| 
					
					
					 Triassic Dolomitic Sand This example is 
					Exercise 2 from 
				
				
				Crain's Practical Quantitative Log 
					Analysis for Conventional Reservoirs - a Video 
					Course for CEOs, geoscientists, engineers, and 
					petrophysicists looking to improve their oil-finding skills.
 
 This example points out several pitfalls that
					can trap inexperienced analysts. First, the high resistivity
					at the top of the log segment suggests a great hydrocarbon
					show. But this is an anhydrite cap rock with zero porosity.
					The density neutron log separation quickly show this. You
					need resistive AND porous to have a reservoir.
 
				
				Second, the pay zones underneath the cap consists
			of three thin beds (each about 1.5 to 2 meters thick). It is
			tempting to average the porosity over the entire 5 meters. While
			this would give a reasonable average porosity and reserves estimate,
			it would underestimate the productive capacity of the well by a
			factor of about 10. That's because permeability is a function of
			porosity to the power 6 and the high porosity streak in the middle
			of the reservoir must be analyzed separately to see the tremendous
			impact it has on productivity.
				 Third, this is
			not a pure quartz sand and the density porosity by itself
			underestimates the effective porosity by 2 to 4% porosity, depending
			on the amount of heavy minerals in the sandstone. The quicklook
			rules given elsewhere in this Handbook can handle all these
			problems, but you have to apply them carefully. Traditional,
			over-simplified methods will give extremely pessimistic results, so
			don't use them. Finally, there
			is no low resistivity on this log segment, so there is no obvious
			water zone. RW must come from another well down dip or from a
			catalog value.
 
  rAW 
				LOGS and PETROPHYSICAL RESULTS for EXERCISE 2 
			   Raw log  data depth plots for Dolomitic Sand
				Example. Note how porosity is picked on the peaks because the
				beds are thin (2 meters – 6 feet or less). Even then, the log
				analysis will underestimate porosity compared to core.
 
 
  Visual log analysis for Exercise 2, based 
			on Crain's Rules
 
				 
				 Depth plot for Dolomitic Sand Example. Black dots are
				core analysis data. The log does not match 
				the core as well as we would like, but this is mainly due to
				very thin porosity laminations,thinner than the logging tool resolution.
 
				  
				This example is sandstone with complex
				mineralogy. The porosity resistivity overlay will help find the
				zone of interest but the high resistivity of the anhydrite cap
				and lower shale may be confusing at first. Some people like
				simple rules for defining pay zones, such as a resistivity
				cutoff. This would not work in this case, or in many other
				situations either. The SP also suffers badly from the high
				resistivity. 
				
				
					 "META/KWIK" 
				QUICKLOOK SPREADSHEET  RESULTS for EXERCISE 2 
				The  best tool for quicklook log analysis is a spreadsheet. 
			Pick parameters and log data from the raw logs shown above. When 
			data entry is complete, the answers are instantly available.
 
			Download and use these spreadsheets:SPR-01 META/KWIK Log Analysis Conventional Oil Gas Bitumenn Metric
 SPR-02 META/KWIK Log Analysis Conventional Oil Gas Bitumenn USA
 Conventional Oil, Gas,Bitumen 
				-- shale, porosity, saturation, permeability, 
						net pay, productivity, reserves.
 
 
			
			 
  
  
  META/KWIK data and results for Exercise 2
 
			
 
				  
					
					
					 "META/LOG ESP" CROSSPLOTS
					
				and
					
				RESULTS for EXERCISE 2 
				The following crossplots were made using META/LOG ESP, an expert 
				system on a spreadsheet. 
				1.    
				 
				Crossplots for Dolomitic Sand Example 
				  
				Crossplots help define the lithology and the lack
				of a water or transition zone.  
				  
				1.      
				Porosity vs Resistivity - shows no
				water. 
				  
				2.      
				Porosity vs Saturation - shows
				constant water volume lines. Data follows one hyperbolic line –
				no transition or water zones. Shale data falls to the bottom of
				the graph. 
				  
				3.      
				Density vs Neutron - shows all data
				below sandstone line, indicating either no perfectly clean and
				or mixed lithology sand (GR suggests clean sand). Shale data
				falls towards bottom and right. 
				  
				4.      
				Core porosity vs core permeability
				- shows a data distribution that can be used to derive a
				regression line mathematically.  
				  
				
 
				The listings for final results and hydrocarbon
				summary are shown below. The log analysis porosity is a little
				low and could be increased to match core analysis better by
				adjusting the target DENSMA parameter in the META/LOG program.   
				
