Power Plant ML Pipeline Application
This is an end-to-end example of using a number of different machine learning algorithms to solve a supervised regression problem.
Table of Contents
- Step 1: Business Understanding
- Step 2: Load Your Data
- Step 3: Explore Your Data
- Step 4: Visualize Your Data
- Step 5: Data Preparation
- Step 6: Data Modeling
- Step 7: Tuning and Evaluation
- Step 8: Deployment
We are trying to predict power output given a set of readings from various sensors in a gas-fired power generation plant. Power generation is a complex process, and understanding and predicting power output is an important element in managing a plant and its connection to the power grid.
More information about Peaker or Peaking Power Plants can be found on Wikipedia https://en.wikipedia.org/wiki/Peakingpowerplant
Given this business problem, we need to translate it to a Machine Learning task. The ML task is regression since the label (or target) we are trying to predict is numeric.
The example data is provided by UCI at UCI Machine Learning Repository Combined Cycle Power Plant Data Set
You can read the background on the UCI page, but in summary we have collected a number of readings from sensors at a Gas Fired Power Plant
(also called a Peaker Plant) and now we want to use those sensor readings to predict how much power the plant will generate.
More information about Machine Learning with Spark can be found in the Spark MLLib Programming Guide
Please note this example only works with Spark version 1.4 or higher
To Rerun Steps 1-4 done in the notebook at:
Workspace -> PATH_TO -> 009_PowerPlantPipeline_01ETLEDA]
just run
the following command as shown in the cell below:
%run "/PATH_TO/009_PowerPlantPipeline_01ETLEDA"
-
Note: If you already evaluated the
%run ...
command above then:- first delete the cell by pressing on
x
on the top-right corner of the cell and - revaluate the
run
command above.
- first delete the cell by pressing on
"../000_1-sds-3-x-sql/009_PowerPlantPipeline_01ETLEDA"
Now we will do the following Steps:
Step 5: Data Preparation,
Step 6: Modeling, and
Step 7: Tuning and Evaluation
We will do Step 8: Deployment later after we get introduced to SparkStreaming.
Step 5: Data Preparation
The next step is to prepare the data. Since all of this data is numeric and consistent, this is a simple task for us today.
We will need to convert the predictor features from columns to Feature Vectors using the org.apache.spark.ml.feature.VectorAssembler
The VectorAssembler will be the first step in building our ML pipeline.
res2: Int = 321
//Let's quickly recall the schema and make sure our table is here now
table("power_plant_table").printSchema
root
|-- AT: double (nullable = true)
|-- V: double (nullable = true)
|-- AP: double (nullable = true)
|-- RH: double (nullable = true)
|-- PE: double (nullable = true)
path | name | size | modificationTime |
---|---|---|---|
dbfs:/datasets/sds/power-plant/data/Sheet1.tsv | Sheet1.tsv | 308693.0 | 1.664295999e12 |
dbfs:/datasets/sds/power-plant/data/Sheet2.tsv | Sheet2.tsv | 308693.0 | 1.664295998e12 |
dbfs:/datasets/sds/power-plant/data/Sheet3.tsv | Sheet3.tsv | 308693.0 | 1.664295999e12 |
dbfs:/datasets/sds/power-plant/data/Sheet4.tsv | Sheet4.tsv | 308693.0 | 1.664295998e12 |
dbfs:/datasets/sds/power-plant/data/Sheet5.tsv | Sheet5.tsv | 308693.0 | 1.664295998e12 |
powerPlantDF // make sure we have the DataFrame too
res21: org.apache.spark.sql.DataFrame = [AT: double, V: double ... 3 more fields]
powerPlantRDD: org.apache.spark.rdd.RDD[String] = /datasets/sds/power-plant/data/Sheet1.tsv MapPartitionsRDD[1] at textFile at command-2971213210277530:1
AT V AP RH PE
14.96 41.76 1024.07 73.17 463.26
25.18 62.96 1020.04 59.08 444.37
5.11 39.4 1012.16 92.14 488.56
20.86 57.32 1010.24 76.64 446.48
powerPlantDF: org.apache.spark.sql.DataFrame = [AT: double, V: double ... 3 more fields]
import org.apache.spark.ml.feature.VectorAssembler
// make a DataFrame called dataset from the table
val dataset = sqlContext.table("power_plant_table")
val vectorizer = new VectorAssembler()
.setInputCols(Array("AT", "V", "AP", "RH"))
.setOutputCol("features")
import org.apache.spark.ml.feature.VectorAssembler
dataset: org.apache.spark.sql.DataFrame = [AT: double, V: double ... 3 more fields]
vectorizer: org.apache.spark.ml.feature.VectorAssembler = VectorAssembler: uid=vecAssembler_38ac3d0b0ea7, handleInvalid=error, numInputCols=4
root
|-- AT: double (nullable = true)
|-- V: double (nullable = true)
|-- AP: double (nullable = true)
|-- RH: double (nullable = true)
|-- PE: double (nullable = true)
res9: Long = 9568
+-----+-----+-------+-----+------+
| AT| V| AP| RH| PE|
+-----+-----+-------+-----+------+
|14.96|41.76|1024.07|73.17|463.26|
|25.18|62.96|1020.04|59.08|444.37|
| 5.11| 39.4|1012.16|92.14|488.56|
|20.86|57.32|1010.24|76.64|446.48|
|10.82| 37.5|1009.23|96.62| 473.9|
|26.27|59.44|1012.23|58.77|443.67|
|15.89|43.96|1014.02|75.24|467.35|
| 9.48|44.71|1019.12|66.43|478.42|
|14.64| 45.0|1021.78|41.25|475.98|
|11.74|43.56|1015.14|70.72| 477.5|
+-----+-----+-------+-----+------+
only showing top 10 rows
AT | V | AP | RH | PE |
---|---|---|---|---|
14.96 | 41.76 | 1024.07 | 73.17 | 463.26 |
25.18 | 62.96 | 1020.04 | 59.08 | 444.37 |
5.11 | 39.4 | 1012.16 | 92.14 | 488.56 |
20.86 | 57.32 | 1010.24 | 76.64 | 446.48 |
10.82 | 37.5 | 1009.23 | 96.62 | 473.9 |
26.27 | 59.44 | 1012.23 | 58.77 | 443.67 |
15.89 | 43.96 | 1014.02 | 75.24 | 467.35 |
9.48 | 44.71 | 1019.12 | 66.43 | 478.42 |
14.64 | 45.0 | 1021.78 | 41.25 | 475.98 |
11.74 | 43.56 | 1015.14 | 70.72 | 477.5 |
17.99 | 43.72 | 1008.64 | 75.04 | 453.02 |
20.14 | 46.93 | 1014.66 | 64.22 | 453.99 |
24.34 | 73.5 | 1011.31 | 84.15 | 440.29 |
25.71 | 58.59 | 1012.77 | 61.83 | 451.28 |
26.19 | 69.34 | 1009.48 | 87.59 | 433.99 |
21.42 | 43.79 | 1015.76 | 43.08 | 462.19 |
18.21 | 45.0 | 1022.86 | 48.84 | 467.54 |
11.04 | 41.74 | 1022.6 | 77.51 | 477.2 |
14.45 | 52.75 | 1023.97 | 63.59 | 459.85 |
13.97 | 38.47 | 1015.15 | 55.28 | 464.3 |
17.76 | 42.42 | 1009.09 | 66.26 | 468.27 |
5.41 | 40.07 | 1019.16 | 64.77 | 495.24 |
7.76 | 42.28 | 1008.52 | 83.31 | 483.8 |
27.23 | 63.9 | 1014.3 | 47.19 | 443.61 |
27.36 | 48.6 | 1003.18 | 54.93 | 436.06 |
27.47 | 70.72 | 1009.97 | 74.62 | 443.25 |
14.6 | 39.31 | 1011.11 | 72.52 | 464.16 |
7.91 | 39.96 | 1023.57 | 88.44 | 475.52 |
5.81 | 35.79 | 1012.14 | 92.28 | 484.41 |
30.53 | 65.18 | 1012.69 | 41.85 | 437.89 |
23.87 | 63.94 | 1019.02 | 44.28 | 445.11 |
26.09 | 58.41 | 1013.64 | 64.58 | 438.86 |
29.27 | 66.85 | 1011.11 | 63.25 | 440.98 |
27.38 | 74.16 | 1010.08 | 78.61 | 436.65 |
24.81 | 63.94 | 1018.76 | 44.51 | 444.26 |
12.75 | 44.03 | 1007.29 | 89.46 | 465.86 |
24.66 | 63.73 | 1011.4 | 74.52 | 444.37 |
16.38 | 47.45 | 1010.08 | 88.86 | 450.69 |
13.91 | 39.35 | 1014.69 | 75.51 | 469.02 |
23.18 | 51.3 | 1012.04 | 78.64 | 448.86 |
22.47 | 47.45 | 1007.62 | 76.65 | 447.14 |
13.39 | 44.85 | 1017.24 | 80.44 | 469.18 |
9.28 | 41.54 | 1018.33 | 79.89 | 482.8 |
11.82 | 42.86 | 1014.12 | 88.28 | 476.7 |
10.27 | 40.64 | 1020.63 | 84.6 | 474.99 |
22.92 | 63.94 | 1019.28 | 42.69 | 444.22 |
16.0 | 37.87 | 1020.24 | 78.41 | 461.33 |
21.22 | 43.43 | 1010.96 | 61.07 | 448.06 |
13.46 | 44.71 | 1014.51 | 50.0 | 474.6 |
9.39 | 40.11 | 1029.14 | 77.29 | 473.05 |
31.07 | 73.5 | 1010.58 | 43.66 | 432.06 |
12.82 | 38.62 | 1018.71 | 83.8 | 467.41 |
32.57 | 78.92 | 1011.6 | 66.47 | 430.12 |
8.11 | 42.18 | 1014.82 | 93.09 | 473.62 |
13.92 | 39.39 | 1012.94 | 80.52 | 471.81 |
23.04 | 59.43 | 1010.23 | 68.99 | 442.99 |
27.31 | 64.44 | 1014.65 | 57.27 | 442.77 |
5.91 | 39.33 | 1010.18 | 95.53 | 491.49 |
25.26 | 61.08 | 1013.68 | 71.72 | 447.46 |
27.97 | 58.84 | 1002.25 | 57.88 | 446.11 |
26.08 | 52.3 | 1007.03 | 63.34 | 442.44 |
29.01 | 65.71 | 1013.61 | 48.07 | 446.22 |
12.18 | 40.1 | 1016.67 | 91.87 | 471.49 |
13.76 | 45.87 | 1008.89 | 87.27 | 463.5 |
25.5 | 58.79 | 1016.02 | 64.4 | 440.01 |
28.26 | 65.34 | 1014.56 | 43.4 | 441.03 |
21.39 | 62.96 | 1019.49 | 72.24 | 452.68 |
7.26 | 40.69 | 1020.43 | 90.22 | 474.91 |
10.54 | 34.03 | 1018.71 | 74.0 | 478.77 |
27.71 | 74.34 | 998.14 | 71.85 | 434.2 |
23.11 | 68.3 | 1017.83 | 86.62 | 437.91 |
7.51 | 41.01 | 1024.61 | 97.41 | 477.61 |
26.46 | 74.67 | 1016.65 | 84.44 | 431.65 |
29.34 | 74.34 | 998.58 | 81.55 | 430.57 |
10.32 | 42.28 | 1008.82 | 75.66 | 481.09 |
22.74 | 61.02 | 1009.56 | 79.41 | 445.56 |
13.48 | 39.85 | 1012.71 | 58.91 | 475.74 |
25.52 | 69.75 | 1010.36 | 90.06 | 435.12 |
21.58 | 67.25 | 1017.39 | 79.0 | 446.15 |
27.66 | 76.86 | 1001.31 | 69.47 | 436.64 |
26.96 | 69.45 | 1013.89 | 51.47 | 436.69 |
12.29 | 42.18 | 1016.53 | 83.13 | 468.75 |
15.86 | 43.02 | 1012.18 | 40.33 | 466.6 |
13.87 | 45.08 | 1024.42 | 81.69 | 465.48 |
24.09 | 73.68 | 1014.93 | 94.55 | 441.34 |
20.45 | 69.45 | 1012.53 | 91.81 | 441.83 |
15.07 | 39.3 | 1019.0 | 63.62 | 464.7 |
32.72 | 69.75 | 1009.6 | 49.35 | 437.99 |
18.23 | 58.96 | 1015.55 | 69.61 | 459.12 |
35.56 | 68.94 | 1006.56 | 38.75 | 429.69 |
18.36 | 51.43 | 1010.57 | 90.17 | 459.8 |
26.35 | 64.05 | 1009.81 | 81.24 | 433.63 |
25.92 | 60.95 | 1014.62 | 48.46 | 442.84 |
8.01 | 41.66 | 1014.49 | 76.72 | 485.13 |
19.63 | 52.72 | 1025.09 | 51.16 | 459.12 |
20.02 | 67.32 | 1012.05 | 76.34 | 445.31 |
10.08 | 40.72 | 1022.7 | 67.3 | 480.8 |
27.23 | 66.48 | 1005.23 | 52.38 | 432.55 |
23.37 | 63.77 | 1013.42 | 76.44 | 443.86 |
18.74 | 59.21 | 1018.3 | 91.55 | 449.77 |
14.81 | 43.69 | 1017.19 | 71.9 | 470.71 |
23.1 | 51.3 | 1011.93 | 80.05 | 452.17 |
10.72 | 41.38 | 1021.6 | 63.77 | 478.29 |
29.46 | 71.94 | 1006.96 | 62.26 | 428.54 |
8.1 | 40.64 | 1020.66 | 89.04 | 478.27 |
27.29 | 62.66 | 1007.63 | 58.02 | 439.58 |
17.1 | 49.69 | 1005.53 | 81.82 | 457.32 |
11.49 | 44.2 | 1018.79 | 91.14 | 475.51 |
23.69 | 65.59 | 1010.85 | 88.92 | 439.66 |
13.51 | 40.89 | 1011.03 | 84.83 | 471.99 |
9.64 | 39.35 | 1015.1 | 91.76 | 479.81 |
25.65 | 78.92 | 1010.83 | 86.56 | 434.78 |
21.59 | 61.87 | 1011.18 | 57.21 | 446.58 |
27.98 | 58.33 | 1013.92 | 54.25 | 437.76 |
18.8 | 39.72 | 1001.24 | 63.8 | 459.36 |
18.28 | 44.71 | 1016.99 | 33.71 | 462.28 |
13.55 | 43.48 | 1016.08 | 67.25 | 464.33 |
22.99 | 46.21 | 1010.71 | 60.11 | 444.36 |
23.94 | 59.39 | 1014.32 | 74.55 | 438.64 |
13.74 | 34.03 | 1018.69 | 67.34 | 470.49 |
21.3 | 41.1 | 1001.86 | 42.75 | 455.13 |
27.54 | 66.93 | 1017.06 | 55.2 | 450.22 |
24.81 | 63.73 | 1009.34 | 83.61 | 440.43 |
4.97 | 42.85 | 1014.02 | 88.78 | 482.98 |
15.22 | 50.88 | 1014.19 | 100.12 | 460.44 |
23.88 | 54.2 | 1012.81 | 64.52 | 444.97 |
33.01 | 68.67 | 1005.2 | 51.41 | 433.94 |
25.98 | 73.18 | 1012.28 | 85.78 | 439.73 |
28.18 | 73.88 | 1005.89 | 75.41 | 434.48 |
21.67 | 60.84 | 1017.93 | 81.63 | 442.33 |
17.67 | 45.09 | 1014.26 | 51.92 | 457.67 |
21.37 | 57.76 | 1018.8 | 70.12 | 454.66 |
28.69 | 67.25 | 1017.71 | 53.83 | 432.21 |
16.61 | 43.77 | 1012.25 | 77.23 | 457.66 |
27.91 | 63.76 | 1010.27 | 65.67 | 435.21 |
20.97 | 47.43 | 1007.64 | 71.18 | 448.22 |
10.8 | 41.66 | 1013.79 | 81.96 | 475.51 |
20.61 | 62.91 | 1013.24 | 79.54 | 446.53 |
25.45 | 57.32 | 1011.7 | 47.09 | 441.3 |
30.16 | 69.34 | 1007.67 | 57.69 | 433.54 |
4.99 | 39.04 | 1020.45 | 78.89 | 472.52 |
10.51 | 44.78 | 1012.59 | 85.29 | 474.77 |
33.79 | 69.05 | 1001.62 | 40.13 | 435.1 |
21.34 | 59.8 | 1016.92 | 77.06 | 450.74 |
23.4 | 65.06 | 1014.32 | 67.38 | 442.7 |
32.21 | 68.14 | 1003.34 | 62.44 | 426.56 |
14.26 | 42.32 | 1016.0 | 77.43 | 463.71 |
27.71 | 66.93 | 1016.85 | 58.77 | 447.06 |
21.95 | 57.76 | 1018.02 | 67.72 | 452.27 |
25.76 | 63.94 | 1018.49 | 42.14 | 445.78 |
23.68 | 68.3 | 1017.93 | 84.16 | 438.65 |
8.28 | 40.77 | 1011.55 | 89.79 | 480.15 |
23.44 | 62.52 | 1016.46 | 67.21 | 447.19 |
25.32 | 48.41 | 1008.47 | 72.14 | 443.04 |
3.94 | 39.9 | 1008.06 | 97.49 | 488.81 |
17.3 | 57.76 | 1016.26 | 87.74 | 455.75 |
18.2 | 49.39 | 1018.83 | 96.3 | 455.86 |
21.43 | 46.97 | 1013.94 | 61.25 | 457.68 |
11.16 | 40.05 | 1014.95 | 88.38 | 479.11 |
30.38 | 74.16 | 1007.44 | 74.77 | 432.84 |
23.36 | 62.52 | 1016.18 | 68.18 | 448.37 |
21.69 | 47.45 | 1007.56 | 77.2 | 447.06 |
23.62 | 49.21 | 1014.1 | 49.54 | 443.53 |
21.87 | 61.45 | 1011.13 | 92.22 | 445.21 |
29.25 | 66.51 | 1015.53 | 33.65 | 441.7 |
20.03 | 66.86 | 1013.05 | 64.59 | 450.93 |
18.14 | 49.78 | 1002.95 | 100.09 | 451.44 |
24.23 | 56.89 | 1012.32 | 68.04 | 441.29 |
18.11 | 44.85 | 1014.48 | 48.94 | 458.85 |
6.57 | 43.65 | 1018.24 | 74.47 | 481.46 |
12.56 | 43.41 | 1016.93 | 81.02 | 467.19 |
13.4 | 41.58 | 1020.5 | 71.17 | 461.54 |
27.1 | 52.84 | 1006.28 | 53.85 | 439.08 |
14.28 | 42.74 | 1028.79 | 70.67 | 467.22 |
16.29 | 44.34 | 1019.49 | 59.36 | 468.8 |
31.24 | 71.98 | 1004.66 | 57.17 | 426.93 |
10.57 | 37.73 | 1024.36 | 70.29 | 474.65 |
13.8 | 44.21 | 1022.93 | 83.37 | 468.97 |
25.3 | 71.58 | 1010.18 | 87.36 | 433.97 |
18.06 | 50.16 | 1009.52 | 100.09 | 450.53 |
25.42 | 59.04 | 1011.98 | 68.78 | 444.51 |
15.07 | 40.69 | 1015.29 | 70.98 | 469.03 |
11.75 | 71.14 | 1019.36 | 75.68 | 466.56 |
20.23 | 52.05 | 1012.15 | 47.49 | 457.57 |
27.31 | 59.54 | 1006.24 | 71.99 | 440.13 |
28.57 | 69.84 | 1003.57 | 66.55 | 433.24 |
17.9 | 43.72 | 1008.64 | 74.73 | 452.55 |
23.83 | 71.37 | 1002.04 | 64.78 | 443.29 |
27.92 | 74.99 | 1005.47 | 75.13 | 431.76 |
17.34 | 44.78 | 1007.81 | 56.38 | 454.97 |
17.94 | 63.07 | 1012.42 | 94.35 | 456.7 |
6.4 | 39.9 | 1007.75 | 86.55 | 486.03 |
11.78 | 39.96 | 1011.37 | 82.95 | 472.79 |
20.28 | 57.25 | 1010.12 | 88.42 | 452.03 |
21.04 | 54.2 | 1012.26 | 85.61 | 443.41 |
25.11 | 67.32 | 1014.49 | 58.39 | 441.93 |
30.28 | 70.98 | 1007.51 | 74.28 | 432.64 |
8.14 | 36.24 | 1013.15 | 87.85 | 480.25 |
16.86 | 39.63 | 1004.47 | 83.5 | 466.68 |
6.25 | 40.07 | 1020.19 | 65.24 | 494.39 |
22.35 | 54.42 | 1012.46 | 75.01 | 454.72 |
17.98 | 56.85 | 1012.28 | 84.52 | 448.71 |
21.19 | 42.48 | 1013.43 | 80.52 | 469.76 |
20.94 | 44.89 | 1009.64 | 75.14 | 450.71 |
24.23 | 58.79 | 1009.8 | 75.75 | 444.01 |
19.18 | 58.2 | 1017.46 | 76.72 | 453.2 |
20.88 | 57.85 | 1012.39 | 85.47 | 450.87 |
23.67 | 63.86 | 1019.67 | 57.95 | 441.73 |
14.12 | 39.52 | 1018.41 | 78.32 | 465.09 |
25.23 | 64.63 | 1020.59 | 52.2 | 447.28 |
6.54 | 39.33 | 1011.54 | 93.69 | 491.16 |
20.08 | 62.52 | 1017.99 | 75.74 | 450.98 |
24.67 | 63.56 | 1013.75 | 67.56 | 446.3 |
27.82 | 79.74 | 1008.37 | 69.46 | 436.48 |
15.55 | 42.03 | 1017.41 | 74.58 | 460.84 |
24.26 | 69.51 | 1013.43 | 53.23 | 442.56 |
13.45 | 41.49 | 1020.19 | 88.72 | 467.3 |
11.06 | 40.64 | 1021.47 | 96.16 | 479.13 |
24.91 | 52.3 | 1008.72 | 68.26 | 441.15 |
22.39 | 59.04 | 1011.78 | 86.39 | 445.52 |
11.95 | 40.69 | 1015.62 | 85.34 | 475.4 |
14.85 | 40.69 | 1014.91 | 72.64 | 469.3 |
10.11 | 41.62 | 1017.17 | 97.82 | 463.57 |
23.67 | 68.67 | 1006.71 | 77.22 | 445.32 |
16.14 | 44.21 | 1020.36 | 80.59 | 461.03 |
15.11 | 43.13 | 1014.99 | 46.91 | 466.74 |
24.14 | 59.87 | 1018.47 | 57.76 | 444.04 |
30.08 | 67.25 | 1017.6 | 53.09 | 434.01 |
14.77 | 44.9 | 1020.5 | 84.31 | 465.23 |
27.6 | 69.34 | 1009.63 | 71.58 | 440.6 |
13.89 | 44.84 | 1023.66 | 92.97 | 466.74 |
26.85 | 75.6 | 1017.43 | 74.55 | 433.48 |
12.41 | 40.96 | 1023.36 | 78.96 | 473.59 |
13.08 | 41.74 | 1020.75 | 64.44 | 474.81 |
18.93 | 44.06 | 1017.58 | 68.23 | 454.75 |
20.5 | 49.69 | 1009.6 | 70.81 | 452.94 |
30.72 | 69.13 | 1009.94 | 61.66 | 435.83 |
7.55 | 39.22 | 1014.53 | 77.76 | 482.19 |
13.49 | 44.47 | 1030.46 | 69.49 | 466.66 |
15.62 | 40.12 | 1013.03 | 96.26 | 462.59 |
24.8 | 64.63 | 1020.69 | 55.74 | 447.82 |
10.03 | 41.62 | 1014.55 | 95.61 | 462.73 |
22.43 | 63.21 | 1012.06 | 84.75 | 447.98 |
14.95 | 39.31 | 1009.15 | 75.3 | 462.72 |
24.78 | 58.46 | 1016.82 | 67.5 | 442.42 |
23.2 | 48.41 | 1008.64 | 80.92 | 444.69 |
14.01 | 39.0 | 1016.73 | 79.23 | 466.7 |
19.4 | 64.63 | 1020.38 | 81.1 | 453.84 |
30.15 | 67.32 | 1013.83 | 32.8 | 436.92 |
6.91 | 36.08 | 1021.82 | 84.31 | 486.37 |
29.04 | 60.07 | 1015.42 | 46.15 | 440.43 |
26.02 | 63.07 | 1010.94 | 53.96 | 446.82 |
5.89 | 39.48 | 1005.11 | 59.83 | 484.91 |
26.52 | 71.64 | 1008.27 | 75.3 | 437.76 |
28.53 | 68.08 | 1013.27 | 42.53 | 438.91 |
16.59 | 39.54 | 1007.97 | 70.58 | 464.19 |
22.95 | 67.79 | 1009.89 | 91.69 | 442.19 |
23.96 | 47.43 | 1008.38 | 63.55 | 446.86 |
17.48 | 44.2 | 1018.89 | 61.51 | 457.15 |
6.69 | 43.65 | 1020.14 | 69.55 | 482.57 |
10.25 | 41.26 | 1007.44 | 98.08 | 476.03 |
28.87 | 72.58 | 1008.69 | 79.34 | 428.89 |
12.04 | 40.23 | 1018.07 | 81.28 | 472.7 |
22.58 | 52.3 | 1009.04 | 78.99 | 445.6 |
15.12 | 52.05 | 1014.63 | 80.38 | 464.78 |
25.48 | 58.95 | 1017.02 | 51.16 | 440.42 |
27.87 | 70.79 | 1003.96 | 72.17 | 428.41 |
23.72 | 70.47 | 1010.65 | 75.39 | 438.5 |
25.0 | 59.43 | 1007.84 | 68.91 | 438.28 |
8.42 | 40.64 | 1022.35 | 96.38 | 476.29 |
22.46 | 58.49 | 1011.5 | 70.54 | 448.46 |
29.92 | 57.19 | 1008.62 | 45.8 | 438.99 |
11.68 | 39.22 | 1017.9 | 57.95 | 471.8 |
14.04 | 42.44 | 1012.74 | 81.89 | 471.81 |
19.86 | 59.14 | 1016.12 | 69.32 | 449.82 |
25.99 | 68.08 | 1013.13 | 59.14 | 442.14 |
23.42 | 58.79 | 1009.74 | 81.54 | 441.46 |
10.6 | 40.22 | 1011.37 | 85.81 | 477.62 |
20.97 | 61.87 | 1011.45 | 65.41 | 446.76 |
14.14 | 39.82 | 1012.46 | 81.15 | 472.52 |
8.56 | 40.71 | 1021.27 | 95.87 | 471.58 |
24.86 | 72.39 | 1001.15 | 90.24 | 440.85 |
29.0 | 77.54 | 1011.33 | 75.13 | 431.37 |
27.59 | 71.97 | 1008.64 | 88.22 | 437.33 |
10.45 | 40.71 | 1015.68 | 81.48 | 469.22 |
8.51 | 40.78 | 1023.51 | 89.84 | 471.11 |
29.82 | 66.51 | 1010.98 | 43.57 | 439.17 |
22.56 | 62.26 | 1012.11 | 63.16 | 445.33 |
11.38 | 39.22 | 1018.62 | 57.14 | 473.71 |
20.25 | 57.76 | 1016.28 | 77.76 | 452.66 |
22.42 | 59.43 | 1007.12 | 90.56 | 440.99 |
14.85 | 38.91 | 1014.48 | 60.98 | 467.42 |
25.62 | 58.82 | 1010.02 | 70.31 | 444.14 |
19.85 | 56.53 | 1020.57 | 74.05 | 457.17 |
13.67 | 54.3 | 1015.92 | 75.42 | 467.87 |
24.39 | 70.72 | 1009.78 | 82.25 | 442.04 |
16.07 | 44.58 | 1019.52 | 67.95 | 471.36 |
11.6 | 39.1 | 1009.81 | 100.09 | 460.7 |
31.38 | 70.83 | 1010.35 | 47.28 | 431.33 |
29.91 | 76.86 | 998.59 | 72.41 | 432.6 |
19.67 | 59.39 | 1014.07 | 77.67 | 447.61 |
27.18 | 64.79 | 1016.27 | 63.7 | 443.87 |
21.39 | 52.3 | 1009.2 | 79.77 | 446.87 |
10.45 | 41.01 | 1020.57 | 93.84 | 465.74 |
19.46 | 56.89 | 1014.02 | 84.95 | 447.86 |
23.55 | 62.96 | 1020.16 | 70.16 | 447.65 |
23.35 | 63.47 | 1011.78 | 84.24 | 437.87 |
9.26 | 41.66 | 1016.87 | 73.32 | 483.51 |
10.3 | 41.46 | 1018.21 | 86.17 | 479.65 |
20.94 | 58.16 | 1016.88 | 65.43 | 455.16 |
23.13 | 71.25 | 1002.49 | 94.59 | 431.91 |
12.77 | 41.5 | 1014.13 | 86.8 | 470.68 |
28.29 | 69.13 | 1009.29 | 58.18 | 429.28 |
19.13 | 59.21 | 1018.32 | 89.66 | 450.81 |
24.44 | 73.5 | 1011.49 | 87.39 | 437.73 |
20.32 | 44.6 | 1015.16 | 36.35 | 460.21 |
20.54 | 69.05 | 1001.6 | 79.62 | 442.86 |
12.16 | 45.0 | 1021.51 | 50.52 | 482.99 |
28.09 | 65.27 | 1013.27 | 51.96 | 440.0 |
9.25 | 41.82 | 1033.25 | 74.73 | 478.48 |
21.75 | 49.82 | 1015.01 | 78.33 | 455.28 |
23.7 | 66.56 | 1002.07 | 85.19 | 436.94 |
16.22 | 37.87 | 1022.36 | 83.13 | 461.06 |
24.75 | 69.45 | 1013.97 | 53.49 | 438.28 |
10.48 | 39.58 | 1011.81 | 88.86 | 472.61 |
29.53 | 70.79 | 1003.7 | 60.89 | 426.85 |
12.59 | 39.72 | 1017.76 | 61.14 | 470.18 |
23.5 | 54.42 | 1012.31 | 68.29 | 455.38 |
29.01 | 66.56 | 1006.44 | 57.62 | 428.32 |
9.75 | 42.49 | 1010.57 | 83.63 | 480.35 |
19.55 | 56.53 | 1020.2 | 78.1 | 455.56 |
21.05 | 58.33 | 1013.14 | 66.34 | 447.66 |
24.72 | 68.67 | 1006.74 | 79.02 | 443.06 |
21.19 | 58.86 | 1014.19 | 68.96 | 452.43 |
10.77 | 41.54 | 1019.94 | 71.13 | 477.81 |
28.68 | 73.77 | 1004.72 | 87.01 | 431.66 |
29.87 | 73.91 | 1004.53 | 74.3 | 431.8 |
22.99 | 68.67 | 1006.65 | 77.62 | 446.67 |
24.66 | 60.29 | 1018.0 | 59.56 | 445.26 |
32.63 | 69.89 | 1013.85 | 41.66 | 425.72 |
31.38 | 72.29 | 1008.73 | 73.27 | 430.58 |
23.87 | 60.27 | 1018.94 | 77.16 | 439.86 |
25.6 | 59.15 | 1013.31 | 67.02 | 441.11 |
27.62 | 71.14 | 1011.6 | 52.8 | 434.72 |
30.1 | 67.45 | 1014.23 | 39.04 | 434.01 |
12.19 | 41.17 | 1019.43 | 65.47 | 475.64 |
13.11 | 41.58 | 1020.43 | 74.32 | 460.44 |
28.29 | 68.67 | 1005.46 | 69.22 | 436.4 |
13.45 | 40.73 | 1018.7 | 93.88 | 461.03 |
10.98 | 41.54 | 1019.94 | 69.83 | 479.08 |
26.48 | 69.14 | 1009.31 | 84.11 | 435.76 |
13.07 | 45.51 | 1015.22 | 78.65 | 460.14 |
25.56 | 75.6 | 1017.37 | 69.31 | 442.2 |
22.68 | 50.78 | 1008.83 | 70.3 | 447.69 |
28.86 | 73.67 | 1006.65 | 68.23 | 431.15 |
22.7 | 63.56 | 1014.32 | 71.76 | 445.0 |
27.89 | 73.21 | 1001.32 | 85.88 | 431.59 |
13.78 | 44.47 | 1027.94 | 71.09 | 467.22 |
28.14 | 51.43 | 1012.16 | 52.67 | 445.33 |
11.8 | 45.09 | 1013.21 | 89.68 | 470.57 |
10.71 | 39.61 | 1018.72 | 73.66 | 473.77 |
24.54 | 60.29 | 1017.42 | 58.94 | 447.67 |
11.54 | 40.05 | 1014.78 | 87.05 | 474.29 |
29.47 | 71.32 | 1008.07 | 67.0 | 437.14 |
29.24 | 69.05 | 1003.12 | 43.18 | 432.56 |
14.51 | 41.79 | 1009.72 | 80.62 | 459.14 |
22.91 | 60.07 | 1016.03 | 59.72 | 446.19 |
27.02 | 71.77 | 1006.38 | 72.1 | 428.1 |
13.49 | 44.47 | 1030.18 | 69.15 | 468.46 |
30.24 | 66.75 | 1017.95 | 55.66 | 435.02 |
23.19 | 48.6 | 1002.38 | 61.19 | 445.52 |
17.73 | 40.55 | 1003.36 | 74.62 | 462.69 |
18.62 | 61.27 | 1019.26 | 73.35 | 455.75 |
12.85 | 40.0 | 1015.89 | 68.85 | 463.74 |
32.33 | 69.68 | 1011.95 | 39.89 | 439.79 |
25.09 | 58.95 | 1016.99 | 53.16 | 443.26 |
29.45 | 69.13 | 1009.3 | 52.97 | 432.04 |
16.91 | 43.96 | 1013.32 | 79.87 | 465.86 |
14.09 | 45.87 | 1009.05 | 84.09 | 465.6 |
10.73 | 25.36 | 1009.35 | 100.15 | 469.43 |
23.2 | 49.3 | 1003.4 | 79.77 | 440.75 |
8.21 | 38.91 | 1015.82 | 88.99 | 481.32 |
9.3 | 40.56 | 1022.64 | 76.14 | 479.87 |
16.97 | 39.16 | 1005.7 | 69.13 | 458.59 |
23.69 | 71.97 | 1009.62 | 93.03 | 438.62 |
25.13 | 59.44 | 1012.38 | 77.92 | 445.59 |
9.86 | 43.56 | 1015.13 | 74.89 | 481.87 |
11.33 | 41.5 | 1013.58 | 88.7 | 475.01 |
26.95 | 48.41 | 1008.53 | 62.94 | 436.54 |
15.0 | 40.66 | 1016.28 | 89.62 | 456.63 |
20.76 | 62.52 | 1015.63 | 81.04 | 451.69 |
14.29 | 39.59 | 1010.93 | 94.53 | 463.04 |
19.74 | 67.71 | 1007.68 | 64.02 | 446.1 |
26.68 | 59.92 | 1009.94 | 70.57 | 438.67 |
14.24 | 41.4 | 1019.7 | 70.32 | 466.88 |
21.98 | 48.41 | 1008.42 | 84.86 | 444.6 |
22.75 | 59.39 | 1015.4 | 81.41 | 440.26 |
8.34 | 40.96 | 1023.28 | 89.45 | 483.92 |
11.8 | 41.2 | 1017.18 | 82.71 | 475.19 |
8.81 | 44.68 | 1023.06 | 93.93 | 479.24 |
30.05 | 73.68 | 1014.95 | 70.6 | 434.92 |
16.01 | 65.46 | 1014.0 | 87.68 | 454.16 |
21.75 | 58.79 | 1012.42 | 87.58 | 447.58 |
13.94 | 41.26 | 1021.67 | 74.4 | 467.9 |
29.25 | 69.13 | 1010.27 | 67.35 | 426.29 |
22.33 | 45.87 | 1007.8 | 63.61 | 447.02 |
16.43 | 41.79 | 1005.47 | 76.89 | 455.85 |
11.5 | 40.22 | 1010.31 | 78.08 | 476.46 |
23.53 | 68.94 | 1007.53 | 69.17 | 437.48 |
21.86 | 49.21 | 1014.61 | 53.31 | 452.77 |
6.17 | 39.33 | 1012.57 | 93.32 | 491.54 |
30.19 | 64.79 | 1017.22 | 42.47 | 438.41 |
11.67 | 41.93 | 1019.81 | 82.58 | 476.1 |
15.34 | 36.99 | 1007.87 | 94.59 | 464.58 |
11.5 | 40.78 | 1023.91 | 86.31 | 467.74 |
25.53 | 57.17 | 1010.0 | 72.57 | 442.12 |
21.27 | 57.5 | 1014.53 | 80.76 | 453.34 |
28.37 | 69.13 | 1010.44 | 71.93 | 425.29 |
28.39 | 51.43 | 1011.74 | 47.54 | 449.63 |
13.78 | 45.78 | 1025.27 | 95.72 | 462.88 |
14.6 | 42.32 | 1015.71 | 77.03 | 464.67 |
5.1 | 35.57 | 1027.17 | 80.49 | 489.96 |
7.0 | 38.08 | 1020.27 | 77.67 | 482.38 |
26.3 | 77.95 | 1009.45 | 78.72 | 437.95 |
30.56 | 71.98 | 1004.74 | 58.77 | 429.2 |
21.09 | 46.63 | 1013.03 | 74.8 | 453.34 |
28.21 | 70.02 | 1010.58 | 51.34 | 442.47 |
15.84 | 49.69 | 1015.14 | 90.41 | 462.6 |
10.03 | 40.96 | 1024.57 | 91.1 | 478.79 |
20.37 | 52.05 | 1012.34 | 62.57 | 456.11 |
21.19 | 50.16 | 1005.81 | 84.27 | 450.33 |
33.73 | 69.88 | 1007.21 | 42.93 | 434.83 |
29.87 | 73.68 | 1015.1 | 40.96 | 433.43 |
19.62 | 62.96 | 1020.76 | 76.53 | 456.02 |
9.93 | 40.67 | 1018.08 | 69.74 | 485.23 |
9.43 | 37.14 | 1013.03 | 74.99 | 473.57 |
14.24 | 39.58 | 1011.17 | 70.45 | 469.94 |
12.97 | 49.83 | 1008.69 | 91.49 | 452.07 |
7.6 | 41.04 | 1021.82 | 88.97 | 475.32 |
8.39 | 36.24 | 1013.39 | 89.13 | 480.69 |
25.41 | 48.06 | 1013.12 | 46.52 | 444.01 |
18.43 | 56.03 | 1020.41 | 60.55 | 465.17 |
10.31 | 39.82 | 1012.87 | 88.71 | 480.61 |
11.29 | 41.5 | 1013.39 | 89.15 | 476.04 |
22.61 | 49.3 | 1003.51 | 83.02 | 441.76 |
