.86		1.291		5.018		6.129		7.113		5		 CCC 		0
		1301		64627		9.312		9.427		1.069		5.336		10.41		6		 AA 		1
		1302		78197		8.414		1.491		2.094		11.126		10.208		11		 A 		1
		1303		77431		5.095		7.099		3.052		9.332		1.103		3		 BBB 		0
		1304		63793		7.329		1.412		6.075		9.244		4.515		3		 AAA 		1
		1305		62144		5.004		10.017		9.034		10.542		10.239		7		 BB 		0
		1306		80754		2.096		2.178		1.05		2.718		2.2		5		 BB 		0
		1307		55634		7.833		7.391		6.998		9.071		6.075		12		 CCC 		0
		1308		35709		2.1		6.141		4.052		10.244		7.105		6		 BB 		0
		1309		68335		4.026		2.087		5.036		5.087		7.25		9		 BB 		0
		1310		44938		8.186		6.382		2.068		6.489		4.267		11		 A 		1
		1311		43981		9.941		6.69		5.025		5.687		3.343		9		 B 		0
		1312		83511		2.23		9.618		8.073		6.711		2.335		11		 AAA 		1
		1313		53147		4.929		9.672		2.026		4.144		5.091		6		 B 		0
		1314		46031		3.174		5.228		7.057		2.39		7.247		10		 BBB 		0
		1315		74464		6.94		9.046		4.013		8.241		6.188		12		 BB 		0
		1316		42448		1.14		10.123		1.048		8.425		2.235		2		 BB 		0
		1317		46192		4.088		4.285		9.044		8.161		4.291		12		 BBB 		0
		1318		69700		1.145		6.315		1.059		4.498		9.214		7		 A 		1
		1319		44725		3.337		4.6		8.075		6.997		8.455		6		 AAA 		1
		1320		43133		0.958		9.984		9.02		9.826		8.206		6		 BBB 		0
		1321		74189		5.204		9.32		4.066		2.924		10.182		9		 BBB 		0
		1322		61857		10.308		4.517		3.072		7.478		2.576		6		 AAA 		1
		1323		71764		8.056		2.202		9.04		8.245		8.269		7		 BBB 		0
		1324		66093		1.2		7.406		9.063		6.179		7.354		6		 AA 		1
		1325		40142		1.222		1.321		10.073		8.613		3.174		8		 BB 		0
		1326		35922		5.071		1.177		5.044		2.85		2.363		8		 BBB 		0
		1327		45076		1.005		4.197		7.028		9.299		7.546		6		 AA 		1
		1328		76186		1.232		3.282		6.061		4.271		7.204		11		 BBB 		0
		1329		46030		8.945		0.805		7.016		1.55		6.388		4		 B 		0
		1330		65280		4.042		10.07		3.047		10.566		5.168		1		 BB 		0
		1331		78695		5.969		9.267		1.026		13.332		8.95		11		 AAA 		1
		1332		44242		3.109		4.09		8.049		6.621		2.196		10		 BB 		0
		1333		65931		8.215		7.247		2.075		3.868		2.135		3		 BBB 		0
		1334		43800		8.405		2.321		5.09		9.635		1.146		8		 BB 		0
		1335		59185		4.997		7.913		4.03		10.186		1.119		6		 BB 		0
		1336		66699		4.317		6.38		6.068		11.478		7.395		12		 A 		1
		1337		80496		4.411		6.568		1.086		11.458		6.258		7		 AA 		1
		1338		76978		9.992		8.047		8.031		10.988		7.234		5		 BBB 		0
		1339		62862		5.388		8.418		10.082		6.098		1.17		1		 A 		1
		1340		55753		2.445		6.475		4.101		3.312		10.149		9		 A 		1
		1341		84147		9.016		1.145		8.037		8.769		2.218		12		 BBB 		0
		1342		58611		5.264		3.576		6.067		13.454		6.59		8		 AAA 		1
		1343		77988		8.229		3.194		3.064		3.449		6.117		7		 BB 		0
		1344		43374		1.047		7.024		7.039		7.392		7.177		3		 BB 		0
		1345		57617		5.094		5.357		7.049		7.374		10.304		3		 A 		1
		1346		72086		3.343		1.363		10.077		10.292		7.228		10		 A 		1
		1347		44246		9.22		6.342		10.068		11.107		9.19		1		 BBB 		0
		1348		51288		3.983		4.196		6.031		10.3		2.241		7		 BBB 		0
		1349		78969		8.102		6.144		7.06		2.461		5.141		6		 BB 		0
		1350		35373		7.223		2.084		4.067		8.231		2.095		12		 BB 		0
		1351		78671		1.213		9.282		7.062		6.24		7.221		10		 BBB 		0
		1352		34011		8.099		5.122		8.052		9.521		3.113		9		 BB 		0
		1353		68284		0.896		3.752		10.016		3.392		9.124		6		 BB 		0
		1354		44836		3.168		1.363		4.065		10.679		4.338		5		 A 		1
		1355		43282		9.422		2.45		9.094		3.72		3.406		4		 AA 		1
		1356		61418		10.023		2.147		4.043		1.906		4.199		7		 BBB 		0
		1357		56358		2.226		10.407		3.058		4.182		10.438		2		 A 		1
		1358		81142		7.147		6.225		5.057		9.081		6.275		10		 BB 		0
		1359		55139		4.027		2.127		10.03		9.264		5.216		11		 BBB 		0
		1360		84962		4.988		7.996		1.031		9.519		2.102		1		 BB 		0
		1361		46562		7.21		9.284		4.061		6.198		1.263		6		 BBB 		0
		1362		35021		5.548		4.115		1.927		7.323		1.134		9		 CCC 		0
		1363		58812		1.144		1.323		3.06		9.371		7.29		1		 BBB 		0
		1364		53680		4.965		1.935		6.028		3.27		6.109		1		 B 		0
		1365		79732		10.172		7.35		2.053		9.287		6.

Course: Machine Learning in Finance Software to be use: MATLAB Note: Use the File called Credit decision.xls for data analysis on Matlab and Attach your codes and outputs for each of the following...

Answer To: Course: Machine Learning in Finance Software to be use: MATLAB Note: Use the File called Credit...

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