				 Results and raw data for Dolomitic Sand Example
 
				
  
				 Summary results of log and core data for Dolomitic Sand
				Example 
				
  Notice the very close comparison between the core
				porosity (black dots) and log analysis porosity (smooth line)
				on the computed log analysis depth plot shown above. 
				This is a thin
				bed problem as much as a heavy mineral problem, so data in the
				porous interval must be picked at very close intervals. The
				“peaks and valleys” rule applies. Any form of averaging the data
				will mask the contribution of the central porous “hot spot”.
				Ninety percent of the productivity comes from this 1.5 meter
				interval (2056.5 –2058.0 meters), but it contains only half the
				oil in place.
   
				Notice the
				excellent permeability versus porosity relationship shown in the
				graph at the right. 
				  
				  
					
					
					 WELL HISTORY INFO 
					  
					
					Pancanadian Beaverlodge 11-36-72-08W6 
					KB Elev:
					689.4 m      Logs: DIL-SP, FDC-CNL-GR, BHCS-GR 
					Log
					depths in METERS.  
				
   
 
					
					
					 Testing
					Record 11-36 
					  
					DST #2:
					2044.0 – 2070.0 m  Inflate Straddle  VO: 10.0/45.0 SI: 150.0/249.0 min
 
					
					FP: 1937.0/2877.0 psi  SIP: 3124.4/3101.5 psi  HP:
					3614.2/3614.2 psi 
					PMAX:
					21686 kPa; BHTEMP: 72 C; Relatively high permeability; no
					formation damage;  
					Blow
					description: test run with closed chamber, oil to surface in
					30 minutes after blowdown on final flow.  Recovery: 323.6 m
					clean uncontaminated oil; maximum gas to surface 42793 m3/d
					(1.511 mmcf/d)
 
  PRODUCTION HISTORY 
 
				  This well had an initial rate of 200 bbl/day and declined
				gracefully until year 22 when pump rate 
				was increased,
				causing water breakthrough.   
				Cumulative
				production was 429 000 bbl oil and 
				Over 1 million bbl water. On a logarithmic production scale, the exponential decline is a straight line. The 
				log analysis predictions are a little high on recoverable oil and a little low on initial production
 rate. Only a minor amount of tuning is required to get both
				results to match ground truth.
 Linear production scale (above)
			shows exponential decline, logarithmic scale (right) shows a
			straight line, also demonstrating exponential decline 
				
 
 
 
 
 Listing for Dolomitic Sand Example
   
				Compare your results with the core data on the next page,
				especially in the thin high porosity streak 2056.8 to 2058
				meters. You will also have to adjust the CPERM parameter in the
				permeability equation to get a good match to core. Note that a
				conventional shaly sand analysis will under-estimate porosity by
				as much as 4% porosity, so the only correct approach is the
				shale corrected complex lithology model recommended in this
				book. If heavy minerals are not a problem, the complex lithology
				model works just as well as the shaly sand model, so there is no
				reason to ever use the shaly sand approach.. 
				  
					
					
					 CORE ANALYSIS DATA FOR 11-36-72-08W6 
					
						
							