29.34 | 71.98 | 1005.19 | 75.19 | 428.24 |
18.87 | 67.71 | 1004.0 | 87.35 | 444.77 |
13.21 | 45.87 | 1008.58 | 85.66 | 463.1 |
11.3 | 44.6 | 1018.19 | 91.66 | 470.5 |
29.23 | 72.99 | 1007.04 | 63.47 | 431.0 |
27.76 | 69.4 | 1004.27 | 72.25 | 430.68 |
29.26 | 67.17 | 1006.6 | 70.58 | 436.42 |
25.72 | 49.82 | 1016.19 | 60.1 | 452.33 |
23.43 | 63.94 | 1010.64 | 89.29 | 440.16 |
25.6 | 63.76 | 1010.18 | 67.43 | 435.75 |
22.3 | 44.57 | 1008.48 | 67.58 | 449.74 |
27.91 | 72.24 | 1010.74 | 70.8 | 430.73 |
30.35 | 77.17 | 1009.55 | 63.62 | 432.75 |
21.78 | 47.43 | 1007.88 | 66.68 | 446.79 |
7.19 | 41.39 | 1018.12 | 90.76 | 486.35 |
20.88 | 59.8 | 1015.66 | 75.34 | 453.18 |
24.19 | 50.23 | 1015.73 | 59.77 | 458.31 |
9.98 | 41.54 | 1019.7 | 80.79 | 480.26 |
23.47 | 51.3 | 1011.89 | 74.1 | 448.65 |
26.35 | 49.5 | 1012.67 | 41.34 | 458.41 |
29.89 | 64.69 | 1006.37 | 58.78 | 435.39 |
19.29 | 50.16 | 1010.49 | 97.78 | 450.21 |
17.48 | 43.14 | 1018.68 | 74.85 | 459.59 |
25.21 | 75.6 | 1017.19 | 69.84 | 445.84 |
23.3 | 48.78 | 1018.17 | 75.36 | 441.08 |
15.42 | 37.85 | 1009.89 | 85.8 | 467.33 |
21.44 | 63.09 | 1016.56 | 90.11 | 444.19 |
29.45 | 68.27 | 1007.96 | 61.63 | 432.96 |
29.69 | 47.93 | 1002.85 | 44.76 | 438.09 |
15.52 | 36.99 | 1006.86 | 89.7 | 467.9 |
11.47 | 43.67 | 1012.68 | 72.51 | 475.72 |
9.77 | 34.69 | 1027.72 | 74.98 | 477.51 |
22.6 | 69.84 | 1006.37 | 79.59 | 435.13 |
8.24 | 39.61 | 1017.99 | 78.42 | 477.9 |
17.01 | 44.2 | 1019.18 | 61.23 | 457.26 |
19.64 | 44.6 | 1015.88 | 47.56 | 467.53 |
10.61 | 41.58 | 1021.08 | 93.06 | 465.15 |
12.04 | 40.1 | 1014.42 | 89.65 | 474.28 |
29.19 | 65.71 | 1013.85 | 50.5 | 444.49 |
21.75 | 45.09 | 1014.15 | 44.84 | 452.84 |
23.66 | 77.54 | 1008.5 | 85.32 | 435.38 |
27.05 | 75.33 | 1003.88 | 82.94 | 433.57 |
29.63 | 69.71 | 1009.04 | 67.26 | 435.27 |
18.2 | 39.63 | 1005.35 | 79.05 | 468.49 |
32.22 | 70.8 | 1009.9 | 62.03 | 433.07 |
26.88 | 73.56 | 1004.85 | 94.36 | 430.63 |
29.05 | 65.74 | 1013.29 | 60.02 | 440.74 |
8.9 | 39.96 | 1026.31 | 95.46 | 474.49 |
18.93 | 48.6 | 1005.72 | 84.92 | 449.74 |
27.49 | 63.76 | 1010.09 | 62.8 | 436.73 |
23.1 | 70.79 | 1006.53 | 90.81 | 434.58 |
11.22 | 43.13 | 1017.24 | 80.9 | 473.93 |
31.97 | 79.74 | 1007.03 | 55.84 | 435.99 |
13.32 | 43.22 | 1009.45 | 75.3 | 466.83 |
31.68 | 68.24 | 1005.29 | 37.34 | 427.22 |
23.69 | 63.77 | 1013.39 | 79.5 | 444.07 |
13.83 | 41.49 | 1020.11 | 87.29 | 469.57 |
18.32 | 66.51 | 1015.18 | 81.5 | 459.89 |
11.05 | 40.71 | 1024.91 | 76.42 | 479.59 |
22.03 | 64.69 | 1007.21 | 75.75 | 440.92 |
10.23 | 41.46 | 1020.45 | 84.95 | 480.87 |
23.92 | 66.54 | 1009.93 | 62.37 | 441.9 |
29.38 | 69.68 | 1011.35 | 49.25 | 430.2 |
17.35 | 42.86 | 1014.62 | 74.16 | 465.16 |
9.81 | 44.45 | 1021.19 | 90.55 | 471.32 |
4.97 | 40.64 | 1020.91 | 94.28 | 485.43 |
5.15 | 40.07 | 1012.27 | 63.31 | 495.35 |
21.54 | 58.49 | 1010.85 | 78.9 | 449.12 |
7.94 | 42.02 | 1006.22 | 90.97 | 480.53 |
18.77 | 50.66 | 1014.89 | 87.34 | 457.07 |
21.69 | 69.94 | 1010.7 | 80.8 | 443.67 |
10.07 | 44.68 | 1023.44 | 90.95 | 477.52 |
13.83 | 39.64 | 1012.52 | 69.97 | 472.95 |
10.45 | 39.69 | 1003.92 | 89.45 | 472.54 |
11.56 | 40.71 | 1015.85 | 76.08 | 469.17 |
23.64 | 70.04 | 1011.09 | 83.35 | 435.21 |
10.48 | 40.22 | 1004.81 | 92.16 | 477.78 |
13.09 | 39.85 | 1012.86 | 58.42 | 475.89 |
10.67 | 40.23 | 1017.75 | 85.06 | 483.9 |
12.57 | 39.16 | 1016.53 | 88.91 | 476.2 |
14.45 | 43.34 | 1015.47 | 83.33 | 462.16 |
14.22 | 37.85 | 1011.24 | 88.49 | 471.05 |
6.97 | 41.26 | 1010.6 | 96.88 | 484.71 |
20.61 | 63.86 | 1015.43 | 73.86 | 446.34 |
14.67 | 42.28 | 1007.21 | 65.17 | 469.02 |
29.06 | 72.86 | 1004.23 | 69.41 | 432.12 |
14.38 | 40.1 | 1015.51 | 81.23 | 467.28 |
32.51 | 69.98 | 1013.29 | 54.07 | 429.66 |
11.79 | 45.09 | 1013.16 | 89.17 | 469.49 |
8.65 | 40.56 | 1023.23 | 78.85 | 485.87 |
9.75 | 40.81 | 1026.0 | 84.44 | 481.95 |
9.11 | 40.02 | 1031.1 | 83.02 | 479.03 |
23.39 | 69.13 | 1010.99 | 90.66 | 434.5 |
14.3 | 54.3 | 1015.16 | 75.29 | 464.9 |
17.49 | 63.94 | 1020.02 | 82.6 | 452.71 |
31.1 | 69.51 | 1010.84 | 45.4 | 429.74 |
19.77 | 56.65 | 1020.67 | 66.33 | 457.09 |
28.61 | 72.29 | 1011.61 | 45.33 | 446.77 |
13.52 | 41.48 | 1014.46 | 67.12 | 460.76 |
13.52 | 40.83 | 1008.31 | 84.14 | 471.95 |
17.57 | 46.21 | 1014.09 | 80.81 | 453.29 |
28.18 | 60.07 | 1016.34 | 49.13 | 441.61 |
14.29 | 46.18 | 1017.01 | 87.29 | 464.73 |
18.12 | 43.69 | 1016.91 | 52.95 | 464.68 |
31.27 | 73.91 | 1003.72 | 68.92 | 430.59 |
26.24 | 77.95 | 1014.19 | 85.21 | 438.01 |
7.44 | 41.04 | 1021.84 | 88.56 | 479.08 |
29.78 | 74.78 | 1009.28 | 55.09 | 436.39 |
23.37 | 65.46 | 1016.25 | 48.64 | 447.07 |
10.62 | 39.58 | 1011.9 | 87.85 | 479.91 |
5.84 | 43.02 | 1013.88 | 87.42 | 489.05 |
14.51 | 53.82 | 1016.46 | 62.75 | 463.17 |
11.31 | 42.02 | 1001.18 | 94.86 | 471.26 |
11.25 | 40.67 | 1011.64 | 63.54 | 480.49 |
9.18 | 39.42 | 1025.41 | 69.46 | 473.78 |
19.82 | 58.16 | 1016.76 | 74.66 | 455.5 |
24.77 | 58.41 | 1013.78 | 80.57 | 446.27 |
9.66 | 41.06 | 1021.21 | 84.7 | 482.2 |
21.96 | 59.8 | 1016.72 | 72.6 | 452.48 |
18.59 | 43.14 | 1011.92 | 52.63 | 464.48 |
24.75 | 69.89 | 1015.29 | 82.01 | 438.1 |
24.37 | 63.47 | 1012.77 | 75.22 | 445.6 |
29.6 | 67.79 | 1010.37 | 51.05 | 442.43 |
25.32 | 61.25 | 1011.56 | 80.1 | 436.67 |
16.15 | 41.85 | 1016.54 | 81.58 | 466.56 |
15.74 | 71.14 | 1019.65 | 65.94 | 457.29 |
5.97 | 36.25 | 1029.65 | 86.74 | 487.03 |
15.84 | 52.72 | 1026.45 | 62.57 | 464.93 |
14.84 | 44.63 | 1019.28 | 57.37 | 466.0 |
12.25 | 48.79 | 1017.44 | 88.91 | 469.52 |
27.38 | 70.04 | 1011.18 | 72.26 | 428.88 |
8.76 | 41.48 | 1018.49 | 74.98 | 474.3 |
15.54 | 39.31 | 1009.69 | 71.19 | 461.06 |
18.71 | 39.39 | 1014.09 | 62.82 | 465.57 |
13.06 | 41.78 | 1012.3 | 55.31 | 467.67 |
12.72 | 40.71 | 1016.02 | 71.57 | 466.99 |
19.83 | 39.39 | 1013.73 | 59.16 | 463.72 |
27.23 | 49.16 | 1004.03 | 40.8 | 443.78 |
24.27 | 68.28 | 1005.43 | 67.63 | 445.23 |
11.8 | 40.66 | 1017.13 | 97.2 | 464.43 |
6.76 | 36.25 | 1028.31 | 91.16 | 484.36 |
25.99 | 63.07 | 1012.5 | 64.81 | 442.16 |
16.3 | 39.63 | 1004.64 | 85.61 | 464.11 |
16.5 | 49.39 | 1018.35 | 93.42 | 462.48 |
10.59 | 42.49 | 1009.59 | 77.36 | 477.49 |
26.05 | 65.59 | 1012.78 | 67.03 | 437.04 |
19.5 | 40.79 | 1003.8 | 89.45 | 457.09 |
22.21 | 45.01 | 1012.22 | 54.84 | 450.6 |
17.86 | 45.0 | 1023.25 | 53.48 | 465.78 |
29.96 | 70.04 | 1010.15 | 54.47 | 427.1 |
19.08 | 44.63 | 1020.14 | 43.36 | 459.81 |
23.59 | 47.43 | 1006.64 | 48.92 | 447.36 |
3.38 | 39.64 | 1011.0 | 81.22 | 488.92 |
26.39 | 66.49 | 1012.96 | 60.35 | 433.36 |
8.99 | 39.04 | 1021.99 | 75.98 | 483.35 |
10.91 | 41.04 | 1026.57 | 74.24 | 469.53 |
13.08 | 39.82 | 1012.27 | 85.21 | 476.96 |
23.95 | 58.46 | 1017.5 | 68.46 | 440.75 |
15.64 | 43.71 | 1024.51 | 78.31 | 462.55 |
18.78 | 54.2 | 1012.05 | 89.25 | 448.04 |
20.65 | 50.59 | 1016.22 | 68.57 | 455.24 |
4.96 | 40.07 | 1011.8 | 67.38 | 494.75 |
23.51 | 57.32 | 1012.55 | 53.6 | 444.58 |
5.99 | 35.79 | 1011.56 | 91.69 | 484.82 |
23.65 | 66.05 | 1019.6 | 78.21 | 442.9 |
5.17 | 39.33 | 1009.68 | 94.19 | 485.46 |
26.38 | 49.5 | 1012.82 | 37.19 | 457.81 |
6.02 | 43.65 | 1013.85 | 83.53 | 481.92 |
23.2 | 61.02 | 1009.63 | 79.45 | 443.23 |
8.57 | 39.69 | 1000.91 | 99.9 | 474.29 |
30.72 | 71.58 | 1009.98 | 50.39 | 430.46 |
21.52 | 50.66 | 1013.56 | 74.33 | 455.71 |
22.93 | 62.26 | 1011.25 | 83.66 | 438.34 |
5.71 | 41.31 | 1003.24 | 89.48 | 485.83 |
18.62 | 44.06 | 1017.76 | 64.59 | 452.82 |
27.88 | 68.94 | 1007.68 | 75.68 | 435.04 |
22.32 | 59.8 | 1016.82 | 64.18 | 451.21 |
14.55 | 42.74 | 1028.41 | 70.09 | 465.81 |
17.83 | 44.92 | 1025.04 | 70.58 | 458.42 |
9.68 | 39.96 | 1026.09 | 99.28 | 470.22 |
19.41 | 49.39 | 1020.84 | 81.89 | 449.24 |
13.22 | 44.92 | 1023.84 | 87.99 | 471.43 |
12.24 | 44.92 | 1023.74 | 88.21 | 473.26 |
19.21 | 58.49 | 1011.7 | 91.29 | 452.82 |
29.74 | 70.32 | 1008.1 | 52.72 | 432.69 |
23.28 | 60.84 | 1017.91 | 67.5 | 444.13 |
8.02 | 41.92 | 1029.8 | 92.05 | 467.21 |
22.47 | 48.6 | 1002.33 | 63.23 | 445.98 |
27.51 | 73.77 | 1002.42 | 90.88 | 436.91 |
17.51 | 44.9 | 1009.05 | 74.91 | 455.01 |
23.22 | 66.56 | 1002.47 | 85.39 | 437.11 |
11.73 | 40.64 | 1020.68 | 96.98 | 477.06 |
21.19 | 67.71 | 1006.65 | 56.28 | 441.71 |
5.48 | 40.07 | 1019.63 | 65.62 | 495.76 |
24.26 | 66.44 | 1011.33 | 55.32 | 445.63 |
12.32 | 41.62 | 1012.88 | 88.88 | 464.72 |
31.26 | 68.94 | 1005.94 | 39.49 | 438.03 |
32.09 | 72.86 | 1003.47 | 54.59 | 434.78 |
24.98 | 60.32 | 1015.63 | 57.19 | 444.67 |
27.48 | 61.41 | 1012.2 | 45.06 | 452.24 |
21.04 | 45.09 | 1014.19 | 40.62 | 450.92 |
27.75 | 70.4 | 1006.65 | 90.21 | 436.53 |
22.79 | 71.77 | 1005.75 | 90.91 | 435.53 |
24.22 | 68.51 | 1013.23 | 74.96 | 440.01 |
27.06 | 64.45 | 1008.72 | 54.21 | 443.1 |
29.25 | 71.94 | 1007.18 | 63.62 | 427.49 |
26.86 | 68.08 | 1012.99 | 50.04 | 436.25 |
29.64 | 67.79 | 1009.99 | 51.23 | 440.74 |
19.92 | 63.31 | 1015.02 | 82.71 | 443.54 |
18.5 | 51.43 | 1010.82 | 92.04 | 459.42 |
23.71 | 60.23 | 1009.76 | 90.67 | 439.66 |
14.39 | 44.84 | 1023.55 | 91.14 | 464.15 |
19.3 | 56.65 | 1020.55 | 70.43 | 459.1 |
24.65 | 52.36 | 1014.76 | 66.63 | 455.68 |
13.5 | 45.51 | 1015.33 | 86.95 | 469.08 |
9.82 | 41.26 | 1007.71 | 96.69 | 478.02 |
18.4 | 44.06 | 1017.36 | 70.88 | 456.8 |
28.12 | 44.89 | 1009.18 | 47.14 | 441.13 |
17.15 | 43.69 | 1017.05 | 63.36 | 463.88 |
30.69 | 73.67 | 1006.14 | 60.58 | 430.45 |
28.82 | 65.71 | 1014.24 | 54.3 | 449.18 |
21.3 | 48.92 | 1010.92 | 65.09 | 447.89 |
30.58 | 70.04 | 1010.4 | 48.16 | 431.59 |
21.17 | 52.3 | 1009.36 | 81.51 | 447.5 |
9.87 | 41.82 | 1033.04 | 68.57 | 475.58 |
22.18 | 59.8 | 1016.77 | 73.16 | 453.24 |
24.39 | 63.21 | 1012.59 | 80.88 | 446.4 |
10.73 | 44.92 | 1025.1 | 85.4 | 476.81 |
9.38 | 40.46 | 1019.29 | 75.77 | 474.1 |
20.27 | 57.76 | 1016.66 | 75.76 | 450.71 |
24.82 | 66.48 | 1006.4 | 70.21 | 433.62 |
16.55 | 41.66 | 1011.45 | 55.53 | 465.14 |
20.73 | 59.87 | 1019.08 | 80.48 | 445.18 |
9.51 | 39.22 | 1015.3 | 72.41 | 474.12 |
8.63 | 43.79 | 1016.08 | 83.25 | 483.91 |
6.48 | 40.27 | 1010.55 | 82.12 | 486.68 |
14.95 | 43.52 | 1022.43 | 94.75 | 464.98 |
5.76 | 45.87 | 1010.83 | 95.79 | 481.4 |
10.94 | 39.04 | 1021.81 | 86.02 | 479.2 |
15.87 | 41.16 | 1005.85 | 78.29 | 463.86 |
12.42 | 38.25 | 1012.76 | 82.23 | 472.3 |
29.12 | 58.84 | 1001.31 | 52.86 | 446.51 |
29.12 | 51.43 | 1005.93 | 60.66 | 437.71 |
19.08 | 41.1 | 1001.96 | 62.77 | 458.94 |
31.06 | 67.17 | 1007.62 | 65.54 | 437.91 |
5.72 | 39.33 | 1009.96 | 95.4 | 490.76 |
26.52 | 65.06 | 1013.4 | 51.78 | 439.66 |
13.84 | 44.9 | 1007.58 | 63.62 | 463.27 |
13.03 | 39.52 | 1016.68 | 83.09 | 473.99 |
25.94 | 66.49 | 1012.83 | 61.81 | 433.38 |
16.64 | 53.82 | 1015.13 | 68.24 | 459.01 |
14.13 | 40.75 | 1016.05 | 72.41 | 471.44 |
13.65 | 39.28 | 1012.97 | 79.64 | 471.91 |
14.5 | 44.47 | 1028.2 | 66.95 | 465.15 |
19.8 | 51.19 | 1008.25 | 91.98 | 446.66 |
25.2 | 63.76 | 1009.78 | 64.96 | 438.15 |
20.66 | 51.19 | 1008.81 | 88.93 | 447.14 |
12.07 | 43.71 | 1025.53 | 85.62 | 472.32 |
25.64 | 70.72 | 1010.16 | 84.0 | 441.68 |
23.33 | 72.99 | 1009.33 | 89.41 | 440.04 |
29.41 | 64.05 | 1009.82 | 67.4 | 444.82 |
16.6 | 53.16 | 1014.5 | 76.75 | 457.26 |
27.53 | 72.58 | 1009.13 | 89.06 | 428.83 |
20.62 | 43.43 | 1009.93 | 64.02 | 449.07 |
26.02 | 71.94 | 1009.38 | 64.12 | 435.21 |
12.75 | 44.2 | 1017.59 | 81.22 | 471.03 |
12.87 | 48.04 | 1012.47 | 100.13 | 465.56 |
25.77 | 62.96 | 1019.86 | 58.07 | 442.83 |
14.84 | 41.48 | 1017.26 | 63.42 | 460.3 |
7.41 | 40.71 | 1023.07 | 83.32 | 474.25 |
8.87 | 41.82 | 1033.3 | 74.28 | 477.97 |
9.69 | 40.46 | 1019.1 | 71.91 | 472.16 |
16.17 | 46.97 | 1014.22 | 85.8 | 456.08 |
26.24 | 49.82 | 1014.9 | 55.58 | 452.41 |
13.78 | 43.22 | 1011.31 | 69.7 | 463.71 |
26.3 | 67.07 | 1006.26 | 63.79 | 433.72 |
17.37 | 57.76 | 1016.0 | 86.59 | 456.4 |
23.6 | 48.98 | 1015.41 | 48.28 | 448.43 |
8.3 | 36.08 | 1020.63 | 80.42 | 481.6 |
18.86 | 42.18 | 1001.16 | 98.58 | 457.07 |
22.12 | 49.39 | 1019.8 | 72.83 | 451.0 |
28.41 | 75.6 | 1018.48 | 56.07 | 440.28 |
29.42 | 71.32 | 1002.26 | 67.13 | 437.47 |
18.61 | 67.71 | 1004.07 | 84.49 | 443.57 |
27.57 | 69.84 | 1004.91 | 68.37 | 426.6 |
12.83 | 41.5 | 1013.12 | 86.07 | 470.87 |
9.64 | 39.85 | 1012.9 | 83.82 | 478.37 |
19.13 | 58.66 | 1013.32 | 74.86 | 453.92 |
15.92 | 40.56 | 1020.79 | 53.52 | 470.22 |
24.64 | 72.24 | 1011.37 | 80.61 | 434.54 |
27.62 | 63.9 | 1013.11 | 43.56 | 442.89 |
8.9 | 36.24 | 1013.29 | 89.35 | 479.03 |
9.55 | 43.99 | 1020.5 | 97.28 | 476.06 |
10.57 | 36.71 | 1022.62 | 80.49 | 473.88 |
19.8 | 57.25 | 1010.84 | 88.9 | 451.75 |
25.63 | 56.85 | 1012.68 | 49.7 | 439.2 |
24.7 | 58.46 | 1015.58 | 68.64 | 439.7 |
15.26 | 46.18 | 1013.68 | 98.58 | 463.6 |
20.06 | 52.84 | 1004.21 | 82.12 | 447.47 |
19.84 | 56.89 | 1013.23 | 78.32 | 447.92 |
11.49 | 44.63 | 1020.44 | 86.04 | 471.08 |
23.74 | 72.43 | 1007.99 | 91.36 | 437.55 |
22.62 | 51.3 | 1012.36 | 81.02 | 448.27 |
29.53 | 72.39 | 998.47 | 76.05 | 431.69 |
21.32 | 48.14 | 1016.57 | 71.81 | 449.09 |
20.3 | 58.46 | 1015.93 | 82.13 | 448.79 |
16.97 | 44.92 | 1025.21 | 74.27 | 460.21 |
12.07 | 41.17 | 1013.54 | 71.32 | 479.28 |
7.46 | 41.82 | 1032.67 | 74.59 | 483.11 |
19.2 | 54.2 | 1011.46 | 84.44 | 450.75 |
28.64 | 66.54 | 1010.43 | 43.39 | 437.97 |
13.56 | 41.48 | 1008.53 | 87.2 | 459.76 |
17.4 | 44.9 | 1020.5 | 77.11 | 457.75 |
14.08 | 40.1 | 1015.48 | 82.81 | 469.33 |
27.11 | 69.75 | 1009.74 | 85.67 | 433.28 |
20.92 | 70.02 | 1010.23 | 95.58 | 444.64 |
16.18 | 44.9 | 1021.3 | 74.46 | 463.1 |
15.57 | 44.68 | 1022.01 | 90.02 | 460.91 |
10.37 | 39.04 | 1023.95 | 81.93 | 479.35 |
19.6 | 59.21 | 1017.65 | 86.29 | 449.23 |
9.22 | 40.92 | 1021.83 | 85.43 | 474.51 |
27.76 | 72.99 | 1007.81 | 71.66 | 435.02 |
28.68 | 70.72 | 1009.43 | 71.33 | 435.45 |
20.95 | 48.14 | 1013.3 | 67.72 | 452.38 |
9.06 | 39.3 | 1019.73 | 84.23 | 480.41 |
9.21 | 39.72 | 1019.54 | 74.44 | 478.96 |
13.65 | 42.74 | 1026.58 | 71.48 | 468.87 |
31.79 | 76.2 | 1007.89 | 56.3 | 434.01 |
14.32 | 44.6 | 1013.85 | 68.13 | 466.36 |
26.28 | 75.23 | 1011.44 | 68.35 | 435.28 |
7.69 | 43.02 | 1014.51 | 85.23 | 486.46 |
14.44 | 40.1 | 1015.51 | 79.78 | 468.19 |
9.19 | 41.01 | 1022.14 | 98.98 | 468.37 |
13.35 | 41.39 | 1019.17 | 72.87 | 474.19 |
23.04 | 74.22 | 1009.52 | 90.93 | 440.32 |
4.83 | 38.44 | 1015.35 | 72.94 | 485.32 |
17.29 | 42.86 | 1014.38 | 72.3 | 464.27 |
8.73 | 36.18 | 1013.66 | 77.74 | 479.25 |
26.21 | 70.32 | 1007.0 | 78.29 | 430.4 |
23.72 | 58.62 | 1016.65 | 69.1 | 447.49 |
29.27 | 64.69 | 1006.85 | 55.79 | 438.23 |
10.4 | 40.43 | 1025.46 | 75.09 | 492.09 |
12.19 | 40.75 | 1015.13 | 88.98 | 475.36 |
20.4 | 54.9 | 1016.68 | 64.26 | 452.56 |
34.3 | 74.67 | 1015.98 | 25.89 | 427.84 |
27.56 | 68.08 | 1010.8 | 59.18 | 433.95 |
30.9 | 70.8 | 1008.48 | 67.48 | 435.27 |
14.85 | 58.59 | 1014.04 | 89.85 | 454.62 |
16.42 | 40.56 | 1020.36 | 50.62 | 472.17 |
16.45 | 63.31 | 1015.96 | 83.97 | 452.42 |
10.14 | 42.02 | 1003.19 | 96.51 | 472.17 |
9.53 | 41.44 | 1018.01 | 80.09 | 481.83 |
17.01 | 49.15 | 1021.83 | 84.02 | 458.78 |
23.94 | 62.08 | 1022.47 | 61.97 | 447.5 |
15.95 | 49.25 | 1019.04 | 88.51 | 463.4 |
11.15 | 41.26 | 1022.67 | 81.83 | 473.57 |
25.56 | 70.32 | 1009.07 | 90.63 | 433.72 |
27.16 | 66.44 | 1011.2 | 73.37 | 431.85 |
26.71 | 77.95 | 1012.13 | 77.5 | 433.47 |
29.56 | 74.22 | 1007.45 | 57.46 | 432.84 |
31.19 | 70.94 | 1007.29 | 51.91 | 436.6 |
6.86 | 41.17 | 1020.12 | 79.14 | 490.23 |
12.36 | 41.74 | 1020.58 | 69.24 | 477.16 |
32.82 | 68.31 | 1010.44 | 41.85 | 441.06 |
25.3 | 70.98 | 1007.22 | 95.1 | 440.86 |
8.71 | 41.82 | 1033.08 | 74.53 | 477.94 |
13.34 | 40.8 | 1026.56 | 64.85 | 474.47 |
14.2 | 43.02 | 1012.18 | 57.07 | 470.67 |
23.74 | 65.34 | 1013.7 | 62.9 | 447.31 |
16.9 | 44.88 | 1018.14 | 72.21 | 466.8 |
28.54 | 71.94 | 1007.4 | 65.99 | 430.91 |
30.15 | 69.88 | 1007.2 | 73.67 | 434.75 |
14.33 | 42.86 | 1010.82 | 88.59 | 469.52 |
25.57 | 59.43 | 1008.88 | 61.19 | 438.9 |
30.55 | 70.04 | 1010.51 | 49.37 | 429.56 |
28.04 | 74.33 | 1013.53 | 48.65 | 432.92 |
26.39 | 49.16 | 1005.68 | 56.18 | 442.87 |
15.3 | 41.76 | 1022.57 | 71.56 | 466.59 |
6.03 | 41.14 | 1028.04 | 87.46 | 479.61 |
13.49 | 44.63 | 1019.12 | 70.02 | 471.08 |
27.67 | 59.14 | 1016.51 | 61.2 | 433.37 |
24.19 | 65.48 | 1018.8 | 60.54 | 443.92 |
24.44 | 59.14 | 1016.74 | 71.82 | 443.5 |
29.86 | 64.79 | 1017.37 | 44.8 | 439.89 |
30.2 | 69.59 | 1008.9 | 67.32 | 434.66 |
7.99 | 41.38 | 1021.95 | 78.77 | 487.57 |
9.93 | 41.62 | 1013.76 | 96.02 | 464.64 |
11.03 | 42.32 | 1017.26 | 90.56 | 470.92 |
22.34 | 63.73 | 1014.37 | 83.19 | 444.39 |
25.33 | 48.6 | 1002.54 | 68.45 | 442.48 |
18.87 | 52.08 | 1005.25 | 99.19 | 449.61 |
25.97 | 69.34 | 1009.43 | 88.11 | 435.02 |
16.58 | 43.99 | 1021.81 | 79.29 | 458.67 |
14.35 | 46.18 | 1016.63 | 87.76 | 461.74 |
25.06 | 62.39 | 1008.09 | 82.56 | 438.31 |
13.85 | 48.92 | 1011.68 | 79.24 | 462.38 |
16.09 | 44.2 | 1019.39 | 67.24 | 460.56 |
26.34 | 59.21 | 1013.37 | 58.98 | 439.22 |
23.01 | 58.79 | 1009.71 | 84.22 | 444.64 |
26.39 | 71.25 | 999.8 | 89.12 | 430.34 |
31.32 | 71.29 | 1008.37 | 50.07 | 430.46 |
16.64 | 45.87 | 1009.02 | 98.86 | 456.79 |
13.42 | 41.23 | 994.17 | 95.79 | 468.82 |
20.06 | 44.9 | 1008.79 | 70.06 | 448.51 |
14.8 | 44.71 | 1014.67 | 41.71 | 470.77 |
12.59 | 41.14 | 1025.79 | 86.55 | 465.74 |
26.7 | 66.56 | 1005.31 | 71.97 | 430.21 |
19.78 | 50.32 | 1008.62 | 96.4 | 449.23 |
15.17 | 49.15 | 1021.91 | 91.73 | 461.89 |
21.71 | 61.45 | 1010.97 | 91.62 | 445.72 |
19.09 | 39.39 | 1013.36 | 59.14 | 466.13 |
19.76 | 51.19 | 1008.38 | 92.56 | 448.71 |
14.68 | 41.23 | 998.43 | 83.71 | 469.25 |
21.3 | 66.86 | 1013.04 | 55.43 | 450.56 |
16.73 | 39.64 | 1008.94 | 74.91 | 464.46 |
12.26 | 41.5 | 1014.87 | 89.41 | 471.13 |
14.77 | 48.06 | 1010.92 | 69.81 | 461.52 |
18.26 | 59.15 | 1012.04 | 86.01 | 451.09 |
27.1 | 79.74 | 1005.43 | 86.05 | 431.51 |
14.72 | 40.83 | 1009.65 | 80.98 | 469.8 |
26.3 | 51.43 | 1012.05 | 63.62 | 442.28 |
16.48 | 48.92 | 1011.84 | 64.16 | 458.67 |
17.99 | 43.79 | 1016.13 | 75.63 | 462.4 |
20.34 | 59.8 | 1015.18 | 80.21 | 453.54 |
25.53 | 62.96 | 1019.81 | 59.7 | 444.38 |
31.59 | 58.9 | 1003.39 | 47.6 | 440.52 |
30.8 | 69.14 | 1007.68 | 63.78 | 433.62 |
10.75 | 45.0 | 1023.68 | 89.37 | 481.96 |
19.3 | 44.9 | 1008.89 | 70.55 | 452.75 |
4.71 | 39.42 | 1026.4 | 84.42 | 481.28 |
23.1 | 66.05 | 1020.28 | 80.62 | 439.03 |
32.63 | 73.88 | 1005.64 | 52.56 | 435.75 |
26.63 | 74.16 | 1009.72 | 83.26 | 436.03 |
24.35 | 58.49 | 1011.03 | 70.64 | 445.6 |
15.11 | 56.03 | 1020.27 | 89.95 | 462.65 |
29.1 | 50.05 | 1005.87 | 51.53 | 438.66 |
21.24 | 50.32 | 1008.54 | 84.83 | 447.32 |
6.16 | 39.48 | 1004.85 | 59.68 | 484.55 |
7.36 | 41.01 | 1024.9 | 97.88 | 476.8 |
10.44 | 39.04 | 1023.99 | 85.03 | 480.34 |
26.76 | 48.41 | 1010.53 | 47.38 | 440.63 |
16.79 | 44.6 | 1014.27 | 48.08 | 459.48 |
10.76 | 40.43 | 1025.98 | 79.65 | 490.78 |
6.07 | 38.91 | 1019.25 | 83.39 | 483.56 |
27.33 | 73.18 | 1012.26 | 82.18 | 429.38 |
27.15 | 59.21 | 1013.49 | 51.71 | 440.27 |
22.35 | 51.43 | 1011.34 | 77.33 | 445.34 |
21.82 | 65.27 | 1013.86 | 72.81 | 447.43 |
21.11 | 69.94 | 1004.37 | 84.26 | 439.91 |
19.95 | 50.59 | 1016.11 | 73.23 | 459.27 |
7.45 | 39.61 | 1017.88 | 79.73 | 478.89 |
15.36 | 41.66 | 1012.41 | 62.32 | 466.7 |
15.65 | 43.5 | 1021.39 | 78.58 | 463.5 |
25.31 | 74.33 | 1015.04 | 79.88 | 436.21 |
25.88 | 63.47 | 1011.95 | 65.87 | 443.94 |
24.6 | 63.94 | 1012.87 | 80.28 | 439.63 |
22.58 | 41.54 | 1013.21 | 71.33 | 460.95 |
19.69 | 59.14 | 1015.99 | 70.33 | 448.69 |
25.85 | 75.08 | 1006.24 | 57.73 | 444.63 |
10.06 | 37.83 | 1005.49 | 99.46 | 473.51 |
18.59 | 39.54 | 1008.56 | 68.61 | 462.56 |
18.27 | 50.16 | 1011.07 | 95.91 | 451.76 |
8.85 | 40.43 | 1025.68 | 80.42 | 491.81 |
30.04 | 68.08 | 1011.04 | 51.01 | 429.52 |
26.06 | 49.02 | 1007.59 | 74.08 | 437.9 |
14.8 | 38.73 | 1003.18 | 80.73 | 467.54 |
23.93 | 64.45 | 1015.35 | 54.71 | 449.97 |
23.72 | 66.48 | 1003.61 | 73.75 | 436.62 |
11.44 | 40.55 | 1023.37 | 88.43 | 477.68 |
20.28 | 63.86 | 1016.04 | 74.66 | 447.26 |
27.9 | 63.13 | 1011.8 | 70.04 | 439.76 |
24.74 | 59.39 | 1015.23 | 74.64 | 437.49 |
14.8 | 58.2 | 1018.29 | 85.11 | 455.14 |
8.22 | 41.03 | 1021.76 | 82.97 | 485.5 |
27.56 | 66.93 | 1016.81 | 55.59 | 444.1 |
32.07 | 70.94 | 1006.91 | 49.9 | 432.33 |
9.53 | 44.03 | 1008.87 | 89.99 | 471.23 |
13.61 | 42.34 | 1017.93 | 91.61 | 463.89 |
22.2 | 51.19 | 1009.2 | 82.95 | 445.54 |
21.36 | 59.54 | 1007.99 | 92.62 | 446.09 |
23.25 | 63.86 | 1017.82 | 59.64 | 445.12 |
23.5 | 59.21 | 1018.29 | 63.0 | 443.31 |
8.46 | 39.66 | 1015.14 | 85.38 | 484.16 |
8.19 | 40.69 | 1019.86 | 85.23 | 477.76 |
30.67 | 71.29 | 1008.36 | 52.08 | 430.28 |
32.48 | 62.04 | 1010.39 | 38.05 | 446.48 |
8.99 | 36.66 | 1028.11 | 71.98 | 481.03 |
13.77 | 47.83 | 1007.41 | 90.66 | 466.07 |
19.05 | 67.32 | 1013.2 | 83.14 | 447.47 |
21.19 | 55.5 | 1019.83 | 65.22 | 455.93 |
10.12 | 40.0 | 1021.15 | 91.67 | 479.62 |
24.93 | 47.01 | 1014.28 | 66.04 | 455.06 |
8.47 | 40.46 | 1019.87 | 78.19 | 475.06 |
24.52 | 56.85 | 1012.59 | 54.47 | 438.89 |
28.55 | 69.84 | 1003.38 | 67.26 | 432.7 |
20.58 | 50.9 | 1011.89 | 72.56 | 452.6 |
18.31 | 46.21 | 1010.46 | 82.15 | 451.75 |
27.18 | 71.06 | 1008.16 | 86.32 | 430.66 |
4.43 | 38.91 | 1019.04 | 88.17 | 491.9 |
26.02 | 74.78 | 1010.04 | 72.78 | 439.82 |
15.75 | 39.0 | 1015.91 | 69.58 | 460.73 |
22.99 | 60.95 | 1015.14 | 69.86 | 449.7 |
25.52 | 59.15 | 1013.88 | 65.37 | 439.42 |
27.04 | 65.06 | 1013.33 | 52.37 | 439.84 |
6.42 | 35.57 | 1025.58 | 79.63 | 485.86 |
17.04 | 40.12 | 1011.81 | 83.14 | 458.1 |
10.79 | 39.82 | 1012.89 | 88.25 | 479.92 |
20.41 | 56.03 | 1019.94 | 55.85 | 458.29 |
7.36 | 40.07 | 1017.29 | 52.55 | 489.45 |
28.08 | 73.42 | 1012.17 | 62.74 | 434.0 |
24.74 | 69.13 | 1010.69 | 90.08 | 431.24 |
28.32 | 47.93 | 1003.26 | 54.5 | 439.5 |
16.71 | 40.56 | 1019.48 | 49.88 | 467.46 |
30.7 | 71.58 | 1010.0 | 48.96 | 429.27 |
18.42 | 58.95 | 1016.95 | 86.77 | 452.1 |
10.62 | 42.02 | 999.83 | 96.66 | 472.41 |
22.18 | 69.05 | 1002.75 | 70.84 | 442.14 |
22.38 | 49.3 | 1003.56 | 83.83 | 441.0 |
13.94 | 41.58 | 1020.76 | 68.22 | 463.07 |
21.24 | 60.84 | 1017.99 | 82.22 | 445.71 |
6.76 | 39.81 | 1017.11 | 87.9 | 483.16 |
26.73 | 68.84 | 1010.75 | 66.83 | 440.45 |
7.24 | 38.06 | 1020.6 | 85.36 | 481.83 |
10.84 | 40.62 | 1015.53 | 60.9 | 467.6 |
19.32 | 52.84 | 1004.29 | 83.51 | 450.88 |
29.0 | 69.13 | 1001.22 | 52.96 | 425.5 |
23.38 | 54.42 | 1013.95 | 73.02 | 451.87 |
31.17 | 69.51 | 1010.51 | 43.11 | 428.94 |
26.17 | 48.6 | 1002.59 | 61.41 | 439.86 |
30.9 | 73.42 | 1011.21 | 65.32 | 433.44 |
24.92 | 73.68 | 1015.12 | 93.68 | 438.23 |
32.77 | 71.32 | 1007.68 | 42.39 | 436.95 |
14.37 | 40.56 | 1021.67 | 68.18 | 470.19 |
8.36 | 40.22 | 1011.6 | 89.18 | 484.66 |
31.45 | 68.27 | 1007.56 | 64.79 | 430.81 |
31.6 | 73.17 | 1010.05 | 43.48 | 433.37 |
17.9 | 48.98 | 1014.17 | 80.4 | 453.02 |
20.35 | 50.9 | 1012.6 | 72.43 | 453.5 |
16.21 | 41.23 | 995.88 | 80.0 | 463.09 |
19.36 | 44.6 | 1016.25 | 45.65 | 464.56 |
21.04 | 65.46 | 1017.22 | 63.02 | 452.12 |
14.05 | 40.69 | 1015.66 | 74.39 | 470.9 |
23.48 | 64.15 | 1021.08 | 57.77 | 450.89 |
21.91 | 63.76 | 1009.85 | 76.8 | 445.04 |
24.42 | 63.07 | 1011.49 | 67.39 | 444.72 |
14.26 | 40.92 | 1022.07 | 73.96 | 460.38 |
21.38 | 58.33 | 1013.05 | 72.75 | 446.8 |
15.71 | 44.06 | 1018.34 | 71.69 | 465.05 |
5.78 | 40.62 | 1016.55 | 84.98 | 484.13 |
6.77 | 39.81 | 1017.01 | 87.68 | 488.27 |
23.84 | 49.21 | 1013.85 | 50.36 | 447.09 |
21.17 | 58.16 | 1017.16 | 68.11 | 452.02 |
19.94 | 58.96 | 1014.16 | 66.27 | 455.55 |
8.73 | 41.92 | 1029.41 | 89.72 | 480.99 |
16.39 | 41.67 | 1012.96 | 61.07 | 467.68 |
res12: Long = 9568
+-----------------+--------+-----------+---------+-----------+
| name|database|description|tableType|isTemporary|
+-----------------+--------+-----------+---------+-----------+
|power_plant_table| null| null|TEMPORARY| true|
+-----------------+--------+-----------+---------+-----------+
Step 6: Data Modeling
Now let's model our data to predict what the power output will be given a set of sensor readings
Our first model will be based on simple linear regression since we saw some linear patterns in our data based on the scatter plots during the exploration stage.
AT | V | AP | RH | PE |
---|---|---|---|---|
14.96 | 41.76 | 1024.07 | 73.17 | 463.26 |
25.18 | 62.96 | 1020.04 | 59.08 | 444.37 |
5.11 | 39.4 | 1012.16 | 92.14 | 488.56 |
20.86 | 57.32 | 1010.24 | 76.64 | 446.48 |
10.82 | 37.5 | 1009.23 | 96.62 | 473.9 |
26.27 | 59.44 | 1012.23 | 58.77 | 443.67 |
15.89 | 43.96 | 1014.02 | 75.24 | 467.35 |
9.48 | 44.71 | 1019.12 | 66.43 | 478.42 |
14.64 | 45.0 | 1021.78 | 41.25 | 475.98 |
11.74 | 43.56 | 1015.14 | 70.72 | 477.5 |
17.99 | 43.72 | 1008.64 | 75.04 | 453.02 |
20.14 | 46.93 | 1014.66 | 64.22 | 453.99 |
24.34 | 73.5 | 1011.31 | 84.15 | 440.29 |
25.71 | 58.59 | 1012.77 | 61.83 | 451.28 |
26.19 | 69.34 | 1009.48 | 87.59 | 433.99 |
21.42 | 43.79 | 1015.76 | 43.08 | 462.19 |
18.21 | 45.0 | 1022.86 | 48.84 | 467.54 |
11.04 | 41.74 | 1022.6 | 77.51 | 477.2 |
14.45 | 52.75 | 1023.97 | 63.59 | 459.85 |
13.97 | 38.47 | 1015.15 | 55.28 | 464.3 |
17.76 | 42.42 | 1009.09 | 66.26 | 468.27 |
5.41 | 40.07 | 1019.16 | 64.77 | 495.24 |
7.76 | 42.28 | 1008.52 | 83.31 | 483.8 |
27.23 | 63.9 | 1014.3 | 47.19 | 443.61 |
27.36 | 48.6 | 1003.18 | 54.93 | 436.06 |
27.47 | 70.72 | 1009.97 | 74.62 | 443.25 |
14.6 | 39.31 | 1011.11 | 72.52 | 464.16 |
7.91 | 39.96 | 1023.57 | 88.44 | 475.52 |
5.81 | 35.79 | 1012.14 | 92.28 | 484.41 |
30.53 | 65.18 | 1012.69 | 41.85 | 437.89 |
23.87 | 63.94 | 1019.02 | 44.28 | 445.11 |
26.09 | 58.41 | 1013.64 | 64.58 | 438.86 |
29.27 | 66.85 | 1011.11 | 63.25 | 440.98 |
27.38 | 74.16 | 1010.08 | 78.61 | 436.65 |
24.81 | 63.94 | 1018.76 | 44.51 | 444.26 |
12.75 | 44.03 | 1007.29 | 89.46 | 465.86 |
24.66 | 63.73 | 1011.4 | 74.52 | 444.37 |
16.38 | 47.45 | 1010.08 | 88.86 | 450.69 |
13.91 | 39.35 | 1014.69 | 75.51 | 469.02 |
23.18 | 51.3 | 1012.04 | 78.64 | 448.86 |
22.47 | 47.45 | 1007.62 | 76.65 | 447.14 |
13.39 | 44.85 | 1017.24 | 80.44 | 469.18 |
9.28 | 41.54 | 1018.33 | 79.89 | 482.8 |
11.82 | 42.86 | 1014.12 | 88.28 | 476.7 |
10.27 | 40.64 | 1020.63 | 84.6 | 474.99 |
22.92 | 63.94 | 1019.28 | 42.69 | 444.22 |
16.0 | 37.87 | 1020.24 | 78.41 | 461.33 |
21.22 | 43.43 | 1010.96 | 61.07 | 448.06 |
13.46 | 44.71 | 1014.51 | 50.0 | 474.6 |
9.39 | 40.11 | 1029.14 | 77.29 | 473.05 |
31.07 | 73.5 | 1010.58 | 43.66 | 432.06 |
12.82 | 38.62 | 1018.71 | 83.8 | 467.41 |
32.57 | 78.92 | 1011.6 | 66.47 | 430.12 |
8.11 | 42.18 | 1014.82 | 93.09 | 473.62 |
13.92 | 39.39 | 1012.94 | 80.52 | 471.81 |
23.04 | 59.43 | 1010.23 | 68.99 | 442.99 |
27.31 | 64.44 | 1014.65 | 57.27 | 442.77 |
5.91 | 39.33 | 1010.18 | 95.53 | 491.49 |
25.26 | 61.08 | 1013.68 | 71.72 | 447.46 |
27.97 | 58.84 | 1002.25 | 57.88 | 446.11 |
26.08 | 52.3 | 1007.03 | 63.34 | 442.44 |
29.01 | 65.71 | 1013.61 | 48.07 | 446.22 |
12.18 | 40.1 | 1016.67 | 91.87 | 471.49 |
13.76 | 45.87 | 1008.89 | 87.27 | 463.5 |
25.5 | 58.79 | 1016.02 | 64.4 | 440.01 |
28.26 | 65.34 | 1014.56 | 43.4 | 441.03 |
21.39 | 62.96 | 1019.49 | 72.24 | 452.68 |
7.26 | 40.69 | 1020.43 | 90.22 | 474.91 |
10.54 | 34.03 | 1018.71 | 74.0 | 478.77 |
27.71 | 74.34 | 998.14 | 71.85 | 434.2 |
23.11 | 68.3 | 1017.83 | 86.62 | 437.91 |
7.51 | 41.01 | 1024.61 | 97.41 | 477.61 |
26.46 | 74.67 | 1016.65 | 84.44 | 431.65 |
29.34 | 74.34 | 998.58 | 81.55 | 430.57 |
10.32 | 42.28 | 1008.82 | 75.66 | 481.09 |
22.74 | 61.02 | 1009.56 | 79.41 | 445.56 |
13.48 | 39.85 | 1012.71 | 58.91 | 475.74 |
25.52 | 69.75 | 1010.36 | 90.06 | 435.12 |
21.58 | 67.25 | 1017.39 | 79.0 | 446.15 |
27.66 | 76.86 | 1001.31 | 69.47 | 436.64 |
26.96 | 69.45 | 1013.89 | 51.47 | 436.69 |
12.29 | 42.18 | 1016.53 | 83.13 | 468.75 |
15.86 | 43.02 | 1012.18 | 40.33 | 466.6 |
13.87 | 45.08 | 1024.42 | 81.69 | 465.48 |
24.09 | 73.68 | 1014.93 | 94.55 | 441.34 |
20.45 | 69.45 | 1012.53 | 91.81 | 441.83 |
15.07 | 39.3 | 1019.0 | 63.62 | 464.7 |
32.72 | 69.75 | 1009.6 | 49.35 | 437.99 |
18.23 | 58.96 | 1015.55 | 69.61 | 459.12 |
35.56 | 68.94 | 1006.56 | 38.75 | 429.69 |
18.36 | 51.43 | 1010.57 | 90.17 | 459.8 |
26.35 | 64.05 | 1009.81 | 81.24 | 433.63 |
25.92 | 60.95 | 1014.62 | 48.46 | 442.84 |
8.01 | 41.66 | 1014.49 | 76.72 | 485.13 |
19.63 | 52.72 | 1025.09 | 51.16 | 459.12 |
20.02 | 67.32 | 1012.05 | 76.34 | 445.31 |
10.08 | 40.72 | 1022.7 | 67.3 | 480.8 |
27.23 | 66.48 | 1005.23 | 52.38 | 432.55 |
23.37 | 63.77 | 1013.42 | 76.44 | 443.86 |
18.74 | 59.21 | 1018.3 | 91.55 | 449.77 |
14.81 | 43.69 | 1017.19 | 71.9 | 470.71 |
23.1 | 51.3 | 1011.93 | 80.05 | 452.17 |
10.72 | 41.38 | 1021.6 | 63.77 | 478.29 |
29.46 | 71.94 | 1006.96 | 62.26 | 428.54 |
8.1 | 40.64 | 1020.66 | 89.04 | 478.27 |
27.29 | 62.66 | 1007.63 | 58.02 | 439.58 |
17.1 | 49.69 | 1005.53 | 81.82 | 457.32 |
11.49 | 44.2 | 1018.79 | 91.14 | 475.51 |
23.69 | 65.59 | 1010.85 | 88.92 | 439.66 |
13.51 | 40.89 | 1011.03 | 84.83 | 471.99 |
9.64 | 39.35 | 1015.1 | 91.76 | 479.81 |
25.65 | 78.92 | 1010.83 | 86.56 | 434.78 |
21.59 | 61.87 | 1011.18 | 57.21 | 446.58 |
27.98 | 58.33 | 1013.92 | 54.25 | 437.76 |
18.8 | 39.72 | 1001.24 | 63.8 | 459.36 |
18.28 | 44.71 | 1016.99 | 33.71 | 462.28 |
13.55 | 43.48 | 1016.08 | 67.25 | 464.33 |
22.99 | 46.21 | 1010.71 | 60.11 | 444.36 |
23.94 | 59.39 | 1014.32 | 74.55 | 438.64 |
13.74 | 34.03 | 1018.69 | 67.34 | 470.49 |
21.3 | 41.1 | 1001.86 | 42.75 | 455.13 |
27.54 | 66.93 | 1017.06 | 55.2 | 450.22 |
24.81 | 63.73 | 1009.34 | 83.61 | 440.43 |
4.97 | 42.85 | 1014.02 | 88.78 | 482.98 |
15.22 | 50.88 | 1014.19 | 100.12 | 460.44 |
23.88 | 54.2 | 1012.81 | 64.52 | 444.97 |
33.01 | 68.67 | 1005.2 | 51.41 | 433.94 |
25.98 | 73.18 | 1012.28 | 85.78 | 439.73 |
28.18 | 73.88 | 1005.89 | 75.41 | 434.48 |
21.67 | 60.84 | 1017.93 | 81.63 | 442.33 |
17.67 | 45.09 | 1014.26 | 51.92 | 457.67 |
21.37 | 57.76 | 1018.8 | 70.12 | 454.66 |
28.69 | 67.25 | 1017.71 | 53.83 | 432.21 |
16.61 | 43.77 | 1012.25 | 77.23 | 457.66 |
27.91 | 63.76 | 1010.27 | 65.67 | 435.21 |
20.97 | 47.43 | 1007.64 | 71.18 | 448.22 |
10.8 | 41.66 | 1013.79 | 81.96 | 475.51 |
20.61 | 62.91 | 1013.24 | 79.54 | 446.53 |
25.45 | 57.32 | 1011.7 | 47.09 | 441.3 |
30.16 | 69.34 | 1007.67 | 57.69 | 433.54 |
4.99 | 39.04 | 1020.45 | 78.89 | 472.52 |
10.51 | 44.78 | 1012.59 | 85.29 | 474.77 |
33.79 | 69.05 | 1001.62 | 40.13 | 435.1 |
21.34 | 59.8 | 1016.92 | 77.06 | 450.74 |
23.4 | 65.06 | 1014.32 | 67.38 | 442.7 |
32.21 | 68.14 | 1003.34 | 62.44 | 426.56 |
14.26 | 42.32 | 1016.0 | 77.43 | 463.71 |
27.71 | 66.93 | 1016.85 | 58.77 | 447.06 |
21.95 | 57.76 | 1018.02 | 67.72 | 452.27 |
25.76 | 63.94 | 1018.49 | 42.14 | 445.78 |
23.68 | 68.3 | 1017.93 | 84.16 | 438.65 |
8.28 | 40.77 | 1011.55 | 89.79 | 480.15 |
23.44 | 62.52 | 1016.46 | 67.21 | 447.19 |
25.32 | 48.41 | 1008.47 | 72.14 | 443.04 |
3.94 | 39.9 | 1008.06 | 97.49 | 488.81 |
17.3 | 57.76 | 1016.26 | 87.74 | 455.75 |
18.2 | 49.39 | 1018.83 | 96.3 | 455.86 |
21.43 | 46.97 | 1013.94 | 61.25 | 457.68 |
11.16 | 40.05 | 1014.95 | 88.38 | 479.11 |
30.38 | 74.16 | 1007.44 | 74.77 | 432.84 |
23.36 | 62.52 | 1016.18 | 68.18 | 448.37 |
21.69 | 47.45 | 1007.56 | 77.2 | 447.06 |
23.62 | 49.21 | 1014.1 | 49.54 | 443.53 |
21.87 | 61.45 | 1011.13 | 92.22 | 445.21 |
29.25 | 66.51 | 1015.53 | 33.65 | 441.7 |
20.03 | 66.86 | 1013.05 | 64.59 | 450.93 |
18.14 | 49.78 | 1002.95 | 100.09 | 451.44 |
24.23 | 56.89 | 1012.32 | 68.04 | 441.29 |
18.11 | 44.85 | 1014.48 | 48.94 | 458.85 |
6.57 | 43.65 | 1018.24 | 74.47 | 481.46 |
12.56 | 43.41 | 1016.93 | 81.02 | 467.19 |
13.4 | 41.58 | 1020.5 | 71.17 | 461.54 |
27.1 | 52.84 | 1006.28 | 53.85 | 439.08 |
14.28 | 42.74 | 1028.79 | 70.67 | 467.22 |
16.29 | 44.34 | 1019.49 | 59.36 | 468.8 |
31.24 | 71.98 | 1004.66 | 57.17 | 426.93 |
10.57 | 37.73 | 1024.36 | 70.29 | 474.65 |
13.8 | 44.21 | 1022.93 | 83.37 | 468.97 |
25.3 | 71.58 | 1010.18 | 87.36 | 433.97 |
18.06 | 50.16 | 1009.52 | 100.09 | 450.53 |
25.42 | 59.04 | 1011.98 | 68.78 | 444.51 |
15.07 | 40.69 | 1015.29 | 70.98 | 469.03 |
11.75 | 71.14 | 1019.36 | 75.68 | 466.56 |
20.23 | 52.05 | 1012.15 | 47.49 | 457.57 |
27.31 | 59.54 | 1006.24 | 71.99 | 440.13 |
28.57 | 69.84 | 1003.57 | 66.55 | 433.24 |
17.9 | 43.72 | 1008.64 | 74.73 | 452.55 |
23.83 | 71.37 | 1002.04 | 64.78 | 443.29 |
27.92 | 74.99 | 1005.47 | 75.13 | 431.76 |
17.34 | 44.78 | 1007.81 | 56.38 | 454.97 |
17.94 | 63.07 | 1012.42 | 94.35 | 456.7 |
6.4 | 39.9 | 1007.75 | 86.55 | 486.03 |
11.78 | 39.96 | 1011.37 | 82.95 | 472.79 |
20.28 | 57.25 | 1010.12 | 88.42 | 452.03 |
21.04 | 54.2 | 1012.26 | 85.61 | 443.41 |
25.11 | 67.32 | 1014.49 | 58.39 | 441.93 |
30.28 | 70.98 | 1007.51 | 74.28 | 432.64 |
8.14 | 36.24 | 1013.15 | 87.85 | 480.25 |
16.86 | 39.63 | 1004.47 | 83.5 | 466.68 |
6.25 | 40.07 | 1020.19 | 65.24 | 494.39 |
22.35 | 54.42 | 1012.46 | 75.01 | 454.72 |
17.98 | 56.85 | 1012.28 | 84.52 | 448.71 |
21.19 | 42.48 | 1013.43 | 80.52 | 469.76 |
20.94 | 44.89 | 1009.64 | 75.14 | 450.71 |
24.23 | 58.79 | 1009.8 | 75.75 | 444.01 |
19.18 | 58.2 | 1017.46 | 76.72 | 453.2 |
20.88 | 57.85 | 1012.39 | 85.47 | 450.87 |
23.67 | 63.86 | 1019.67 | 57.95 | 441.73 |
14.12 | 39.52 | 1018.41 | 78.32 | 465.09 |
25.23 | 64.63 | 1020.59 | 52.2 | 447.28 |
6.54 | 39.33 | 1011.54 | 93.69 | 491.16 |
20.08 | 62.52 | 1017.99 | 75.74 | 450.98 |
24.67 | 63.56 | 1013.75 | 67.56 | 446.3 |
27.82 | 79.74 | 1008.37 | 69.46 | 436.48 |
15.55 | 42.03 | 1017.41 | 74.58 | 460.84 |
24.26 | 69.51 | 1013.43 | 53.23 | 442.56 |
13.45 | 41.49 | 1020.19 | 88.72 | 467.3 |
11.06 | 40.64 | 1021.47 | 96.16 | 479.13 |
24.91 | 52.3 | 1008.72 | 68.26 | 441.15 |
22.39 | 59.04 | 1011.78 | 86.39 | 445.52 |
11.95 | 40.69 | 1015.62 | 85.34 | 475.4 |
14.85 | 40.69 | 1014.91 | 72.64 | 469.3 |
10.11 | 41.62 | 1017.17 | 97.82 | 463.57 |
23.67 | 68.67 | 1006.71 | 77.22 | 445.32 |
16.14 | 44.21 | 1020.36 | 80.59 | 461.03 |
15.11 | 43.13 | 1014.99 | 46.91 | 466.74 |
24.14 | 59.87 | 1018.47 | 57.76 | 444.04 |
30.08 | 67.25 | 1017.6 | 53.09 | 434.01 |
14.77 | 44.9 | 1020.5 | 84.31 | 465.23 |
27.6 | 69.34 | 1009.63 | 71.58 | 440.6 |
13.89 | 44.84 | 1023.66 | 92.97 | 466.74 |
26.85 | 75.6 | 1017.43 | 74.55 | 433.48 |
12.41 | 40.96 | 1023.36 | 78.96 | 473.59 |
13.08 | 41.74 | 1020.75 | 64.44 | 474.81 |
18.93 | 44.06 | 1017.58 | 68.23 | 454.75 |
20.5 | 49.69 | 1009.6 | 70.81 | 452.94 |
30.72 | 69.13 | 1009.94 | 61.66 | 435.83 |
7.55 | 39.22 | 1014.53 | 77.76 | 482.19 |
13.49 | 44.47 | 1030.46 | 69.49 | 466.66 |
15.62 | 40.12 | 1013.03 | 96.26 | 462.59 |
24.8 | 64.63 | 1020.69 | 55.74 | 447.82 |
10.03 | 41.62 | 1014.55 | 95.61 | 462.73 |
22.43 | 63.21 | 1012.06 | 84.75 | 447.98 |
14.95 | 39.31 | 1009.15 | 75.3 | 462.72 |
24.78 | 58.46 | 1016.82 | 67.5 | 442.42 |
23.2 | 48.41 | 1008.64 | 80.92 | 444.69 |
14.01 | 39.0 | 1016.73 | 79.23 | 466.7 |
19.4 | 64.63 | 1020.38 | 81.1 | 453.84 |
30.15 | 67.32 | 1013.83 | 32.8 | 436.92 |
6.91 | 36.08 | 1021.82 | 84.31 | 486.37 |
29.04 | 60.07 | 1015.42 | 46.15 | 440.43 |
26.02 | 63.07 | 1010.94 | 53.96 | 446.82 |
5.89 | 39.48 | 1005.11 | 59.83 | 484.91 |
26.52 | 71.64 | 1008.27 | 75.3 | 437.76 |
28.53 | 68.08 | 1013.27 | 42.53 | 438.91 |
16.59 | 39.54 | 1007.97 | 70.58 | 464.19 |
22.95 | 67.79 | 1009.89 | 91.69 | 442.19 |
23.96 | 47.43 | 1008.38 | 63.55 | 446.86 |
17.48 | 44.2 | 1018.89 | 61.51 | 457.15 |
6.69 | 43.65 | 1020.14 | 69.55 | 482.57 |
10.25 | 41.26 | 1007.44 | 98.08 | 476.03 |
28.87 | 72.58 | 1008.69 | 79.34 | 428.89 |
12.04 | 40.23 | 1018.07 | 81.28 | 472.7 |
22.58 | 52.3 | 1009.04 | 78.99 | 445.6 |
15.12 | 52.05 | 1014.63 | 80.38 | 464.78 |
25.48 | 58.95 | 1017.02 | 51.16 | 440.42 |
27.87 | 70.79 | 1003.96 | 72.17 | 428.41 |
23.72 | 70.47 | 1010.65 | 75.39 | 438.5 |
25.0 | 59.43 | 1007.84 | 68.91 | 438.28 |
8.42 | 40.64 | 1022.35 | 96.38 | 476.29 |
22.46 | 58.49 | 1011.5 | 70.54 | 448.46 |
29.92 | 57.19 | 1008.62 | 45.8 | 438.99 |
11.68 | 39.22 | 1017.9 | 57.95 | 471.8 |
14.04 | 42.44 | 1012.74 | 81.89 | 471.81 |
19.86 | 59.14 | 1016.12 | 69.32 | 449.82 |
25.99 | 68.08 | 1013.13 | 59.14 | 442.14 |
23.42 | 58.79 | 1009.74 | 81.54 | 441.46 |
10.6 | 40.22 | 1011.37 | 85.81 | 477.62 |
20.97 | 61.87 | 1011.45 | 65.41 | 446.76 |
14.14 | 39.82 | 1012.46 | 81.15 | 472.52 |
8.56 | 40.71 | 1021.27 | 95.87 | 471.58 |
24.86 | 72.39 | 1001.15 | 90.24 | 440.85 |
29.0 | 77.54 | 1011.33 | 75.13 | 431.37 |
27.59 | 71.97 | 1008.64 | 88.22 | 437.33 |
10.45 | 40.71 | 1015.68 | 81.48 | 469.22 |
8.51 | 40.78 | 1023.51 | 89.84 | 471.11 |
29.82 | 66.51 | 1010.98 | 43.57 | 439.17 |
22.56 | 62.26 | 1012.11 | 63.16 | 445.33 |
11.38 | 39.22 | 1018.62 | 57.14 | 473.71 |
20.25 | 57.76 | 1016.28 | 77.76 | 452.66 |
22.42 | 59.43 | 1007.12 | 90.56 | 440.99 |
14.85 | 38.91 | 1014.48 | 60.98 | 467.42 |
25.62 | 58.82 | 1010.02 | 70.31 | 444.14 |
19.85 | 56.53 | 1020.57 | 74.05 | 457.17 |
13.67 | 54.3 | 1015.92 | 75.42 | 467.87 |
24.39 | 70.72 | 1009.78 | 82.25 | 442.04 |
16.07 | 44.58 | 1019.52 | 67.95 | 471.36 |
11.6 | 39.1 | 1009.81 | 100.09 | 460.7 |
31.38 | 70.83 | 1010.35 | 47.28 | 431.33 |
29.91 | 76.86 | 998.59 | 72.41 | 432.6 |
19.67 | 59.39 | 1014.07 | 77.67 | 447.61 |
27.18 | 64.79 | 1016.27 | 63.7 | 443.87 |
21.39 | 52.3 | 1009.2 | 79.77 | 446.87 |
10.45 | 41.01 | 1020.57 | 93.84 | 465.74 |
19.46 | 56.89 | 1014.02 | 84.95 | 447.86 |
23.55 | 62.96 | 1020.16 | 70.16 | 447.65 |
23.35 | 63.47 | 1011.78 | 84.24 | 437.87 |
9.26 | 41.66 | 1016.87 | 73.32 | 483.51 |
10.3 | 41.46 | 1018.21 | 86.17 | 479.65 |
20.94 | 58.16 | 1016.88 | 65.43 | 455.16 |
23.13 | 71.25 | 1002.49 | 94.59 | 431.91 |
12.77 | 41.5 | 1014.13 | 86.8 | 470.68 |
28.29 | 69.13 | 1009.29 | 58.18 | 429.28 |
19.13 | 59.21 | 1018.32 | 89.66 | 450.81 |
24.44 | 73.5 | 1011.49 | 87.39 | 437.73 |
20.32 | 44.6 | 1015.16 | 36.35 | 460.21 |
20.54 | 69.05 | 1001.6 | 79.62 | 442.86 |
12.16 | 45.0 | 1021.51 | 50.52 | 482.99 |
28.09 | 65.27 | 1013.27 | 51.96 | 440.0 |
9.25 | 41.82 | 1033.25 | 74.73 | 478.48 |
21.75 | 49.82 | 1015.01 | 78.33 | 455.28 |
23.7 | 66.56 | 1002.07 | 85.19 | 436.94 |
16.22 | 37.87 | 1022.36 | 83.13 | 461.06 |
24.75 | 69.45 | 1013.97 | 53.49 | 438.28 |
10.48 | 39.58 | 1011.81 | 88.86 | 472.61 |
29.53 | 70.79 | 1003.7 | 60.89 | 426.85 |
12.59 | 39.72 | 1017.76 | 61.14 | 470.18 |
23.5 | 54.42 | 1012.31 | 68.29 | 455.38 |
29.01 | 66.56 | 1006.44 | 57.62 | 428.32 |
9.75 | 42.49 | 1010.57 | 83.63 | 480.35 |
19.55 | 56.53 | 1020.2 | 78.1 | 455.56 |
21.05 | 58.33 | 1013.14 | 66.34 | 447.66 |
24.72 | 68.67 | 1006.74 | 79.02 | 443.06 |
21.19 | 58.86 | 1014.19 | 68.96 | 452.43 |
10.77 | 41.54 | 1019.94 | 71.13 | 477.81 |
28.68 | 73.77 | 1004.72 | 87.01 | 431.66 |
29.87 | 73.91 | 1004.53 | 74.3 | 431.8 |
22.99 | 68.67 | 1006.65 | 77.62 | 446.67 |
24.66 | 60.29 | 1018.0 | 59.56 | 445.26 |
32.63 | 69.89 | 1013.85 | 41.66 | 425.72 |
31.38 | 72.29 | 1008.73 | 73.27 | 430.58 |
23.87 | 60.27 | 1018.94 | 77.16 | 439.86 |
25.6 | 59.15 | 1013.31 | 67.02 | 441.11 |
27.62 | 71.14 | 1011.6 | 52.8 | 434.72 |
30.1 | 67.45 | 1014.23 | 39.04 | 434.01 |
12.19 | 41.17 | 1019.43 | 65.47 | 475.64 |
13.11 | 41.58 | 1020.43 | 74.32 | 460.44 |
28.29 | 68.67 | 1005.46 | 69.22 | 436.4 |
13.45 | 40.73 | 1018.7 | 93.88 | 461.03 |
10.98 | 41.54 | 1019.94 | 69.83 | 479.08 |
26.48 | 69.14 | 1009.31 | 84.11 | 435.76 |
13.07 | 45.51 | 1015.22 | 78.65 | 460.14 |
25.56 | 75.6 | 1017.37 | 69.31 | 442.2 |
22.68 | 50.78 | 1008.83 | 70.3 | 447.69 |
28.86 | 73.67 | 1006.65 | 68.23 | 431.15 |
22.7 | 63.56 | 1014.32 | 71.76 | 445.0 |
27.89 | 73.21 | 1001.32 | 85.88 | 431.59 |
13.78 | 44.47 | 1027.94 | 71.09 | 467.22 |
28.14 | 51.43 | 1012.16 | 52.67 | 445.33 |
11.8 | 45.09 | 1013.21 | 89.68 | 470.57 |
10.71 | 39.61 | 1018.72 | 73.66 | 473.77 |
24.54 | 60.29 | 1017.42 | 58.94 | 447.67 |
11.54 | 40.05 | 1014.78 | 87.05 | 474.29 |
29.47 | 71.32 | 1008.07 | 67.0 | 437.14 |
29.24 | 69.05 | 1003.12 | 43.18 | 432.56 |
14.51 | 41.79 | 1009.72 | 80.62 | 459.14 |
22.91 | 60.07 | 1016.03 | 59.72 | 446.19 |
27.02 | 71.77 | 1006.38 | 72.1 | 428.1 |
13.49 | 44.47 | 1030.18 | 69.15 | 468.46 |
30.24 | 66.75 | 1017.95 | 55.66 | 435.02 |
23.19 | 48.6 | 1002.38 | 61.19 | 445.52 |
17.73 | 40.55 | 1003.36 | 74.62 | 462.69 |
18.62 | 61.27 | 1019.26 | 73.35 | 455.75 |
12.85 | 40.0 | 1015.89 | 68.85 | 463.74 |
32.33 | 69.68 | 1011.95 | 39.89 | 439.79 |
25.09 | 58.95 | 1016.99 | 53.16 | 443.26 |
29.45 | 69.13 | 1009.3 | 52.97 | 432.04 |
16.91 | 43.96 | 1013.32 | 79.87 | 465.86 |
14.09 | 45.87 | 1009.05 | 84.09 | 465.6 |
10.73 | 25.36 | 1009.35 | 100.15 | 469.43 |
23.2 | 49.3 | 1003.4 | 79.77 | 440.75 |
8.21 | 38.91 | 1015.82 | 88.99 | 481.32 |
9.3 | 40.56 | 1022.64 | 76.14 | 479.87 |
16.97 | 39.16 | 1005.7 | 69.13 | 458.59 |
23.69 | 71.97 | 1009.62 | 93.03 | 438.62 |
25.13 | 59.44 | 1012.38 | 77.92 | 445.59 |
9.86 | 43.56 | 1015.13 | 74.89 | 481.87 |
11.33 | 41.5 | 1013.58 | 88.7 | 475.01 |
26.95 | 48.41 | 1008.53 | 62.94 | 436.54 |
15.0 | 40.66 | 1016.28 | 89.62 | 456.63 |
20.76 | 62.52 | 1015.63 | 81.04 | 451.69 |
14.29 | 39.59 | 1010.93 | 94.53 | 463.04 |
19.74 | 67.71 | 1007.68 | 64.02 | 446.1 |
26.68 | 59.92 | 1009.94 | 70.57 | 438.67 |
14.24 | 41.4 | 1019.7 | 70.32 | 466.88 |
21.98 | 48.41 | 1008.42 | 84.86 | 444.6 |
22.75 | 59.39 | 1015.4 | 81.41 | 440.26 |
8.34 | 40.96 | 1023.28 | 89.45 | 483.92 |
11.8 | 41.2 | 1017.18 | 82.71 | 475.19 |
8.81 | 44.68 | 1023.06 | 93.93 | 479.24 |
30.05 | 73.68 | 1014.95 | 70.6 | 434.92 |
16.01 | 65.46 | 1014.0 | 87.68 | 454.16 |
21.75 | 58.79 | 1012.42 | 87.58 | 447.58 |
13.94 | 41.26 | 1021.67 | 74.4 | 467.9 |
29.25 | 69.13 | 1010.27 | 67.35 | 426.29 |
22.33 | 45.87 | 1007.8 | 63.61 | 447.02 |
16.43 | 41.79 | 1005.47 | 76.89 | 455.85 |
11.5 | 40.22 | 1010.31 | 78.08 | 476.46 |
23.53 | 68.94 | 1007.53 | 69.17 | 437.48 |
21.86 | 49.21 | 1014.61 | 53.31 | 452.77 |
6.17 | 39.33 | 1012.57 | 93.32 | 491.54 |
30.19 | 64.79 | 1017.22 | 42.47 | 438.41 |
11.67 | 41.93 | 1019.81 | 82.58 | 476.1 |
15.34 | 36.99 | 1007.87 | 94.59 | 464.58 |
11.5 | 40.78 | 1023.91 | 86.31 | 467.74 |
25.53 | 57.17 | 1010.0 | 72.57 | 442.12 |
21.27 | 57.5 | 1014.53 | 80.76 | 453.34 |
28.37 | 69.13 | 1010.44 | 71.93 | 425.29 |
28.39 | 51.43 | 1011.74 | 47.54 | 449.63 |
13.78 | 45.78 | 1025.27 | 95.72 | 462.88 |
14.6 | 42.32 | 1015.71 | 77.03 | 464.67 |
5.1 | 35.57 | 1027.17 | 80.49 | 489.96 |
7.0 | 38.08 | 1020.27 | 77.67 | 482.38 |
26.3 | 77.95 | 1009.45 | 78.72 | 437.95 |
30.56 | 71.98 | 1004.74 | 58.77 | 429.2 |
21.09 | 46.63 | 1013.03 | 74.8 | 453.34 |
28.21 | 70.02 | 1010.58 | 51.34 | 442.47 |
15.84 | 49.69 | 1015.14 | 90.41 | 462.6 |
10.03 | 40.96 | 1024.57 | 91.1 | 478.79 |
20.37 | 52.05 | 1012.34 | 62.57 | 456.11 |
21.19 | 50.16 | 1005.81 | 84.27 | 450.33 |
33.73 | 69.88 | 1007.21 | 42.93 | 434.83 |
29.87 | 73.68 | 1015.1 | 40.96 | 433.43 |
19.62 | 62.96 | 1020.76 | 76.53 | 456.02 |
9.93 | 40.67 | 1018.08 | 69.74 | 485.23 |
9.43 | 37.14 | 1013.03 | 74.99 | 473.57 |
14.24 | 39.58 | 1011.17 | 70.45 | 469.94 |
12.97 | 49.83 | 1008.69 | 91.49 | 452.07 |
7.6 | 41.04 | 1021.82 | 88.97 | 475.32 |
8.39 | 36.24 | 1013.39 | 89.13 | 480.69 |
25.41 | 48.06 | 1013.12 | 46.52 | 444.01 |
18.43 | 56.03 | 1020.41 | 60.55 | 465.17 |
10.31 | 39.82 | 1012.87 | 88.71 | 480.61 |
11.29 | 41.5 | 1013.39 | 89.15 | 476.04 |
22.61 | 49.3 | 1003.51 | 83.02 | 441.76 |
29.34 | 71.98 | 1005.19 | 75.19 | 428.24 |
18.87 | 67.71 | 1004.0 | 87.35 | 444.77 |
13.21 | 45.87 | 1008.58 | 85.66 | 463.1 |
11.3 | 44.6 | 1018.19 | 91.66 | 470.5 |
29.23 | 72.99 | 1007.04 | 63.47 | 431.0 |
27.76 | 69.4 | 1004.27 | 72.25 | 430.68 |
29.26 | 67.17 | 1006.6 | 70.58 | 436.42 |
25.72 | 49.82 | 1016.19 | 60.1 | 452.33 |
23.43 | 63.94 | 1010.64 | 89.29 | 440.16 |
25.6 | 63.76 | 1010.18 | 67.43 | 435.75 |
22.3 | 44.57 | 1008.48 | 67.58 | 449.74 |
27.91 | 72.24 | 1010.74 | 70.8 | 430.73 |
30.35 | 77.17 | 1009.55 | 63.62 | 432.75 |
21.78 | 47.43 | 1007.88 | 66.68 | 446.79 |
7.19 | 41.39 | 1018.12 | 90.76 | 486.35 |
20.88 | 59.8 | 1015.66 | 75.34 | 453.18 |
24.19 | 50.23 | 1015.73 | 59.77 | 458.31 |
9.98 | 41.54 | 1019.7 | 80.79 | 480.26 |
23.47 | 51.3 | 1011.89 | 74.1 | 448.65 |
26.35 | 49.5 | 1012.67 | 41.34 | 458.41 |
29.89 | 64.69 | 1006.37 | 58.78 | 435.39 |
19.29 | 50.16 | 1010.49 | 97.78 | 450.21 |
17.48 | 43.14 | 1018.68 | 74.85 | 459.59 |
25.21 | 75.6 | 1017.19 | 69.84 | 445.84 |
23.3 | 48.78 | 1018.17 | 75.36 | 441.08 |
15.42 | 37.85 | 1009.89 | 85.8 | 467.33 |
21.44 | 63.09 | 1016.56 | 90.11 | 444.19 |
29.45 | 68.27 | 1007.96 | 61.63 | 432.96 |
29.69 | 47.93 | 1002.85 | 44.76 | 438.09 |
15.52 | 36.99 | 1006.86 | 89.7 | 467.9 |
11.47 | 43.67 | 1012.68 | 72.51 | 475.72 |
9.77 | 34.69 | 1027.72 | 74.98 | 477.51 |
22.6 | 69.84 | 1006.37 | 79.59 | 435.13 |
8.24 | 39.61 | 1017.99 | 78.42 | 477.9 |
17.01 | 44.2 | 1019.18 | 61.23 | 457.26 |
19.64 | 44.6 | 1015.88 | 47.56 | 467.53 |
10.61 | 41.58 | 1021.08 | 93.06 | 465.15 |
12.04 | 40.1 | 1014.42 | 89.65 | 474.28 |
29.19 | 65.71 | 1013.85 | 50.5 | 444.49 |
21.75 | 45.09 | 1014.15 | 44.84 | 452.84 |
23.66 | 77.54 | 1008.5 | 85.32 | 435.38 |
27.05 | 75.33 | 1003.88 | 82.94 | 433.57 |
29.63 | 69.71 | 1009.04 | 67.26 | 435.27 |
18.2 | 39.63 | 1005.35 | 79.05 | 468.49 |
32.22 | 70.8 | 1009.9 | 62.03 | 433.07 |
26.88 | 73.56 | 1004.85 | 94.36 | 430.63 |
29.05 | 65.74 | 1013.29 | 60.02 | 440.74 |
8.9 | 39.96 | 1026.31 | 95.46 | 474.49 |
18.93 | 48.6 | 1005.72 | 84.92 | 449.74 |
27.49 | 63.76 | 1010.09 | 62.8 | 436.73 |
23.1 | 70.79 | 1006.53 | 90.81 | 434.58 |
11.22 | 43.13 | 1017.24 | 80.9 | 473.93 |
31.97 | 79.74 | 1007.03 | 55.84 | 435.99 |
13.32 | 43.22 | 1009.45 | 75.3 | 466.83 |
31.68 | 68.24 | 1005.29 | 37.34 | 427.22 |
23.69 | 63.77 | 1013.39 | 79.5 | 444.07 |
13.83 | 41.49 | 1020.11 | 87.29 | 469.57 |
18.32 | 66.51 | 1015.18 | 81.5 | 459.89 |
11.05 | 40.71 | 1024.91 | 76.42 | 479.59 |
22.03 | 64.69 | 1007.21 | 75.75 | 440.92 |
10.23 | 41.46 | 1020.45 | 84.95 | 480.87 |
23.92 | 66.54 | 1009.93 | 62.37 | 441.9 |
29.38 | 69.68 | 1011.35 | 49.25 | 430.2 |
17.35 | 42.86 | 1014.62 | 74.16 | 465.16 |
9.81 | 44.45 | 1021.19 | 90.55 | 471.32 |
4.97 | 40.64 | 1020.91 | 94.28 | 485.43 |
5.15 | 40.07 | 1012.27 | 63.31 | 495.35 |
21.54 | 58.49 | 1010.85 | 78.9 | 449.12 |
7.94 | 42.02 | 1006.22 | 90.97 | 480.53 |
18.77 | 50.66 | 1014.89 | 87.34 | 457.07 |
21.69 | 69.94 | 1010.7 | 80.8 | 443.67 |
10.07 | 44.68 | 1023.44 | 90.95 | 477.52 |
13.83 | 39.64 | 1012.52 | 69.97 | 472.95 |
10.45 | 39.69 | 1003.92 | 89.45 | 472.54 |
11.56 | 40.71 | 1015.85 | 76.08 | 469.17 |
23.64 | 70.04 | 1011.09 | 83.35 | 435.21 |
10.48 | 40.22 | 1004.81 | 92.16 | 477.78 |
13.09 | 39.85 | 1012.86 | 58.42 | 475.89 |
10.67 | 40.23 | 1017.75 | 85.06 | 483.9 |
12.57 | 39.16 | 1016.53 | 88.91 | 476.2 |
14.45 | 43.34 | 1015.47 | 83.33 | 462.16 |
14.22 | 37.85 | 1011.24 | 88.49 | 471.05 |
6.97 | 41.26 | 1010.6 | 96.88 | 484.71 |
20.61 | 63.86 | 1015.43 | 73.86 | 446.34 |
14.67 | 42.28 | 1007.21 | 65.17 | 469.02 |
29.06 | 72.86 | 1004.23 | 69.41 | 432.12 |
14.38 | 40.1 | 1015.51 | 81.23 | 467.28 |
32.51 | 69.98 | 1013.29 | 54.07 | 429.66 |
11.79 | 45.09 | 1013.16 | 89.17 | 469.49 |
8.65 | 40.56 | 1023.23 | 78.85 | 485.87 |
9.75 | 40.81 | 1026.0 | 84.44 | 481.95 |
9.11 | 40.02 | 1031.1 | 83.02 | 479.03 |
23.39 | 69.13 | 1010.99 | 90.66 | 434.5 |
14.3 | 54.3 | 1015.16 | 75.29 | 464.9 |
17.49 | 63.94 | 1020.02 | 82.6 | 452.71 |
31.1 | 69.51 | 1010.84 | 45.4 | 429.74 |
19.77 | 56.65 | 1020.67 | 66.33 | 457.09 |
28.61 | 72.29 | 1011.61 | 45.33 | 446.77 |
13.52 | 41.48 | 1014.46 | 67.12 | 460.76 |
13.52 | 40.83 | 1008.31 | 84.14 | 471.95 |
17.57 | 46.21 | 1014.09 | 80.81 | 453.29 |
28.18 | 60.07 | 1016.34 | 49.13 | 441.61 |
14.29 | 46.18 | 1017.01 | 87.29 | 464.73 |
18.12 | 43.69 | 1016.91 | 52.95 | 464.68 |
31.27 | 73.91 | 1003.72 | 68.92 | 430.59 |
26.24 | 77.95 | 1014.19 | 85.21 | 438.01 |
7.44 | 41.04 | 1021.84 | 88.56 | 479.08 |
29.78 | 74.78 | 1009.28 | 55.09 | 436.39 |
23.37 | 65.46 | 1016.25 | 48.64 | 447.07 |
10.62 | 39.58 | 1011.9 | 87.85 | 479.91 |
5.84 | 43.02 | 1013.88 | 87.42 | 489.05 |
14.51 | 53.82 | 1016.46 | 62.75 | 463.17 |
11.31 | 42.02 | 1001.18 | 94.86 | 471.26 |
11.25 | 40.67 | 1011.64 | 63.54 | 480.49 |
9.18 | 39.42 | 1025.41 | 69.46 | 473.78 |
19.82 | 58.16 | 1016.76 | 74.66 | 455.5 |
24.77 | 58.41 | 1013.78 | 80.57 | 446.27 |
9.66 | 41.06 | 1021.21 | 84.7 | 482.2 |
21.96 | 59.8 | 1016.72 | 72.6 | 452.48 |
18.59 | 43.14 | 1011.92 | 52.63 | 464.48 |
24.75 | 69.89 | 1015.29 | 82.01 | 438.1 |
24.37 | 63.47 | 1012.77 | 75.22 | 445.6 |
29.6 | 67.79 | 1010.37 | 51.05 | 442.43 |
25.32 | 61.25 | 1011.56 | 80.1 | 436.67 |
16.15 | 41.85 | 1016.54 | 81.58 | 466.56 |
15.74 | 71.14 | 1019.65 | 65.94 | 457.29 |
5.97 | 36.25 | 1029.65 | 86.74 | 487.03 |
15.84 | 52.72 | 1026.45 | 62.57 | 464.93 |
14.84 | 44.63 | 1019.28 | 57.37 | 466.0 |
12.25 | 48.79 | 1017.44 | 88.91 | 469.52 |
27.38 | 70.04 | 1011.18 | 72.26 | 428.88 |
8.76 | 41.48 | 1018.49 | 74.98 | 474.3 |
15.54 | 39.31 | 1009.69 | 71.19 | 461.06 |
18.71 | 39.39 | 1014.09 | 62.82 | 465.57 |
13.06 | 41.78 | 1012.3 | 55.31 | 467.67 |
12.72 | 40.71 | 1016.02 | 71.57 | 466.99 |
19.83 | 39.39 | 1013.73 | 59.16 | 463.72 |
27.23 | 49.16 | 1004.03 | 40.8 | 443.78 |
24.27 | 68.28 | 1005.43 | 67.63 | 445.23 |
11.8 | 40.66 | 1017.13 | 97.2 | 464.43 |
6.76 | 36.25 | 1028.31 | 91.16 | 484.36 |
25.99 | 63.07 | 1012.5 | 64.81 | 442.16 |
16.3 | 39.63 | 1004.64 | 85.61 | 464.11 |
16.5 | 49.39 | 1018.35 | 93.42 | 462.48 |
10.59 | 42.49 | 1009.59 | 77.36 | 477.49 |
26.05 | 65.59 | 1012.78 | 67.03 | 437.04 |
19.5 | 40.79 | 1003.8 | 89.45 | 457.09 |
22.21 | 45.01 | 1012.22 | 54.84 | 450.6 |
17.86 | 45.0 | 1023.25 | 53.48 | 465.78 |
29.96 | 70.04 | 1010.15 | 54.47 | 427.1 |
19.08 | 44.63 | 1020.14 | 43.36 | 459.81 |
23.59 | 47.43 | 1006.64 | 48.92 | 447.36 |
3.38 | 39.64 | 1011.0 | 81.22 | 488.92 |
26.39 | 66.49 | 1012.96 | 60.35 | 433.36 |
8.99 | 39.04 | 1021.99 | 75.98 | 483.35 |
10.91 | 41.04 | 1026.57 | 74.24 | 469.53 |
13.08 | 39.82 | 1012.27 | 85.21 | 476.96 |
23.95 | 58.46 | 1017.5 | 68.46 | 440.75 |
15.64 | 43.71 | 1024.51 | 78.31 | 462.55 |
18.78 | 54.2 | 1012.05 | 89.25 | 448.04 |
20.65 | 50.59 | 1016.22 | 68.57 | 455.24 |