								| 
								
								11367208W6 | 
								
								  | 
								
								  | 
								
								  | 
								
								  | 
								
								  | 
								
								  | 
								
								  | 
								
								  | 
								
								  | 
								
								  | 
								
								  |  
								| 
								
								S# | 
								
								Top | 
								
								Base | 
								
								Len | 
								
								Kmax | 
								
								K90 | 
								
								Kvert | 
								
								Porosi | 
								
								GrDen | 
								
								BkDen | 
								
								Soil | 
								
								Swtr | 
								
								Lithology |  
								| 
								
								  | 
								
								meters | 
								
								meters | 
								
								meter | 
								
								mD | 
								
								mD | 
								
								mD | 
								
								frac | 
								
								kg/m3 | 
								
								kg/m3 | 
								
								frac | 
								
								frac | 
								
								  |  
							| 
							
							1 | 
							
							2054.35 | 
							
							2054.54 | 
							
							0.19 | 
							
							0.32 | 
							
							0.30 | 
							
							0.08 | 
							
							0.045 | 
							
							2881 | 
							
							2796 | 
							
							0.138 | 
							
							0.138 | 
							
							DOL INTRANHYARGL |  
							| 
							
							2 | 
							
							2054.54 | 
							
							2054.74 | 
							
							0.20 | 
							
							2.45 | 
							
							2.38 | 
							
							0.41 | 
							
							0.100 | 
							
							2737 | 
							
							2563 | 
							
							0.152 | 
							
							0.237 | 
							
							SS  F   DOL |  
							| 
							
							3 | 
							
							2054.74 | 
							
							2054.91 | 
							
							0.17 | 
							
							20.40 | 
							
							20.00 | 
							
							0.34 | 
							
							0.116 | 
							
							2689 | 
							
							2493 | 
							
							0.147 | 
							
							0.118 | 
							
							SS  F   CALC |  
							| 
							
							4 | 
							
							2054.91 | 
							
							2055.07 | 
							
							0.16 | 
							
							16.40 | 
							
							16.40 | 
							
							0.83 | 
							
							0.103 | 
							
							2706 | 
							
							2530 | 
							
							0.136 | 
							
							0.136 | 
							
							SS  F   CALC |  
							| 
							
							5 | 
							
							2055.07 | 
							
							2055.26 | 
							
							0.19 | 
							
							64.50 | 
							
							57.70 | 
							
							40.30 | 
							
							0.145 | 
							
							2683 | 
							
							2439 | 
							
							0.117 | 
							
							0.183 | 
							
							SS  F   CALC |  
							| 
							
							6 | 
							
							2055.26 | 
							
							2055.48 | 
							
							0.22 | 
							
							60.30 | 
							
							58.80 | 
							
							37.30 | 
							
							0.148 | 
							
							2679 | 
							
							2431 | 
							
							0.124 | 
							
							0.198 | 
							
							SS  F |  
							| 
							
							7 | 
							
							2055.48 | 
							
							2055.58 | 
							
							0.10 | 
							
							84.20 | 
							
							80.00 | 
							
							0.01 | 
							
							0.145 | 
							
							2700 | 
							
							2454 | 
							
							0.116 | 
							
							0.206 | 
							
							SS  F |  
							| 
							
							8 | 
							
							2055.58 | 
							
							2055.74 | 
							
							0.16 | 
							
							1.77 | 
							
							0.31 | 
							
							0.03 | 
							
							0.037 | 
							
							2736 | 
							
							2672 | 
							
							0.104 | 
							
							0.363 | 
							
							SS  F   DOL |  
							| 
							
							9 | 
							
							2055.74 | 
							
							2055.89 | 
							
							0.15 | 
							
							10.00 | 
							
							10.00 | 
							
							4.86 | 
							
							0.124 | 
							
							2694 | 
							
							2484 | 
							
							0.156 | 
							
							0.208 | 
							
							SS  F   DOL |  
							| 
							
							10 | 
							
							2055.89 | 
							
							2056.02 | 
							
							0.13 | 
							
							15.00 | 
							
							14.20 | 
							
							0.36 | 
							
							0.119 | 
							
							2695 | 
							
							2493 | 
							
							0.145 | 
							
							0.232 | 
							
							SS  F   DOL |  
							| 
							
							11 | 
							
							2056.02 | 
							
							2056.21 | 
							
							0.19 | 
							
							25.40 | 
							
							19.10 | 
							
							0.07 | 
							
							0.099 | 
							
							2721 | 
							
							2551 | 
							
							0.000 | 
							
							0.142 | 
							
							SS  F   CALC |  
							| 
							
							12 | 
							
							2056.21 | 
							