4.96 | 40.07 | 1011.8 | 67.38 | 494.75 |
23.51 | 57.32 | 1012.55 | 53.6 | 444.58 |
5.99 | 35.79 | 1011.56 | 91.69 | 484.82 |
23.65 | 66.05 | 1019.6 | 78.21 | 442.9 |
5.17 | 39.33 | 1009.68 | 94.19 | 485.46 |
26.38 | 49.5 | 1012.82 | 37.19 | 457.81 |
6.02 | 43.65 | 1013.85 | 83.53 | 481.92 |
23.2 | 61.02 | 1009.63 | 79.45 | 443.23 |
8.57 | 39.69 | 1000.91 | 99.9 | 474.29 |
30.72 | 71.58 | 1009.98 | 50.39 | 430.46 |
21.52 | 50.66 | 1013.56 | 74.33 | 455.71 |
22.93 | 62.26 | 1011.25 | 83.66 | 438.34 |
5.71 | 41.31 | 1003.24 | 89.48 | 485.83 |
18.62 | 44.06 | 1017.76 | 64.59 | 452.82 |
27.88 | 68.94 | 1007.68 | 75.68 | 435.04 |
22.32 | 59.8 | 1016.82 | 64.18 | 451.21 |
14.55 | 42.74 | 1028.41 | 70.09 | 465.81 |
17.83 | 44.92 | 1025.04 | 70.58 | 458.42 |
9.68 | 39.96 | 1026.09 | 99.28 | 470.22 |
19.41 | 49.39 | 1020.84 | 81.89 | 449.24 |
13.22 | 44.92 | 1023.84 | 87.99 | 471.43 |
12.24 | 44.92 | 1023.74 | 88.21 | 473.26 |
19.21 | 58.49 | 1011.7 | 91.29 | 452.82 |
29.74 | 70.32 | 1008.1 | 52.72 | 432.69 |
23.28 | 60.84 | 1017.91 | 67.5 | 444.13 |
8.02 | 41.92 | 1029.8 | 92.05 | 467.21 |
22.47 | 48.6 | 1002.33 | 63.23 | 445.98 |
27.51 | 73.77 | 1002.42 | 90.88 | 436.91 |
17.51 | 44.9 | 1009.05 | 74.91 | 455.01 |
23.22 | 66.56 | 1002.47 | 85.39 | 437.11 |
11.73 | 40.64 | 1020.68 | 96.98 | 477.06 |
21.19 | 67.71 | 1006.65 | 56.28 | 441.71 |
5.48 | 40.07 | 1019.63 | 65.62 | 495.76 |
24.26 | 66.44 | 1011.33 | 55.32 | 445.63 |
12.32 | 41.62 | 1012.88 | 88.88 | 464.72 |
31.26 | 68.94 | 1005.94 | 39.49 | 438.03 |
32.09 | 72.86 | 1003.47 | 54.59 | 434.78 |
24.98 | 60.32 | 1015.63 | 57.19 | 444.67 |
27.48 | 61.41 | 1012.2 | 45.06 | 452.24 |
21.04 | 45.09 | 1014.19 | 40.62 | 450.92 |
27.75 | 70.4 | 1006.65 | 90.21 | 436.53 |
22.79 | 71.77 | 1005.75 | 90.91 | 435.53 |
24.22 | 68.51 | 1013.23 | 74.96 | 440.01 |
27.06 | 64.45 | 1008.72 | 54.21 | 443.1 |
29.25 | 71.94 | 1007.18 | 63.62 | 427.49 |
26.86 | 68.08 | 1012.99 | 50.04 | 436.25 |
29.64 | 67.79 | 1009.99 | 51.23 | 440.74 |
19.92 | 63.31 | 1015.02 | 82.71 | 443.54 |
18.5 | 51.43 | 1010.82 | 92.04 | 459.42 |
23.71 | 60.23 | 1009.76 | 90.67 | 439.66 |
14.39 | 44.84 | 1023.55 | 91.14 | 464.15 |
19.3 | 56.65 | 1020.55 | 70.43 | 459.1 |
24.65 | 52.36 | 1014.76 | 66.63 | 455.68 |
13.5 | 45.51 | 1015.33 | 86.95 | 469.08 |
9.82 | 41.26 | 1007.71 | 96.69 | 478.02 |
18.4 | 44.06 | 1017.36 | 70.88 | 456.8 |
28.12 | 44.89 | 1009.18 | 47.14 | 441.13 |
17.15 | 43.69 | 1017.05 | 63.36 | 463.88 |
30.69 | 73.67 | 1006.14 | 60.58 | 430.45 |
28.82 | 65.71 | 1014.24 | 54.3 | 449.18 |
21.3 | 48.92 | 1010.92 | 65.09 | 447.89 |
30.58 | 70.04 | 1010.4 | 48.16 | 431.59 |
21.17 | 52.3 | 1009.36 | 81.51 | 447.5 |
9.87 | 41.82 | 1033.04 | 68.57 | 475.58 |
22.18 | 59.8 | 1016.77 | 73.16 | 453.24 |
24.39 | 63.21 | 1012.59 | 80.88 | 446.4 |
10.73 | 44.92 | 1025.1 | 85.4 | 476.81 |
9.38 | 40.46 | 1019.29 | 75.77 | 474.1 |
20.27 | 57.76 | 1016.66 | 75.76 | 450.71 |
24.82 | 66.48 | 1006.4 | 70.21 | 433.62 |
16.55 | 41.66 | 1011.45 | 55.53 | 465.14 |
20.73 | 59.87 | 1019.08 | 80.48 | 445.18 |
9.51 | 39.22 | 1015.3 | 72.41 | 474.12 |
8.63 | 43.79 | 1016.08 | 83.25 | 483.91 |
6.48 | 40.27 | 1010.55 | 82.12 | 486.68 |
14.95 | 43.52 | 1022.43 | 94.75 | 464.98 |
5.76 | 45.87 | 1010.83 | 95.79 | 481.4 |
10.94 | 39.04 | 1021.81 | 86.02 | 479.2 |
15.87 | 41.16 | 1005.85 | 78.29 | 463.86 |
12.42 | 38.25 | 1012.76 | 82.23 | 472.3 |
29.12 | 58.84 | 1001.31 | 52.86 | 446.51 |
29.12 | 51.43 | 1005.93 | 60.66 | 437.71 |
19.08 | 41.1 | 1001.96 | 62.77 | 458.94 |
31.06 | 67.17 | 1007.62 | 65.54 | 437.91 |
5.72 | 39.33 | 1009.96 | 95.4 | 490.76 |
26.52 | 65.06 | 1013.4 | 51.78 | 439.66 |
13.84 | 44.9 | 1007.58 | 63.62 | 463.27 |
13.03 | 39.52 | 1016.68 | 83.09 | 473.99 |
25.94 | 66.49 | 1012.83 | 61.81 | 433.38 |
16.64 | 53.82 | 1015.13 | 68.24 | 459.01 |
14.13 | 40.75 | 1016.05 | 72.41 | 471.44 |
13.65 | 39.28 | 1012.97 | 79.64 | 471.91 |
14.5 | 44.47 | 1028.2 | 66.95 | 465.15 |
19.8 | 51.19 | 1008.25 | 91.98 | 446.66 |
25.2 | 63.76 | 1009.78 | 64.96 | 438.15 |
20.66 | 51.19 | 1008.81 | 88.93 | 447.14 |
12.07 | 43.71 | 1025.53 | 85.62 | 472.32 |
25.64 | 70.72 | 1010.16 | 84.0 | 441.68 |
23.33 | 72.99 | 1009.33 | 89.41 | 440.04 |
29.41 | 64.05 | 1009.82 | 67.4 | 444.82 |
16.6 | 53.16 | 1014.5 | 76.75 | 457.26 |
27.53 | 72.58 | 1009.13 | 89.06 | 428.83 |
20.62 | 43.43 | 1009.93 | 64.02 | 449.07 |
26.02 | 71.94 | 1009.38 | 64.12 | 435.21 |
12.75 | 44.2 | 1017.59 | 81.22 | 471.03 |
12.87 | 48.04 | 1012.47 | 100.13 | 465.56 |
25.77 | 62.96 | 1019.86 | 58.07 | 442.83 |
14.84 | 41.48 | 1017.26 | 63.42 | 460.3 |
7.41 | 40.71 | 1023.07 | 83.32 | 474.25 |
8.87 | 41.82 | 1033.3 | 74.28 | 477.97 |
9.69 | 40.46 | 1019.1 | 71.91 | 472.16 |
16.17 | 46.97 | 1014.22 | 85.8 | 456.08 |
26.24 | 49.82 | 1014.9 | 55.58 | 452.41 |
13.78 | 43.22 | 1011.31 | 69.7 | 463.71 |
26.3 | 67.07 | 1006.26 | 63.79 | 433.72 |
17.37 | 57.76 | 1016.0 | 86.59 | 456.4 |
23.6 | 48.98 | 1015.41 | 48.28 | 448.43 |
8.3 | 36.08 | 1020.63 | 80.42 | 481.6 |
18.86 | 42.18 | 1001.16 | 98.58 | 457.07 |
22.12 | 49.39 | 1019.8 | 72.83 | 451.0 |
28.41 | 75.6 | 1018.48 | 56.07 | 440.28 |
29.42 | 71.32 | 1002.26 | 67.13 | 437.47 |
18.61 | 67.71 | 1004.07 | 84.49 | 443.57 |
27.57 | 69.84 | 1004.91 | 68.37 | 426.6 |
12.83 | 41.5 | 1013.12 | 86.07 | 470.87 |
9.64 | 39.85 | 1012.9 | 83.82 | 478.37 |
19.13 | 58.66 | 1013.32 | 74.86 | 453.92 |
15.92 | 40.56 | 1020.79 | 53.52 | 470.22 |
24.64 | 72.24 | 1011.37 | 80.61 | 434.54 |
27.62 | 63.9 | 1013.11 | 43.56 | 442.89 |
8.9 | 36.24 | 1013.29 | 89.35 | 479.03 |
9.55 | 43.99 | 1020.5 | 97.28 | 476.06 |
10.57 | 36.71 | 1022.62 | 80.49 | 473.88 |
19.8 | 57.25 | 1010.84 | 88.9 | 451.75 |
25.63 | 56.85 | 1012.68 | 49.7 | 439.2 |
24.7 | 58.46 | 1015.58 | 68.64 | 439.7 |
15.26 | 46.18 | 1013.68 | 98.58 | 463.6 |
20.06 | 52.84 | 1004.21 | 82.12 | 447.47 |
19.84 | 56.89 | 1013.23 | 78.32 | 447.92 |
11.49 | 44.63 | 1020.44 | 86.04 | 471.08 |
23.74 | 72.43 | 1007.99 | 91.36 | 437.55 |
22.62 | 51.3 | 1012.36 | 81.02 | 448.27 |
29.53 | 72.39 | 998.47 | 76.05 | 431.69 |
21.32 | 48.14 | 1016.57 | 71.81 | 449.09 |
20.3 | 58.46 | 1015.93 | 82.13 | 448.79 |
16.97 | 44.92 | 1025.21 | 74.27 | 460.21 |
12.07 | 41.17 | 1013.54 | 71.32 | 479.28 |
7.46 | 41.82 | 1032.67 | 74.59 | 483.11 |
19.2 | 54.2 | 1011.46 | 84.44 | 450.75 |
28.64 | 66.54 | 1010.43 | 43.39 | 437.97 |
13.56 | 41.48 | 1008.53 | 87.2 | 459.76 |
17.4 | 44.9 | 1020.5 | 77.11 | 457.75 |
14.08 | 40.1 | 1015.48 | 82.81 | 469.33 |
27.11 | 69.75 | 1009.74 | 85.67 | 433.28 |
20.92 | 70.02 | 1010.23 | 95.58 | 444.64 |
16.18 | 44.9 | 1021.3 | 74.46 | 463.1 |
15.57 | 44.68 | 1022.01 | 90.02 | 460.91 |
10.37 | 39.04 | 1023.95 | 81.93 | 479.35 |
19.6 | 59.21 | 1017.65 | 86.29 | 449.23 |
9.22 | 40.92 | 1021.83 | 85.43 | 474.51 |
27.76 | 72.99 | 1007.81 | 71.66 | 435.02 |
28.68 | 70.72 | 1009.43 | 71.33 | 435.45 |
20.95 | 48.14 | 1013.3 | 67.72 | 452.38 |
9.06 | 39.3 | 1019.73 | 84.23 | 480.41 |
9.21 | 39.72 | 1019.54 | 74.44 | 478.96 |
13.65 | 42.74 | 1026.58 | 71.48 | 468.87 |
31.79 | 76.2 | 1007.89 | 56.3 | 434.01 |
14.32 | 44.6 | 1013.85 | 68.13 | 466.36 |
26.28 | 75.23 | 1011.44 | 68.35 | 435.28 |
7.69 | 43.02 | 1014.51 | 85.23 | 486.46 |
14.44 | 40.1 | 1015.51 | 79.78 | 468.19 |
9.19 | 41.01 | 1022.14 | 98.98 | 468.37 |
13.35 | 41.39 | 1019.17 | 72.87 | 474.19 |
23.04 | 74.22 | 1009.52 | 90.93 | 440.32 |
4.83 | 38.44 | 1015.35 | 72.94 | 485.32 |
17.29 | 42.86 | 1014.38 | 72.3 | 464.27 |
8.73 | 36.18 | 1013.66 | 77.74 | 479.25 |
26.21 | 70.32 | 1007.0 | 78.29 | 430.4 |
23.72 | 58.62 | 1016.65 | 69.1 | 447.49 |
29.27 | 64.69 | 1006.85 | 55.79 | 438.23 |
10.4 | 40.43 | 1025.46 | 75.09 | 492.09 |
12.19 | 40.75 | 1015.13 | 88.98 | 475.36 |
20.4 | 54.9 | 1016.68 | 64.26 | 452.56 |
34.3 | 74.67 | 1015.98 | 25.89 | 427.84 |
27.56 | 68.08 | 1010.8 | 59.18 | 433.95 |
30.9 | 70.8 | 1008.48 | 67.48 | 435.27 |
14.85 | 58.59 | 1014.04 | 89.85 | 454.62 |
16.42 | 40.56 | 1020.36 | 50.62 | 472.17 |
16.45 | 63.31 | 1015.96 | 83.97 | 452.42 |
10.14 | 42.02 | 1003.19 | 96.51 | 472.17 |
9.53 | 41.44 | 1018.01 | 80.09 | 481.83 |
17.01 | 49.15 | 1021.83 | 84.02 | 458.78 |
23.94 | 62.08 | 1022.47 | 61.97 | 447.5 |
15.95 | 49.25 | 1019.04 | 88.51 | 463.4 |
11.15 | 41.26 | 1022.67 | 81.83 | 473.57 |
25.56 | 70.32 | 1009.07 | 90.63 | 433.72 |
27.16 | 66.44 | 1011.2 | 73.37 | 431.85 |
26.71 | 77.95 | 1012.13 | 77.5 | 433.47 |
29.56 | 74.22 | 1007.45 | 57.46 | 432.84 |
31.19 | 70.94 | 1007.29 | 51.91 | 436.6 |
6.86 | 41.17 | 1020.12 | 79.14 | 490.23 |
12.36 | 41.74 | 1020.58 | 69.24 | 477.16 |
32.82 | 68.31 | 1010.44 | 41.85 | 441.06 |
25.3 | 70.98 | 1007.22 | 95.1 | 440.86 |
8.71 | 41.82 | 1033.08 | 74.53 | 477.94 |
13.34 | 40.8 | 1026.56 | 64.85 | 474.47 |
14.2 | 43.02 | 1012.18 | 57.07 | 470.67 |
23.74 | 65.34 | 1013.7 | 62.9 | 447.31 |
16.9 | 44.88 | 1018.14 | 72.21 | 466.8 |
28.54 | 71.94 | 1007.4 | 65.99 | 430.91 |
30.15 | 69.88 | 1007.2 | 73.67 | 434.75 |
14.33 | 42.86 | 1010.82 | 88.59 | 469.52 |
25.57 | 59.43 | 1008.88 | 61.19 | 438.9 |
30.55 | 70.04 | 1010.51 | 49.37 | 429.56 |
28.04 | 74.33 | 1013.53 | 48.65 | 432.92 |
26.39 | 49.16 | 1005.68 | 56.18 | 442.87 |
15.3 | 41.76 | 1022.57 | 71.56 | 466.59 |
6.03 | 41.14 | 1028.04 | 87.46 | 479.61 |
13.49 | 44.63 | 1019.12 | 70.02 | 471.08 |
27.67 | 59.14 | 1016.51 | 61.2 | 433.37 |
24.19 | 65.48 | 1018.8 | 60.54 | 443.92 |
24.44 | 59.14 | 1016.74 | 71.82 | 443.5 |
29.86 | 64.79 | 1017.37 | 44.8 | 439.89 |
30.2 | 69.59 | 1008.9 | 67.32 | 434.66 |
7.99 | 41.38 | 1021.95 | 78.77 | 487.57 |
9.93 | 41.62 | 1013.76 | 96.02 | 464.64 |
11.03 | 42.32 | 1017.26 | 90.56 | 470.92 |
22.34 | 63.73 | 1014.37 | 83.19 | 444.39 |
25.33 | 48.6 | 1002.54 | 68.45 | 442.48 |
18.87 | 52.08 | 1005.25 | 99.19 | 449.61 |
25.97 | 69.34 | 1009.43 | 88.11 | 435.02 |
16.58 | 43.99 | 1021.81 | 79.29 | 458.67 |
14.35 | 46.18 | 1016.63 | 87.76 | 461.74 |
25.06 | 62.39 | 1008.09 | 82.56 | 438.31 |
13.85 | 48.92 | 1011.68 | 79.24 | 462.38 |
16.09 | 44.2 | 1019.39 | 67.24 | 460.56 |
26.34 | 59.21 | 1013.37 | 58.98 | 439.22 |
23.01 | 58.79 | 1009.71 | 84.22 | 444.64 |
26.39 | 71.25 | 999.8 | 89.12 | 430.34 |
31.32 | 71.29 | 1008.37 | 50.07 | 430.46 |
16.64 | 45.87 | 1009.02 | 98.86 | 456.79 |
13.42 | 41.23 | 994.17 | 95.79 | 468.82 |
20.06 | 44.9 | 1008.79 | 70.06 | 448.51 |
14.8 | 44.71 | 1014.67 | 41.71 | 470.77 |
12.59 | 41.14 | 1025.79 | 86.55 | 465.74 |
26.7 | 66.56 | 1005.31 | 71.97 | 430.21 |
19.78 | 50.32 | 1008.62 | 96.4 | 449.23 |
15.17 | 49.15 | 1021.91 | 91.73 | 461.89 |
21.71 | 61.45 | 1010.97 | 91.62 | 445.72 |
19.09 | 39.39 | 1013.36 | 59.14 | 466.13 |
19.76 | 51.19 | 1008.38 | 92.56 | 448.71 |
14.68 | 41.23 | 998.43 | 83.71 | 469.25 |
21.3 | 66.86 | 1013.04 | 55.43 | 450.56 |
16.73 | 39.64 | 1008.94 | 74.91 | 464.46 |
12.26 | 41.5 | 1014.87 | 89.41 | 471.13 |
14.77 | 48.06 | 1010.92 | 69.81 | 461.52 |
18.26 | 59.15 | 1012.04 | 86.01 | 451.09 |
27.1 | 79.74 | 1005.43 | 86.05 | 431.51 |
14.72 | 40.83 | 1009.65 | 80.98 | 469.8 |
26.3 | 51.43 | 1012.05 | 63.62 | 442.28 |
16.48 | 48.92 | 1011.84 | 64.16 | 458.67 |
17.99 | 43.79 | 1016.13 | 75.63 | 462.4 |
20.34 | 59.8 | 1015.18 | 80.21 | 453.54 |
25.53 | 62.96 | 1019.81 | 59.7 | 444.38 |
31.59 | 58.9 | 1003.39 | 47.6 | 440.52 |
30.8 | 69.14 | 1007.68 | 63.78 | 433.62 |
10.75 | 45.0 | 1023.68 | 89.37 | 481.96 |
19.3 | 44.9 | 1008.89 | 70.55 | 452.75 |
4.71 | 39.42 | 1026.4 | 84.42 | 481.28 |
23.1 | 66.05 | 1020.28 | 80.62 | 439.03 |
32.63 | 73.88 | 1005.64 | 52.56 | 435.75 |
26.63 | 74.16 | 1009.72 | 83.26 | 436.03 |
24.35 | 58.49 | 1011.03 | 70.64 | 445.6 |
15.11 | 56.03 | 1020.27 | 89.95 | 462.65 |
29.1 | 50.05 | 1005.87 | 51.53 | 438.66 |
21.24 | 50.32 | 1008.54 | 84.83 | 447.32 |
6.16 | 39.48 | 1004.85 | 59.68 | 484.55 |
7.36 | 41.01 | 1024.9 | 97.88 | 476.8 |
10.44 | 39.04 | 1023.99 | 85.03 | 480.34 |
26.76 | 48.41 | 1010.53 | 47.38 | 440.63 |
16.79 | 44.6 | 1014.27 | 48.08 | 459.48 |
10.76 | 40.43 | 1025.98 | 79.65 | 490.78 |
6.07 | 38.91 | 1019.25 | 83.39 | 483.56 |
27.33 | 73.18 | 1012.26 | 82.18 | 429.38 |
27.15 | 59.21 | 1013.49 | 51.71 | 440.27 |
22.35 | 51.43 | 1011.34 | 77.33 | 445.34 |
21.82 | 65.27 | 1013.86 | 72.81 | 447.43 |
21.11 | 69.94 | 1004.37 | 84.26 | 439.91 |
19.95 | 50.59 | 1016.11 | 73.23 | 459.27 |
7.45 | 39.61 | 1017.88 | 79.73 | 478.89 |
15.36 | 41.66 | 1012.41 | 62.32 | 466.7 |
15.65 | 43.5 | 1021.39 | 78.58 | 463.5 |
25.31 | 74.33 | 1015.04 | 79.88 | 436.21 |
25.88 | 63.47 | 1011.95 | 65.87 | 443.94 |
24.6 | 63.94 | 1012.87 | 80.28 | 439.63 |
22.58 | 41.54 | 1013.21 | 71.33 | 460.95 |
19.69 | 59.14 | 1015.99 | 70.33 | 448.69 |
25.85 | 75.08 | 1006.24 | 57.73 | 444.63 |
10.06 | 37.83 | 1005.49 | 99.46 | 473.51 |
18.59 | 39.54 | 1008.56 | 68.61 | 462.56 |
18.27 | 50.16 | 1011.07 | 95.91 | 451.76 |
8.85 | 40.43 | 1025.68 | 80.42 | 491.81 |
30.04 | 68.08 | 1011.04 | 51.01 | 429.52 |
26.06 | 49.02 | 1007.59 | 74.08 | 437.9 |
14.8 | 38.73 | 1003.18 | 80.73 | 467.54 |
23.93 | 64.45 | 1015.35 | 54.71 | 449.97 |
23.72 | 66.48 | 1003.61 | 73.75 | 436.62 |
11.44 | 40.55 | 1023.37 | 88.43 | 477.68 |
20.28 | 63.86 | 1016.04 | 74.66 | 447.26 |
27.9 | 63.13 | 1011.8 | 70.04 | 439.76 |
24.74 | 59.39 | 1015.23 | 74.64 | 437.49 |
14.8 | 58.2 | 1018.29 | 85.11 | 455.14 |
8.22 | 41.03 | 1021.76 | 82.97 | 485.5 |
27.56 | 66.93 | 1016.81 | 55.59 | 444.1 |
32.07 | 70.94 | 1006.91 | 49.9 | 432.33 |
9.53 | 44.03 | 1008.87 | 89.99 | 471.23 |
13.61 | 42.34 | 1017.93 | 91.61 | 463.89 |
22.2 | 51.19 | 1009.2 | 82.95 | 445.54 |
21.36 | 59.54 | 1007.99 | 92.62 | 446.09 |
23.25 | 63.86 | 1017.82 | 59.64 | 445.12 |
23.5 | 59.21 | 1018.29 | 63.0 | 443.31 |
8.46 | 39.66 | 1015.14 | 85.38 | 484.16 |
8.19 | 40.69 | 1019.86 | 85.23 | 477.76 |
30.67 | 71.29 | 1008.36 | 52.08 | 430.28 |
32.48 | 62.04 | 1010.39 | 38.05 | 446.48 |
8.99 | 36.66 | 1028.11 | 71.98 | 481.03 |
13.77 | 47.83 | 1007.41 | 90.66 | 466.07 |
19.05 | 67.32 | 1013.2 | 83.14 | 447.47 |
21.19 | 55.5 | 1019.83 | 65.22 | 455.93 |
10.12 | 40.0 | 1021.15 | 91.67 | 479.62 |
24.93 | 47.01 | 1014.28 | 66.04 | 455.06 |
8.47 | 40.46 | 1019.87 | 78.19 | 475.06 |
24.52 | 56.85 | 1012.59 | 54.47 | 438.89 |
28.55 | 69.84 | 1003.38 | 67.26 | 432.7 |
20.58 | 50.9 | 1011.89 | 72.56 | 452.6 |
18.31 | 46.21 | 1010.46 | 82.15 | 451.75 |
27.18 | 71.06 | 1008.16 | 86.32 | 430.66 |
4.43 | 38.91 | 1019.04 | 88.17 | 491.9 |
26.02 | 74.78 | 1010.04 | 72.78 | 439.82 |
15.75 | 39.0 | 1015.91 | 69.58 | 460.73 |
22.99 | 60.95 | 1015.14 | 69.86 | 449.7 |
25.52 | 59.15 | 1013.88 | 65.37 | 439.42 |
27.04 | 65.06 | 1013.33 | 52.37 | 439.84 |
6.42 | 35.57 | 1025.58 | 79.63 | 485.86 |
17.04 | 40.12 | 1011.81 | 83.14 | 458.1 |
10.79 | 39.82 | 1012.89 | 88.25 | 479.92 |
20.41 | 56.03 | 1019.94 | 55.85 | 458.29 |
7.36 | 40.07 | 1017.29 | 52.55 | 489.45 |
28.08 | 73.42 | 1012.17 | 62.74 | 434.0 |
24.74 | 69.13 | 1010.69 | 90.08 | 431.24 |
28.32 | 47.93 | 1003.26 | 54.5 | 439.5 |
16.71 | 40.56 | 1019.48 | 49.88 | 467.46 |
30.7 | 71.58 | 1010.0 | 48.96 | 429.27 |
18.42 | 58.95 | 1016.95 | 86.77 | 452.1 |
10.62 | 42.02 | 999.83 | 96.66 | 472.41 |
22.18 | 69.05 | 1002.75 | 70.84 | 442.14 |
22.38 | 49.3 | 1003.56 | 83.83 | 441.0 |
13.94 | 41.58 | 1020.76 | 68.22 | 463.07 |
21.24 | 60.84 | 1017.99 | 82.22 | 445.71 |
6.76 | 39.81 | 1017.11 | 87.9 | 483.16 |
26.73 | 68.84 | 1010.75 | 66.83 | 440.45 |
7.24 | 38.06 | 1020.6 | 85.36 | 481.83 |
10.84 | 40.62 | 1015.53 | 60.9 | 467.6 |
19.32 | 52.84 | 1004.29 | 83.51 | 450.88 |
29.0 | 69.13 | 1001.22 | 52.96 | 425.5 |
23.38 | 54.42 | 1013.95 | 73.02 | 451.87 |
31.17 | 69.51 | 1010.51 | 43.11 | 428.94 |
26.17 | 48.6 | 1002.59 | 61.41 | 439.86 |
30.9 | 73.42 | 1011.21 | 65.32 | 433.44 |
24.92 | 73.68 | 1015.12 | 93.68 | 438.23 |
32.77 | 71.32 | 1007.68 | 42.39 | 436.95 |
14.37 | 40.56 | 1021.67 | 68.18 | 470.19 |
8.36 | 40.22 | 1011.6 | 89.18 | 484.66 |
31.45 | 68.27 | 1007.56 | 64.79 | 430.81 |
31.6 | 73.17 | 1010.05 | 43.48 | 433.37 |
17.9 | 48.98 | 1014.17 | 80.4 | 453.02 |
20.35 | 50.9 | 1012.6 | 72.43 | 453.5 |
16.21 | 41.23 | 995.88 | 80.0 | 463.09 |
19.36 | 44.6 | 1016.25 | 45.65 | 464.56 |
21.04 | 65.46 | 1017.22 | 63.02 | 452.12 |
14.05 | 40.69 | 1015.66 | 74.39 | 470.9 |
23.48 | 64.15 | 1021.08 | 57.77 | 450.89 |
21.91 | 63.76 | 1009.85 | 76.8 | 445.04 |
24.42 | 63.07 | 1011.49 | 67.39 | 444.72 |
14.26 | 40.92 | 1022.07 | 73.96 | 460.38 |
21.38 | 58.33 | 1013.05 | 72.75 | 446.8 |
15.71 | 44.06 | 1018.34 | 71.69 | 465.05 |
5.78 | 40.62 | 1016.55 | 84.98 | 484.13 |
6.77 | 39.81 | 1017.01 | 87.68 | 488.27 |
23.84 | 49.21 | 1013.85 | 50.36 | 447.09 |
21.17 | 58.16 | 1017.16 | 68.11 | 452.02 |
19.94 | 58.96 | 1014.16 | 66.27 | 455.55 |
8.73 | 41.92 | 1029.41 | 89.72 | 480.99 |
16.39 | 41.67 | 1012.96 | 61.07 | 467.68 |
col_name | data_type | comment |
---|---|---|
AT | double | null |
V | double | null |
AP | double | null |
RH | double | null |
PE | double | null |
summary | AT | V | AP | RH | PE |
---|---|---|---|---|---|
count | 9568 | 9568 | 9568 | 9568 | 9568 |
mean | 19.65123118729102 | 54.30580372073601 | 1013.2590781772603 | 73.30897784280926 | 454.3650094063554 |
stddev | 7.4524732296110825 | 12.707892998326784 | 5.938783705811581 | 14.600268756728964 | 17.066994999803402 |
min | 1.81 | 25.36 | 992.89 | 25.56 | 420.26 |
max | 37.11 | 81.56 | 1033.3 | 100.16 | 495.76 |
Temperature | Power |
---|---|
14.96 | 463.26 |
25.18 | 444.37 |
5.11 | 488.56 |
20.86 | 446.48 |
10.82 | 473.9 |
26.27 | 443.67 |
15.89 | 467.35 |
9.48 | 478.42 |
14.64 | 475.98 |
11.74 | 477.5 |
17.99 | 453.02 |
20.14 | 453.99 |
24.34 | 440.29 |
25.71 | 451.28 |
26.19 | 433.99 |
21.42 | 462.19 |
18.21 | 467.54 |
11.04 | 477.2 |
14.45 | 459.85 |
13.97 | 464.3 |
17.76 | 468.27 |
5.41 | 495.24 |
7.76 | 483.8 |
27.23 | 443.61 |
27.36 | 436.06 |
27.47 | 443.25 |
14.6 | 464.16 |
7.91 | 475.52 |
5.81 | 484.41 |
30.53 | 437.89 |
23.87 | 445.11 |
26.09 | 438.86 |
29.27 | 440.98 |
27.38 | 436.65 |
24.81 | 444.26 |
12.75 | 465.86 |
24.66 | 444.37 |
16.38 | 450.69 |
13.91 | 469.02 |
23.18 | 448.86 |
22.47 | 447.14 |
13.39 | 469.18 |
9.28 | 482.8 |
11.82 | 476.7 |
10.27 | 474.99 |
22.92 | 444.22 |
16.0 | 461.33 |
21.22 | 448.06 |
13.46 | 474.6 |
9.39 | 473.05 |
31.07 | 432.06 |
12.82 | 467.41 |
32.57 | 430.12 |
8.11 | 473.62 |
13.92 | 471.81 |
23.04 | 442.99 |
27.31 | 442.77 |
5.91 | 491.49 |
25.26 | 447.46 |
27.97 | 446.11 |
26.08 | 442.44 |
29.01 | 446.22 |
12.18 | 471.49 |
13.76 | 463.5 |
25.5 | 440.01 |
28.26 | 441.03 |
21.39 | 452.68 |
7.26 | 474.91 |
10.54 | 478.77 |
27.71 | 434.2 |
23.11 | 437.91 |
7.51 | 477.61 |
26.46 | 431.65 |
29.34 | 430.57 |
10.32 | 481.09 |
22.74 | 445.56 |
13.48 | 475.74 |
25.52 | 435.12 |
21.58 | 446.15 |
27.66 | 436.64 |
26.96 | 436.69 |
12.29 | 468.75 |
15.86 | 466.6 |
13.87 | 465.48 |
24.09 | 441.34 |
20.45 | 441.83 |
15.07 | 464.7 |
32.72 | 437.99 |
18.23 | 459.12 |
35.56 | 429.69 |
18.36 | 459.8 |
26.35 | 433.63 |
25.92 | 442.84 |
8.01 | 485.13 |
19.63 | 459.12 |
20.02 | 445.31 |
10.08 | 480.8 |
27.23 | 432.55 |
23.37 | 443.86 |
18.74 | 449.77 |
14.81 | 470.71 |
23.1 | 452.17 |
10.72 | 478.29 |
29.46 | 428.54 |
8.1 | 478.27 |
27.29 | 439.58 |
17.1 | 457.32 |
11.49 | 475.51 |
23.69 | 439.66 |
13.51 | 471.99 |
9.64 | 479.81 |
25.65 | 434.78 |
21.59 | 446.58 |
27.98 | 437.76 |
18.8 | 459.36 |
18.28 | 462.28 |
13.55 | 464.33 |
22.99 | 444.36 |
23.94 | 438.64 |
13.74 | 470.49 |
21.3 | 455.13 |
27.54 | 450.22 |
24.81 | 440.43 |
4.97 | 482.98 |
15.22 | 460.44 |
23.88 | 444.97 |
33.01 | 433.94 |
25.98 | 439.73 |
28.18 | 434.48 |
21.67 | 442.33 |
17.67 | 457.67 |
21.37 | 454.66 |
28.69 | 432.21 |
16.61 | 457.66 |
27.91 | 435.21 |
20.97 | 448.22 |
10.8 | 475.51 |
20.61 | 446.53 |
25.45 | 441.3 |
30.16 | 433.54 |
4.99 | 472.52 |
10.51 | 474.77 |
33.79 | 435.1 |
21.34 | 450.74 |
23.4 | 442.7 |
32.21 | 426.56 |
14.26 | 463.71 |
27.71 | 447.06 |
21.95 | 452.27 |
25.76 | 445.78 |
23.68 | 438.65 |
8.28 | 480.15 |
23.44 | 447.19 |
25.32 | 443.04 |
3.94 | 488.81 |
17.3 | 455.75 |
18.2 | 455.86 |
21.43 | 457.68 |
11.16 | 479.11 |
30.38 | 432.84 |
23.36 | 448.37 |
21.69 | 447.06 |
23.62 | 443.53 |
21.87 | 445.21 |
29.25 | 441.7 |
20.03 | 450.93 |
18.14 | 451.44 |
24.23 | 441.29 |
18.11 | 458.85 |
6.57 | 481.46 |
12.56 | 467.19 |
13.4 | 461.54 |
27.1 | 439.08 |
14.28 | 467.22 |
16.29 | 468.8 |
31.24 | 426.93 |
10.57 | 474.65 |
13.8 | 468.97 |
25.3 | 433.97 |
18.06 | 450.53 |
25.42 | 444.51 |
15.07 | 469.03 |
11.75 | 466.56 |
20.23 | 457.57 |
27.31 | 440.13 |
28.57 | 433.24 |
17.9 | 452.55 |
23.83 | 443.29 |
27.92 | 431.76 |
17.34 | 454.97 |
17.94 | 456.7 |
6.4 | 486.03 |
11.78 | 472.79 |
20.28 | 452.03 |
21.04 | 443.41 |
25.11 | 441.93 |
30.28 | 432.64 |
8.14 | 480.25 |
16.86 | 466.68 |
6.25 | 494.39 |
22.35 | 454.72 |
17.98 | 448.71 |
21.19 | 469.76 |
20.94 | 450.71 |
24.23 | 444.01 |
19.18 | 453.2 |
20.88 | 450.87 |
23.67 | 441.73 |
14.12 | 465.09 |
25.23 | 447.28 |
6.54 | 491.16 |
20.08 | 450.98 |
24.67 | 446.3 |
27.82 | 436.48 |
15.55 | 460.84 |
24.26 | 442.56 |
13.45 | 467.3 |
11.06 | 479.13 |
24.91 | 441.15 |
22.39 | 445.52 |
11.95 | 475.4 |
14.85 | 469.3 |
10.11 | 463.57 |
23.67 | 445.32 |
16.14 | 461.03 |
15.11 | 466.74 |
24.14 | 444.04 |
30.08 | 434.01 |
14.77 | 465.23 |
27.6 | 440.6 |
13.89 | 466.74 |
26.85 | 433.48 |
12.41 | 473.59 |
13.08 | 474.81 |
18.93 | 454.75 |
20.5 | 452.94 |
30.72 | 435.83 |
7.55 | 482.19 |
13.49 | 466.66 |
15.62 | 462.59 |
24.8 | 447.82 |
10.03 | 462.73 |
22.43 | 447.98 |
14.95 | 462.72 |
24.78 | 442.42 |
23.2 | 444.69 |
14.01 | 466.7 |
19.4 | 453.84 |
30.15 | 436.92 |
6.91 | 486.37 |
29.04 | 440.43 |
26.02 | 446.82 |
5.89 | 484.91 |
26.52 | 437.76 |
28.53 | 438.91 |
16.59 | 464.19 |
22.95 | 442.19 |
23.96 | 446.86 |
17.48 | 457.15 |
6.69 | 482.57 |
10.25 | 476.03 |
28.87 | 428.89 |
12.04 | 472.7 |
22.58 | 445.6 |
15.12 | 464.78 |
25.48 | 440.42 |
27.87 | 428.41 |
23.72 | 438.5 |
25.0 | 438.28 |
8.42 | 476.29 |
22.46 | 448.46 |
29.92 | 438.99 |
11.68 | 471.8 |
14.04 | 471.81 |
19.86 | 449.82 |
25.99 | 442.14 |
23.42 | 441.46 |
10.6 | 477.62 |
20.97 | 446.76 |
14.14 | 472.52 |
8.56 | 471.58 |
24.86 | 440.85 |
29.0 | 431.37 |
27.59 | 437.33 |
10.45 | 469.22 |
8.51 | 471.11 |
29.82 | 439.17 |
22.56 | 445.33 |
11.38 | 473.71 |
20.25 | 452.66 |
22.42 | 440.99 |
14.85 | 467.42 |
25.62 | 444.14 |
19.85 | 457.17 |
13.67 | 467.87 |
24.39 | 442.04 |
16.07 | 471.36 |
11.6 | 460.7 |
31.38 | 431.33 |
29.91 | 432.6 |
19.67 | 447.61 |
27.18 | 443.87 |
21.39 | 446.87 |
10.45 | 465.74 |
19.46 | 447.86 |
23.55 | 447.65 |
23.35 | 437.87 |
9.26 | 483.51 |
10.3 | 479.65 |
20.94 | 455.16 |
23.13 | 431.91 |
12.77 | 470.68 |
28.29 | 429.28 |
19.13 | 450.81 |
24.44 | 437.73 |
20.32 | 460.21 |
20.54 | 442.86 |
12.16 | 482.99 |
28.09 | 440.0 |
9.25 | 478.48 |
21.75 | 455.28 |
23.7 | 436.94 |
16.22 | 461.06 |
24.75 | 438.28 |
10.48 | 472.61 |
29.53 | 426.85 |
12.59 | 470.18 |
23.5 | 455.38 |
29.01 | 428.32 |
9.75 | 480.35 |
19.55 | 455.56 |
21.05 | 447.66 |
24.72 | 443.06 |
21.19 | 452.43 |
10.77 | 477.81 |
28.68 | 431.66 |
29.87 | 431.8 |
22.99 | 446.67 |
24.66 | 445.26 |
32.63 | 425.72 |
31.38 | 430.58 |
23.87 | 439.86 |
25.6 | 441.11 |
27.62 | 434.72 |
30.1 | 434.01 |
12.19 | 475.64 |
13.11 | 460.44 |
28.29 | 436.4 |
13.45 | 461.03 |
10.98 | 479.08 |
26.48 | 435.76 |
13.07 | 460.14 |
25.56 | 442.2 |
22.68 | 447.69 |
28.86 | 431.15 |
22.7 | 445.0 |
27.89 | 431.59 |
13.78 | 467.22 |
28.14 | 445.33 |
11.8 | 470.57 |
10.71 | 473.77 |
24.54 | 447.67 |
11.54 | 474.29 |
29.47 | 437.14 |
29.24 | 432.56 |
14.51 | 459.14 |
22.91 | 446.19 |
27.02 | 428.1 |
13.49 | 468.46 |
30.24 | 435.02 |
23.19 | 445.52 |
17.73 | 462.69 |
18.62 | 455.75 |
12.85 | 463.74 |
32.33 | 439.79 |
25.09 | 443.26 |
29.45 | 432.04 |
16.91 | 465.86 |
14.09 | 465.6 |
10.73 | 469.43 |
23.2 | 440.75 |
8.21 | 481.32 |
9.3 | 479.87 |
16.97 | 458.59 |
23.69 | 438.62 |
25.13 | 445.59 |
9.86 | 481.87 |
11.33 | 475.01 |
26.95 | 436.54 |
15.0 | 456.63 |
20.76 | 451.69 |
14.29 | 463.04 |
19.74 | 446.1 |
26.68 | 438.67 |
14.24 | 466.88 |
21.98 | 444.6 |
22.75 | 440.26 |
8.34 | 483.92 |
11.8 | 475.19 |
8.81 | 479.24 |
30.05 | 434.92 |
16.01 | 454.16 |
21.75 | 447.58 |
13.94 | 467.9 |
29.25 | 426.29 |
22.33 | 447.02 |
16.43 | 455.85 |
11.5 | 476.46 |
23.53 | 437.48 |
21.86 | 452.77 |
6.17 | 491.54 |
30.19 | 438.41 |
11.67 | 476.1 |
15.34 | 464.58 |
11.5 | 467.74 |
25.53 | 442.12 |
21.27 | 453.34 |
28.37 | 425.29 |
28.39 | 449.63 |
13.78 | 462.88 |
14.6 | 464.67 |
5.1 | 489.96 |
7.0 | 482.38 |
26.3 | 437.95 |
30.56 | 429.2 |
21.09 | 453.34 |
28.21 | 442.47 |
15.84 | 462.6 |
10.03 | 478.79 |
20.37 | 456.11 |
21.19 | 450.33 |
33.73 | 434.83 |
29.87 | 433.43 |
19.62 | 456.02 |
9.93 | 485.23 |
9.43 | 473.57 |
14.24 | 469.94 |
12.97 | 452.07 |
7.6 | 475.32 |
8.39 | 480.69 |
25.41 | 444.01 |
18.43 | 465.17 |
10.31 | 480.61 |
11.29 | 476.04 |
22.61 | 441.76 |
29.34 | 428.24 |
18.87 | 444.77 |
13.21 | 463.1 |
11.3 | 470.5 |
29.23 | 431.0 |
27.76 | 430.68 |
29.26 | 436.42 |
25.72 | 452.33 |
23.43 | 440.16 |
25.6 | 435.75 |
22.3 | 449.74 |
27.91 | 430.73 |
30.35 | 432.75 |
21.78 | 446.79 |
7.19 | 486.35 |
20.88 | 453.18 |
24.19 | 458.31 |
9.98 | 480.26 |
23.47 | 448.65 |
26.35 | 458.41 |
29.89 | 435.39 |
19.29 | 450.21 |
17.48 | 459.59 |
25.21 | 445.84 |
23.3 | 441.08 |
15.42 | 467.33 |
21.44 | 444.19 |
29.45 | 432.96 |
29.69 | 438.09 |
15.52 | 467.9 |
11.47 | 475.72 |
9.77 | 477.51 |
22.6 | 435.13 |
8.24 | 477.9 |
17.01 | 457.26 |
19.64 | 467.53 |
10.61 | 465.15 |
12.04 | 474.28 |
29.19 | 444.49 |
21.75 | 452.84 |
23.66 | 435.38 |
27.05 | 433.57 |
29.63 | 435.27 |
18.2 | 468.49 |
32.22 | 433.07 |
26.88 | 430.63 |
29.05 | 440.74 |
8.9 | 474.49 |
18.93 | 449.74 |
27.49 | 436.73 |
23.1 | 434.58 |
11.22 | 473.93 |
31.97 | 435.99 |
13.32 | 466.83 |
31.68 | 427.22 |
23.69 | 444.07 |
13.83 | 469.57 |
18.32 | 459.89 |
11.05 | 479.59 |
22.03 | 440.92 |
10.23 | 480.87 |
23.92 | 441.9 |
29.38 | 430.2 |
17.35 | 465.16 |
9.81 | 471.32 |