							2056.30 | 
							
							0.09 | 
							
							15.00 | 
							
							0.01 | 
							
							0.01 | 
							
							0.107 | 
							
							2700 | 
							
							2518 | 
							
							0.188 | 
							
							0.263 | 
							
							SS  F |  
							| 
							
							13 | 
							
							2056.30 | 
							
							2056.47 | 
							
							0.17 | 
							
							99.80 | 
							
							98.60 | 
							
							54.70 | 
							
							0.147 | 
							
							2696 | 
							
							2447 | 
							
							0.107 | 
							
							0.246 | 
							
							SS  F |  
							| 
							
							14 | 
							
							2056.47 | 
							
							2056.75 | 
							
							0.28 | 
							
							230.00 | 
							
							225.00 | 
							
							164.00 | 
							
							0.158 | 
							
							2679 | 
							
							2414 | 
							
							0.101 | 
							
							0.251 | 
							
							SS  F |  
							| 
							
							15 | 
							
							2056.75 | 
							
							2056.93 | 
							
							0.18 | 
							
							189.00 | 
							
							170.00 | 
							
							67.00 | 
							
							0.168 | 
							
							2691 | 
							
							2407 | 
							
							0.098 | 
							
							0.245 | 
							
							SS  F   CALC |  
							| 
							
							16 | 
							
							2056.93 | 
							
							2057.13 | 
							
							0.20 | 
							
							206.00 | 
							
							198.00 | 
							
							175.00 | 
							
							0.171 | 
							
							2678 | 
							
							2391 | 
							
							0.088 | 
							
							0.296 | 
							
							SS  F |  
							| 
							
							17 | 
							
							2057.13 | 
							
							2057.37 | 
							
							0.24 | 
							
							108.00 | 
							
							104.00 | 
							
							94.10 | 
							
							0.166 | 
							
							2658 | 
							
							2383 | 
							
							0.120 | 
							
							0.361 | 
							
							SS  F |  
							| 
							
							18 | 
							
							2057.37 | 
							
							2057.55 | 
							
							0.18 | 
							
							152.00 | 
							
							141.20 | 
							
							82.00 | 
							
							0.196 | 
							
							2663 | 
							
							2337 | 
							
							0.115 | 
							
							0.298 | 
							
							SS  F |  
							| 
							
							19 | 
							
							2057.55 | 
							
							2057.73 | 
							
							0.18 | 
							
							135.00 | 
							
							135.00 | 
							
							80.00 | 
							
							0.191 | 
							
							2672 | 
							
							2353 | 
							
							0.162 | 
							
							0.246 | 
							
							SS  F   V/F |  
							| 
							
							20 | 
							
							2057.73 | 
							
							2058.01 | 
							
							0.28 | 
							
							186.00 | 
							
							186.00 | 
							
							80.00 | 
							
							0.207 | 
							
							2659 | 
							
							2316 | 
							
							0.099 | 
							
							0.262 | 
							
							SS  F   V/F |  
							| 
							
							21 | 
							
							2058.01 | 
							
							2058.26 | 
							
							0.25 | 
							
							37.10 | 
							
							36.50 | 
							
							0.55 | 
							
							0.129 | 
							
							2701 | 
							
							2482 | 
							
							0.095 | 
							
							0.219 | 
							
							SS  F   DOL |  
							| 
							
							22 | 
							
							2058.26 | 
							
							2058.44 | 
							
							0.18 | 
							
							207.00 | 
							
							181.00 | 
							
							28.60 | 
							
							0.197 | 
							
							2683 | 
							
							2351 | 
							
							0.086 | 
							
							0.224 | 
							
							SS  F |  
							| 
							
							23 | 
							
							2058.44 | 
							
							2058.62 | 
							
							0.18 | 
							
							0.90 | 
							
							0.29 | 
							
							0.01 | 
							
							0.022 | 
							
							2737 | 
							
							2699 | 
							
							0.276 | 
							
							0.331 | 
							
							SS  F   CALC |  
							| 
							
							24 | 
							
							2058.62 | 
							
							2058.77 | 
							
							0.15 | 
							
							271.00 | 
							
							237.00 | 
							
							5.88 | 
							
							0.150 | 
							
							2678 | 
							
							2426 | 
							
							0.081 | 
							
							0.359 | 
							
							SS  F   CALC |  
							| 
							
							25 | 
							
							2058.77 | 
							
							2058.99 | 
							
							0.22 | 
							
							7.45 | 
							
							7.33 | 
							
							0.12 | 
							
							0.091 | 
							
							2701 | 
							
							2546 | 
							
							0.109 | 
							
							0.146 | 
							
							SS  F   DOL |  
							| 
							
							26 | 
							
							2058.99 | 
							
							2059.20 | 
							
							0.21 | 
							