4.97 | 485.43 |
5.15 | 495.35 |
21.54 | 449.12 |
7.94 | 480.53 |
18.77 | 457.07 |
21.69 | 443.67 |
10.07 | 477.52 |
13.83 | 472.95 |
10.45 | 472.54 |
11.56 | 469.17 |
23.64 | 435.21 |
10.48 | 477.78 |
13.09 | 475.89 |
10.67 | 483.9 |
12.57 | 476.2 |
14.45 | 462.16 |
14.22 | 471.05 |
6.97 | 484.71 |
20.61 | 446.34 |
14.67 | 469.02 |
29.06 | 432.12 |
14.38 | 467.28 |
32.51 | 429.66 |
11.79 | 469.49 |
8.65 | 485.87 |
9.75 | 481.95 |
9.11 | 479.03 |
23.39 | 434.5 |
14.3 | 464.9 |
17.49 | 452.71 |
31.1 | 429.74 |
19.77 | 457.09 |
28.61 | 446.77 |
13.52 | 460.76 |
13.52 | 471.95 |
17.57 | 453.29 |
28.18 | 441.61 |
14.29 | 464.73 |
18.12 | 464.68 |
31.27 | 430.59 |
26.24 | 438.01 |
7.44 | 479.08 |
29.78 | 436.39 |
23.37 | 447.07 |
10.62 | 479.91 |
5.84 | 489.05 |
14.51 | 463.17 |
11.31 | 471.26 |
11.25 | 480.49 |
9.18 | 473.78 |
19.82 | 455.5 |
24.77 | 446.27 |
9.66 | 482.2 |
21.96 | 452.48 |
18.59 | 464.48 |
24.75 | 438.1 |
24.37 | 445.6 |
29.6 | 442.43 |
25.32 | 436.67 |
16.15 | 466.56 |
15.74 | 457.29 |
5.97 | 487.03 |
15.84 | 464.93 |
14.84 | 466.0 |
12.25 | 469.52 |
27.38 | 428.88 |
8.76 | 474.3 |
15.54 | 461.06 |
18.71 | 465.57 |
13.06 | 467.67 |
12.72 | 466.99 |
19.83 | 463.72 |
27.23 | 443.78 |
24.27 | 445.23 |
11.8 | 464.43 |
6.76 | 484.36 |
25.99 | 442.16 |
16.3 | 464.11 |
16.5 | 462.48 |
10.59 | 477.49 |
26.05 | 437.04 |
19.5 | 457.09 |
22.21 | 450.6 |
17.86 | 465.78 |
29.96 | 427.1 |
19.08 | 459.81 |
23.59 | 447.36 |
3.38 | 488.92 |
26.39 | 433.36 |
8.99 | 483.35 |
10.91 | 469.53 |
13.08 | 476.96 |
23.95 | 440.75 |
15.64 | 462.55 |
18.78 | 448.04 |
20.65 | 455.24 |
4.96 | 494.75 |
23.51 | 444.58 |
5.99 | 484.82 |
23.65 | 442.9 |
5.17 | 485.46 |
26.38 | 457.81 |
6.02 | 481.92 |
23.2 | 443.23 |
8.57 | 474.29 |
30.72 | 430.46 |
21.52 | 455.71 |
22.93 | 438.34 |
5.71 | 485.83 |
18.62 | 452.82 |
27.88 | 435.04 |
22.32 | 451.21 |
14.55 | 465.81 |
17.83 | 458.42 |
9.68 | 470.22 |
19.41 | 449.24 |
13.22 | 471.43 |
12.24 | 473.26 |
19.21 | 452.82 |
29.74 | 432.69 |
23.28 | 444.13 |
8.02 | 467.21 |
22.47 | 445.98 |
27.51 | 436.91 |
17.51 | 455.01 |
23.22 | 437.11 |
11.73 | 477.06 |
21.19 | 441.71 |
5.48 | 495.76 |
24.26 | 445.63 |
12.32 | 464.72 |
31.26 | 438.03 |
32.09 | 434.78 |
24.98 | 444.67 |
27.48 | 452.24 |
21.04 | 450.92 |
27.75 | 436.53 |
22.79 | 435.53 |
24.22 | 440.01 |
27.06 | 443.1 |
29.25 | 427.49 |
26.86 | 436.25 |
29.64 | 440.74 |
19.92 | 443.54 |
18.5 | 459.42 |
23.71 | 439.66 |
14.39 | 464.15 |
19.3 | 459.1 |
24.65 | 455.68 |
13.5 | 469.08 |
9.82 | 478.02 |
18.4 | 456.8 |
28.12 | 441.13 |
17.15 | 463.88 |
30.69 | 430.45 |
28.82 | 449.18 |
21.3 | 447.89 |
30.58 | 431.59 |
21.17 | 447.5 |
9.87 | 475.58 |
22.18 | 453.24 |
24.39 | 446.4 |
10.73 | 476.81 |
9.38 | 474.1 |
20.27 | 450.71 |
24.82 | 433.62 |
16.55 | 465.14 |
20.73 | 445.18 |
9.51 | 474.12 |
8.63 | 483.91 |
6.48 | 486.68 |
14.95 | 464.98 |
5.76 | 481.4 |
10.94 | 479.2 |
15.87 | 463.86 |
12.42 | 472.3 |
29.12 | 446.51 |
29.12 | 437.71 |
19.08 | 458.94 |
31.06 | 437.91 |
5.72 | 490.76 |
26.52 | 439.66 |
13.84 | 463.27 |
13.03 | 473.99 |
25.94 | 433.38 |
16.64 | 459.01 |
14.13 | 471.44 |
13.65 | 471.91 |
14.5 | 465.15 |
19.8 | 446.66 |
25.2 | 438.15 |
20.66 | 447.14 |
12.07 | 472.32 |
25.64 | 441.68 |
23.33 | 440.04 |
29.41 | 444.82 |
16.6 | 457.26 |
27.53 | 428.83 |
20.62 | 449.07 |
26.02 | 435.21 |
12.75 | 471.03 |
12.87 | 465.56 |
25.77 | 442.83 |
14.84 | 460.3 |
7.41 | 474.25 |
8.87 | 477.97 |
9.69 | 472.16 |
16.17 | 456.08 |
26.24 | 452.41 |
13.78 | 463.71 |
26.3 | 433.72 |
17.37 | 456.4 |
23.6 | 448.43 |
8.3 | 481.6 |
18.86 | 457.07 |
22.12 | 451.0 |
28.41 | 440.28 |
29.42 | 437.47 |
18.61 | 443.57 |
27.57 | 426.6 |
12.83 | 470.87 |
9.64 | 478.37 |
19.13 | 453.92 |
15.92 | 470.22 |
24.64 | 434.54 |
27.62 | 442.89 |
8.9 | 479.03 |
9.55 | 476.06 |
10.57 | 473.88 |
19.8 | 451.75 |
25.63 | 439.2 |
24.7 | 439.7 |
15.26 | 463.6 |
20.06 | 447.47 |
19.84 | 447.92 |
11.49 | 471.08 |
23.74 | 437.55 |
22.62 | 448.27 |
29.53 | 431.69 |
21.32 | 449.09 |
20.3 | 448.79 |
16.97 | 460.21 |
12.07 | 479.28 |
7.46 | 483.11 |
19.2 | 450.75 |
28.64 | 437.97 |
13.56 | 459.76 |
17.4 | 457.75 |
14.08 | 469.33 |
27.11 | 433.28 |
20.92 | 444.64 |
16.18 | 463.1 |
15.57 | 460.91 |
10.37 | 479.35 |
19.6 | 449.23 |
9.22 | 474.51 |
27.76 | 435.02 |
28.68 | 435.45 |
20.95 | 452.38 |
9.06 | 480.41 |
9.21 | 478.96 |
13.65 | 468.87 |
31.79 | 434.01 |
14.32 | 466.36 |
26.28 | 435.28 |
7.69 | 486.46 |
14.44 | 468.19 |
9.19 | 468.37 |
13.35 | 474.19 |
23.04 | 440.32 |
4.83 | 485.32 |
17.29 | 464.27 |
8.73 | 479.25 |
26.21 | 430.4 |
23.72 | 447.49 |
29.27 | 438.23 |
10.4 | 492.09 |
12.19 | 475.36 |
20.4 | 452.56 |
34.3 | 427.84 |
27.56 | 433.95 |
30.9 | 435.27 |
14.85 | 454.62 |
16.42 | 472.17 |
16.45 | 452.42 |
10.14 | 472.17 |
9.53 | 481.83 |
17.01 | 458.78 |
23.94 | 447.5 |
15.95 | 463.4 |
11.15 | 473.57 |
25.56 | 433.72 |
27.16 | 431.85 |
26.71 | 433.47 |
29.56 | 432.84 |
31.19 | 436.6 |
6.86 | 490.23 |
12.36 | 477.16 |
32.82 | 441.06 |
25.3 | 440.86 |
8.71 | 477.94 |
13.34 | 474.47 |
14.2 | 470.67 |
23.74 | 447.31 |
16.9 | 466.8 |
28.54 | 430.91 |
30.15 | 434.75 |
14.33 | 469.52 |
25.57 | 438.9 |
30.55 | 429.56 |
28.04 | 432.92 |
26.39 | 442.87 |
15.3 | 466.59 |
6.03 | 479.61 |
13.49 | 471.08 |
27.67 | 433.37 |
24.19 | 443.92 |
24.44 | 443.5 |
29.86 | 439.89 |
30.2 | 434.66 |
7.99 | 487.57 |
9.93 | 464.64 |
11.03 | 470.92 |
22.34 | 444.39 |
25.33 | 442.48 |
18.87 | 449.61 |
25.97 | 435.02 |
16.58 | 458.67 |
14.35 | 461.74 |
25.06 | 438.31 |
13.85 | 462.38 |
16.09 | 460.56 |
26.34 | 439.22 |
23.01 | 444.64 |
26.39 | 430.34 |
31.32 | 430.46 |
16.64 | 456.79 |
13.42 | 468.82 |
20.06 | 448.51 |
14.8 | 470.77 |
12.59 | 465.74 |
26.7 | 430.21 |
19.78 | 449.23 |
15.17 | 461.89 |
21.71 | 445.72 |
19.09 | 466.13 |
19.76 | 448.71 |
14.68 | 469.25 |
21.3 | 450.56 |
16.73 | 464.46 |
12.26 | 471.13 |
14.77 | 461.52 |
18.26 | 451.09 |
27.1 | 431.51 |
14.72 | 469.8 |
26.3 | 442.28 |
16.48 | 458.67 |
17.99 | 462.4 |
20.34 | 453.54 |
25.53 | 444.38 |
31.59 | 440.52 |
30.8 | 433.62 |
10.75 | 481.96 |
19.3 | 452.75 |
4.71 | 481.28 |
23.1 | 439.03 |
32.63 | 435.75 |
26.63 | 436.03 |
24.35 | 445.6 |
15.11 | 462.65 |
29.1 | 438.66 |
21.24 | 447.32 |
6.16 | 484.55 |
7.36 | 476.8 |
10.44 | 480.34 |
26.76 | 440.63 |
16.79 | 459.48 |
10.76 | 490.78 |
6.07 | 483.56 |
27.33 | 429.38 |
27.15 | 440.27 |
22.35 | 445.34 |
21.82 | 447.43 |
21.11 | 439.91 |
19.95 | 459.27 |
7.45 | 478.89 |
15.36 | 466.7 |
15.65 | 463.5 |
25.31 | 436.21 |
25.88 | 443.94 |
24.6 | 439.63 |
22.58 | 460.95 |
19.69 | 448.69 |
25.85 | 444.63 |
10.06 | 473.51 |
18.59 | 462.56 |
18.27 | 451.76 |
8.85 | 491.81 |
30.04 | 429.52 |
26.06 | 437.9 |
14.8 | 467.54 |
23.93 | 449.97 |
23.72 | 436.62 |
11.44 | 477.68 |
20.28 | 447.26 |
27.9 | 439.76 |
24.74 | 437.49 |
14.8 | 455.14 |
8.22 | 485.5 |
27.56 | 444.1 |
32.07 | 432.33 |
9.53 | 471.23 |
13.61 | 463.89 |
22.2 | 445.54 |
21.36 | 446.09 |
23.25 | 445.12 |
23.5 | 443.31 |
8.46 | 484.16 |
8.19 | 477.76 |
30.67 | 430.28 |
32.48 | 446.48 |
8.99 | 481.03 |
13.77 | 466.07 |
19.05 | 447.47 |
21.19 | 455.93 |
10.12 | 479.62 |
24.93 | 455.06 |
8.47 | 475.06 |
24.52 | 438.89 |
28.55 | 432.7 |
20.58 | 452.6 |
18.31 | 451.75 |
27.18 | 430.66 |
4.43 | 491.9 |
26.02 | 439.82 |
15.75 | 460.73 |
22.99 | 449.7 |
25.52 | 439.42 |
27.04 | 439.84 |
6.42 | 485.86 |
17.04 | 458.1 |
10.79 | 479.92 |
20.41 | 458.29 |
7.36 | 489.45 |
28.08 | 434.0 |
24.74 | 431.24 |
28.32 | 439.5 |
16.71 | 467.46 |
30.7 | 429.27 |
18.42 | 452.1 |
10.62 | 472.41 |
22.18 | 442.14 |
22.38 | 441.0 |
13.94 | 463.07 |
21.24 | 445.71 |
6.76 | 483.16 |
26.73 | 440.45 |
7.24 | 481.83 |
10.84 | 467.6 |
19.32 | 450.88 |
29.0 | 425.5 |
23.38 | 451.87 |
31.17 | 428.94 |
26.17 | 439.86 |
30.9 | 433.44 |
24.92 | 438.23 |
32.77 | 436.95 |
14.37 | 470.19 |
8.36 | 484.66 |
31.45 | 430.81 |
31.6 | 433.37 |
17.9 | 453.02 |
20.35 | 453.5 |
16.21 | 463.09 |
19.36 | 464.56 |
21.04 | 452.12 |
14.05 | 470.9 |
23.48 | 450.89 |
21.91 | 445.04 |
24.42 | 444.72 |
14.26 | 460.38 |
21.38 | 446.8 |
15.71 | 465.05 |
5.78 | 484.13 |
6.77 | 488.27 |
23.84 | 447.09 |
21.17 | 452.02 |
19.94 | 455.55 |
8.73 | 480.99 |
16.39 | 467.68 |
ExhaustVaccum | Power |
---|---|
41.76 | 463.26 |
62.96 | 444.37 |
39.4 | 488.56 |
57.32 | 446.48 |
37.5 | 473.9 |
59.44 | 443.67 |
43.96 | 467.35 |
44.71 | 478.42 |
45.0 | 475.98 |
43.56 | 477.5 |
43.72 | 453.02 |
46.93 | 453.99 |
73.5 | 440.29 |
58.59 | 451.28 |
69.34 | 433.99 |
43.79 | 462.19 |
45.0 | 467.54 |
41.74 | 477.2 |
52.75 | 459.85 |
38.47 | 464.3 |
42.42 | 468.27 |
40.07 | 495.24 |
42.28 | 483.8 |
63.9 | 443.61 |
48.6 | 436.06 |
70.72 | 443.25 |
39.31 | 464.16 |
39.96 | 475.52 |
35.79 | 484.41 |
65.18 | 437.89 |
63.94 | 445.11 |
58.41 | 438.86 |
66.85 | 440.98 |
74.16 | 436.65 |
63.94 | 444.26 |
44.03 | 465.86 |
63.73 | 444.37 |
47.45 | 450.69 |
39.35 | 469.02 |
51.3 | 448.86 |
47.45 | 447.14 |
44.85 | 469.18 |
41.54 | 482.8 |
42.86 | 476.7 |
40.64 | 474.99 |
63.94 | 444.22 |
37.87 | 461.33 |
43.43 | 448.06 |
44.71 | 474.6 |
40.11 | 473.05 |
73.5 | 432.06 |
38.62 | 467.41 |
78.92 | 430.12 |
42.18 | 473.62 |
39.39 | 471.81 |
59.43 | 442.99 |
64.44 | 442.77 |
39.33 | 491.49 |
61.08 | 447.46 |
58.84 | 446.11 |
52.3 | 442.44 |
65.71 | 446.22 |
40.1 | 471.49 |
45.87 | 463.5 |
58.79 | 440.01 |
65.34 | 441.03 |
62.96 | 452.68 |
40.69 | 474.91 |
34.03 | 478.77 |
74.34 | 434.2 |
68.3 | 437.91 |
41.01 | 477.61 |
74.67 | 431.65 |
74.34 | 430.57 |
42.28 | 481.09 |
61.02 | 445.56 |
39.85 | 475.74 |
69.75 | 435.12 |
67.25 | 446.15 |
76.86 | 436.64 |
69.45 | 436.69 |
42.18 | 468.75 |
43.02 | 466.6 |
45.08 | 465.48 |
73.68 | 441.34 |
69.45 | 441.83 |
39.3 | 464.7 |
69.75 | 437.99 |
58.96 | 459.12 |
68.94 | 429.69 |
51.43 | 459.8 |
64.05 | 433.63 |
60.95 | 442.84 |
41.66 | 485.13 |
52.72 | 459.12 |
67.32 | 445.31 |
40.72 | 480.8 |
66.48 | 432.55 |
63.77 | 443.86 |
59.21 | 449.77 |
43.69 | 470.71 |
51.3 | 452.17 |
41.38 | 478.29 |
71.94 | 428.54 |
40.64 | 478.27 |
62.66 | 439.58 |
49.69 | 457.32 |
44.2 | 475.51 |
65.59 | 439.66 |
40.89 | 471.99 |
39.35 | 479.81 |
78.92 | 434.78 |
61.87 | 446.58 |
58.33 | 437.76 |
39.72 | 459.36 |
44.71 | 462.28 |
43.48 | 464.33 |
46.21 | 444.36 |
59.39 | 438.64 |
34.03 | 470.49 |
41.1 | 455.13 |
66.93 | 450.22 |
63.73 | 440.43 |
42.85 | 482.98 |
50.88 | 460.44 |
54.2 | 444.97 |
68.67 | 433.94 |
73.18 | 439.73 |
73.88 | 434.48 |
60.84 | 442.33 |
45.09 | 457.67 |
57.76 | 454.66 |
67.25 | 432.21 |
43.77 | 457.66 |
63.76 | 435.21 |
47.43 | 448.22 |
41.66 | 475.51 |
62.91 | 446.53 |
57.32 | 441.3 |
69.34 | 433.54 |
39.04 | 472.52 |
44.78 | 474.77 |
69.05 | 435.1 |
59.8 | 450.74 |
65.06 | 442.7 |
68.14 | 426.56 |
42.32 | 463.71 |
66.93 | 447.06 |
57.76 | 452.27 |
63.94 | 445.78 |
68.3 | 438.65 |
40.77 | 480.15 |
62.52 | 447.19 |
48.41 | 443.04 |
39.9 | 488.81 |
57.76 | 455.75 |
49.39 | 455.86 |
46.97 | 457.68 |
40.05 | 479.11 |
74.16 | 432.84 |
62.52 | 448.37 |
47.45 | 447.06 |
49.21 | 443.53 |
61.45 | 445.21 |
66.51 | 441.7 |
66.86 | 450.93 |
49.78 | 451.44 |
56.89 | 441.29 |
44.85 | 458.85 |
43.65 | 481.46 |
43.41 | 467.19 |
41.58 | 461.54 |
52.84 | 439.08 |
42.74 | 467.22 |
44.34 | 468.8 |
71.98 | 426.93 |
37.73 | 474.65 |
44.21 | 468.97 |
71.58 | 433.97 |
50.16 | 450.53 |
59.04 | 444.51 |
40.69 | 469.03 |
71.14 | 466.56 |
52.05 | 457.57 |
59.54 | 440.13 |
69.84 | 433.24 |
43.72 | 452.55 |
71.37 | 443.29 |
74.99 | 431.76 |
44.78 | 454.97 |
63.07 | 456.7 |
39.9 | 486.03 |
39.96 | 472.79 |
57.25 | 452.03 |
54.2 | 443.41 |
67.32 | 441.93 |
70.98 | 432.64 |
36.24 | 480.25 |
39.63 | 466.68 |
40.07 | 494.39 |
54.42 | 454.72 |
56.85 | 448.71 |
42.48 | 469.76 |
44.89 | 450.71 |
58.79 | 444.01 |
58.2 | 453.2 |
57.85 | 450.87 |
63.86 | 441.73 |
39.52 | 465.09 |
64.63 | 447.28 |
39.33 | 491.16 |
62.52 | 450.98 |
63.56 | 446.3 |
79.74 | 436.48 |
42.03 | 460.84 |
69.51 | 442.56 |
41.49 | 467.3 |
40.64 | 479.13 |
52.3 | 441.15 |
59.04 | 445.52 |
40.69 | 475.4 |
40.69 | 469.3 |
41.62 | 463.57 |
68.67 | 445.32 |
44.21 | 461.03 |
43.13 | 466.74 |
59.87 | 444.04 |
67.25 | 434.01 |
44.9 | 465.23 |
69.34 | 440.6 |
44.84 | 466.74 |
75.6 | 433.48 |
40.96 | 473.59 |
41.74 | 474.81 |
44.06 | 454.75 |
49.69 | 452.94 |
69.13 | 435.83 |
39.22 | 482.19 |
44.47 | 466.66 |
40.12 | 462.59 |
64.63 | 447.82 |
41.62 | 462.73 |
63.21 | 447.98 |
39.31 | 462.72 |
58.46 | 442.42 |
48.41 | 444.69 |
39.0 | 466.7 |
64.63 | 453.84 |
67.32 | 436.92 |
36.08 | 486.37 |
60.07 | 440.43 |
63.07 | 446.82 |
39.48 | 484.91 |
71.64 | 437.76 |
68.08 | 438.91 |
39.54 | 464.19 |
67.79 | 442.19 |
47.43 | 446.86 |
44.2 | 457.15 |
43.65 | 482.57 |
41.26 | 476.03 |
72.58 | 428.89 |
40.23 | 472.7 |
52.3 | 445.6 |
52.05 | 464.78 |
58.95 | 440.42 |
70.79 | 428.41 |
70.47 | 438.5 |
59.43 | 438.28 |
40.64 | 476.29 |
58.49 | 448.46 |
57.19 | 438.99 |
39.22 | 471.8 |
42.44 | 471.81 |
59.14 | 449.82 |
68.08 | 442.14 |
58.79 | 441.46 |
40.22 | 477.62 |
61.87 | 446.76 |
39.82 | 472.52 |
40.71 | 471.58 |
72.39 | 440.85 |
77.54 | 431.37 |
71.97 | 437.33 |
40.71 | 469.22 |
40.78 | 471.11 |
66.51 | 439.17 |
62.26 | 445.33 |
39.22 | 473.71 |
57.76 | 452.66 |
59.43 | 440.99 |
38.91 | 467.42 |
58.82 | 444.14 |
56.53 | 457.17 |
54.3 | 467.87 |
70.72 | 442.04 |
44.58 | 471.36 |
39.1 | 460.7 |
70.83 | 431.33 |
76.86 | 432.6 |
59.39 | 447.61 |
64.79 | 443.87 |
52.3 | 446.87 |
41.01 | 465.74 |
56.89 | 447.86 |
62.96 | 447.65 |
63.47 | 437.87 |
41.66 | 483.51 |
41.46 | 479.65 |
58.16 | 455.16 |
71.25 | 431.91 |
41.5 | 470.68 |
69.13 | 429.28 |
59.21 | 450.81 |
73.5 | 437.73 |
44.6 | 460.21 |
69.05 | 442.86 |
45.0 | 482.99 |
65.27 | 440.0 |
41.82 | 478.48 |
49.82 | 455.28 |
66.56 | 436.94 |
37.87 | 461.06 |
69.45 | 438.28 |
39.58 | 472.61 |
70.79 | 426.85 |
39.72 | 470.18 |
54.42 | 455.38 |
66.56 | 428.32 |
42.49 | 480.35 |
56.53 | 455.56 |
58.33 | 447.66 |
68.67 | 443.06 |
58.86 | 452.43 |
41.54 | 477.81 |
73.77 | 431.66 |
73.91 | 431.8 |
68.67 | 446.67 |
60.29 | 445.26 |
69.89 | 425.72 |
72.29 | 430.58 |
60.27 | 439.86 |
59.15 | 441.11 |
71.14 | 434.72 |
67.45 | 434.01 |
41.17 | 475.64 |
41.58 | 460.44 |
68.67 | 436.4 |
40.73 | 461.03 |
41.54 | 479.08 |
69.14 | 435.76 |
45.51 | 460.14 |
75.6 | 442.2 |
50.78 | 447.69 |
73.67 | 431.15 |
63.56 | 445.0 |
73.21 | 431.59 |
44.47 | 467.22 |
51.43 | 445.33 |
45.09 | 470.57 |
39.61 | 473.77 |
60.29 | 447.67 |
40.05 | 474.29 |
71.32 | 437.14 |
69.05 | 432.56 |
41.79 | 459.14 |
60.07 | 446.19 |
71.77 | 428.1 |
44.47 | 468.46 |
66.75 | 435.02 |
48.6 | 445.52 |
40.55 | 462.69 |
61.27 | 455.75 |
40.0 | 463.74 |
69.68 | 439.79 |
58.95 | 443.26 |
69.13 | 432.04 |
43.96 | 465.86 |
45.87 | 465.6 |
25.36 | 469.43 |
49.3 | 440.75 |
38.91 | 481.32 |
40.56 | 479.87 |
39.16 | 458.59 |
71.97 | 438.62 |
59.44 | 445.59 |
43.56 | 481.87 |
41.5 | 475.01 |
48.41 | 436.54 |
40.66 | 456.63 |
62.52 | 451.69 |
39.59 | 463.04 |
67.71 | 446.1 |
59.92 | 438.67 |
41.4 | 466.88 |
48.41 | 444.6 |
59.39 | 440.26 |
40.96 | 483.92 |
41.2 | 475.19 |
44.68 | 479.24 |
73.68 | 434.92 |
65.46 | 454.16 |
58.79 | 447.58 |
41.26 | 467.9 |
69.13 | 426.29 |
45.87 | 447.02 |
41.79 | 455.85 |
40.22 | 476.46 |
68.94 | 437.48 |
49.21 | 452.77 |
39.33 | 491.54 |
64.79 | 438.41 |
41.93 | 476.1 |
36.99 | 464.58 |
40.78 | 467.74 |
57.17 | 442.12 |
57.5 | 453.34 |
69.13 | 425.29 |
51.43 | 449.63 |
45.78 | 462.88 |
42.32 | 464.67 |
35.57 | 489.96 |
38.08 | 482.38 |
77.95 | 437.95 |
71.98 | 429.2 |
46.63 | 453.34 |
70.02 | 442.47 |
49.69 | 462.6 |
40.96 | 478.79 |
52.05 | 456.11 |
50.16 | 450.33 |
69.88 | 434.83 |
73.68 | 433.43 |
62.96 | 456.02 |
40.67 | 485.23 |
37.14 | 473.57 |
39.58 | 469.94 |
49.83 | 452.07 |
41.04 | 475.32 |
36.24 | 480.69 |
48.06 | 444.01 |
56.03 | 465.17 |
39.82 | 480.61 |
41.5 | 476.04 |
49.3 | 441.76 |
71.98 | 428.24 |
67.71 | 444.77 |
45.87 | 463.1 |
44.6 | 470.5 |
72.99 | 431.0 |
69.4 | 430.68 |
67.17 | 436.42 |
49.82 | 452.33 |
63.94 | 440.16 |
63.76 | 435.75 |
44.57 | 449.74 |
72.24 | 430.73 |
77.17 | 432.75 |
47.43 | 446.79 |
41.39 | 486.35 |
59.8 | 453.18 |
50.23 | 458.31 |
41.54 | 480.26 |
51.3 | 448.65 |
49.5 | 458.41 |
64.69 | 435.39 |
50.16 | 450.21 |
43.14 | 459.59 |
75.6 | 445.84 |
48.78 | 441.08 |
37.85 | 467.33 |
63.09 | 444.19 |
68.27 | 432.96 |
47.93 | 438.09 |
36.99 | 467.9 |
43.67 | 475.72 |
34.69 | 477.51 |
69.84 | 435.13 |
39.61 | 477.9 |
44.2 | 457.26 |
44.6 | 467.53 |
41.58 | 465.15 |
40.1 | 474.28 |
65.71 | 444.49 |
45.09 | 452.84 |
77.54 | 435.38 |
75.33 | 433.57 |
69.71 | 435.27 |
39.63 | 468.49 |
70.8 | 433.07 |
73.56 | 430.63 |
65.74 | 440.74 |
39.96 | 474.49 |
48.6 | 449.74 |
63.76 | 436.73 |
70.79 | 434.58 |
43.13 | 473.93 |
79.74 | 435.99 |
43.22 | 466.83 |
68.24 | 427.22 |
63.77 | 444.07 |
41.49 | 469.57 |
66.51 | 459.89 |
40.71 | 479.59 |
64.69 | 440.92 |
41.46 | 480.87 |
66.54 | 441.9 |
69.68 | 430.2 |
42.86 | 465.16 |
44.45 | 471.32 |
40.64 | 485.43 |
40.07 | 495.35 |
58.49 | 449.12 |
42.02 | 480.53 |
50.66 | 457.07 |
69.94 | 443.67 |
44.68 | 477.52 |
39.64 | 472.95 |
39.69 | 472.54 |
40.71 | 469.17 |
70.04 | 435.21 |
40.22 | 477.78 |
39.85 | 475.89 |
40.23 | 483.9 |
39.16 | 476.2 |
43.34 | 462.16 |
37.85 | 471.05 |
41.26 | 484.71 |
63.86 | 446.34 |
42.28 | 469.02 |
72.86 | 432.12 |
40.1 | 467.28 |
69.98 | 429.66 |
45.09 | 469.49 |
40.56 | 485.87 |
40.81 | 481.95 |
40.02 | 479.03 |
69.13 | 434.5 |
54.3 | 464.9 |
63.94 | 452.71 |
69.51 | 429.74 |
56.65 | 457.09 |
72.29 | 446.77 |
41.48 | 460.76 |
40.83 | 471.95 |
46.21 | 453.29 |
60.07 | 441.61 |
46.18 | 464.73 |
43.69 | 464.68 |
73.91 | 430.59 |
77.95 | 438.01 |
41.04 | 479.08 |
74.78 | 436.39 |
65.46 | 447.07 |
39.58 | 479.91 |
43.02 | 489.05 |
53.82 | 463.17 |
42.02 | 471.26 |
40.67 | 480.49 |
39.42 | 473.78 |
58.16 | 455.5 |
58.41 | 446.27 |
41.06 | 482.2 |
59.8 | 452.48 |
43.14 | 464.48 |
69.89 | 438.1 |
63.47 | 445.6 |
67.79 | 442.43 |
61.25 | 436.67 |
41.85 | 466.56 |
71.14 | 457.29 |
36.25 | 487.03 |
52.72 | 464.93 |
44.63 | 466.0 |
48.79 | 469.52 |
70.04 | 428.88 |
41.48 | 474.3 |
39.31 | 461.06 |
39.39 | 465.57 |
41.78 | 467.67 |
40.71 | 466.99 |
39.39 | 463.72 |
49.16 | 443.78 |
68.28 | 445.23 |
40.66 | 464.43 |
36.25 | 484.36 |
63.07 | 442.16 |
39.63 | 464.11 |
49.39 | 462.48 |
42.49 | 477.49 |
65.59 | 437.04 |
40.79 | 457.09 |
45.01 | 450.6 |
45.0 | 465.78 |
70.04 | 427.1 |
44.63 | 459.81 |
47.43 | 447.36 |
39.64 | 488.92 |
66.49 | 433.36 |
39.04 | 483.35 |
41.04 | 469.53 |
39.82 | 476.96 |
58.46 | 440.75 |
43.71 | 462.55 |
54.2 | 448.04 |
50.59 | 455.24 |
40.07 | 494.75 |
57.32 | 444.58 |
35.79 | 484.82 |
66.05 | 442.9 |
39.33 | 485.46 |
49.5 | 457.81 |
43.65 | 481.92 |
61.02 | 443.23 |
39.69 | 474.29 |
71.58 | 430.46 |
50.66 | 455.71 |
62.26 | 438.34 |
41.31 | 485.83 |
44.06 | 452.82 |
68.94 | 435.04 |
59.8 | 451.21 |
42.74 | 465.81 |
44.92 | 458.42 |
39.96 | 470.22 |
49.39 | 449.24 |
44.92 | 471.43 |
44.92 | 473.26 |
58.49 | 452.82 |
70.32 | 432.69 |
60.84 | 444.13 |
41.92 | 467.21 |
48.6 | 445.98 |
73.77 | 436.91 |
44.9 | 455.01 |
66.56 | 437.11 |
40.64 | 477.06 |
67.71 | 441.71 |
40.07 | 495.76 |
66.44 | 445.63 |
41.62 | 464.72 |
68.94 | 438.03 |
72.86 | 434.78 |
60.32 | 444.67 |
61.41 | 452.24 |
45.09 | 450.92 |
70.4 | 436.53 |
71.77 | 435.53 |
68.51 | 440.01 |
64.45 | 443.1 |
71.94 | 427.49 |
68.08 | 436.25 |
67.79 | 440.74 |
63.31 | 443.54 |
51.43 | 459.42 |
60.23 | 439.66 |
44.84 | 464.15 |
56.65 | 459.1 |
52.36 | 455.68 |
45.51 | 469.08 |
41.26 | 478.02 |
44.06 | 456.8 |
44.89 | 441.13 |
43.69 | 463.88 |
73.67 | 430.45 |
65.71 | 449.18 |
48.92 | 447.89 |
70.04 | 431.59 |
52.3 | 447.5 |
41.82 | 475.58 |
59.8 | 453.24 |
63.21 | 446.4 |
44.92 | 476.81 |
40.46 | 474.1 |
57.76 | 450.71 |
66.48 | 433.62 |
41.66 | 465.14 |
59.87 | 445.18 |
39.22 | 474.12 |
43.79 | 483.91 |
40.27 | 486.68 |
43.52 | 464.98 |
45.87 | 481.4 |
39.04 | 479.2 |
41.16 | 463.86 |
38.25 | 472.3 |
58.84 | 446.51 |
51.43 | 437.71 |
41.1 | 458.94 |
67.17 | 437.91 |
39.33 | 490.76 |
65.06 | 439.66 |
44.9 | 463.27 |
39.52 | 473.99 |
66.49 | 433.38 |
53.82 | 459.01 |
40.75 | 471.44 |
39.28 | 471.91 |
44.47 | 465.15 |
51.19 | 446.66 |
63.76 | 438.15 |
51.19 | 447.14 |
43.71 | 472.32 |
70.72 | 441.68 |
72.99 | 440.04 |
64.05 | 444.82 |
53.16 | 457.26 |
72.58 | 428.83 |
43.43 | 449.07 |
71.94 | 435.21 |
44.2 | 471.03 |
48.04 | 465.56 |
62.96 | 442.83 |
41.48 | 460.3 |
40.71 | 474.25 |
41.82 | 477.97 |
40.46 | 472.16 |
46.97 | 456.08 |
49.82 | 452.41 |
43.22 | 463.71 |
67.07 | 433.72 |
57.76 | 456.4 |
48.98 | 448.43 |
36.08 | 481.6 |
42.18 | 457.07 |
49.39 | 451.0 |
75.6 | 440.28 |
71.32 | 437.47 |
67.71 | 443.57 |
69.84 | 426.6 |
41.5 | 470.87 |
39.85 | 478.37 |
58.66 | 453.92 |
40.56 | 470.22 |
72.24 | 434.54 |
63.9 | 442.89 |
36.24 | 479.03 |
43.99 | 476.06 |
36.71 | 473.88 |
57.25 | 451.75 |
56.85 | 439.2 |
58.46 | 439.7 |
46.18 | 463.6 |
52.84 | 447.47 |
56.89 | 447.92 |
44.63 | 471.08 |
72.43 | 437.55 |
51.3 | 448.27 |
72.39 | 431.69 |
48.14 | 449.09 |
58.46 | 448.79 |
44.92 | 460.21 |
41.17 | 479.28 |
41.82 | 483.11 |
54.2 | 450.75 |
66.54 | 437.97 |
41.48 | 459.76 |
44.9 | 457.75 |
40.1 | 469.33 |
69.75 | 433.28 |
70.02 | 444.64 |
44.9 | 463.1 |
44.68 | 460.91 |
39.04 | 479.35 |
59.21 | 449.23 |
40.92 | 474.51 |
72.99 | 435.02 |
70.72 | 435.45 |
48.14 | 452.38 |
39.3 | 480.41 |
39.72 | 478.96 |
42.74 | 468.87 |
76.2 | 434.01 |
44.6 | 466.36 |
75.23 | 435.28 |
43.02 | 486.46 |
40.1 | 468.19 |
41.01 | 468.37 |
41.39 | 474.19 |
74.22 | 440.32 |
38.44 | 485.32 |
42.86 | 464.27 |
36.18 | 479.25 |
70.32 | 430.4 |
58.62 | 447.49 |
64.69 | 438.23 |
40.43 | 492.09 |
40.75 | 475.36 |
54.9 | 452.56 |
74.67 | 427.84 |
68.08 | 433.95 |
70.8 | 435.27 |
58.59 | 454.62 |
40.56 | 472.17 |
63.31 | 452.42 |
42.02 | 472.17 |
41.44 | 481.83 |
49.15 | 458.78 |
62.08 | 447.5 |
49.25 | 463.4 |
41.26 | 473.57 |
70.32 | 433.72 |
66.44 | 431.85 |
77.95 | 433.47 |
74.22 | 432.84 |
70.94 | 436.6 |
41.17 | 490.23 |
41.74 | 477.16 |
68.31 | 441.06 |
70.98 | 440.86 |
41.82 | 477.94 |
40.8 | 474.47 |
43.02 | 470.67 |
65.34 | 447.31 |
44.88 | 466.8 |
71.94 | 430.91 |
69.88 | 434.75 |
42.86 | 469.52 |
59.43 | 438.9 |
70.04 | 429.56 |
74.33 | 432.92 |
49.16 | 442.87 |
41.76 | 466.59 |
41.14 | 479.61 |
44.63 | 471.08 |
59.14 | 433.37 |
65.48 | 443.92 |
59.14 | 443.5 |
64.79 | 439.89 |
69.59 | 434.66 |
41.38 | 487.57 |
41.62 | 464.64 |
42.32 | 470.92 |
63.73 | 444.39 |
48.6 | 442.48 |
52.08 | 449.61 |
69.34 | 435.02 |
43.99 | 458.67 |
46.18 | 461.74 |
62.39 | 438.31 |
48.92 | 462.38 |
44.2 | 460.56 |
59.21 | 439.22 |
58.79 | 444.64 |
71.25 | 430.34 |
71.29 | 430.46 |
45.87 | 456.79 |
41.23 | 468.82 |
44.9 | 448.51 |
44.71 | 470.77 |
41.14 | 465.74 |
66.56 | 430.21 |
50.32 | 449.23 |
49.15 | 461.89 |
61.45 | 445.72 |
39.39 | 466.13 |
51.19 | 448.71 |
41.23 | 469.25 |
66.86 | 450.56 |
39.64 | 464.46 |
41.5 | 471.13 |
48.06 | 461.52 |
59.15 | 451.09 |
79.74 | 431.51 |
40.83 | 469.8 |
51.43 | 442.28 |
48.92 | 458.67 |
43.79 | 462.4 |
59.8 | 453.54 |
62.96 | 444.38 |
58.9 | 440.52 |
69.14 | 433.62 |
45.0 | 481.96 |
44.9 | 452.75 |
39.42 | 481.28 |
66.05 | 439.03 |
73.88 | 435.75 |
74.16 | 436.03 |
58.49 | 445.6 |
56.03 | 462.65 |
50.05 | 438.66 |
50.32 | 447.32 |
39.48 | 484.55 |
41.01 | 476.8 |
39.04 | 480.34 |
48.41 | 440.63 |
44.6 | 459.48 |
40.43 | 490.78 |
38.91 | 483.56 |
73.18 | 429.38 |
59.21 | 440.27 |
51.43 | 445.34 |
65.27 | 447.43 |
69.94 | 439.91 |
50.59 | 459.27 |
39.61 | 478.89 |
41.66 | 466.7 |
43.5 | 463.5 |
74.33 | 436.21 |
63.47 | 443.94 |
63.94 | 439.63 |
41.54 | 460.95 |
59.14 | 448.69 |
75.08 | 444.63 |
37.83 | 473.51 |
39.54 | 462.56 |
50.16 | 451.76 |
40.43 | 491.81 |
68.08 | 429.52 |
49.02 | 437.9 |
38.73 | 467.54 |
64.45 | 449.97 |
66.48 | 436.62 |
40.55 | 477.68 |
63.86 | 447.26 |
63.13 | 439.76 |
59.39 | 437.49 |
58.2 | 455.14 |
41.03 | 485.5 |
66.93 | 444.1 |
70.94 | 432.33 |
44.03 | 471.23 |
42.34 | 463.89 |
51.19 | 445.54 |
59.54 | 446.09 |
63.86 | 445.12 |
59.21 | 443.31 |
39.66 | 484.16 |
40.69 | 477.76 |
71.29 | 430.28 |
62.04 | 446.48 |
36.66 | 481.03 |
47.83 | 466.07 |
67.32 | 447.47 |
55.5 | 455.93 |
40.0 | 479.62 |
47.01 | 455.06 |
40.46 | 475.06 |
56.85 | 438.89 |
69.84 | 432.7 |
50.9 | 452.6 |
46.21 | 451.75 |
71.06 | 430.66 |
38.91 | 491.9 |
74.78 | 439.82 |
39.0 | 460.73 |
60.95 | 449.7 |
59.15 | 439.42 |
65.06 | 439.84 |
35.57 | 485.86 |
40.12 | 458.1 |
39.82 | 479.92 |
56.03 | 458.29 |
40.07 | 489.45 |
73.42 | 434.0 |
69.13 | 431.24 |
47.93 | 439.5 |
40.56 | 467.46 |
71.58 | 429.27 |
58.95 | 452.1 |
42.02 | 472.41 |
69.05 | 442.14 |
49.3 | 441.0 |
41.58 | 463.07 |
60.84 | 445.71 |
39.81 | 483.16 |
68.84 | 440.45 |
38.06 | 481.83 |
40.62 | 467.6 |
52.84 | 450.88 |
69.13 | 425.5 |
54.42 | 451.87 |
69.51 | 428.94 |
48.6 | 439.86 |
73.42 | 433.44 |
73.68 | 438.23 |
71.32 | 436.95 |
40.56 | 470.19 |
40.22 | 484.66 |
68.27 | 430.81 |
73.17 | 433.37 |
48.98 | 453.02 |
50.9 | 453.5 |
41.23 | 463.09 |
44.6 | 464.56 |
65.46 | 452.12 |
40.69 | 470.9 |
64.15 | 450.89 |
63.76 | 445.04 |
63.07 | 444.72 |
40.92 | 460.38 |
58.33 | 446.8 |
44.06 | 465.05 |
40.62 | 484.13 |
39.81 | 488.27 |
49.21 | 447.09 |
58.16 | 452.02 |
58.96 | 455.55 |
41.92 | 480.99 |
41.67 | 467.68 |
Pressure | Power |
---|---|
1024.07 | 463.26 |
1020.04 | 444.37 |
1012.16 | 488.56 |
1010.24 | 446.48 |
1009.23 | 473.9 |
1012.23 | 443.67 |
1014.02 | 467.35 |
1019.12 | 478.42 |
1021.78 | 475.98 |
1015.14 | 477.5 |
1008.64 | 453.02 |
1014.66 | 453.99 |
1011.31 | 440.29 |
1012.77 | 451.28 |
1009.48 | 433.99 |
1015.76 | 462.19 |
1022.86 | 467.54 |
1022.6 | 477.2 |
1023.97 | 459.85 |
1015.15 | 464.3 |
1009.09 | 468.27 |
1019.16 | 495.24 |
1008.52 | 483.8 |
1014.3 | 443.61 |
1003.18 | 436.06 |
1009.97 | 443.25 |
1011.11 | 464.16 |
1023.57 | 475.52 |
1012.14 | 484.41 |
1012.69 | 437.89 |
1019.02 | 445.11 |
1013.64 | 438.86 |
1011.11 | 440.98 |
1010.08 | 436.65 |
1018.76 | 444.26 |
1007.29 | 465.86 |
1011.4 | 444.37 |
1010.08 | 450.69 |
1014.69 | 469.02 |
1012.04 | 448.86 |
1007.62 | 447.14 |