							15.70 | 
							
							14.00 | 
							
							0.06 | 
							
							0.098 | 
							
							2700 | 
							
							2533 | 
							
							0.163 | 
							
							0.163 | 
							
							SS  F   DOL |  
							| 
							
							27 | 
							
							2059.20 | 
							
							2059.42 | 
							
							0.22 | 
							
							27.80 | 
							
							18.89 | 
							
							4.35 | 
							
							0.139 | 
							
							2697 | 
							
							2461 | 
							
							0.162 | 
							
							0.223 | 
							
							SS  F   DOL |  
							| 
							
							28 | 
							
							2059.42 | 
							
							2059.59 | 
							
							0.17 | 
							
							12.80 | 
							
							12.80 | 
							
							0.05 | 
							
							0.104 | 
							
							2710 | 
							
							2532 | 
							
							0.183 | 
							
							0.160 | 
							
							SS  F   DOL |  
							| 
							
							29 | 
							
							2059.59 | 
							
							2059.76 | 
							
							0.17 | 
							
							30.90 | 
							
							29.60 | 
							
							0.01 | 
							
							0.075 | 
							
							2720 | 
							
							2591 | 
							
							0.145 | 
							
							0.181 | 
							
							SS  F   DOL |  
							| 
							
							30 | 
							
							2059.76 | 
							
							2059.88 | 
							
							0.12 | 
							
							77.90 | 
							
							77.10 | 
							
							68.10 | 
							
							0.145 | 
							
							2647 | 
							
							2408 | 
							
							0.086 | 
							
							0.205 | 
							
							SS  F |  
							| 
							
							31 | 
							
							2059.88 | 
							
							2060.14 | 
							
							0.26 | 
							
							76.20 | 
							
							72.90 | 
							
							25.50 | 
							
							0.160 | 
							
							2666 | 
							
							2399 | 
							
							0.096 | 
							
							0.221 | 
							
							SS  F |  
							| 
							
							32 | 
							
							2060.14 | 
							
							2060.34 | 
							
							0.20 | 
							
							21.50 | 
							
							20.30 | 
							
							0.10 | 
							
							0.185 | 
							
							2777 | 
							
							2448 | 
							
							0.132 | 
							
							0.205 | 
							
							SS  F   DOL |  
							| 
							
							33 | 
							
							2060.34 | 
							
							2060.47 | 
							
							0.13 | 
							
							12.60 | 
							
							11.80 | 
							
							0.38 | 
							
							0.102 | 
							
							2719 | 
							
							2544 | 
							
							0.177 | 
							
							0.155 | 
							
							SS  F   DOL |  
							| 
							
							34 | 
							
							2060.47 | 
							
							2060.77 | 
							
							0.30 | 
							
							0.08 | 
							
							0.08 | 
							
							0.01 | 
							
							0.047 | 
							
							2716 | 
							
							2635 | 
							
							0.138 | 
							
							0.255 | 
							
							SS  F   DOL ARGL |  
							| 
							
							35 | 
							
							2060.77 | 
							
							2060.95 | 
							
							0.18 | 
							
							0.13 | 
							
							0.07 | 
							
							0.01 | 
							
							0.055 | 
							
							2712 | 
							
							2618 | 
							
							0.000 | 
							
							0.535 | 
							
							SS  F   DOL |  
							| 
							
							36 | 
							
							2060.95 | 
							
							2061.10 | 
							
							0.15 | 
							
							  | 
							
							0.01 | 
							
							0.01 | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							SHALE |  
							| 
							
							37 | 
							
							2061.10 | 
							
							2061.26 | 
							
							0.16 | 
							
							0.02 | 
							
							0.01 | 
							
							0.01 | 
							
							0.031 | 
							
							2752 | 
							
							2698 | 
							
							0.000 | 
							
							0.504 | 
							
							SS  F   DOL ARGL |  
							| 
							
							38 | 
							
							2061.26 | 
							
							2061.52 | 
							
							0.26 | 
							
							0.03 | 
							
							0.01 | 
							
							0.01 | 
							
							0.047 | 
							
							2743 | 
							
							2661 | 
							
							0.000 | 
							
							0.505 | 
							
							SS  F   DOL |  
							| 
							
							39 | 
							
							2061.52 | 
							
							2061.71 | 
							
							0.19 | 
							
							0.05 | 
							
							0.01 | 
							
							0.01 | 
							
							0.012 | 
							
							2720 | 
							
							2699 | 
							
							0.000 | 
							
							0.622 | 
							
							SS  F   DOL |  
							| 
							
							40 | 
							
							2061.71 | 
							
							2061.94 | 
							
							0.23 | 
							
							  | 
							
							0.01 | 
							
							0.01 | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							SHALE |  
							| 
							