1017.24 | 469.18 |
1018.33 | 482.8 |
1014.12 | 476.7 |
1020.63 | 474.99 |
1019.28 | 444.22 |
1020.24 | 461.33 |
1010.96 | 448.06 |
1014.51 | 474.6 |
1029.14 | 473.05 |
1010.58 | 432.06 |
1018.71 | 467.41 |
1011.6 | 430.12 |
1014.82 | 473.62 |
1012.94 | 471.81 |
1010.23 | 442.99 |
1014.65 | 442.77 |
1010.18 | 491.49 |
1013.68 | 447.46 |
1002.25 | 446.11 |
1007.03 | 442.44 |
1013.61 | 446.22 |
1016.67 | 471.49 |
1008.89 | 463.5 |
1016.02 | 440.01 |
1014.56 | 441.03 |
1019.49 | 452.68 |
1020.43 | 474.91 |
1018.71 | 478.77 |
998.14 | 434.2 |
1017.83 | 437.91 |
1024.61 | 477.61 |
1016.65 | 431.65 |
998.58 | 430.57 |
1008.82 | 481.09 |
1009.56 | 445.56 |
1012.71 | 475.74 |
1010.36 | 435.12 |
1017.39 | 446.15 |
1001.31 | 436.64 |
1013.89 | 436.69 |
1016.53 | 468.75 |
1012.18 | 466.6 |
1024.42 | 465.48 |
1014.93 | 441.34 |
1012.53 | 441.83 |
1019.0 | 464.7 |
1009.6 | 437.99 |
1015.55 | 459.12 |
1006.56 | 429.69 |
1010.57 | 459.8 |
1009.81 | 433.63 |
1014.62 | 442.84 |
1014.49 | 485.13 |
1025.09 | 459.12 |
1012.05 | 445.31 |
1022.7 | 480.8 |
1005.23 | 432.55 |
1013.42 | 443.86 |
1018.3 | 449.77 |
1017.19 | 470.71 |
1011.93 | 452.17 |
1021.6 | 478.29 |
1006.96 | 428.54 |
1020.66 | 478.27 |
1007.63 | 439.58 |
1005.53 | 457.32 |
1018.79 | 475.51 |
1010.85 | 439.66 |
1011.03 | 471.99 |
1015.1 | 479.81 |
1010.83 | 434.78 |
1011.18 | 446.58 |
1013.92 | 437.76 |
1001.24 | 459.36 |
1016.99 | 462.28 |
1016.08 | 464.33 |
1010.71 | 444.36 |
1014.32 | 438.64 |
1018.69 | 470.49 |
1001.86 | 455.13 |
1017.06 | 450.22 |
1009.34 | 440.43 |
1014.02 | 482.98 |
1014.19 | 460.44 |
1012.81 | 444.97 |
1005.2 | 433.94 |
1012.28 | 439.73 |
1005.89 | 434.48 |
1017.93 | 442.33 |
1014.26 | 457.67 |
1018.8 | 454.66 |
1017.71 | 432.21 |
1012.25 | 457.66 |
1010.27 | 435.21 |
1007.64 | 448.22 |
1013.79 | 475.51 |
1013.24 | 446.53 |
1011.7 | 441.3 |
1007.67 | 433.54 |
1020.45 | 472.52 |
1012.59 | 474.77 |
1001.62 | 435.1 |
1016.92 | 450.74 |
1014.32 | 442.7 |
1003.34 | 426.56 |
1016.0 | 463.71 |
1016.85 | 447.06 |
1018.02 | 452.27 |
1018.49 | 445.78 |
1017.93 | 438.65 |
1011.55 | 480.15 |
1016.46 | 447.19 |
1008.47 | 443.04 |
1008.06 | 488.81 |
1016.26 | 455.75 |
1018.83 | 455.86 |
1013.94 | 457.68 |
1014.95 | 479.11 |
1007.44 | 432.84 |
1016.18 | 448.37 |
1007.56 | 447.06 |
1014.1 | 443.53 |
1011.13 | 445.21 |
1015.53 | 441.7 |
1013.05 | 450.93 |
1002.95 | 451.44 |
1012.32 | 441.29 |
1014.48 | 458.85 |
1018.24 | 481.46 |
1016.93 | 467.19 |
1020.5 | 461.54 |
1006.28 | 439.08 |
1028.79 | 467.22 |
1019.49 | 468.8 |
1004.66 | 426.93 |
1024.36 | 474.65 |
1022.93 | 468.97 |
1010.18 | 433.97 |
1009.52 | 450.53 |
1011.98 | 444.51 |
1015.29 | 469.03 |
1019.36 | 466.56 |
1012.15 | 457.57 |
1006.24 | 440.13 |
1003.57 | 433.24 |
1008.64 | 452.55 |
1002.04 | 443.29 |
1005.47 | 431.76 |
1007.81 | 454.97 |
1012.42 | 456.7 |
1007.75 | 486.03 |
1011.37 | 472.79 |
1010.12 | 452.03 |
1012.26 | 443.41 |
1014.49 | 441.93 |
1007.51 | 432.64 |
1013.15 | 480.25 |
1004.47 | 466.68 |
1020.19 | 494.39 |
1012.46 | 454.72 |
1012.28 | 448.71 |
1013.43 | 469.76 |
1009.64 | 450.71 |
1009.8 | 444.01 |
1017.46 | 453.2 |
1012.39 | 450.87 |
1019.67 | 441.73 |
1018.41 | 465.09 |
1020.59 | 447.28 |
1011.54 | 491.16 |
1017.99 | 450.98 |
1013.75 | 446.3 |
1008.37 | 436.48 |
1017.41 | 460.84 |
1013.43 | 442.56 |
1020.19 | 467.3 |
1021.47 | 479.13 |
1008.72 | 441.15 |
1011.78 | 445.52 |
1015.62 | 475.4 |
1014.91 | 469.3 |
1017.17 | 463.57 |
1006.71 | 445.32 |
1020.36 | 461.03 |
1014.99 | 466.74 |
1018.47 | 444.04 |
1017.6 | 434.01 |
1020.5 | 465.23 |
1009.63 | 440.6 |
1023.66 | 466.74 |
1017.43 | 433.48 |
1023.36 | 473.59 |
1020.75 | 474.81 |
1017.58 | 454.75 |
1009.6 | 452.94 |
1009.94 | 435.83 |
1014.53 | 482.19 |
1030.46 | 466.66 |
1013.03 | 462.59 |
1020.69 | 447.82 |
1014.55 | 462.73 |
1012.06 | 447.98 |
1009.15 | 462.72 |
1016.82 | 442.42 |
1008.64 | 444.69 |
1016.73 | 466.7 |
1020.38 | 453.84 |
1013.83 | 436.92 |
1021.82 | 486.37 |
1015.42 | 440.43 |
1010.94 | 446.82 |
1005.11 | 484.91 |
1008.27 | 437.76 |
1013.27 | 438.91 |
1007.97 | 464.19 |
1009.89 | 442.19 |
1008.38 | 446.86 |
1018.89 | 457.15 |
1020.14 | 482.57 |
1007.44 | 476.03 |
1008.69 | 428.89 |
1018.07 | 472.7 |
1009.04 | 445.6 |
1014.63 | 464.78 |
1017.02 | 440.42 |
1003.96 | 428.41 |
1010.65 | 438.5 |
1007.84 | 438.28 |
1022.35 | 476.29 |
1011.5 | 448.46 |
1008.62 | 438.99 |
1017.9 | 471.8 |
1012.74 | 471.81 |
1016.12 | 449.82 |
1013.13 | 442.14 |
1009.74 | 441.46 |
1011.37 | 477.62 |
1011.45 | 446.76 |
1012.46 | 472.52 |
1021.27 | 471.58 |
1001.15 | 440.85 |
1011.33 | 431.37 |
1008.64 | 437.33 |
1015.68 | 469.22 |
1023.51 | 471.11 |
1010.98 | 439.17 |
1012.11 | 445.33 |
1018.62 | 473.71 |
1016.28 | 452.66 |
1007.12 | 440.99 |
1014.48 | 467.42 |
1010.02 | 444.14 |
1020.57 | 457.17 |
1015.92 | 467.87 |
1009.78 | 442.04 |
1019.52 | 471.36 |
1009.81 | 460.7 |
1010.35 | 431.33 |
998.59 | 432.6 |
1014.07 | 447.61 |
1016.27 | 443.87 |
1009.2 | 446.87 |
1020.57 | 465.74 |
1014.02 | 447.86 |
1020.16 | 447.65 |
1011.78 | 437.87 |
1016.87 | 483.51 |
1018.21 | 479.65 |
1016.88 | 455.16 |
1002.49 | 431.91 |
1014.13 | 470.68 |
1009.29 | 429.28 |
1018.32 | 450.81 |
1011.49 | 437.73 |
1015.16 | 460.21 |
1001.6 | 442.86 |
1021.51 | 482.99 |
1013.27 | 440.0 |
1033.25 | 478.48 |
1015.01 | 455.28 |
1002.07 | 436.94 |
1022.36 | 461.06 |
1013.97 | 438.28 |
1011.81 | 472.61 |
1003.7 | 426.85 |
1017.76 | 470.18 |
1012.31 | 455.38 |
1006.44 | 428.32 |
1010.57 | 480.35 |
1020.2 | 455.56 |
1013.14 | 447.66 |
1006.74 | 443.06 |
1014.19 | 452.43 |
1019.94 | 477.81 |
1004.72 | 431.66 |
1004.53 | 431.8 |
1006.65 | 446.67 |
1018.0 | 445.26 |
1013.85 | 425.72 |
1008.73 | 430.58 |
1018.94 | 439.86 |
1013.31 | 441.11 |
1011.6 | 434.72 |
1014.23 | 434.01 |
1019.43 | 475.64 |
1020.43 | 460.44 |
1005.46 | 436.4 |
1018.7 | 461.03 |
1019.94 | 479.08 |
1009.31 | 435.76 |
1015.22 | 460.14 |
1017.37 | 442.2 |
1008.83 | 447.69 |
1006.65 | 431.15 |
1014.32 | 445.0 |
1001.32 | 431.59 |
1027.94 | 467.22 |
1012.16 | 445.33 |
1013.21 | 470.57 |
1018.72 | 473.77 |
1017.42 | 447.67 |
1014.78 | 474.29 |
1008.07 | 437.14 |
1003.12 | 432.56 |
1009.72 | 459.14 |
1016.03 | 446.19 |
1006.38 | 428.1 |
1030.18 | 468.46 |
1017.95 | 435.02 |
1002.38 | 445.52 |
1003.36 | 462.69 |
1019.26 | 455.75 |
1015.89 | 463.74 |
1011.95 | 439.79 |
1016.99 | 443.26 |
1009.3 | 432.04 |
1013.32 | 465.86 |
1009.05 | 465.6 |
1009.35 | 469.43 |
1003.4 | 440.75 |
1015.82 | 481.32 |
1022.64 | 479.87 |
1005.7 | 458.59 |
1009.62 | 438.62 |
1012.38 | 445.59 |
1015.13 | 481.87 |
1013.58 | 475.01 |
1008.53 | 436.54 |
1016.28 | 456.63 |
1015.63 | 451.69 |
1010.93 | 463.04 |
1007.68 | 446.1 |
1009.94 | 438.67 |
1019.7 | 466.88 |
1008.42 | 444.6 |
1015.4 | 440.26 |
1023.28 | 483.92 |
1017.18 | 475.19 |
1023.06 | 479.24 |
1014.95 | 434.92 |
1014.0 | 454.16 |
1012.42 | 447.58 |
1021.67 | 467.9 |
1010.27 | 426.29 |
1007.8 | 447.02 |
1005.47 | 455.85 |
1010.31 | 476.46 |
1007.53 | 437.48 |
1014.61 | 452.77 |
1012.57 | 491.54 |
1017.22 | 438.41 |
1019.81 | 476.1 |
1007.87 | 464.58 |
1023.91 | 467.74 |
1010.0 | 442.12 |
1014.53 | 453.34 |
1010.44 | 425.29 |
1011.74 | 449.63 |
1025.27 | 462.88 |
1015.71 | 464.67 |
1027.17 | 489.96 |
1020.27 | 482.38 |
1009.45 | 437.95 |
1004.74 | 429.2 |
1013.03 | 453.34 |
1010.58 | 442.47 |
1015.14 | 462.6 |
1024.57 | 478.79 |
1012.34 | 456.11 |
1005.81 | 450.33 |
1007.21 | 434.83 |
1015.1 | 433.43 |
1020.76 | 456.02 |
1018.08 | 485.23 |
1013.03 | 473.57 |
1011.17 | 469.94 |
1008.69 | 452.07 |
1021.82 | 475.32 |
1013.39 | 480.69 |
1013.12 | 444.01 |
1020.41 | 465.17 |
1012.87 | 480.61 |
1013.39 | 476.04 |
1003.51 | 441.76 |
1005.19 | 428.24 |
1004.0 | 444.77 |
1008.58 | 463.1 |
1018.19 | 470.5 |
1007.04 | 431.0 |
1004.27 | 430.68 |
1006.6 | 436.42 |
1016.19 | 452.33 |
1010.64 | 440.16 |
1010.18 | 435.75 |
1008.48 | 449.74 |
1010.74 | 430.73 |
1009.55 | 432.75 |
1007.88 | 446.79 |
1018.12 | 486.35 |
1015.66 | 453.18 |
1015.73 | 458.31 |
1019.7 | 480.26 |
1011.89 | 448.65 |
1012.67 | 458.41 |
1006.37 | 435.39 |
1010.49 | 450.21 |
1018.68 | 459.59 |
1017.19 | 445.84 |
1018.17 | 441.08 |
1009.89 | 467.33 |
1016.56 | 444.19 |
1007.96 | 432.96 |
1002.85 | 438.09 |
1006.86 | 467.9 |
1012.68 | 475.72 |
1027.72 | 477.51 |
1006.37 | 435.13 |
1017.99 | 477.9 |
1019.18 | 457.26 |
1015.88 | 467.53 |
1021.08 | 465.15 |
1014.42 | 474.28 |
1013.85 | 444.49 |
1014.15 | 452.84 |
1008.5 | 435.38 |
1003.88 | 433.57 |
1009.04 | 435.27 |
1005.35 | 468.49 |
1009.9 | 433.07 |
1004.85 | 430.63 |
1013.29 | 440.74 |
1026.31 | 474.49 |
1005.72 | 449.74 |
1010.09 | 436.73 |
1006.53 | 434.58 |
1017.24 | 473.93 |
1007.03 | 435.99 |
1009.45 | 466.83 |
1005.29 | 427.22 |
1013.39 | 444.07 |
1020.11 | 469.57 |
1015.18 | 459.89 |
1024.91 | 479.59 |
1007.21 | 440.92 |
1020.45 | 480.87 |
1009.93 | 441.9 |
1011.35 | 430.2 |
1014.62 | 465.16 |
1021.19 | 471.32 |
1020.91 | 485.43 |
1012.27 | 495.35 |
1010.85 | 449.12 |
1006.22 | 480.53 |
1014.89 | 457.07 |
1010.7 | 443.67 |
1023.44 | 477.52 |
1012.52 | 472.95 |
1003.92 | 472.54 |
1015.85 | 469.17 |
1011.09 | 435.21 |
1004.81 | 477.78 |
1012.86 | 475.89 |
1017.75 | 483.9 |
1016.53 | 476.2 |
1015.47 | 462.16 |
1011.24 | 471.05 |
1010.6 | 484.71 |
1015.43 | 446.34 |
1007.21 | 469.02 |
1004.23 | 432.12 |
1015.51 | 467.28 |
1013.29 | 429.66 |
1013.16 | 469.49 |
1023.23 | 485.87 |
1026.0 | 481.95 |
1031.1 | 479.03 |
1010.99 | 434.5 |
1015.16 | 464.9 |
1020.02 | 452.71 |
1010.84 | 429.74 |
1020.67 | 457.09 |
1011.61 | 446.77 |
1014.46 | 460.76 |
1008.31 | 471.95 |
1014.09 | 453.29 |
1016.34 | 441.61 |
1017.01 | 464.73 |
1016.91 | 464.68 |
1003.72 | 430.59 |
1014.19 | 438.01 |
1021.84 | 479.08 |
1009.28 | 436.39 |
1016.25 | 447.07 |
1011.9 | 479.91 |
1013.88 | 489.05 |
1016.46 | 463.17 |
1001.18 | 471.26 |
1011.64 | 480.49 |
1025.41 | 473.78 |
1016.76 | 455.5 |
1013.78 | 446.27 |
1021.21 | 482.2 |
1016.72 | 452.48 |
1011.92 | 464.48 |
1015.29 | 438.1 |
1012.77 | 445.6 |
1010.37 | 442.43 |
1011.56 | 436.67 |
1016.54 | 466.56 |
1019.65 | 457.29 |
1029.65 | 487.03 |
1026.45 | 464.93 |
1019.28 | 466.0 |
1017.44 | 469.52 |
1011.18 | 428.88 |
1018.49 | 474.3 |
1009.69 | 461.06 |
1014.09 | 465.57 |
1012.3 | 467.67 |
1016.02 | 466.99 |
1013.73 | 463.72 |
1004.03 | 443.78 |
1005.43 | 445.23 |
1017.13 | 464.43 |
1028.31 | 484.36 |
1012.5 | 442.16 |
1004.64 | 464.11 |
1018.35 | 462.48 |
1009.59 | 477.49 |
1012.78 | 437.04 |
1003.8 | 457.09 |
1012.22 | 450.6 |
1023.25 | 465.78 |
1010.15 | 427.1 |
1020.14 | 459.81 |
1006.64 | 447.36 |
1011.0 | 488.92 |
1012.96 | 433.36 |
1021.99 | 483.35 |
1026.57 | 469.53 |
1012.27 | 476.96 |
1017.5 | 440.75 |
1024.51 | 462.55 |
1012.05 | 448.04 |
1016.22 | 455.24 |
1011.8 | 494.75 |
1012.55 | 444.58 |
1011.56 | 484.82 |
1019.6 | 442.9 |
1009.68 | 485.46 |
1012.82 | 457.81 |
1013.85 | 481.92 |
1009.63 | 443.23 |
1000.91 | 474.29 |
1009.98 | 430.46 |
1013.56 | 455.71 |
1011.25 | 438.34 |
1003.24 | 485.83 |
1017.76 | 452.82 |
1007.68 | 435.04 |
1016.82 | 451.21 |
1028.41 | 465.81 |
1025.04 | 458.42 |
1026.09 | 470.22 |
1020.84 | 449.24 |
1023.84 | 471.43 |
1023.74 | 473.26 |
1011.7 | 452.82 |
1008.1 | 432.69 |
1017.91 | 444.13 |
1029.8 | 467.21 |
1002.33 | 445.98 |
1002.42 | 436.91 |
1009.05 | 455.01 |
1002.47 | 437.11 |
1020.68 | 477.06 |
1006.65 | 441.71 |
1019.63 | 495.76 |
1011.33 | 445.63 |
1012.88 | 464.72 |
1005.94 | 438.03 |
1003.47 | 434.78 |
1015.63 | 444.67 |
1012.2 | 452.24 |
1014.19 | 450.92 |
1006.65 | 436.53 |
1005.75 | 435.53 |
1013.23 | 440.01 |
1008.72 | 443.1 |
1007.18 | 427.49 |
1012.99 | 436.25 |
1009.99 | 440.74 |
1015.02 | 443.54 |
1010.82 | 459.42 |
1009.76 | 439.66 |
1023.55 | 464.15 |
1020.55 | 459.1 |
1014.76 | 455.68 |
1015.33 | 469.08 |
1007.71 | 478.02 |
1017.36 | 456.8 |
1009.18 | 441.13 |
1017.05 | 463.88 |
1006.14 | 430.45 |
1014.24 | 449.18 |
1010.92 | 447.89 |
1010.4 | 431.59 |
1009.36 | 447.5 |
1033.04 | 475.58 |
1016.77 | 453.24 |
1012.59 | 446.4 |
1025.1 | 476.81 |
1019.29 | 474.1 |
1016.66 | 450.71 |
1006.4 | 433.62 |
1011.45 | 465.14 |
1019.08 | 445.18 |
1015.3 | 474.12 |
1016.08 | 483.91 |
1010.55 | 486.68 |
1022.43 | 464.98 |
1010.83 | 481.4 |
1021.81 | 479.2 |
1005.85 | 463.86 |
1012.76 | 472.3 |
1001.31 | 446.51 |
1005.93 | 437.71 |
1001.96 | 458.94 |
1007.62 | 437.91 |
1009.96 | 490.76 |
1013.4 | 439.66 |
1007.58 | 463.27 |
1016.68 | 473.99 |
1012.83 | 433.38 |
1015.13 | 459.01 |
1016.05 | 471.44 |
1012.97 | 471.91 |
1028.2 | 465.15 |
1008.25 | 446.66 |
1009.78 | 438.15 |
1008.81 | 447.14 |
1025.53 | 472.32 |
1010.16 | 441.68 |
1009.33 | 440.04 |
1009.82 | 444.82 |
1014.5 | 457.26 |
1009.13 | 428.83 |
1009.93 | 449.07 |
1009.38 | 435.21 |
1017.59 | 471.03 |
1012.47 | 465.56 |
1019.86 | 442.83 |
1017.26 | 460.3 |
1023.07 | 474.25 |
1033.3 | 477.97 |
1019.1 | 472.16 |
1014.22 | 456.08 |
1014.9 | 452.41 |
1011.31 | 463.71 |
1006.26 | 433.72 |
1016.0 | 456.4 |
1015.41 | 448.43 |
1020.63 | 481.6 |
1001.16 | 457.07 |
1019.8 | 451.0 |
1018.48 | 440.28 |
1002.26 | 437.47 |
1004.07 | 443.57 |
1004.91 | 426.6 |
1013.12 | 470.87 |
1012.9 | 478.37 |
1013.32 | 453.92 |
1020.79 | 470.22 |
1011.37 | 434.54 |
1013.11 | 442.89 |
1013.29 | 479.03 |
1020.5 | 476.06 |
1022.62 | 473.88 |
1010.84 | 451.75 |
1012.68 | 439.2 |
1015.58 | 439.7 |
1013.68 | 463.6 |
1004.21 | 447.47 |
1013.23 | 447.92 |
1020.44 | 471.08 |
1007.99 | 437.55 |
1012.36 | 448.27 |
998.47 | 431.69 |
1016.57 | 449.09 |
1015.93 | 448.79 |
1025.21 | 460.21 |
1013.54 | 479.28 |
1032.67 | 483.11 |
1011.46 | 450.75 |
1010.43 | 437.97 |
1008.53 | 459.76 |
1020.5 | 457.75 |
1015.48 | 469.33 |
1009.74 | 433.28 |
1010.23 | 444.64 |
1021.3 | 463.1 |
1022.01 | 460.91 |
1023.95 | 479.35 |
1017.65 | 449.23 |
1021.83 | 474.51 |
1007.81 | 435.02 |
1009.43 | 435.45 |
1013.3 | 452.38 |
1019.73 | 480.41 |
1019.54 | 478.96 |
1026.58 | 468.87 |
1007.89 | 434.01 |
1013.85 | 466.36 |
1011.44 | 435.28 |
1014.51 | 486.46 |
1015.51 | 468.19 |
1022.14 | 468.37 |
1019.17 | 474.19 |
1009.52 | 440.32 |
1015.35 | 485.32 |
1014.38 | 464.27 |
1013.66 | 479.25 |
1007.0 | 430.4 |
1016.65 | 447.49 |
1006.85 | 438.23 |
1025.46 | 492.09 |
1015.13 | 475.36 |
1016.68 | 452.56 |
1015.98 | 427.84 |
1010.8 | 433.95 |
1008.48 | 435.27 |
1014.04 | 454.62 |
1020.36 | 472.17 |
1015.96 | 452.42 |
1003.19 | 472.17 |
1018.01 | 481.83 |
1021.83 | 458.78 |
1022.47 | 447.5 |
1019.04 | 463.4 |
1022.67 | 473.57 |
1009.07 | 433.72 |
1011.2 | 431.85 |
1012.13 | 433.47 |
1007.45 | 432.84 |
1007.29 | 436.6 |
1020.12 | 490.23 |
1020.58 | 477.16 |
1010.44 | 441.06 |
1007.22 | 440.86 |
1033.08 | 477.94 |
1026.56 | 474.47 |
1012.18 | 470.67 |
1013.7 | 447.31 |
1018.14 | 466.8 |
1007.4 | 430.91 |
1007.2 | 434.75 |
1010.82 | 469.52 |
1008.88 | 438.9 |
1010.51 | 429.56 |
1013.53 | 432.92 |
1005.68 | 442.87 |
1022.57 | 466.59 |
1028.04 | 479.61 |
1019.12 | 471.08 |
1016.51 | 433.37 |
1018.8 | 443.92 |
1016.74 | 443.5 |
1017.37 | 439.89 |
1008.9 | 434.66 |
1021.95 | 487.57 |
1013.76 | 464.64 |
1017.26 | 470.92 |
1014.37 | 444.39 |
1002.54 | 442.48 |
1005.25 | 449.61 |
1009.43 | 435.02 |
1021.81 | 458.67 |
1016.63 | 461.74 |
1008.09 | 438.31 |
1011.68 | 462.38 |
1019.39 | 460.56 |
1013.37 | 439.22 |
1009.71 | 444.64 |
999.8 | 430.34 |
1008.37 | 430.46 |
1009.02 | 456.79 |
994.17 | 468.82 |
1008.79 | 448.51 |
1014.67 | 470.77 |
1025.79 | 465.74 |
1005.31 | 430.21 |
1008.62 | 449.23 |
1021.91 | 461.89 |
1010.97 | 445.72 |
1013.36 | 466.13 |
1008.38 | 448.71 |
998.43 | 469.25 |
1013.04 | 450.56 |
1008.94 | 464.46 |
1014.87 | 471.13 |
1010.92 | 461.52 |
1012.04 | 451.09 |
1005.43 | 431.51 |
1009.65 | 469.8 |
1012.05 | 442.28 |
1011.84 | 458.67 |
1016.13 | 462.4 |
1015.18 | 453.54 |
1019.81 | 444.38 |
1003.39 | 440.52 |
1007.68 | 433.62 |
1023.68 | 481.96 |
1008.89 | 452.75 |
1026.4 | 481.28 |
1020.28 | 439.03 |
1005.64 | 435.75 |
1009.72 | 436.03 |
1011.03 | 445.6 |
1020.27 | 462.65 |
1005.87 | 438.66 |
1008.54 | 447.32 |
1004.85 | 484.55 |
1024.9 | 476.8 |
1023.99 | 480.34 |
1010.53 | 440.63 |
1014.27 | 459.48 |
1025.98 | 490.78 |
1019.25 | 483.56 |
1012.26 | 429.38 |
1013.49 | 440.27 |
1011.34 | 445.34 |
1013.86 | 447.43 |
1004.37 | 439.91 |
1016.11 | 459.27 |
1017.88 | 478.89 |
1012.41 | 466.7 |
1021.39 | 463.5 |
1015.04 | 436.21 |
1011.95 | 443.94 |
1012.87 | 439.63 |
1013.21 | 460.95 |
1015.99 | 448.69 |
1006.24 | 444.63 |
1005.49 | 473.51 |
1008.56 | 462.56 |
1011.07 | 451.76 |
1025.68 | 491.81 |
1011.04 | 429.52 |
1007.59 | 437.9 |
1003.18 | 467.54 |
1015.35 | 449.97 |
1003.61 | 436.62 |
1023.37 | 477.68 |
1016.04 | 447.26 |
1011.8 | 439.76 |
1015.23 | 437.49 |
1018.29 | 455.14 |
1021.76 | 485.5 |
1016.81 | 444.1 |
1006.91 | 432.33 |
1008.87 | 471.23 |
1017.93 | 463.89 |
1009.2 | 445.54 |
1007.99 | 446.09 |
1017.82 | 445.12 |
1018.29 | 443.31 |
1015.14 | 484.16 |
1019.86 | 477.76 |
1008.36 | 430.28 |
1010.39 | 446.48 |
1028.11 | 481.03 |
1007.41 | 466.07 |
1013.2 | 447.47 |
1019.83 | 455.93 |
1021.15 | 479.62 |
1014.28 | 455.06 |
1019.87 | 475.06 |
1012.59 | 438.89 |
1003.38 | 432.7 |
1011.89 | 452.6 |
1010.46 | 451.75 |
1008.16 | 430.66 |
1019.04 | 491.9 |
1010.04 | 439.82 |
1015.91 | 460.73 |
1015.14 | 449.7 |
1013.88 | 439.42 |
1013.33 | 439.84 |
1025.58 | 485.86 |
1011.81 | 458.1 |
1012.89 | 479.92 |
1019.94 | 458.29 |
1017.29 | 489.45 |
1012.17 | 434.0 |
1010.69 | 431.24 |
1003.26 | 439.5 |
1019.48 | 467.46 |
1010.0 | 429.27 |
1016.95 | 452.1 |
999.83 | 472.41 |
1002.75 | 442.14 |
1003.56 | 441.0 |
1020.76 | 463.07 |
1017.99 | 445.71 |
1017.11 | 483.16 |
1010.75 | 440.45 |
1020.6 | 481.83 |
1015.53 | 467.6 |
1004.29 | 450.88 |
1001.22 | 425.5 |
1013.95 | 451.87 |
1010.51 | 428.94 |
1002.59 | 439.86 |
1011.21 | 433.44 |
1015.12 | 438.23 |
1007.68 | 436.95 |
1021.67 | 470.19 |
1011.6 | 484.66 |
1007.56 | 430.81 |
1010.05 | 433.37 |
1014.17 | 453.02 |
1012.6 | 453.5 |
995.88 | 463.09 |
1016.25 | 464.56 |
1017.22 | 452.12 |
1015.66 | 470.9 |
1021.08 | 450.89 |
1009.85 | 445.04 |
1011.49 | 444.72 |
1022.07 | 460.38 |
1013.05 | 446.8 |
1018.34 | 465.05 |
1016.55 | 484.13 |
1017.01 | 488.27 |
1013.85 | 447.09 |
1017.16 | 452.02 |
1014.16 | 455.55 |
1029.41 | 480.99 |
1012.96 | 467.68 |
Humidity | Power |
---|---|
73.17 | 463.26 |
59.08 | 444.37 |
92.14 | 488.56 |
76.64 | 446.48 |
96.62 | 473.9 |
58.77 | 443.67 |
75.24 | 467.35 |
66.43 | 478.42 |
41.25 | 475.98 |
70.72 | 477.5 |
75.04 | 453.02 |
64.22 | 453.99 |
84.15 | 440.29 |
61.83 | 451.28 |
87.59 | 433.99 |
43.08 | 462.19 |
48.84 | 467.54 |
77.51 | 477.2 |
63.59 | 459.85 |
55.28 | 464.3 |
66.26 | 468.27 |
64.77 | 495.24 |
83.31 | 483.8 |
47.19 | 443.61 |
54.93 | 436.06 |
74.62 | 443.25 |
72.52 | 464.16 |
88.44 | 475.52 |
92.28 | 484.41 |
41.85 | 437.89 |
44.28 | 445.11 |
64.58 | 438.86 |
63.25 | 440.98 |
78.61 | 436.65 |
44.51 | 444.26 |
89.46 | 465.86 |
74.52 | 444.37 |
88.86 | 450.69 |
75.51 | 469.02 |
78.64 | 448.86 |
76.65 | 447.14 |
80.44 | 469.18 |
79.89 | 482.8 |
88.28 | 476.7 |
84.6 | 474.99 |
42.69 | 444.22 |
78.41 | 461.33 |
61.07 | 448.06 |
50.0 | 474.6 |
77.29 | 473.05 |
43.66 | 432.06 |
83.8 | 467.41 |
66.47 | 430.12 |
93.09 | 473.62 |
80.52 | 471.81 |
68.99 | 442.99 |
57.27 | 442.77 |
95.53 | 491.49 |
71.72 | 447.46 |
57.88 | 446.11 |
63.34 | 442.44 |
48.07 | 446.22 |
91.87 | 471.49 |
87.27 | 463.5 |
64.4 | 440.01 |
43.4 | 441.03 |
72.24 | 452.68 |
90.22 | 474.91 |
74.0 | 478.77 |
71.85 | 434.2 |
86.62 | 437.91 |
97.41 | 477.61 |
84.44 | 431.65 |
81.55 | 430.57 |
75.66 | 481.09 |
79.41 | 445.56 |
58.91 | 475.74 |
90.06 | 435.12 |
79.0 | 446.15 |
69.47 | 436.64 |
51.47 | 436.69 |
83.13 | 468.75 |
40.33 | 466.6 |
81.69 | 465.48 |
94.55 | 441.34 |
91.81 | 441.83 |
63.62 | 464.7 |
49.35 | 437.99 |
69.61 | 459.12 |
38.75 | 429.69 |
90.17 | 459.8 |
81.24 | 433.63 |
48.46 | 442.84 |
76.72 | 485.13 |
51.16 | 459.12 |
76.34 | 445.31 |
67.3 | 480.8 |
52.38 | 432.55 |
76.44 | 443.86 |
91.55 | 449.77 |
71.9 | 470.71 |
80.05 | 452.17 |
63.77 | 478.29 |
62.26 | 428.54 |
89.04 | 478.27 |
58.02 | 439.58 |
81.82 | 457.32 |
91.14 | 475.51 |
88.92 | 439.66 |
84.83 | 471.99 |
91.76 | 479.81 |
86.56 | 434.78 |
57.21 | 446.58 |
54.25 | 437.76 |
63.8 | 459.36 |
33.71 | 462.28 |
67.25 | 464.33 |
60.11 | 444.36 |
74.55 | 438.64 |
67.34 | 470.49 |
42.75 | 455.13 |
55.2 | 450.22 |
83.61 | 440.43 |
88.78 | 482.98 |
100.12 | 460.44 |
64.52 | 444.97 |
51.41 | 433.94 |
85.78 | 439.73 |
75.41 | 434.48 |
81.63 | 442.33 |
51.92 | 457.67 |
70.12 | 454.66 |
53.83 | 432.21 |
77.23 | 457.66 |
65.67 | 435.21 |
71.18 | 448.22 |
81.96 | 475.51 |
79.54 | 446.53 |
47.09 | 441.3 |
57.69 | 433.54 |
78.89 | 472.52 |
85.29 | 474.77 |
40.13 | 435.1 |
77.06 | 450.74 |
67.38 | 442.7 |
62.44 | 426.56 |
77.43 | 463.71 |
58.77 | 447.06 |
67.72 | 452.27 |
42.14 | 445.78 |
84.16 | 438.65 |
89.79 | 480.15 |
67.21 | 447.19 |
72.14 | 443.04 |
97.49 | 488.81 |
87.74 | 455.75 |
96.3 | 455.86 |
61.25 | 457.68 |
88.38 | 479.11 |
74.77 | 432.84 |
68.18 | 448.37 |
77.2 | 447.06 |
49.54 | 443.53 |
92.22 | 445.21 |
33.65 | 441.7 |
64.59 | 450.93 |
100.09 | 451.44 |
68.04 | 441.29 |
48.94 | 458.85 |
74.47 | 481.46 |
81.02 | 467.19 |
71.17 | 461.54 |
53.85 | 439.08 |
70.67 | 467.22 |
59.36 | 468.8 |
57.17 | 426.93 |
70.29 | 474.65 |
83.37 | 468.97 |
87.36 | 433.97 |
100.09 | 450.53 |
68.78 | 444.51 |
70.98 | 469.03 |
75.68 | 466.56 |
47.49 | 457.57 |
71.99 | 440.13 |
66.55 | 433.24 |
74.73 | 452.55 |
64.78 | 443.29 |
75.13 | 431.76 |
56.38 | 454.97 |
94.35 | 456.7 |
86.55 | 486.03 |
82.95 | 472.79 |
88.42 | 452.03 |
85.61 | 443.41 |
58.39 | 441.93 |
74.28 | 432.64 |
87.85 | 480.25 |
83.5 | 466.68 |
65.24 | 494.39 |
75.01 | 454.72 |
84.52 | 448.71 |
80.52 | 469.76 |
75.14 | 450.71 |
75.75 | 444.01 |
76.72 | 453.2 |
85.47 | 450.87 |
57.95 | 441.73 |
78.32 | 465.09 |
52.2 | 447.28 |
93.69 | 491.16 |
75.74 | 450.98 |
67.56 | 446.3 |
69.46 | 436.48 |
74.58 | 460.84 |
53.23 | 442.56 |
88.72 | 467.3 |
96.16 | 479.13 |
68.26 | 441.15 |
86.39 | 445.52 |
85.34 | 475.4 |
72.64 | 469.3 |
97.82 | 463.57 |
77.22 | 445.32 |
80.59 | 461.03 |
46.91 | 466.74 |
57.76 | 444.04 |
53.09 | 434.01 |
84.31 | 465.23 |
71.58 | 440.6 |
92.97 | 466.74 |
74.55 | 433.48 |
78.96 | 473.59 |
64.44 | 474.81 |
68.23 | 454.75 |
70.81 | 452.94 |
61.66 | 435.83 |
77.76 | 482.19 |
69.49 | 466.66 |
96.26 | 462.59 |
55.74 | 447.82 |
95.61 | 462.73 |
84.75 | 447.98 |
75.3 | 462.72 |
67.5 | 442.42 |
80.92 | 444.69 |
79.23 | 466.7 |
81.1 | 453.84 |
32.8 | 436.92 |
84.31 | 486.37 |
46.15 | 440.43 |
53.96 | 446.82 |
59.83 | 484.91 |
75.3 | 437.76 |
42.53 | 438.91 |
70.58 | 464.19 |
91.69 | 442.19 |
63.55 | 446.86 |
61.51 | 457.15 |
69.55 | 482.57 |
98.08 | 476.03 |
79.34 | 428.89 |
81.28 | 472.7 |
78.99 | 445.6 |
80.38 | 464.78 |
51.16 | 440.42 |
72.17 | 428.41 |
75.39 | 438.5 |
68.91 | 438.28 |
96.38 | 476.29 |
70.54 | 448.46 |
45.8 | 438.99 |
57.95 | 471.8 |
81.89 | 471.81 |
69.32 | 449.82 |
59.14 | 442.14 |
81.54 | 441.46 |
85.81 | 477.62 |
65.41 | 446.76 |
81.15 | 472.52 |
95.87 | 471.58 |
90.24 | 440.85 |
75.13 | 431.37 |
88.22 | 437.33 |
81.48 | 469.22 |
89.84 | 471.11 |
43.57 | 439.17 |
63.16 | 445.33 |
57.14 | 473.71 |
77.76 | 452.66 |
90.56 | 440.99 |
60.98 | 467.42 |
70.31 | 444.14 |
74.05 | 457.17 |
75.42 | 467.87 |
82.25 | 442.04 |
67.95 | 471.36 |
100.09 | 460.7 |
47.28 | 431.33 |
72.41 | 432.6 |
77.67 | 447.61 |
63.7 | 443.87 |
79.77 | 446.87 |
93.84 | 465.74 |
84.95 | 447.86 |
70.16 | 447.65 |
84.24 | 437.87 |
73.32 | 483.51 |
86.17 | 479.65 |
65.43 | 455.16 |
94.59 | 431.91 |
86.8 | 470.68 |
58.18 | 429.28 |
89.66 | 450.81 |
87.39 | 437.73 |
36.35 | 460.21 |
79.62 | 442.86 |
50.52 | 482.99 |
51.96 | 440.0 |
74.73 | 478.48 |
78.33 | 455.28 |
85.19 | 436.94 |
83.13 | 461.06 |
53.49 | 438.28 |
88.86 | 472.61 |
60.89 | 426.85 |
61.14 | 470.18 |
68.29 | 455.38 |
57.62 | 428.32 |
83.63 | 480.35 |
78.1 | 455.56 |
66.34 | 447.66 |
79.02 | 443.06 |
68.96 | 452.43 |
71.13 | 477.81 |
87.01 | 431.66 |
74.3 | 431.8 |
77.62 | 446.67 |
59.56 | 445.26 |
41.66 | 425.72 |
73.27 | 430.58 |
77.16 | 439.86 |
67.02 | 441.11 |
52.8 | 434.72 |
39.04 | 434.01 |
65.47 | 475.64 |
74.32 | 460.44 |
69.22 | 436.4 |
93.88 | 461.03 |
69.83 | 479.08 |
84.11 | 435.76 |
78.65 | 460.14 |
69.31 | 442.2 |
70.3 | 447.69 |
68.23 | 431.15 |
71.76 | 445.0 |
85.88 | 431.59 |
71.09 | 467.22 |
52.67 | 445.33 |
89.68 | 470.57 |
73.66 | 473.77 |
58.94 | 447.67 |
87.05 | 474.29 |
67.0 | 437.14 |
43.18 | 432.56 |
80.62 | 459.14 |
59.72 | 446.19 |
72.1 | 428.1 |
69.15 | 468.46 |
55.66 | 435.02 |
61.19 | 445.52 |
74.62 | 462.69 |
73.35 | 455.75 |
68.85 | 463.74 |
39.89 | 439.79 |
53.16 | 443.26 |
52.97 | 432.04 |
79.87 | 465.86 |
84.09 | 465.6 |
100.15 | 469.43 |
79.77 | 440.75 |
88.99 | 481.32 |
76.14 | 479.87 |
69.13 | 458.59 |
93.03 | 438.62 |
77.92 | 445.59 |
74.89 | 481.87 |
88.7 | 475.01 |
62.94 | 436.54 |
89.62 | 456.63 |
81.04 | 451.69 |
94.53 | 463.04 |
64.02 | 446.1 |
70.57 | 438.67 |
70.32 | 466.88 |
84.86 | 444.6 |
81.41 | 440.26 |
89.45 | 483.92 |
82.71 | 475.19 |
93.93 | 479.24 |
70.6 | 434.92 |
87.68 | 454.16 |
87.58 | 447.58 |
74.4 | 467.9 |
67.35 | 426.29 |
63.61 | 447.02 |
76.89 | 455.85 |
78.08 | 476.46 |
69.17 | 437.48 |
53.31 | 452.77 |
93.32 | 491.54 |
42.47 | 438.41 |
82.58 | 476.1 |
94.59 | 464.58 |
86.31 | 467.74 |
72.57 | 442.12 |
80.76 | 453.34 |
71.93 | 425.29 |
47.54 | 449.63 |
95.72 | 462.88 |
77.03 | 464.67 |
80.49 | 489.96 |
77.67 | 482.38 |
78.72 | 437.95 |
58.77 | 429.2 |
74.8 | 453.34 |
51.34 | 442.47 |
90.41 | 462.6 |
91.1 | 478.79 |
62.57 | 456.11 |
84.27 | 450.33 |
42.93 | 434.83 |
40.96 | 433.43 |
76.53 | 456.02 |
69.74 | 485.23 |
74.99 | 473.57 |
70.45 | 469.94 |
91.49 | 452.07 |
88.97 | 475.32 |
89.13 | 480.69 |
46.52 | 444.01 |
60.55 | 465.17 |
88.71 | 480.61 |
89.15 | 476.04 |
83.02 | 441.76 |
75.19 | 428.24 |
87.35 | 444.77 |
85.66 | 463.1 |
91.66 | 470.5 |
63.47 | 431.0 |
72.25 | 430.68 |
70.58 | 436.42 |
60.1 | 452.33 |
89.29 | 440.16 |
67.43 | 435.75 |
67.58 | 449.74 |
70.8 | 430.73 |
63.62 | 432.75 |
66.68 | 446.79 |
90.76 | 486.35 |
75.34 | 453.18 |
59.77 | 458.31 |
80.79 | 480.26 |
74.1 | 448.65 |
41.34 | 458.41 |
58.78 | 435.39 |
97.78 | 450.21 |
74.85 | 459.59 |
69.84 | 445.84 |
75.36 | 441.08 |
85.8 | 467.33 |
90.11 | 444.19 |
61.63 | 432.96 |
44.76 | 438.09 |
89.7 | 467.9 |
72.51 | 475.72 |
74.98 | 477.51 |
79.59 | 435.13 |
78.42 | 477.9 |
61.23 | 457.26 |
47.56 | 467.53 |
93.06 | 465.15 |
89.65 | 474.28 |
50.5 | 444.49 |
44.84 | 452.84 |
85.32 | 435.38 |
82.94 | 433.57 |
67.26 | 435.27 |
79.05 | 468.49 |
62.03 | 433.07 |
94.36 | 430.63 |
60.02 | 440.74 |
95.46 | 474.49 |
84.92 | 449.74 |
62.8 | 436.73 |
90.81 | 434.58 |
80.9 | 473.93 |
55.84 | 435.99 |
75.3 | 466.83 |
37.34 | 427.22 |
79.5 | 444.07 |
87.29 | 469.57 |
81.5 | 459.89 |
76.42 | 479.59 |
75.75 | 440.92 |
84.95 | 480.87 |
62.37 | 441.9 |
49.25 | 430.2 |
74.16 | 465.16 |
90.55 | 471.32 |
94.28 | 485.43 |
63.31 | 495.35 |
78.9 | 449.12 |
90.97 | 480.53 |
87.34 | 457.07 |
80.8 | 443.67 |
90.95 | 477.52 |
69.97 | 472.95 |
89.45 | 472.54 |
76.08 | 469.17 |
83.35 | 435.21 |
92.16 | 477.78 |
58.42 | 475.89 |
85.06 | 483.9 |
88.91 | 476.2 |
83.33 | 462.16 |
88.49 | 471.05 |
96.88 | 484.71 |
73.86 | 446.34 |
65.17 | 469.02 |
69.41 | 432.12 |
81.23 | 467.28 |
54.07 | 429.66 |
89.17 | 469.49 |
78.85 | 485.87 |
84.44 | 481.95 |
83.02 | 479.03 |
90.66 | 434.5 |
75.29 | 464.9 |
82.6 | 452.71 |
45.4 | 429.74 |
66.33 | 457.09 |
45.33 | 446.77 |
67.12 | 460.76 |
84.14 | 471.95 |
80.81 | 453.29 |
49.13 | 441.61 |
87.29 | 464.73 |
52.95 | 464.68 |
68.92 | 430.59 |
85.21 | 438.01 |
88.56 | 479.08 |
55.09 | 436.39 |
48.64 | 447.07 |
87.85 | 479.91 |
87.42 | 489.05 |
62.75 | 463.17 |
94.86 | 471.26 |
63.54 | 480.49 |
69.46 | 473.78 |
74.66 | 455.5 |
80.57 | 446.27 |
84.7 | 482.2 |
72.6 | 452.48 |
52.63 | 464.48 |
82.01 | 438.1 |
75.22 | 445.6 |
51.05 | 442.43 |
80.1 | 436.67 |
81.58 | 466.56 |
65.94 | 457.29 |
86.74 | 487.03 |
62.57 | 464.93 |
57.37 | 466.0 |
88.91 | 469.52 |
72.26 | 428.88 |
74.98 | 474.3 |
71.19 | 461.06 |
62.82 | 465.57 |
55.31 | 467.67 |
71.57 | 466.99 |
59.16 | 463.72 |
40.8 | 443.78 |
67.63 | 445.23 |
97.2 | 464.43 |
91.16 | 484.36 |
64.81 | 442.16 |
85.61 | 464.11 |
93.42 | 462.48 |
77.36 | 477.49 |
67.03 | 437.04 |
89.45 | 457.09 |
54.84 | 450.6 |
53.48 | 465.78 |
54.47 | 427.1 |
43.36 | 459.81 |
48.92 | 447.36 |
81.22 | 488.92 |
60.35 | 433.36 |
75.98 | 483.35 |
74.24 | 469.53 |
85.21 | 476.96 |
68.46 | 440.75 |
78.31 | 462.55 |
89.25 | 448.04 |
68.57 | 455.24 |
67.38 | 494.75 |
53.6 | 444.58 |
91.69 | 484.82 |
78.21 | 442.9 |
94.19 | 485.46 |
37.19 | 457.81 |
83.53 | 481.92 |
79.45 | 443.23 |
99.9 | 474.29 |
50.39 | 430.46 |
74.33 | 455.71 |
83.66 | 438.34 |
89.48 | 485.83 |
64.59 | 452.82 |
75.68 | 435.04 |
64.18 | 451.21 |
70.09 | 465.81 |
70.58 | 458.42 |
99.28 | 470.22 |
81.89 | 449.24 |
87.99 | 471.43 |
88.21 | 473.26 |
91.29 | 452.82 |
52.72 | 432.69 |
67.5 | 444.13 |
92.05 | 467.21 |
63.23 | 445.98 |
90.88 | 436.91 |
74.91 | 455.01 |
85.39 | 437.11 |
96.98 | 477.06 |
56.28 | 441.71 |
65.62 | 495.76 |
55.32 | 445.63 |
88.88 | 464.72 |
39.49 | 438.03 |
54.59 | 434.78 |
57.19 | 444.67 |
45.06 | 452.24 |
40.62 | 450.92 |
90.21 | 436.53 |
90.91 | 435.53 |
74.96 | 440.01 |
54.21 | 443.1 |
63.62 | 427.49 |
50.04 | 436.25 |
51.23 | 440.74 |
82.71 | 443.54 |
92.04 | 459.42 |
90.67 | 439.66 |
91.14 | 464.15 |
70.43 | 459.1 |
66.63 | 455.68 |
86.95 | 469.08 |
96.69 | 478.02 |
70.88 | 456.8 |
47.14 | 441.13 |
63.36 | 463.88 |
60.58 | 430.45 |
54.3 | 449.18 |
65.09 | 447.89 |
48.16 | 431.59 |
81.51 | 447.5 |
68.57 | 475.58 |
73.16 | 453.24 |
80.88 | 446.4 |
85.4 | 476.81 |
75.77 | 474.1 |
75.76 | 450.71 |
70.21 | 433.62 |
55.53 | 465.14 |
80.48 | 445.18 |
72.41 | 474.12 |
83.25 | 483.91 |
82.12 | 486.68 |
94.75 | 464.98 |
95.79 | 481.4 |
86.02 | 479.2 |
78.29 | 463.86 |
82.23 | 472.3 |
52.86 | 446.51 |
60.66 | 437.71 |
62.77 | 458.94 |
65.54 | 437.91 |
95.4 | 490.76 |
51.78 | 439.66 |
63.62 | 463.27 |
83.09 | 473.99 |
61.81 | 433.38 |
68.24 | 459.01 |
72.41 | 471.44 |
79.64 | 471.91 |
66.95 | 465.15 |
91.98 | 446.66 |
64.96 | 438.15 |
88.93 | 447.14 |
85.62 | 472.32 |
84.0 | 441.68 |
89.41 | 440.04 |
67.4 | 444.82 |
76.75 | 457.26 |
89.06 | 428.83 |
64.02 | 449.07 |
64.12 | 435.21 |
81.22 | 471.03 |
100.13 | 465.56 |
58.07 | 442.83 |
63.42 | 460.3 |
83.32 | 474.25 |
74.28 | 477.97 |
71.91 | 472.16 |
85.8 | 456.08 |
55.58 | 452.41 |
69.7 | 463.71 |
63.79 | 433.72 |
86.59 | 456.4 |
48.28 | 448.43 |
80.42 | 481.6 |
98.58 | 457.07 |
72.83 | 451.0 |
56.07 | 440.28 |
67.13 | 437.47 |
84.49 | 443.57 |
68.37 | 426.6 |
86.07 | 470.87 |
83.82 | 478.37 |
74.86 | 453.92 |
53.52 | 470.22 |
80.61 | 434.54 |
43.56 | 442.89 |
89.35 | 479.03 |
97.28 | 476.06 |
80.49 | 473.88 |
88.9 | 451.75 |
49.7 | 439.2 |
68.64 | 439.7 |
98.58 | 463.6 |
82.12 | 447.47 |
78.32 | 447.92 |
86.04 | 471.08 |
91.36 | 437.55 |
81.02 | 448.27 |
76.05 | 431.69 |
71.81 | 449.09 |
82.13 | 448.79 |
74.27 | 460.21 |
71.32 | 479.28 |
74.59 | 483.11 |
84.44 | 450.75 |
43.39 | 437.97 |
87.2 | 459.76 |
77.11 | 457.75 |
82.81 | 469.33 |
85.67 | 433.28 |
95.58 | 444.64 |
74.46 | 463.1 |
90.02 | 460.91 |
81.93 | 479.35 |
86.29 | 449.23 |
85.43 | 474.51 |
71.66 | 435.02 |
71.33 | 435.45 |
67.72 | 452.38 |
84.23 | 480.41 |
74.44 | 478.96 |
71.48 | 468.87 |
56.3 | 434.01 |
68.13 | 466.36 |
68.35 | 435.28 |
85.23 | 486.46 |
79.78 | 468.19 |
98.98 | 468.37 |
72.87 | 474.19 |
90.93 | 440.32 |
72.94 | 485.32 |
72.3 | 464.27 |
77.74 | 479.25 |
78.29 | 430.4 |
69.1 | 447.49 |
55.79 | 438.23 |
75.09 | 492.09 |
88.98 | 475.36 |
64.26 | 452.56 |
25.89 | 427.84 |
59.18 | 433.95 |
67.48 | 435.27 |
89.85 | 454.62 |
50.62 | 472.17 |
83.97 | 452.42 |
96.51 | 472.17 |
80.09 | 481.83 |
84.02 | 458.78 |
61.97 | 447.5 |
88.51 | 463.4 |
81.83 | 473.57 |
90.63 | 433.72 |
73.37 | 431.85 |
77.5 | 433.47 |
57.46 | 432.84 |
51.91 | 436.6 |
79.14 | 490.23 |
69.24 | 477.16 |
41.85 | 441.06 |
95.1 | 440.86 |
74.53 | 477.94 |
64.85 | 474.47 |
57.07 | 470.67 |
62.9 | 447.31 |
72.21 | 466.8 |
65.99 | 430.91 |
73.67 | 434.75 |
88.59 | 469.52 |
61.19 | 438.9 |
49.37 | 429.56 |
48.65 | 432.92 |
56.18 | 442.87 |
71.56 | 466.59 |
87.46 | 479.61 |
70.02 | 471.08 |
61.2 | 433.37 |
60.54 | 443.92 |
71.82 | 443.5 |
44.8 | 439.89 |
67.32 | 434.66 |
78.77 | 487.57 |
96.02 | 464.64 |
90.56 | 470.92 |
83.19 | 444.39 |
68.45 | 442.48 |
99.19 | 449.61 |
88.11 | 435.02 |
79.29 | 458.67 |
87.76 | 461.74 |
82.56 | 438.31 |
79.24 | 462.38 |
67.24 | 460.56 |
58.98 | 439.22 |
84.22 | 444.64 |
89.12 | 430.34 |
50.07 | 430.46 |
98.86 | 456.79 |
95.79 | 468.82 |
70.06 | 448.51 |
41.71 | 470.77 |
86.55 | 465.74 |
71.97 | 430.21 |
96.4 | 449.23 |
91.73 | 461.89 |
91.62 | 445.72 |
59.14 | 466.13 |
92.56 | 448.71 |
83.71 | 469.25 |
55.43 | 450.56 |
74.91 | 464.46 |
89.41 | 471.13 |
69.81 | 461.52 |
86.01 | 451.09 |
86.05 | 431.51 |
80.98 | 469.8 |
63.62 | 442.28 |
64.16 | 458.67 |
75.63 | 462.4 |
80.21 | 453.54 |
59.7 | 444.38 |
47.6 | 440.52 |
63.78 | 433.62 |
89.37 | 481.96 |
70.55 | 452.75 |
84.42 | 481.28 |
80.62 | 439.03 |
52.56 | 435.75 |
83.26 | 436.03 |
70.64 | 445.6 |
89.95 | 462.65 |
51.53 | 438.66 |
84.83 | 447.32 |
59.68 | 484.55 |
97.88 | 476.8 |
85.03 | 480.34 |
47.38 | 440.63 |
48.08 | 459.48 |
79.65 | 490.78 |
83.39 | 483.56 |
82.18 | 429.38 |
51.71 | 440.27 |
77.33 | 445.34 |
72.81 | 447.43 |
84.26 | 439.91 |
73.23 | 459.27 |
79.73 | 478.89 |
62.32 | 466.7 |
78.58 | 463.5 |
79.88 | 436.21 |
65.87 | 443.94 |
80.28 | 439.63 |
71.33 | 460.95 |
70.33 | 448.69 |
57.73 | 444.63 |
99.46 | 473.51 |
68.61 | 462.56 |
95.91 | 451.76 |
80.42 | 491.81 |
51.01 | 429.52 |
74.08 | 437.9 |
80.73 | 467.54 |
54.71 | 449.97 |
73.75 | 436.62 |
88.43 | 477.68 |
74.66 | 447.26 |
70.04 | 439.76 |
74.64 | 437.49 |
85.11 | 455.14 |
82.97 | 485.5 |
55.59 | 444.1 |
49.9 | 432.33 |
89.99 | 471.23 |
91.61 | 463.89 |
82.95 | 445.54 |
92.62 | 446.09 |
59.64 | 445.12 |
63.0 | 443.31 |
85.38 | 484.16 |
85.23 | 477.76 |
52.08 | 430.28 |
38.05 | 446.48 |
71.98 | 481.03 |
90.66 | 466.07 |
83.14 | 447.47 |
65.22 | 455.93 |
91.67 | 479.62 |
66.04 | 455.06 |
78.19 | 475.06 |
54.47 | 438.89 |
67.26 | 432.7 |
72.56 | 452.6 |
82.15 | 451.75 |
86.32 | 430.66 |
88.17 | 491.9 |
72.78 | 439.82 |
69.58 | 460.73 |
69.86 | 449.7 |
65.37 | 439.42 |
52.37 | 439.84 |
79.63 | 485.86 |
83.14 | 458.1 |
88.25 | 479.92 |
55.85 | 458.29 |
52.55 | 489.45 |
62.74 | 434.0 |
90.08 | 431.24 |
54.5 | 439.5 |
49.88 | 467.46 |
48.96 | 429.27 |
86.77 | 452.1 |
96.66 | 472.41 |
70.84 | 442.14 |
83.83 | 441.0 |
68.22 | 463.07 |
82.22 | 445.71 |
87.9 | 483.16 |
66.83 | 440.45 |
85.36 | 481.83 |
60.9 | 467.6 |
83.51 | 450.88 |
52.96 | 425.5 |
73.02 | 451.87 |
43.11 | 428.94 |
61.41 | 439.86 |
65.32 | 433.44 |
93.68 | 438.23 |
42.39 | 436.95 |
68.18 | 470.19 |
89.18 | 484.66 |
64.79 | 430.81 |
43.48 | 433.37 |
80.4 | 453.02 |
72.43 | 453.5 |
80.0 | 463.09 |
45.65 | 464.56 |
63.02 | 452.12 |
74.39 | 470.9 |
57.77 | 450.89 |
76.8 | 445.04 |
67.39 | 444.72 |
73.96 | 460.38 |
72.75 | 446.8 |
71.69 | 465.05 |
84.98 | 484.13 |
87.68 | 488.27 |
50.36 | 447.09 |
68.11 | 452.02 |
66.27 | 455.55 |
89.72 | 480.99 |
61.07 | 467.68 |
RH | PE |
---|---|
73.17 | 463.26 |
59.08 | 444.37 |
92.14 | 488.56 |
76.64 | 446.48 |
96.62 | 473.9 |
58.77 | 443.67 |
75.24 | 467.35 |
66.43 | 478.42 |
41.25 | 475.98 |
70.72 | 477.5 |
75.04 | 453.02 |
64.22 | 453.99 |
84.15 | 440.29 |
61.83 | 451.28 |
87.59 | 433.99 |
43.08 | 462.19 |
48.84 | 467.54 |
77.51 | 477.2 |
63.59 | 459.85 |
55.28 | 464.3 |
66.26 | 468.27 |
64.77 | 495.24 |
83.31 | 483.8 |
47.19 | 443.61 |
54.93 | 436.06 |
74.62 | 443.25 |
72.52 | 464.16 |
88.44 | 475.52 |
92.28 | 484.41 |
41.85 | 437.89 |
44.28 | 445.11 |
64.58 | 438.86 |
63.25 | 440.98 |
78.61 | 436.65 |
44.51 | 444.26 |
89.46 | 465.86 |
74.52 | 444.37 |
88.86 | 450.69 |
75.51 | 469.02 |
78.64 | 448.86 |
76.65 | 447.14 |
80.44 | 469.18 |
79.89 | 482.8 |
88.28 | 476.7 |
84.6 | 474.99 |
42.69 | 444.22 |
78.41 | 461.33 |
61.07 | 448.06 |
50.0 | 474.6 |
77.29 | 473.05 |
43.66 | 432.06 |
83.8 | 467.41 |
66.47 | 430.12 |
93.09 | 473.62 |
80.52 | 471.81 |
68.99 | 442.99 |
57.27 | 442.77 |
95.53 | 491.49 |
71.72 | 447.46 |
57.88 | 446.11 |
63.34 | 442.44 |
48.07 | 446.22 |
91.87 | 471.49 |
87.27 | 463.5 |
64.4 | 440.01 |
43.4 | 441.03 |
72.24 | 452.68 |
90.22 | 474.91 |
74.0 | 478.77 |
71.85 | 434.2 |
86.62 | 437.91 |
97.41 | 477.61 |
84.44 | 431.65 |
81.55 | 430.57 |
75.66 | 481.09 |
79.41 | 445.56 |
58.91 | 475.74 |
90.06 | 435.12 |
79.0 | 446.15 |
69.47 | 436.64 |
51.47 | 436.69 |
83.13 | 468.75 |
40.33 | 466.6 |
81.69 | 465.48 |
94.55 | 441.34 |
91.81 | 441.83 |
63.62 | 464.7 |
49.35 | 437.99 |
69.61 | 459.12 |
38.75 | 429.69 |
90.17 | 459.8 |
81.24 | 433.63 |
48.46 | 442.84 |
76.72 | 485.13 |
51.16 | 459.12 |
76.34 | 445.31 |
67.3 | 480.8 |
52.38 | 432.55 |
76.44 | 443.86 |
91.55 | 449.77 |
71.9 | 470.71 |
80.05 | 452.17 |
63.77 | 478.29 |
62.26 | 428.54 |
89.04 | 478.27 |
58.02 | 439.58 |
81.82 | 457.32 |
91.14 | 475.51 |
88.92 | 439.66 |
84.83 | 471.99 |
91.76 | 479.81 |
86.56 | 434.78 |
57.21 | 446.58 |
54.25 | 437.76 |
63.8 | 459.36 |
33.71 | 462.28 |
67.25 | 464.33 |
60.11 | 444.36 |
74.55 | 438.64 |
67.34 | 470.49 |
42.75 | 455.13 |
55.2 | 450.22 |
83.61 | 440.43 |
88.78 | 482.98 |
100.12 | 460.44 |
64.52 | 444.97 |
51.41 | 433.94 |
85.78 | 439.73 |
75.41 | 434.48 |
81.63 | 442.33 |
51.92 | 457.67 |
70.12 | 454.66 |
53.83 | 432.21 |
77.23 | 457.66 |
65.67 | 435.21 |
71.18 | 448.22 |
81.96 | 475.51 |
79.54 | 446.53 |
47.09 | 441.3 |
57.69 | 433.54 |
78.89 | 472.52 |
85.29 | 474.77 |
40.13 | 435.1 |
77.06 | 450.74 |
67.38 | 442.7 |
62.44 | 426.56 |
77.43 | 463.71 |
58.77 | 447.06 |
67.72 | 452.27 |
42.14 | 445.78 |
84.16 | 438.65 |
89.79 | 480.15 |
67.21 | 447.19 |
72.14 | 443.04 |
97.49 | 488.81 |
87.74 | 455.75 |
96.3 | 455.86 |
61.25 | 457.68 |
88.38 | 479.11 |
74.77 | 432.84 |
68.18 | 448.37 |
77.2 | 447.06 |
49.54 | 443.53 |
92.22 | 445.21 |
33.65 | 441.7 |
64.59 | 450.93 |
100.09 | 451.44 |
68.04 | 441.29 |
48.94 | 458.85 |
74.47 | 481.46 |
81.02 | 467.19 |
71.17 | 461.54 |
53.85 | 439.08 |
70.67 | 467.22 |
59.36 | 468.8 |
57.17 | 426.93 |
70.29 | 474.65 |
83.37 | 468.97 |
87.36 | 433.97 |
100.09 | 450.53 |
68.78 | 444.51 |
70.98 | 469.03 |
75.68 | 466.56 |
47.49 | 457.57 |
71.99 | 440.13 |
66.55 | 433.24 |
74.73 | 452.55 |
64.78 | 443.29 |
75.13 | 431.76 |
56.38 | 454.97 |
94.35 | 456.7 |
86.55 | 486.03 |
82.95 | 472.79 |
88.42 | 452.03 |
85.61 | 443.41 |
58.39 | 441.93 |
74.28 | 432.64 |
87.85 | 480.25 |
83.5 | 466.68 |
65.24 | 494.39 |
75.01 | 454.72 |
84.52 | 448.71 |
80.52 | 469.76 |
75.14 | 450.71 |
75.75 | 444.01 |
76.72 | 453.2 |
85.47 | 450.87 |
57.95 | 441.73 |
78.32 | 465.09 |
52.2 | 447.28 |
93.69 | 491.16 |
75.74 | 450.98 |
67.56 | 446.3 |
69.46 | 436.48 |
74.58 | 460.84 |
53.23 | 442.56 |
88.72 | 467.3 |
96.16 | 479.13 |
68.26 | 441.15 |
86.39 | 445.52 |
85.34 | 475.4 |
72.64 | 469.3 |
97.82 | 463.57 |
77.22 | 445.32 |
80.59 | 461.03 |
46.91 | 466.74 |
57.76 | 444.04 |
53.09 | 434.01 |
84.31 | 465.23 |
71.58 | 440.6 |
92.97 | 466.74 |
74.55 | 433.48 |
78.96 | 473.59 |
64.44 | 474.81 |
68.23 | 454.75 |
70.81 | 452.94 |
61.66 | 435.83 |
77.76 | 482.19 |
69.49 | 466.66 |
96.26 | 462.59 |
55.74 | 447.82 |
95.61 | 462.73 |
84.75 | 447.98 |
75.3 | 462.72 |
67.5 | 442.42 |
80.92 | 444.69 |
79.23 | 466.7 |
81.1 | 453.84 |
32.8 | 436.92 |
84.31 | 486.37 |
46.15 | 440.43 |
53.96 | 446.82 |
59.83 | 484.91 |
75.3 | 437.76 |
42.53 | 438.91 |
70.58 | 464.19 |
91.69 | 442.19 |
63.55 | 446.86 |
61.51 | 457.15 |
69.55 | 482.57 |
98.08 | 476.03 |
79.34 | 428.89 |
81.28 | 472.7 |
78.99 | 445.6 |
80.38 | 464.78 |
51.16 | 440.42 |
72.17 | 428.41 |
75.39 | 438.5 |
68.91 | 438.28 |
96.38 | 476.29 |
70.54 | 448.46 |
45.8 | 438.99 |
57.95 | 471.8 |
81.89 | 471.81 |
69.32 | 449.82 |
59.14 | 442.14 |
81.54 | 441.46 |
85.81 | 477.62 |
65.41 | 446.76 |
81.15 | 472.52 |
95.87 | 471.58 |
90.24 | 440.85 |
75.13 | 431.37 |
88.22 | 437.33 |
81.48 | 469.22 |
89.84 | 471.11 |
43.57 | 439.17 |
63.16 | 445.33 |
57.14 | 473.71 |
77.76 | 452.66 |
90.56 | 440.99 |
60.98 | 467.42 |
70.31 | 444.14 |
74.05 | 457.17 |
75.42 | 467.87 |
82.25 | 442.04 |
67.95 | 471.36 |
100.09 | 460.7 |
47.28 | 431.33 |
72.41 | 432.6 |
77.67 | 447.61 |
63.7 | 443.87 |
79.77 | 446.87 |
93.84 | 465.74 |
84.95 | 447.86 |
70.16 | 447.65 |
84.24 | 437.87 |
73.32 | 483.51 |
86.17 | 479.65 |
65.43 | 455.16 |
94.59 | 431.91 |
86.8 | 470.68 |
58.18 | 429.28 |
89.66 | 450.81 |
87.39 | 437.73 |
36.35 | 460.21 |
79.62 | 442.86 |
50.52 | 482.99 |
51.96 | 440.0 |
74.73 | 478.48 |
78.33 | 455.28 |
85.19 | 436.94 |
83.13 | 461.06 |
53.49 | 438.28 |
88.86 | 472.61 |
60.89 | 426.85 |
61.14 | 470.18 |
68.29 | 455.38 |
57.62 | 428.32 |
83.63 | 480.35 |
78.1 | 455.56 |
66.34 | 447.66 |
79.02 | 443.06 |
68.96 | 452.43 |
71.13 | 477.81 |
87.01 | 431.66 |
74.3 | 431.8 |
77.62 | 446.67 |
59.56 | 445.26 |
41.66 | 425.72 |
73.27 | 430.58 |
77.16 | 439.86 |
67.02 | 441.11 |
52.8 | 434.72 |
39.04 | 434.01 |
65.47 | 475.64 |
74.32 | 460.44 |
69.22 | 436.4 |
93.88 | 461.03 |
69.83 | 479.08 |
84.11 | 435.76 |
78.65 | 460.14 |
69.31 | 442.2 |
70.3 | 447.69 |
68.23 | 431.15 |
71.76 | 445.0 |
85.88 | 431.59 |
71.09 | 467.22 |
52.67 | 445.33 |
89.68 | 470.57 |
73.66 | 473.77 |
58.94 | 447.67 |
87.05 | 474.29 |
67.0 | 437.14 |
43.18 | 432.56 |
80.62 | 459.14 |
59.72 | 446.19 |
72.1 | 428.1 |
69.15 | 468.46 |
55.66 | 435.02 |
61.19 | 445.52 |
74.62 | 462.69 |
73.35 | 455.75 |
68.85 | 463.74 |
39.89 | 439.79 |
53.16 | 443.26 |
52.97 | 432.04 |
79.87 | 465.86 |
84.09 | 465.6 |
100.15 | 469.43 |
79.77 | 440.75 |
88.99 | 481.32 |
76.14 | 479.87 |
69.13 | 458.59 |
93.03 | 438.62 |
77.92 | 445.59 |
74.89 | 481.87 |
88.7 | 475.01 |
62.94 | 436.54 |
89.62 | 456.63 |
81.04 | 451.69 |
94.53 | 463.04 |
64.02 | 446.1 |
70.57 | 438.67 |
70.32 | 466.88 |
84.86 | 444.6 |
81.41 | 440.26 |
89.45 | 483.92 |
82.71 | 475.19 |
93.93 | 479.24 |
70.6 | 434.92 |
87.68 | 454.16 |
87.58 | 447.58 |
74.4 | 467.9 |
67.35 | 426.29 |
63.61 | 447.02 |
76.89 | 455.85 |
78.08 | 476.46 |
69.17 | 437.48 |
53.31 | 452.77 |
93.32 | 491.54 |
42.47 | 438.41 |
82.58 | 476.1 |
94.59 | 464.58 |
86.31 | 467.74 |
72.57 | 442.12 |
80.76 | 453.34 |
71.93 | 425.29 |
47.54 | 449.63 |
95.72 | 462.88 |
77.03 | 464.67 |
80.49 | 489.96 |
77.67 | 482.38 |
78.72 | 437.95 |
58.77 | 429.2 |
74.8 | 453.34 |
51.34 | 442.47 |
90.41 | 462.6 |
91.1 | 478.79 |
62.57 | 456.11 |
84.27 | 450.33 |
42.93 | 434.83 |
40.96 | 433.43 |
76.53 | 456.02 |
69.74 | 485.23 |
74.99 | 473.57 |
70.45 | 469.94 |
91.49 | 452.07 |
88.97 | 475.32 |
89.13 | 480.69 |
46.52 | 444.01 |
60.55 | 465.17 |
88.71 | 480.61 |
89.15 | 476.04 |
83.02 | 441.76 |
75.19 | 428.24 |
87.35 | 444.77 |
85.66 | 463.1 |
91.66 | 470.5 |
63.47 | 431.0 |
72.25 | 430.68 |
70.58 | 436.42 |
60.1 | 452.33 |
89.29 | 440.16 |
67.43 | 435.75 |
67.58 | 449.74 |
70.8 | 430.73 |
63.62 | 432.75 |
66.68 | 446.79 |
90.76 | 486.35 |
75.34 | 453.18 |
59.77 | 458.31 |
80.79 | 480.26 |
74.1 | 448.65 |
41.34 | 458.41 |
58.78 | 435.39 |
97.78 | 450.21 |
74.85 | 459.59 |
69.84 | 445.84 |
75.36 | 441.08 |
85.8 | 467.33 |
90.11 | 444.19 |
61.63 | 432.96 |
44.76 | 438.09 |
89.7 | 467.9 |
72.51 | 475.72 |
74.98 | 477.51 |
79.59 | 435.13 |
78.42 | 477.9 |
61.23 | 457.26 |
47.56 | 467.53 |
93.06 | 465.15 |
89.65 | 474.28 |
50.5 | 444.49 |
44.84 | 452.84 |
85.32 | 435.38 |
82.94 | 433.57 |
67.26 | 435.27 |
79.05 | 468.49 |
62.03 | 433.07 |
94.36 | 430.63 |
60.02 | 440.74 |
95.46 | 474.49 |
84.92 | 449.74 |
62.8 | 436.73 |
90.81 | 434.58 |
80.9 | 473.93 |
55.84 | 435.99 |
75.3 | 466.83 |
37.34 | 427.22 |
79.5 | 444.07 |
87.29 | 469.57 |
81.5 | 459.89 |
76.42 | 479.59 |
75.75 | 440.92 |
84.95 | 480.87 |
62.37 | 441.9 |
49.25 | 430.2 |
74.16 | 465.16 |
90.55 | 471.32 |
94.28 | 485.43 |
63.31 | 495.35 |
78.9 | 449.12 |
90.97 | 480.53 |
87.34 | 457.07 |
80.8 | 443.67 |
90.95 | 477.52 |
69.97 | 472.95 |
89.45 | 472.54 |
76.08 | 469.17 |
83.35 | 435.21 |
92.16 | 477.78 |
58.42 | 475.89 |
85.06 | 483.9 |
88.91 | 476.2 |
83.33 | 462.16 |
88.49 | 471.05 |
96.88 | 484.71 |
73.86 | 446.34 |
65.17 | 469.02 |
69.41 | 432.12 |
81.23 | 467.28 |
54.07 | 429.66 |
89.17 | 469.49 |
78.85 | 485.87 |
84.44 | 481.95 |
83.02 | 479.03 |
90.66 | 434.5 |
75.29 | 464.9 |
82.6 | 452.71 |
45.4 | 429.74 |
66.33 | 457.09 |
45.33 | 446.77 |
67.12 | 460.76 |
84.14 | 471.95 |
80.81 | 453.29 |
49.13 | 441.61 |
87.29 | 464.73 |
52.95 | 464.68 |
68.92 | 430.59 |
85.21 | 438.01 |
88.56 | 479.08 |
55.09 | 436.39 |
48.64 | 447.07 |
87.85 | 479.91 |
87.42 | 489.05 |
62.75 | 463.17 |
94.86 | 471.26 |
63.54 | 480.49 |
69.46 | 473.78 |
74.66 | 455.5 |
80.57 | 446.27 |
84.7 | 482.2 |
72.6 | 452.48 |
52.63 | 464.48 |
82.01 | 438.1 |
75.22 | 445.6 |
51.05 | 442.43 |
80.1 | 436.67 |
81.58 | 466.56 |
65.94 | 457.29 |
86.74 | 487.03 |
62.57 | 464.93 |
57.37 | 466.0 |
88.91 | 469.52 |
72.26 | 428.88 |
74.98 | 474.3 |
71.19 | 461.06 |
62.82 | 465.57 |
55.31 | 467.67 |
71.57 | 466.99 |
59.16 | 463.72 |
40.8 | 443.78 |
67.63 | 445.23 |
97.2 | 464.43 |
91.16 | 484.36 |
64.81 | 442.16 |
85.61 | 464.11 |
93.42 | 462.48 |
77.36 | 477.49 |
67.03 | 437.04 |
89.45 | 457.09 |
54.84 | 450.6 |
53.48 | 465.78 |
54.47 | 427.1 |
43.36 | 459.81 |
48.92 | 447.36 |
81.22 | 488.92 |
60.35 | 433.36 |
75.98 | 483.35 |
74.24 | 469.53 |
85.21 | 476.96 |
68.46 | 440.75 |
78.31 | 462.55 |
89.25 | 448.04 |
68.57 | 455.24 |
67.38 | 494.75 |
53.6 | 444.58 |
91.69 | 484.82 |
78.21 | 442.9 |
94.19 | 485.46 |
37.19 | 457.81 |
83.53 | 481.92 |
79.45 | 443.23 |
99.9 | 474.29 |
50.39 | 430.46 |
74.33 | 455.71 |
83.66 | 438.34 |
89.48 | 485.83 |
64.59 | 452.82 |
75.68 | 435.04 |
64.18 | 451.21 |
70.09 | 465.81 |
70.58 | 458.42 |
99.28 | 470.22 |
81.89 | 449.24 |
87.99 | 471.43 |
88.21 | 473.26 |
91.29 | 452.82 |
52.72 | 432.69 |
67.5 | 444.13 |
92.05 | 467.21 |
63.23 | 445.98 |
90.88 | 436.91 |
74.91 | 455.01 |
85.39 | 437.11 |
96.98 | 477.06 |
56.28 | 441.71 |
65.62 | 495.76 |
55.32 | 445.63 |
88.88 | 464.72 |
39.49 | 438.03 |
54.59 | 434.78 |
57.19 | 444.67 |
45.06 | 452.24 |
40.62 | 450.92 |
90.21 | 436.53 |
90.91 | 435.53 |
74.96 | 440.01 |
54.21 | 443.1 |
63.62 | 427.49 |
50.04 | 436.25 |
51.23 | 440.74 |
82.71 | 443.54 |
92.04 | 459.42 |
90.67 | 439.66 |
91.14 | 464.15 |
70.43 | 459.1 |
66.63 | 455.68 |
86.95 | 469.08 |
96.69 | 478.02 |
70.88 | 456.8 |
47.14 | 441.13 |
63.36 | 463.88 |
60.58 | 430.45 |
54.3 | 449.18 |
65.09 | 447.89 |
48.16 | 431.59 |
81.51 | 447.5 |
68.57 | 475.58 |
73.16 | 453.24 |
80.88 | 446.4 |
85.4 | 476.81 |
75.77 | 474.1 |
75.76 | 450.71 |
70.21 | 433.62 |
55.53 | 465.14 |
80.48 | 445.18 |
72.41 | 474.12 |
83.25 | 483.91 |
82.12 | 486.68 |
94.75 | 464.98 |
95.79 | 481.4 |
86.02 | 479.2 |
78.29 | 463.86 |
82.23 | 472.3 |
52.86 | 446.51 |
60.66 | 437.71 |
62.77 | 458.94 |
65.54 | 437.91 |
95.4 | 490.76 |
51.78 | 439.66 |
63.62 | 463.27 |
83.09 | 473.99 |
61.81 | 433.38 |
68.24 | 459.01 |
72.41 | 471.44 |
79.64 | 471.91 |
66.95 | 465.15 |
91.98 | 446.66 |
64.96 | 438.15 |
88.93 | 447.14 |
85.62 | 472.32 |
84.0 | 441.68 |
89.41 | 440.04 |
67.4 | 444.82 |
76.75 | 457.26 |
89.06 | 428.83 |
64.02 | 449.07 |
64.12 | 435.21 |
81.22 | 471.03 |
100.13 | 465.56 |
58.07 | 442.83 |
63.42 | 460.3 |
83.32 | 474.25 |
74.28 | 477.97 |
71.91 | 472.16 |
85.8 | 456.08 |
55.58 | 452.41 |
69.7 | 463.71 |
63.79 | 433.72 |
86.59 | 456.4 |
48.28 | 448.43 |
80.42 | 481.6 |
98.58 | 457.07 |
72.83 | 451.0 |
56.07 | 440.28 |
67.13 | 437.47 |
84.49 | 443.57 |
68.37 | 426.6 |
86.07 | 470.87 |
83.82 | 478.37 |
74.86 | 453.92 |
53.52 | 470.22 |
80.61 | 434.54 |
43.56 | 442.89 |
89.35 | 479.03 |
97.28 | 476.06 |
80.49 | 473.88 |
88.9 | 451.75 |
49.7 | 439.2 |
68.64 | 439.7 |
98.58 | 463.6 |
82.12 | 447.47 |
78.32 | 447.92 |
86.04 | 471.08 |
91.36 | 437.55 |
81.02 | 448.27 |
76.05 | 431.69 |
71.81 | 449.09 |
82.13 | 448.79 |
74.27 | 460.21 |
71.32 | 479.28 |
74.59 | 483.11 |
84.44 | 450.75 |
43.39 | 437.97 |
87.2 | 459.76 |
77.11 | 457.75 |
82.81 | 469.33 |
85.67 | 433.28 |
95.58 | 444.64 |
74.46 | 463.1 |
90.02 | 460.91 |
81.93 | 479.35 |
86.29 | 449.23 |
85.43 | 474.51 |
71.66 | 435.02 |
71.33 | 435.45 |
67.72 | 452.38 |
84.23 | 480.41 |
74.44 | 478.96 |
71.48 | 468.87 |
56.3 | 434.01 |
68.13 | 466.36 |
68.35 | 435.28 |
85.23 | 486.46 |
79.78 | 468.19 |
98.98 | 468.37 |
72.87 | 474.19 |
90.93 | 440.32 |
72.94 | 485.32 |
72.3 | 464.27 |
77.74 | 479.25 |
78.29 | 430.4 |
69.1 | 447.49 |
55.79 | 438.23 |
75.09 | 492.09 |
88.98 | 475.36 |
64.26 | 452.56 |
25.89 | 427.84 |
59.18 | 433.95 |
67.48 | 435.27 |
89.85 | 454.62 |
50.62 | 472.17 |
83.97 | 452.42 |
96.51 | 472.17 |
80.09 | 481.83 |
84.02 | 458.78 |
61.97 | 447.5 |
88.51 | 463.4 |
81.83 | 473.57 |
90.63 | 433.72 |
73.37 | 431.85 |
77.5 | 433.47 |
57.46 | 432.84 |
51.91 | 436.6 |
79.14 | 490.23 |
69.24 | 477.16 |
41.85 | 441.06 |
95.1 | 440.86 |
74.53 | 477.94 |
64.85 | 474.47 |
57.07 | 470.67 |
62.9 | 447.31 |
72.21 | 466.8 |
65.99 | 430.91 |
73.67 | 434.75 |
88.59 | 469.52 |
61.19 | 438.9 |
49.37 | 429.56 |
48.65 | 432.92 |
56.18 | 442.87 |
71.56 | 466.59 |
87.46 | 479.61 |
70.02 | 471.08 |
61.2 | 433.37 |
60.54 | 443.92 |
71.82 | 443.5 |
44.8 | 439.89 |
67.32 | 434.66 |
78.77 | 487.57 |
96.02 | 464.64 |
90.56 | 470.92 |
83.19 | 444.39 |
68.45 | 442.48 |
99.19 | 449.61 |
88.11 | 435.02 |
79.29 | 458.67 |
87.76 | 461.74 |
82.56 | 438.31 |
79.24 | 462.38 |
67.24 | 460.56 |
58.98 | 439.22 |
84.22 | 444.64 |
89.12 | 430.34 |
50.07 | 430.46 |
98.86 | 456.79 |
95.79 | 468.82 |
70.06 | 448.51 |
41.71 | 470.77 |
86.55 | 465.74 |
71.97 | 430.21 |
96.4 | 449.23 |
91.73 | 461.89 |
91.62 | 445.72 |
59.14 | 466.13 |
92.56 | 448.71 |
83.71 | 469.25 |
55.43 | 450.56 |
74.91 | 464.46 |
89.41 | 471.13 |
69.81 | 461.52 |
86.01 | 451.09 |
86.05 | 431.51 |
80.98 | 469.8 |
63.62 | 442.28 |
64.16 | 458.67 |
75.63 | 462.4 |
80.21 | 453.54 |
59.7 | 444.38 |
47.6 | 440.52 |
63.78 | 433.62 |
89.37 | 481.96 |
70.55 | 452.75 |
84.42 | 481.28 |
80.62 | 439.03 |
52.56 | 435.75 |
83.26 | 436.03 |
70.64 | 445.6 |
89.95 | 462.65 |
51.53 | 438.66 |
84.83 | 447.32 |
59.68 | 484.55 |
97.88 | 476.8 |
85.03 | 480.34 |
47.38 | 440.63 |
48.08 | 459.48 |
79.65 | 490.78 |
83.39 | 483.56 |
82.18 | 429.38 |
51.71 | 440.27 |
77.33 | 445.34 |
72.81 | 447.43 |
84.26 | 439.91 |
73.23 | 459.27 |
79.73 | 478.89 |
62.32 | 466.7 |
78.58 | 463.5 |
79.88 | 436.21 |
65.87 | 443.94 |
80.28 | 439.63 |
71.33 | 460.95 |
70.33 | 448.69 |
57.73 | 444.63 |
99.46 | 473.51 |
68.61 | 462.56 |
95.91 | 451.76 |
80.42 | 491.81 |
51.01 | 429.52 |
74.08 | 437.9 |
80.73 | 467.54 |
54.71 | 449.97 |
73.75 | 436.62 |
88.43 | 477.68 |
74.66 | 447.26 |
70.04 | 439.76 |
74.64 | 437.49 |
85.11 | 455.14 |
82.97 | 485.5 |
55.59 | 444.1 |
49.9 | 432.33 |
89.99 | 471.23 |
91.61 | 463.89 |
82.95 | 445.54 |
92.62 | 446.09 |
59.64 | 445.12 |
63.0 | 443.31 |
85.38 | 484.16 |
85.23 | 477.76 |
52.08 | 430.28 |
38.05 | 446.48 |
71.98 | 481.03 |
90.66 | 466.07 |
83.14 | 447.47 |
65.22 | 455.93 |
91.67 | 479.62 |
66.04 | 455.06 |
78.19 | 475.06 |
54.47 | 438.89 |
67.26 | 432.7 |
72.56 | 452.6 |
82.15 | 451.75 |
86.32 | 430.66 |
88.17 | 491.9 |
72.78 | 439.82 |
69.58 | 460.73 |
69.86 | 449.7 |
65.37 | 439.42 |
52.37 | 439.84 |
79.63 | 485.86 |
83.14 | 458.1 |
88.25 | 479.92 |
55.85 | 458.29 |
52.55 | 489.45 |
62.74 | 434.0 |
90.08 | 431.24 |
54.5 | 439.5 |
49.88 | 467.46 |
48.96 | 429.27 |
86.77 | 452.1 |
96.66 | 472.41 |
70.84 | 442.14 |
83.83 | 441.0 |
68.22 | 463.07 |
82.22 | 445.71 |
87.9 | 483.16 |
66.83 | 440.45 |
85.36 | 481.83 |
60.9 | 467.6 |
83.51 | 450.88 |
52.96 | 425.5 |
73.02 | 451.87 |
43.11 | 428.94 |
61.41 | 439.86 |
65.32 | 433.44 |
93.68 | 438.23 |
42.39 | 436.95 |
68.18 | 470.19 |
89.18 | 484.66 |
64.79 | 430.81 |
43.48 | 433.37 |
80.4 | 453.02 |
72.43 | 453.5 |
80.0 | 463.09 |
45.65 | 464.56 |
63.02 | 452.12 |
74.39 | 470.9 |
57.77 | 450.89 |
76.8 | 445.04 |
67.39 | 444.72 |
73.96 | 460.38 |