							41 | 
							
							2061.94 | 
							
							2062.07 | 
							
							0.13 | 
							
							0.02 | 
							
							0.01 | 
							
							0.01 | 
							
							0.027 | 
							
							2773 | 
							
							2725 | 
							
							0.000 | 
							
							0.534 | 
							
							SS  F   DOL |  
							| 
							
							42 | 
							
							2062.07 | 
							
							2062.31 | 
							
							0.24 | 
							
							3.31 | 
							
							3.20 | 
							
							1.32 | 
							
							0.084 | 
							
							2707 | 
							
							2564 | 
							
							0.155 | 
							
							0.217 | 
							
							SS  F   DOL |  
							| 
							
							43 | 
							
							2062.31 | 
							
							2062.54 | 
							
							0.23 | 
							
							8.80 | 
							
							8.38 | 
							
							3.62 | 
							
							0.121 | 
							
							2735 | 
							
							2525 | 
							
							0.096 | 
							
							0.119 | 
							
							SS  F   DOL |  
							| 
							
							44 | 
							
							2062.54 | 
							
							2062.67 | 
							
							0.13 | 
							
							12.90 | 
							
							11.30 | 
							
							6.41 | 
							
							0.132 | 
							
							2800 | 
							
							2562 | 
							
							0.103 | 
							
							0.144 | 
							
							SS  F   DOL ANHY |  
							| 
							
							45 | 
							
							2062.67 | 
							
							2062.92 | 
							
							0.25 | 
							
							0.90 | 
							
							0.80 | 
							
							0.01 | 
							
							0.077 | 
							
							2737 | 
							
							2603 | 
							
							0.108 | 
							
							0.108 | 
							
							SS  F   DOL |  
							| 
							
							46 | 
							
							2062.92 | 
							
							2063.09 | 
							
							0.17 | 
							
							0.37 | 
							
							0.37 | 
							
							0.04 | 
							
							0.057 | 
							
							2726 | 
							
							2628 | 
							
							0.167 | 
							
							0.232 | 
							
							SS  F   DOL |  
							| 
							
							47 | 
							
							2063.09 | 
							
							2063.26 | 
							
							0.17 | 
							
							0.54 | 
							
							0.53 | 
							
							0.13 | 
							
							0.080 | 
							
							2731 | 
							
							2593 | 
							
							0.107 | 
							
							0.215 | 
							
							SS  F   DOL |  
							| 
							
							48 | 
							
							2063.26 | 
							
							2063.39 | 
							
							0.13 | 
							
							1.51 | 
							
							1.40 | 
							
							0.62 | 
							
							0.077 | 
							
							2721 | 
							
							2588 | 
							
							0.134 | 
							
							0.205 | 
							
							SS  F   DOL |  
							| 
							
							49 | 
							
							2063.39 | 
							
							2063.64 | 
							
							0.25 | 
							
							0.42 | 
							
							0.37 | 
							
							0.17 | 
							
							0.074 | 
							
							2717 | 
							
							2590 | 
							
							0.116 | 
							
							0.143 | 
							
							SS  F   DOL |  
							| 
							
							50 | 
							
							2063.64 | 
							
							2063.89 | 
							
							0.25 | 
							
							0.29 | 
							
							0.28 | 
							
							0.03 | 
							
							0.074 | 
							
							2741 | 
							
							2612 | 
							
							0.149 | 
							
							0.275 | 
							
							SS  F   DOL |  
							| 
							
							51 | 
							
							2063.89 | 
							
							2064.00 | 
							
							0.11 | 
							
							0.18 | 
							
							0.16 | 
							
							0.02 | 
							
							0.050 | 
							
							2701 | 
							
							2616 | 
							
							0.084 | 
							
							0.189 | 
							
							SS  F   DOL |  
							| 
							
							52 | 
							
							2064.00 | 
							
							2064.17 | 
							
							0.17 | 
							
							0.26 | 
							
							0.23 | 
							
							0.09 | 
							
							0.061 | 
							
							2720 | 
							
							2615 | 
							
							0.048 | 
							
							0.240 | 
							
							SS  F   DOL |  
							| 
							
							53 | 
							
							2064.17 | 
							
							2064.31 | 
							
							0.14 | 
							
							0.16 | 
							
							0.04 | 
							
							0.01 | 
							
							0.031 | 
							
							2772 | 
							
							2717 | 
							
							0.123 | 
							
							0.197 | 
							
							SS  F   DOL ARGL |  
							| 
							
							54 | 
							
							2064.31 | 
							
							2064.46 | 
							
							0.15 | 
							
							0.13 | 
							
							0.09 | 
							
							0.03 | 
							
							0.059 | 
							
							2743 | 
							
							2640 | 
							
							0.138 | 
							
							0.277 | 
							
							SS  F   DOL |  
							| 
							
							55 | 
							
							2064.46 | 
							
							2064.64 | 
							
							0.18 | 
							
							0.02 | 
							
							0.02 | 
							
							0.01 | 
							
							0.039 | 
							
							2755 | 
							
							2687 | 
							
							0.000 | 
							
							0.314 | 
							
							SS  F   DOL ARGL |  
							| 
							
							56 | 
							
							2064.64 | 
							
							2064.80 | 
							
							0.16 | 
							
							0.06 | 
							
							0.05 | 
							
							0.01 | 
							
							0.028 | 
							
							2736 | 
							
							2687 | 
							
							0.000 | 
							
							0.406 | 
							
							SS  F   DOL |  
							| 
							
							57 | 
							
							2064.80 | 
							
							2064.96 | 
							
							0.16 | 
							
							0.12 | 
							
							0.09 | 
							
							0.01 | 
							
							0.046 | 
							
							2740 | 
							
							2660 | 
							
							0.000 | 
							
							0.270 | 
							
							SS  F   DOL |  
							| 
							
							58 | 
							
							2064.96 | 
							
							2065.19 | 
							
							0.23 | 
							
							  | 
							
							0.01 | 
							
							0.01 | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							SHALE |  
							| 
							
							59 | 
							
							2065.19 | 
							
							2065.39 | 
							
							0.20 | 
							
							0.08 | 
							
							0.05 | 
							
							0.01 | 
							
							0.061 | 
							
							2782 | 
							
							2673 | 
							
							0.000 | 
							
							0.622 | 
							
							DOL P/S ANHYSD |  
							| 
							
							60 | 
							
							2065.39 | 
							
							2065.53 | 
							
							0.14 | 
							
							1.27 | 
							
							1.18 | 
							
							0.10 | 
							
							0.081 | 
							
							2783 | 
							
							2639 | 
							
							0.089 | 
							
							0.221 | 
							
							DOL P/S ANHYSD |  
							| 
							
							61 | 
							
							2065.53 | 
							
							2065.71 | 
							
							0.18 | 
							
							1.78 | 
							
							1.56 | 
							
							0.29 | 
							
							0.074 | 
							
							2802 | 
							
							2669 | 
							
							0.087 | 
							
							0.134 | 
							
							DOL P/S ANHYSD |  
							| 
							
							62 | 
							
							2065.71 | 
							
							2065.87 | 
							
							0.16 | 
							
							0.32 | 
							
							0.32 | 
							
							0.02 | 
							
							0.060 | 
							
							2783 | 
							
							2676 | 
							
							0.000 | 
							
							0.565 | 
							
							DOL P/S ARGLSD |  
							| 
							
							63 | 
							
							2065.87 | 
							
							2066.08 | 
							
							0.21 | 
							
							0.28 | 
							
							0.24 | 
							
							0.04 | 
							
							0.065 | 
							
							2791 | 
							
							2675 | 
							
							0.054 | 
							
							0.108 | 
							
							DOL P/S ANHYSD |  
							| 
							
							64 | 
							
							2066.08 | 
							
							2066.15 | 
							
							0.07 | 
							
							0.18 | 
							
							0.01 | 
							
							0.01 | 
							
							0.077 | 
							
							2780 | 
							
							2643 | 
							
							0.000 | 
							
							0.054 | 
							
							DOL P/S SD  CHT |  
							| 
							
							65 | 
							
							2066.15 | 
							
							2066.54 | 
							
							0.39 | 
							
							0.18 | 
							
							0.15 | 
							
							0.01 | 
							
							0.041 | 
							
							2849 | 
							
							2773 | 
							
							0.100 | 
							
							0.125 | 
							
							DOL P/S ANHYSD |  
							| 
							
							66 | 
							
							2066.54 | 
							
							2066.67 | 
							
							0.13 | 
							
							30.90 | 
							
							28.10 | 
							
							2.28 | 
							
							0.156 | 
							
							2815 | 
							
							2532 | 
							
							0.119 | 
							
							0.089 | 
							
							DOL P/S ANHYSD |  
							| 
							
							67 | 
							
							2066.67 | 
							
							2066.82 | 
							
							0.15 | 
							
							13.30 | 
							
							10.20 | 
							
							2.18 | 
							
							0.108 | 
							
							2774 | 
							
							2582 | 
							
							0.115 | 
							
							0.064 | 
							
							DOL P/S SD |  
							| 
							
							68 | 
							
							2066.82 | 
							
							2067.10 | 
							
							0.28 | 
							
							4.62 | 
							
							2.34 | 
							
							1.52 | 
							
							0.092 | 
							
							2787 | 
							
							2623 | 
							
							0.108 | 
							
							0.108 | 
							
							DOL P/S ANHYSD |  
							| 
							
							69 | 
							
							2067.10 | 
							
							2067.34 | 
							
							0.24 | 
							
							0.36 | 
							
							0.19 | 
							
							0.01 | 
							
							0.039 | 
							
							2831 | 
							
							2760 | 
							
							0.047 | 
							
							0.047 | 
							
							DOL P/S H/F ANHYSD |  
							| 
							
							70 | 
							
							2067.34 | 
							
							2067.57 | 
							
							0.23 | 
							
							0.06 | 
							
							0.04 | 
							
							0.01 | 
							
							0.033 | 
							
							2804 | 
							
							2744 | 
							
							0.096 | 
							
							0.479 | 
							
							DOL PP/VANHYSD |  
							| 
							
							71 | 
							
							2067.57 | 
							
							2067.59 | 
							
							0.02 | 
							
							  | 
							
							0.01 | 
							
							0.01 | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							SHALE |  
							| 
							
							72 | 
							
							2067.59 | 
							
							2067.86 | 
							
							0.27 | 
							
							0.07 | 
							
							0.07 | 
							
							0.01 | 
							
							0.040 | 
							
							2758 | 
							
							2688 | 
							
							0.139 | 
							
							0.312 | 
							
							SS  VF  DOL ARGL |  
							| 
							
							73 | 
							
							2067.86 | 
							
							2067.87 | 
							
							0.01 | 
							
							  | 
							
							0.01 | 
							
							0.01 | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							SHALE |  
							| 
							
							74 | 
							
							2067.87 | 
							
							2068.04 | 
							
							0.17 | 
							
							0.05 | 
							
							0.05 | 
							
							0.01 | 
							
							0.033 | 
							
							2752 | 
							
							2694 | 
							
							0.092 | 
							
							0.459 | 
							
							SS  VF  DOL ARGL |  
							| 
							
							75 | 
							
							2068.04 | 
							
							2068.29 | 
							
							0.25 | 
							
							0.16 | 
							
							0.15 | 
							
							0.01 | 
							
							0.067 | 
							
							2761 | 
							
							2643 | 
							
							0.000 | 
							
							0.610 | 
							
							SS  F   DOL |  
							| 
							
							76 | 
							
							2068.29 | 
							
							2068.54 | 
							
							0.25 | 
							
							0.04 | 
							
							0.04 | 
							
							0.01 | 
							
							0.025 | 
							
							2782 | 
							
							2737 | 
							
							0.000 | 
							
							0.396 | 
							
							SS  F   DOL |  
							| 
							
							77 | 
							
							2068.54 | 
							
							2068.76 | 
							
							0.22 | 
							
							0.05 | 
							
							0.04 | 
							
							0.01 | 
							
							0.031 | 
							
							2754 | 
							
							2700 | 
							
							0.000 | 
							
							0.284 | 
							
							SS  F   DOL |  
							| 
							
							78 | 
							
							2068.76 | 
							
							2068.91 | 
							
							0.15 | 
							
							0.02 | 
							
							0.02 | 
							
							0.01 | 
							
							0.027 | 
							
							2795 | 
							
							2747 | 
							
							0.000 | 
							
							0.360 | 
							
							SS  F   DOL |  
							| 
							
							79 | 
							
							2068.91 | 
							
							2069.10 | 
							
							0.19 | 
							
							0.11 | 
							
							0.03 | 
							
							0.01 | 
							
							0.016 | 
							
							2753 | 
							
							2725 | 
							
							0.000 | 
							
							0.427 | 
							
							SS  F   DOL |  
							| 
							
							80 | 
							
							2069.10 | 
							
							2069.39 | 
							
							0.29 | 
							
							0.04 | 
							
							0.02 | 
							
							0.01 | 
							
							0.024 | 
							
							2803 | 
							
							2760 | 
							
							0.000 | 
							
							0.600 | 
							
							SS  F   DOL ARGLPRY |  
							| 
							
							81 | 
							
							2069.39 | 
							
							2069.68 | 
							
							0.29 | 
							
							0.02 | 
							
							0.02 | 
							
							0.01 | 
							
							0.019 | 
							
							2794 | 
							
							2760 | 
							
							0.000 | 
							
							0.382 | 
							
							SS  F   DOL ANHY |  
							| 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  |  
							| 
							
							Arithmetic Averages | 
							
							0.19 | 
							
							33.0 | 
							
							28.8 | 
							
							12.8 | 
							
							0.089 | 
							
							2735 | 
							
							2582 | 
							
							0.091 | 
							
							0.268 | 
							
							  |  
							| 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  | 
							
							  |  
				
				     Core data listing for Dolomitic Sand Exercise 
				2
 
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