72.75 | 446.8 |
71.69 | 465.05 |
84.98 | 484.13 |
87.68 | 488.27 |
50.36 | 447.09 |
68.11 | 452.02 |
66.27 | 455.55 |
89.72 | 480.99 |
61.07 | 467.68 |
AT | V | AP | RH | PE |
---|---|---|---|---|
14.96 | 41.76 | 1024.07 | 73.17 | 463.26 |
25.18 | 62.96 | 1020.04 | 59.08 | 444.37 |
5.11 | 39.4 | 1012.16 | 92.14 | 488.56 |
20.86 | 57.32 | 1010.24 | 76.64 | 446.48 |
10.82 | 37.5 | 1009.23 | 96.62 | 473.9 |
26.27 | 59.44 | 1012.23 | 58.77 | 443.67 |
15.89 | 43.96 | 1014.02 | 75.24 | 467.35 |
9.48 | 44.71 | 1019.12 | 66.43 | 478.42 |
14.64 | 45.0 | 1021.78 | 41.25 | 475.98 |
11.74 | 43.56 | 1015.14 | 70.72 | 477.5 |
17.99 | 43.72 | 1008.64 | 75.04 | 453.02 |
20.14 | 46.93 | 1014.66 | 64.22 | 453.99 |
24.34 | 73.5 | 1011.31 | 84.15 | 440.29 |
25.71 | 58.59 | 1012.77 | 61.83 | 451.28 |
26.19 | 69.34 | 1009.48 | 87.59 | 433.99 |
21.42 | 43.79 | 1015.76 | 43.08 | 462.19 |
18.21 | 45.0 | 1022.86 | 48.84 | 467.54 |
11.04 | 41.74 | 1022.6 | 77.51 | 477.2 |
14.45 | 52.75 | 1023.97 | 63.59 | 459.85 |
13.97 | 38.47 | 1015.15 | 55.28 | 464.3 |
17.76 | 42.42 | 1009.09 | 66.26 | 468.27 |
5.41 | 40.07 | 1019.16 | 64.77 | 495.24 |
7.76 | 42.28 | 1008.52 | 83.31 | 483.8 |
27.23 | 63.9 | 1014.3 | 47.19 | 443.61 |
27.36 | 48.6 | 1003.18 | 54.93 | 436.06 |
27.47 | 70.72 | 1009.97 | 74.62 | 443.25 |
14.6 | 39.31 | 1011.11 | 72.52 | 464.16 |
7.91 | 39.96 | 1023.57 | 88.44 | 475.52 |
5.81 | 35.79 | 1012.14 | 92.28 | 484.41 |
30.53 | 65.18 | 1012.69 | 41.85 | 437.89 |
23.87 | 63.94 | 1019.02 | 44.28 | 445.11 |
26.09 | 58.41 | 1013.64 | 64.58 | 438.86 |
29.27 | 66.85 | 1011.11 | 63.25 | 440.98 |
27.38 | 74.16 | 1010.08 | 78.61 | 436.65 |
24.81 | 63.94 | 1018.76 | 44.51 | 444.26 |
12.75 | 44.03 | 1007.29 | 89.46 | 465.86 |
24.66 | 63.73 | 1011.4 | 74.52 | 444.37 |
16.38 | 47.45 | 1010.08 | 88.86 | 450.69 |
13.91 | 39.35 | 1014.69 | 75.51 | 469.02 |
23.18 | 51.3 | 1012.04 | 78.64 | 448.86 |
22.47 | 47.45 | 1007.62 | 76.65 | 447.14 |
13.39 | 44.85 | 1017.24 | 80.44 | 469.18 |
9.28 | 41.54 | 1018.33 | 79.89 | 482.8 |
11.82 | 42.86 | 1014.12 | 88.28 | 476.7 |
10.27 | 40.64 | 1020.63 | 84.6 | 474.99 |
22.92 | 63.94 | 1019.28 | 42.69 | 444.22 |
16.0 | 37.87 | 1020.24 | 78.41 | 461.33 |
21.22 | 43.43 | 1010.96 | 61.07 | 448.06 |
13.46 | 44.71 | 1014.51 | 50.0 | 474.6 |
9.39 | 40.11 | 1029.14 | 77.29 | 473.05 |
31.07 | 73.5 | 1010.58 | 43.66 | 432.06 |
12.82 | 38.62 | 1018.71 | 83.8 | 467.41 |
32.57 | 78.92 | 1011.6 | 66.47 | 430.12 |
8.11 | 42.18 | 1014.82 | 93.09 | 473.62 |
13.92 | 39.39 | 1012.94 | 80.52 | 471.81 |
23.04 | 59.43 | 1010.23 | 68.99 | 442.99 |
27.31 | 64.44 | 1014.65 | 57.27 | 442.77 |
5.91 | 39.33 | 1010.18 | 95.53 | 491.49 |
25.26 | 61.08 | 1013.68 | 71.72 | 447.46 |
27.97 | 58.84 | 1002.25 | 57.88 | 446.11 |
26.08 | 52.3 | 1007.03 | 63.34 | 442.44 |
29.01 | 65.71 | 1013.61 | 48.07 | 446.22 |
12.18 | 40.1 | 1016.67 | 91.87 | 471.49 |
13.76 | 45.87 | 1008.89 | 87.27 | 463.5 |
25.5 | 58.79 | 1016.02 | 64.4 | 440.01 |
28.26 | 65.34 | 1014.56 | 43.4 | 441.03 |
21.39 | 62.96 | 1019.49 | 72.24 | 452.68 |
7.26 | 40.69 | 1020.43 | 90.22 | 474.91 |
10.54 | 34.03 | 1018.71 | 74.0 | 478.77 |
27.71 | 74.34 | 998.14 | 71.85 | 434.2 |
23.11 | 68.3 | 1017.83 | 86.62 | 437.91 |
7.51 | 41.01 | 1024.61 | 97.41 | 477.61 |
26.46 | 74.67 | 1016.65 | 84.44 | 431.65 |
29.34 | 74.34 | 998.58 | 81.55 | 430.57 |
10.32 | 42.28 | 1008.82 | 75.66 | 481.09 |
22.74 | 61.02 | 1009.56 | 79.41 | 445.56 |
13.48 | 39.85 | 1012.71 | 58.91 | 475.74 |
25.52 | 69.75 | 1010.36 | 90.06 | 435.12 |
21.58 | 67.25 | 1017.39 | 79.0 | 446.15 |
27.66 | 76.86 | 1001.31 | 69.47 | 436.64 |
26.96 | 69.45 | 1013.89 | 51.47 | 436.69 |
12.29 | 42.18 | 1016.53 | 83.13 | 468.75 |
15.86 | 43.02 | 1012.18 | 40.33 | 466.6 |
13.87 | 45.08 | 1024.42 | 81.69 | 465.48 |
24.09 | 73.68 | 1014.93 | 94.55 | 441.34 |
20.45 | 69.45 | 1012.53 | 91.81 | 441.83 |
15.07 | 39.3 | 1019.0 | 63.62 | 464.7 |
32.72 | 69.75 | 1009.6 | 49.35 | 437.99 |
18.23 | 58.96 | 1015.55 | 69.61 | 459.12 |
35.56 | 68.94 | 1006.56 | 38.75 | 429.69 |
18.36 | 51.43 | 1010.57 | 90.17 | 459.8 |
26.35 | 64.05 | 1009.81 | 81.24 | 433.63 |
25.92 | 60.95 | 1014.62 | 48.46 | 442.84 |
8.01 | 41.66 | 1014.49 | 76.72 | 485.13 |
19.63 | 52.72 | 1025.09 | 51.16 | 459.12 |
20.02 | 67.32 | 1012.05 | 76.34 | 445.31 |
10.08 | 40.72 | 1022.7 | 67.3 | 480.8 |
27.23 | 66.48 | 1005.23 | 52.38 | 432.55 |
23.37 | 63.77 | 1013.42 | 76.44 | 443.86 |
18.74 | 59.21 | 1018.3 | 91.55 | 449.77 |
14.81 | 43.69 | 1017.19 | 71.9 | 470.71 |
23.1 | 51.3 | 1011.93 | 80.05 | 452.17 |
10.72 | 41.38 | 1021.6 | 63.77 | 478.29 |
29.46 | 71.94 | 1006.96 | 62.26 | 428.54 |
8.1 | 40.64 | 1020.66 | 89.04 | 478.27 |
27.29 | 62.66 | 1007.63 | 58.02 | 439.58 |
17.1 | 49.69 | 1005.53 | 81.82 | 457.32 |
11.49 | 44.2 | 1018.79 | 91.14 | 475.51 |
23.69 | 65.59 | 1010.85 | 88.92 | 439.66 |
13.51 | 40.89 | 1011.03 | 84.83 | 471.99 |
9.64 | 39.35 | 1015.1 | 91.76 | 479.81 |
25.65 | 78.92 | 1010.83 | 86.56 | 434.78 |
21.59 | 61.87 | 1011.18 | 57.21 | 446.58 |
27.98 | 58.33 | 1013.92 | 54.25 | 437.76 |
18.8 | 39.72 | 1001.24 | 63.8 | 459.36 |
18.28 | 44.71 | 1016.99 | 33.71 | 462.28 |
13.55 | 43.48 | 1016.08 | 67.25 | 464.33 |
22.99 | 46.21 | 1010.71 | 60.11 | 444.36 |
23.94 | 59.39 | 1014.32 | 74.55 | 438.64 |
13.74 | 34.03 | 1018.69 | 67.34 | 470.49 |
21.3 | 41.1 | 1001.86 | 42.75 | 455.13 |
27.54 | 66.93 | 1017.06 | 55.2 | 450.22 |
24.81 | 63.73 | 1009.34 | 83.61 | 440.43 |
4.97 | 42.85 | 1014.02 | 88.78 | 482.98 |
15.22 | 50.88 | 1014.19 | 100.12 | 460.44 |
23.88 | 54.2 | 1012.81 | 64.52 | 444.97 |
33.01 | 68.67 | 1005.2 | 51.41 | 433.94 |
25.98 | 73.18 | 1012.28 | 85.78 | 439.73 |
28.18 | 73.88 | 1005.89 | 75.41 | 434.48 |
21.67 | 60.84 | 1017.93 | 81.63 | 442.33 |
17.67 | 45.09 | 1014.26 | 51.92 | 457.67 |
21.37 | 57.76 | 1018.8 | 70.12 | 454.66 |
28.69 | 67.25 | 1017.71 | 53.83 | 432.21 |
16.61 | 43.77 | 1012.25 | 77.23 | 457.66 |
27.91 | 63.76 | 1010.27 | 65.67 | 435.21 |
20.97 | 47.43 | 1007.64 | 71.18 | 448.22 |
10.8 | 41.66 | 1013.79 | 81.96 | 475.51 |
20.61 | 62.91 | 1013.24 | 79.54 | 446.53 |
25.45 | 57.32 | 1011.7 | 47.09 | 441.3 |
30.16 | 69.34 | 1007.67 | 57.69 | 433.54 |
4.99 | 39.04 | 1020.45 | 78.89 | 472.52 |
10.51 | 44.78 | 1012.59 | 85.29 | 474.77 |
33.79 | 69.05 | 1001.62 | 40.13 | 435.1 |
21.34 | 59.8 | 1016.92 | 77.06 | 450.74 |
23.4 | 65.06 | 1014.32 | 67.38 | 442.7 |
32.21 | 68.14 | 1003.34 | 62.44 | 426.56 |
14.26 | 42.32 | 1016.0 | 77.43 | 463.71 |
27.71 | 66.93 | 1016.85 | 58.77 | 447.06 |
21.95 | 57.76 | 1018.02 | 67.72 | 452.27 |
25.76 | 63.94 | 1018.49 | 42.14 | 445.78 |
23.68 | 68.3 | 1017.93 | 84.16 | 438.65 |
8.28 | 40.77 | 1011.55 | 89.79 | 480.15 |
23.44 | 62.52 | 1016.46 | 67.21 | 447.19 |
25.32 | 48.41 | 1008.47 | 72.14 | 443.04 |
3.94 | 39.9 | 1008.06 | 97.49 | 488.81 |
17.3 | 57.76 | 1016.26 | 87.74 | 455.75 |
18.2 | 49.39 | 1018.83 | 96.3 | 455.86 |
21.43 | 46.97 | 1013.94 | 61.25 | 457.68 |
11.16 | 40.05 | 1014.95 | 88.38 | 479.11 |
30.38 | 74.16 | 1007.44 | 74.77 | 432.84 |
23.36 | 62.52 | 1016.18 | 68.18 | 448.37 |
21.69 | 47.45 | 1007.56 | 77.2 | 447.06 |
23.62 | 49.21 | 1014.1 | 49.54 | 443.53 |
21.87 | 61.45 | 1011.13 | 92.22 | 445.21 |
29.25 | 66.51 | 1015.53 | 33.65 | 441.7 |
20.03 | 66.86 | 1013.05 | 64.59 | 450.93 |
18.14 | 49.78 | 1002.95 | 100.09 | 451.44 |
24.23 | 56.89 | 1012.32 | 68.04 | 441.29 |
18.11 | 44.85 | 1014.48 | 48.94 | 458.85 |
6.57 | 43.65 | 1018.24 | 74.47 | 481.46 |
12.56 | 43.41 | 1016.93 | 81.02 | 467.19 |
13.4 | 41.58 | 1020.5 | 71.17 | 461.54 |
27.1 | 52.84 | 1006.28 | 53.85 | 439.08 |
14.28 | 42.74 | 1028.79 | 70.67 | 467.22 |
16.29 | 44.34 | 1019.49 | 59.36 | 468.8 |
31.24 | 71.98 | 1004.66 | 57.17 | 426.93 |
10.57 | 37.73 | 1024.36 | 70.29 | 474.65 |
13.8 | 44.21 | 1022.93 | 83.37 | 468.97 |
25.3 | 71.58 | 1010.18 | 87.36 | 433.97 |
18.06 | 50.16 | 1009.52 | 100.09 | 450.53 |
25.42 | 59.04 | 1011.98 | 68.78 | 444.51 |
15.07 | 40.69 | 1015.29 | 70.98 | 469.03 |
11.75 | 71.14 | 1019.36 | 75.68 | 466.56 |
20.23 | 52.05 | 1012.15 | 47.49 | 457.57 |
27.31 | 59.54 | 1006.24 | 71.99 | 440.13 |
28.57 | 69.84 | 1003.57 | 66.55 | 433.24 |
17.9 | 43.72 | 1008.64 | 74.73 | 452.55 |
23.83 | 71.37 | 1002.04 | 64.78 | 443.29 |
27.92 | 74.99 | 1005.47 | 75.13 | 431.76 |
17.34 | 44.78 | 1007.81 | 56.38 | 454.97 |
17.94 | 63.07 | 1012.42 | 94.35 | 456.7 |
6.4 | 39.9 | 1007.75 | 86.55 | 486.03 |
11.78 | 39.96 | 1011.37 | 82.95 | 472.79 |
20.28 | 57.25 | 1010.12 | 88.42 | 452.03 |
21.04 | 54.2 | 1012.26 | 85.61 | 443.41 |
25.11 | 67.32 | 1014.49 | 58.39 | 441.93 |
30.28 | 70.98 | 1007.51 | 74.28 | 432.64 |
8.14 | 36.24 | 1013.15 | 87.85 | 480.25 |
16.86 | 39.63 | 1004.47 | 83.5 | 466.68 |
6.25 | 40.07 | 1020.19 | 65.24 | 494.39 |
22.35 | 54.42 | 1012.46 | 75.01 | 454.72 |
17.98 | 56.85 | 1012.28 | 84.52 | 448.71 |
21.19 | 42.48 | 1013.43 | 80.52 | 469.76 |
20.94 | 44.89 | 1009.64 | 75.14 | 450.71 |
24.23 | 58.79 | 1009.8 | 75.75 | 444.01 |
19.18 | 58.2 | 1017.46 | 76.72 | 453.2 |
20.88 | 57.85 | 1012.39 | 85.47 | 450.87 |
23.67 | 63.86 | 1019.67 | 57.95 | 441.73 |
14.12 | 39.52 | 1018.41 | 78.32 | 465.09 |
25.23 | 64.63 | 1020.59 | 52.2 | 447.28 |
6.54 | 39.33 | 1011.54 | 93.69 | 491.16 |
20.08 | 62.52 | 1017.99 | 75.74 | 450.98 |
24.67 | 63.56 | 1013.75 | 67.56 | 446.3 |
27.82 | 79.74 | 1008.37 | 69.46 | 436.48 |
15.55 | 42.03 | 1017.41 | 74.58 | 460.84 |
24.26 | 69.51 | 1013.43 | 53.23 | 442.56 |
13.45 | 41.49 | 1020.19 | 88.72 | 467.3 |
11.06 | 40.64 | 1021.47 | 96.16 | 479.13 |
24.91 | 52.3 | 1008.72 | 68.26 | 441.15 |
22.39 | 59.04 | 1011.78 | 86.39 | 445.52 |
11.95 | 40.69 | 1015.62 | 85.34 | 475.4 |
14.85 | 40.69 | 1014.91 | 72.64 | 469.3 |
10.11 | 41.62 | 1017.17 | 97.82 | 463.57 |
23.67 | 68.67 | 1006.71 | 77.22 | 445.32 |
16.14 | 44.21 | 1020.36 | 80.59 | 461.03 |
15.11 | 43.13 | 1014.99 | 46.91 | 466.74 |
24.14 | 59.87 | 1018.47 | 57.76 | 444.04 |
30.08 | 67.25 | 1017.6 | 53.09 | 434.01 |
14.77 | 44.9 | 1020.5 | 84.31 | 465.23 |
27.6 | 69.34 | 1009.63 | 71.58 | 440.6 |
13.89 | 44.84 | 1023.66 | 92.97 | 466.74 |
26.85 | 75.6 | 1017.43 | 74.55 | 433.48 |
12.41 | 40.96 | 1023.36 | 78.96 | 473.59 |
13.08 | 41.74 | 1020.75 | 64.44 | 474.81 |
18.93 | 44.06 | 1017.58 | 68.23 | 454.75 |
20.5 | 49.69 | 1009.6 | 70.81 | 452.94 |
30.72 | 69.13 | 1009.94 | 61.66 | 435.83 |
7.55 | 39.22 | 1014.53 | 77.76 | 482.19 |
13.49 | 44.47 | 1030.46 | 69.49 | 466.66 |
15.62 | 40.12 | 1013.03 | 96.26 | 462.59 |
24.8 | 64.63 | 1020.69 | 55.74 | 447.82 |
10.03 | 41.62 | 1014.55 | 95.61 | 462.73 |
22.43 | 63.21 | 1012.06 | 84.75 | 447.98 |
14.95 | 39.31 | 1009.15 | 75.3 | 462.72 |
24.78 | 58.46 | 1016.82 | 67.5 | 442.42 |
23.2 | 48.41 | 1008.64 | 80.92 | 444.69 |
14.01 | 39.0 | 1016.73 | 79.23 | 466.7 |
19.4 | 64.63 | 1020.38 | 81.1 | 453.84 |
30.15 | 67.32 | 1013.83 | 32.8 | 436.92 |
6.91 | 36.08 | 1021.82 | 84.31 | 486.37 |
29.04 | 60.07 | 1015.42 | 46.15 | 440.43 |
26.02 | 63.07 | 1010.94 | 53.96 | 446.82 |
5.89 | 39.48 | 1005.11 | 59.83 | 484.91 |
26.52 | 71.64 | 1008.27 | 75.3 | 437.76 |
28.53 | 68.08 | 1013.27 | 42.53 | 438.91 |
16.59 | 39.54 | 1007.97 | 70.58 | 464.19 |
22.95 | 67.79 | 1009.89 | 91.69 | 442.19 |
23.96 | 47.43 | 1008.38 | 63.55 | 446.86 |
17.48 | 44.2 | 1018.89 | 61.51 | 457.15 |
6.69 | 43.65 | 1020.14 | 69.55 | 482.57 |
10.25 | 41.26 | 1007.44 | 98.08 | 476.03 |
28.87 | 72.58 | 1008.69 | 79.34 | 428.89 |
12.04 | 40.23 | 1018.07 | 81.28 | 472.7 |
22.58 | 52.3 | 1009.04 | 78.99 | 445.6 |
15.12 | 52.05 | 1014.63 | 80.38 | 464.78 |
25.48 | 58.95 | 1017.02 | 51.16 | 440.42 |
27.87 | 70.79 | 1003.96 | 72.17 | 428.41 |
23.72 | 70.47 | 1010.65 | 75.39 | 438.5 |
25.0 | 59.43 | 1007.84 | 68.91 | 438.28 |
8.42 | 40.64 | 1022.35 | 96.38 | 476.29 |
22.46 | 58.49 | 1011.5 | 70.54 | 448.46 |
29.92 | 57.19 | 1008.62 | 45.8 | 438.99 |
11.68 | 39.22 | 1017.9 | 57.95 | 471.8 |
14.04 | 42.44 | 1012.74 | 81.89 | 471.81 |
19.86 | 59.14 | 1016.12 | 69.32 | 449.82 |
25.99 | 68.08 | 1013.13 | 59.14 | 442.14 |
23.42 | 58.79 | 1009.74 | 81.54 | 441.46 |
10.6 | 40.22 | 1011.37 | 85.81 | 477.62 |
20.97 | 61.87 | 1011.45 | 65.41 | 446.76 |
14.14 | 39.82 | 1012.46 | 81.15 | 472.52 |
8.56 | 40.71 | 1021.27 | 95.87 | 471.58 |
24.86 | 72.39 | 1001.15 | 90.24 | 440.85 |
29.0 | 77.54 | 1011.33 | 75.13 | 431.37 |
27.59 | 71.97 | 1008.64 | 88.22 | 437.33 |
10.45 | 40.71 | 1015.68 | 81.48 | 469.22 |
8.51 | 40.78 | 1023.51 | 89.84 | 471.11 |
29.82 | 66.51 | 1010.98 | 43.57 | 439.17 |
22.56 | 62.26 | 1012.11 | 63.16 | 445.33 |
11.38 | 39.22 | 1018.62 | 57.14 | 473.71 |
20.25 | 57.76 | 1016.28 | 77.76 | 452.66 |
22.42 | 59.43 | 1007.12 | 90.56 | 440.99 |
14.85 | 38.91 | 1014.48 | 60.98 | 467.42 |
25.62 | 58.82 | 1010.02 | 70.31 | 444.14 |
19.85 | 56.53 | 1020.57 | 74.05 | 457.17 |
13.67 | 54.3 | 1015.92 | 75.42 | 467.87 |
24.39 | 70.72 | 1009.78 | 82.25 | 442.04 |
16.07 | 44.58 | 1019.52 | 67.95 | 471.36 |
11.6 | 39.1 | 1009.81 | 100.09 | 460.7 |
31.38 | 70.83 | 1010.35 | 47.28 | 431.33 |
29.91 | 76.86 | 998.59 | 72.41 | 432.6 |
19.67 | 59.39 | 1014.07 | 77.67 | 447.61 |
27.18 | 64.79 | 1016.27 | 63.7 | 443.87 |
21.39 | 52.3 | 1009.2 | 79.77 | 446.87 |
10.45 | 41.01 | 1020.57 | 93.84 | 465.74 |
19.46 | 56.89 | 1014.02 | 84.95 | 447.86 |
23.55 | 62.96 | 1020.16 | 70.16 | 447.65 |
23.35 | 63.47 | 1011.78 | 84.24 | 437.87 |
9.26 | 41.66 | 1016.87 | 73.32 | 483.51 |
10.3 | 41.46 | 1018.21 | 86.17 | 479.65 |
20.94 | 58.16 | 1016.88 | 65.43 | 455.16 |
23.13 | 71.25 | 1002.49 | 94.59 | 431.91 |
12.77 | 41.5 | 1014.13 | 86.8 | 470.68 |
28.29 | 69.13 | 1009.29 | 58.18 | 429.28 |
19.13 | 59.21 | 1018.32 | 89.66 | 450.81 |
24.44 | 73.5 | 1011.49 | 87.39 | 437.73 |
20.32 | 44.6 | 1015.16 | 36.35 | 460.21 |
20.54 | 69.05 | 1001.6 | 79.62 | 442.86 |
12.16 | 45.0 | 1021.51 | 50.52 | 482.99 |
28.09 | 65.27 | 1013.27 | 51.96 | 440.0 |
9.25 | 41.82 | 1033.25 | 74.73 | 478.48 |
21.75 | 49.82 | 1015.01 | 78.33 | 455.28 |
23.7 | 66.56 | 1002.07 | 85.19 | 436.94 |
16.22 | 37.87 | 1022.36 | 83.13 | 461.06 |
24.75 | 69.45 | 1013.97 | 53.49 | 438.28 |
10.48 | 39.58 | 1011.81 | 88.86 | 472.61 |
29.53 | 70.79 | 1003.7 | 60.89 | 426.85 |
12.59 | 39.72 | 1017.76 | 61.14 | 470.18 |
23.5 | 54.42 | 1012.31 | 68.29 | 455.38 |
29.01 | 66.56 | 1006.44 | 57.62 | 428.32 |
9.75 | 42.49 | 1010.57 | 83.63 | 480.35 |
19.55 | 56.53 | 1020.2 | 78.1 | 455.56 |
21.05 | 58.33 | 1013.14 | 66.34 | 447.66 |
24.72 | 68.67 | 1006.74 | 79.02 | 443.06 |
21.19 | 58.86 | 1014.19 | 68.96 | 452.43 |
10.77 | 41.54 | 1019.94 | 71.13 | 477.81 |
28.68 | 73.77 | 1004.72 | 87.01 | 431.66 |
29.87 | 73.91 | 1004.53 | 74.3 | 431.8 |
22.99 | 68.67 | 1006.65 | 77.62 | 446.67 |
24.66 | 60.29 | 1018.0 | 59.56 | 445.26 |
32.63 | 69.89 | 1013.85 | 41.66 | 425.72 |
31.38 | 72.29 | 1008.73 | 73.27 | 430.58 |
23.87 | 60.27 | 1018.94 | 77.16 | 439.86 |
25.6 | 59.15 | 1013.31 | 67.02 | 441.11 |
27.62 | 71.14 | 1011.6 | 52.8 | 434.72 |
30.1 | 67.45 | 1014.23 | 39.04 | 434.01 |
12.19 | 41.17 | 1019.43 | 65.47 | 475.64 |
13.11 | 41.58 | 1020.43 | 74.32 | 460.44 |
28.29 | 68.67 | 1005.46 | 69.22 | 436.4 |
13.45 | 40.73 | 1018.7 | 93.88 | 461.03 |
10.98 | 41.54 | 1019.94 | 69.83 | 479.08 |
26.48 | 69.14 | 1009.31 | 84.11 | 435.76 |
13.07 | 45.51 | 1015.22 | 78.65 | 460.14 |
25.56 | 75.6 | 1017.37 | 69.31 | 442.2 |
22.68 | 50.78 | 1008.83 | 70.3 | 447.69 |
28.86 | 73.67 | 1006.65 | 68.23 | 431.15 |
22.7 | 63.56 | 1014.32 | 71.76 | 445.0 |
27.89 | 73.21 | 1001.32 | 85.88 | 431.59 |
13.78 | 44.47 | 1027.94 | 71.09 | 467.22 |
28.14 | 51.43 | 1012.16 | 52.67 | 445.33 |
11.8 | 45.09 | 1013.21 | 89.68 | 470.57 |
10.71 | 39.61 | 1018.72 | 73.66 | 473.77 |
24.54 | 60.29 | 1017.42 | 58.94 | 447.67 |
11.54 | 40.05 | 1014.78 | 87.05 | 474.29 |
29.47 | 71.32 | 1008.07 | 67.0 | 437.14 |
29.24 | 69.05 | 1003.12 | 43.18 | 432.56 |
14.51 | 41.79 | 1009.72 | 80.62 | 459.14 |
22.91 | 60.07 | 1016.03 | 59.72 | 446.19 |
27.02 | 71.77 | 1006.38 | 72.1 | 428.1 |
13.49 | 44.47 | 1030.18 | 69.15 | 468.46 |
30.24 | 66.75 | 1017.95 | 55.66 | 435.02 |
23.19 | 48.6 | 1002.38 | 61.19 | 445.52 |
17.73 | 40.55 | 1003.36 | 74.62 | 462.69 |
18.62 | 61.27 | 1019.26 | 73.35 | 455.75 |
12.85 | 40.0 | 1015.89 | 68.85 | 463.74 |
32.33 | 69.68 | 1011.95 | 39.89 | 439.79 |
25.09 | 58.95 | 1016.99 | 53.16 | 443.26 |
29.45 | 69.13 | 1009.3 | 52.97 | 432.04 |
16.91 | 43.96 | 1013.32 | 79.87 | 465.86 |
14.09 | 45.87 | 1009.05 | 84.09 | 465.6 |
10.73 | 25.36 | 1009.35 | 100.15 | 469.43 |
23.2 | 49.3 | 1003.4 | 79.77 | 440.75 |
8.21 | 38.91 | 1015.82 | 88.99 | 481.32 |
9.3 | 40.56 | 1022.64 | 76.14 | 479.87 |
16.97 | 39.16 | 1005.7 | 69.13 | 458.59 |
23.69 | 71.97 | 1009.62 | 93.03 | 438.62 |
25.13 | 59.44 | 1012.38 | 77.92 | 445.59 |
9.86 | 43.56 | 1015.13 | 74.89 | 481.87 |
11.33 | 41.5 | 1013.58 | 88.7 | 475.01 |
26.95 | 48.41 | 1008.53 | 62.94 | 436.54 |
15.0 | 40.66 | 1016.28 | 89.62 | 456.63 |
20.76 | 62.52 | 1015.63 | 81.04 | 451.69 |
14.29 | 39.59 | 1010.93 | 94.53 | 463.04 |
19.74 | 67.71 | 1007.68 | 64.02 | 446.1 |
26.68 | 59.92 | 1009.94 | 70.57 | 438.67 |
14.24 | 41.4 | 1019.7 | 70.32 | 466.88 |
21.98 | 48.41 | 1008.42 | 84.86 | 444.6 |
22.75 | 59.39 | 1015.4 | 81.41 | 440.26 |
8.34 | 40.96 | 1023.28 | 89.45 | 483.92 |
11.8 | 41.2 | 1017.18 | 82.71 | 475.19 |
8.81 | 44.68 | 1023.06 | 93.93 | 479.24 |
30.05 | 73.68 | 1014.95 | 70.6 | 434.92 |
16.01 | 65.46 | 1014.0 | 87.68 | 454.16 |
21.75 | 58.79 | 1012.42 | 87.58 | 447.58 |
13.94 | 41.26 | 1021.67 | 74.4 | 467.9 |
29.25 | 69.13 | 1010.27 | 67.35 | 426.29 |
22.33 | 45.87 | 1007.8 | 63.61 | 447.02 |
16.43 | 41.79 | 1005.47 | 76.89 | 455.85 |
11.5 | 40.22 | 1010.31 | 78.08 | 476.46 |
23.53 | 68.94 | 1007.53 | 69.17 | 437.48 |
21.86 | 49.21 | 1014.61 | 53.31 | 452.77 |
6.17 | 39.33 | 1012.57 | 93.32 | 491.54 |
30.19 | 64.79 | 1017.22 | 42.47 | 438.41 |
11.67 | 41.93 | 1019.81 | 82.58 | 476.1 |
15.34 | 36.99 | 1007.87 | 94.59 | 464.58 |
11.5 | 40.78 | 1023.91 | 86.31 | 467.74 |
25.53 | 57.17 | 1010.0 | 72.57 | 442.12 |
21.27 | 57.5 | 1014.53 | 80.76 | 453.34 |
28.37 | 69.13 | 1010.44 | 71.93 | 425.29 |
28.39 | 51.43 | 1011.74 | 47.54 | 449.63 |
13.78 | 45.78 | 1025.27 | 95.72 | 462.88 |
14.6 | 42.32 | 1015.71 | 77.03 | 464.67 |
5.1 | 35.57 | 1027.17 | 80.49 | 489.96 |
7.0 | 38.08 | 1020.27 | 77.67 | 482.38 |
26.3 | 77.95 | 1009.45 | 78.72 | 437.95 |
30.56 | 71.98 | 1004.74 | 58.77 | 429.2 |
21.09 | 46.63 | 1013.03 | 74.8 | 453.34 |
28.21 | 70.02 | 1010.58 | 51.34 | 442.47 |
15.84 | 49.69 | 1015.14 | 90.41 | 462.6 |
10.03 | 40.96 | 1024.57 | 91.1 | 478.79 |
20.37 | 52.05 | 1012.34 | 62.57 | 456.11 |
21.19 | 50.16 | 1005.81 | 84.27 | 450.33 |
33.73 | 69.88 | 1007.21 | 42.93 | 434.83 |
29.87 | 73.68 | 1015.1 | 40.96 | 433.43 |
19.62 | 62.96 | 1020.76 | 76.53 | 456.02 |
9.93 | 40.67 | 1018.08 | 69.74 | 485.23 |
9.43 | 37.14 | 1013.03 | 74.99 | 473.57 |
14.24 | 39.58 | 1011.17 | 70.45 | 469.94 |
12.97 | 49.83 | 1008.69 | 91.49 | 452.07 |
7.6 | 41.04 | 1021.82 | 88.97 | 475.32 |
8.39 | 36.24 | 1013.39 | 89.13 | 480.69 |
25.41 | 48.06 | 1013.12 | 46.52 | 444.01 |
18.43 | 56.03 | 1020.41 | 60.55 | 465.17 |
10.31 | 39.82 | 1012.87 | 88.71 | 480.61 |
11.29 | 41.5 | 1013.39 | 89.15 | 476.04 |
22.61 | 49.3 | 1003.51 | 83.02 | 441.76 |
29.34 | 71.98 | 1005.19 | 75.19 | 428.24 |
18.87 | 67.71 | 1004.0 | 87.35 | 444.77 |
13.21 | 45.87 | 1008.58 | 85.66 | 463.1 |
11.3 | 44.6 | 1018.19 | 91.66 | 470.5 |
29.23 | 72.99 | 1007.04 | 63.47 | 431.0 |
27.76 | 69.4 | 1004.27 | 72.25 | 430.68 |
29.26 | 67.17 | 1006.6 | 70.58 | 436.42 |
25.72 | 49.82 | 1016.19 | 60.1 | 452.33 |
23.43 | 63.94 | 1010.64 | 89.29 | 440.16 |
25.6 | 63.76 | 1010.18 | 67.43 | 435.75 |
22.3 | 44.57 | 1008.48 | 67.58 | 449.74 |
27.91 | 72.24 | 1010.74 | 70.8 | 430.73 |
30.35 | 77.17 | 1009.55 | 63.62 | 432.75 |
21.78 | 47.43 | 1007.88 | 66.68 | 446.79 |
7.19 | 41.39 | 1018.12 | 90.76 | 486.35 |
20.88 | 59.8 | 1015.66 | 75.34 | 453.18 |
24.19 | 50.23 | 1015.73 | 59.77 | 458.31 |
9.98 | 41.54 | 1019.7 | 80.79 | 480.26 |
23.47 | 51.3 | 1011.89 | 74.1 | 448.65 |
26.35 | 49.5 | 1012.67 | 41.34 | 458.41 |
29.89 | 64.69 | 1006.37 | 58.78 | 435.39 |
19.29 | 50.16 | 1010.49 | 97.78 | 450.21 |
17.48 | 43.14 | 1018.68 | 74.85 | 459.59 |
25.21 | 75.6 | 1017.19 | 69.84 | 445.84 |
23.3 | 48.78 | 1018.17 | 75.36 | 441.08 |
15.42 | 37.85 | 1009.89 | 85.8 | 467.33 |
21.44 | 63.09 | 1016.56 | 90.11 | 444.19 |
29.45 | 68.27 | 1007.96 | 61.63 | 432.96 |
29.69 | 47.93 | 1002.85 | 44.76 | 438.09 |
15.52 | 36.99 | 1006.86 | 89.7 | 467.9 |
11.47 | 43.67 | 1012.68 | 72.51 | 475.72 |
9.77 | 34.69 | 1027.72 | 74.98 | 477.51 |
22.6 | 69.84 | 1006.37 | 79.59 | 435.13 |
8.24 | 39.61 | 1017.99 | 78.42 | 477.9 |
17.01 | 44.2 | 1019.18 | 61.23 | 457.26 |
19.64 | 44.6 | 1015.88 | 47.56 | 467.53 |
10.61 | 41.58 | 1021.08 | 93.06 | 465.15 |
12.04 | 40.1 | 1014.42 | 89.65 | 474.28 |
29.19 | 65.71 | 1013.85 | 50.5 | 444.49 |
21.75 | 45.09 | 1014.15 | 44.84 | 452.84 |
23.66 | 77.54 | 1008.5 | 85.32 | 435.38 |
27.05 | 75.33 | 1003.88 | 82.94 | 433.57 |
29.63 | 69.71 | 1009.04 | 67.26 | 435.27 |
18.2 | 39.63 | 1005.35 | 79.05 | 468.49 |
32.22 | 70.8 | 1009.9 | 62.03 | 433.07 |
26.88 | 73.56 | 1004.85 | 94.36 | 430.63 |
29.05 | 65.74 | 1013.29 | 60.02 | 440.74 |
8.9 | 39.96 | 1026.31 | 95.46 | 474.49 |
18.93 | 48.6 | 1005.72 | 84.92 | 449.74 |
27.49 | 63.76 | 1010.09 | 62.8 | 436.73 |
23.1 | 70.79 | 1006.53 | 90.81 | 434.58 |
11.22 | 43.13 | 1017.24 | 80.9 | 473.93 |
31.97 | 79.74 | 1007.03 | 55.84 | 435.99 |
13.32 | 43.22 | 1009.45 | 75.3 | 466.83 |
31.68 | 68.24 | 1005.29 | 37.34 | 427.22 |
23.69 | 63.77 | 1013.39 | 79.5 | 444.07 |
13.83 | 41.49 | 1020.11 | 87.29 | 469.57 |
18.32 | 66.51 | 1015.18 | 81.5 | 459.89 |
11.05 | 40.71 | 1024.91 | 76.42 | 479.59 |
22.03 | 64.69 | 1007.21 | 75.75 | 440.92 |
10.23 | 41.46 | 1020.45 | 84.95 | 480.87 |
23.92 | 66.54 | 1009.93 | 62.37 | 441.9 |
29.38 | 69.68 | 1011.35 | 49.25 | 430.2 |
17.35 | 42.86 | 1014.62 | 74.16 | 465.16 |
9.81 | 44.45 | 1021.19 | 90.55 | 471.32 |
4.97 | 40.64 | 1020.91 | 94.28 | 485.43 |
5.15 | 40.07 | 1012.27 | 63.31 | 495.35 |
21.54 | 58.49 | 1010.85 | 78.9 | 449.12 |
7.94 | 42.02 | 1006.22 | 90.97 | 480.53 |
18.77 | 50.66 | 1014.89 | 87.34 | 457.07 |
21.69 | 69.94 | 1010.7 | 80.8 | 443.67 |
10.07 | 44.68 | 1023.44 | 90.95 | 477.52 |
13.83 | 39.64 | 1012.52 | 69.97 | 472.95 |
10.45 | 39.69 | 1003.92 | 89.45 | 472.54 |
11.56 | 40.71 | 1015.85 | 76.08 | 469.17 |
23.64 | 70.04 | 1011.09 | 83.35 | 435.21 |
10.48 | 40.22 | 1004.81 | 92.16 | 477.78 |
13.09 | 39.85 | 1012.86 | 58.42 | 475.89 |
10.67 | 40.23 | 1017.75 | 85.06 | 483.9 |
12.57 | 39.16 | 1016.53 | 88.91 | 476.2 |
14.45 | 43.34 | 1015.47 | 83.33 | 462.16 |
14.22 | 37.85 | 1011.24 | 88.49 | 471.05 |
6.97 | 41.26 | 1010.6 | 96.88 | 484.71 |
20.61 | 63.86 | 1015.43 | 73.86 | 446.34 |
14.67 | 42.28 | 1007.21 | 65.17 | 469.02 |
29.06 | 72.86 | 1004.23 | 69.41 | 432.12 |
14.38 | 40.1 | 1015.51 | 81.23 | 467.28 |
32.51 | 69.98 | 1013.29 | 54.07 | 429.66 |
11.79 | 45.09 | 1013.16 | 89.17 | 469.49 |
8.65 | 40.56 | 1023.23 | 78.85 | 485.87 |
9.75 | 40.81 | 1026.0 | 84.44 | 481.95 |
9.11 | 40.02 | 1031.1 | 83.02 | 479.03 |
23.39 | 69.13 | 1010.99 | 90.66 | 434.5 |
14.3 | 54.3 | 1015.16 | 75.29 | 464.9 |
17.49 | 63.94 | 1020.02 | 82.6 | 452.71 |
31.1 | 69.51 | 1010.84 | 45.4 | 429.74 |
19.77 | 56.65 | 1020.67 | 66.33 | 457.09 |
28.61 | 72.29 | 1011.61 | 45.33 | 446.77 |
13.52 | 41.48 | 1014.46 | 67.12 | 460.76 |
13.52 | 40.83 | 1008.31 | 84.14 | 471.95 |
17.57 | 46.21 | 1014.09 | 80.81 | 453.29 |
28.18 | 60.07 | 1016.34 | 49.13 | 441.61 |
14.29 | 46.18 | 1017.01 | 87.29 | 464.73 |
18.12 | 43.69 | 1016.91 | 52.95 | 464.68 |
31.27 | 73.91 | 1003.72 | 68.92 | 430.59 |
26.24 | 77.95 | 1014.19 | 85.21 | 438.01 |
7.44 | 41.04 | 1021.84 | 88.56 | 479.08 |
29.78 | 74.78 | 1009.28 | 55.09 | 436.39 |
23.37 | 65.46 | 1016.25 | 48.64 | 447.07 |
10.62 | 39.58 | 1011.9 | 87.85 | 479.91 |
5.84 | 43.02 | 1013.88 | 87.42 | 489.05 |
14.51 | 53.82 | 1016.46 | 62.75 | 463.17 |
11.31 | 42.02 | 1001.18 | 94.86 | 471.26 |
11.25 | 40.67 | 1011.64 | 63.54 | 480.49 |
9.18 | 39.42 | 1025.41 | 69.46 | 473.78 |
19.82 | 58.16 | 1016.76 | 74.66 | 455.5 |
24.77 | 58.41 | 1013.78 | 80.57 | 446.27 |
9.66 | 41.06 | 1021.21 | 84.7 | 482.2 |
21.96 | 59.8 | 1016.72 | 72.6 | 452.48 |
18.59 | 43.14 | 1011.92 | 52.63 | 464.48 |
24.75 | 69.89 | 1015.29 | 82.01 | 438.1 |
24.37 | 63.47 | 1012.77 | 75.22 | 445.6 |
29.6 | 67.79 | 1010.37 | 51.05 | 442.43 |
25.32 | 61.25 | 1011.56 | 80.1 | 436.67 |
16.15 | 41.85 | 1016.54 | 81.58 | 466.56 |
15.74 | 71.14 | 1019.65 | 65.94 | 457.29 |
5.97 | 36.25 | 1029.65 | 86.74 | 487.03 |
15.84 | 52.72 | 1026.45 | 62.57 | 464.93 |
14.84 | 44.63 | 1019.28 | 57.37 | 466.0 |
12.25 | 48.79 | 1017.44 | 88.91 | 469.52 |
27.38 | 70.04 | 1011.18 | 72.26 | 428.88 |
8.76 | 41.48 | 1018.49 | 74.98 | 474.3 |
15.54 | 39.31 | 1009.69 | 71.19 | 461.06 |
18.71 | 39.39 | 1014.09 | 62.82 | 465.57 |
13.06 | 41.78 | 1012.3 | 55.31 | 467.67 |
12.72 | 40.71 | 1016.02 | 71.57 | 466.99 |
19.83 | 39.39 | 1013.73 | 59.16 | 463.72 |
27.23 | 49.16 | 1004.03 | 40.8 | 443.78 |
24.27 | 68.28 | 1005.43 | 67.63 | 445.23 |
11.8 | 40.66 | 1017.13 | 97.2 | 464.43 |
6.76 | 36.25 | 1028.31 | 91.16 | 484.36 |
25.99 | 63.07 | 1012.5 | 64.81 | 442.16 |
16.3 | 39.63 | 1004.64 | 85.61 | 464.11 |
16.5 | 49.39 | 1018.35 | 93.42 | 462.48 |
10.59 | 42.49 | 1009.59 | 77.36 | 477.49 |
26.05 | 65.59 | 1012.78 | 67.03 | 437.04 |
19.5 | 40.79 | 1003.8 | 89.45 | 457.09 |
22.21 | 45.01 | 1012.22 | 54.84 | 450.6 |
17.86 | 45.0 | 1023.25 | 53.48 | 465.78 |
29.96 | 70.04 | 1010.15 | 54.47 | 427.1 |
19.08 | 44.63 | 1020.14 | 43.36 | 459.81 |
23.59 | 47.43 | 1006.64 | 48.92 | 447.36 |
3.38 | 39.64 | 1011.0 | 81.22 | 488.92 |
26.39 | 66.49 | 1012.96 | 60.35 | 433.36 |
8.99 | 39.04 | 1021.99 | 75.98 | 483.35 |
10.91 | 41.04 | 1026.57 | 74.24 | 469.53 |
13.08 | 39.82 | 1012.27 | 85.21 | 476.96 |
23.95 | 58.46 | 1017.5 | 68.46 | 440.75 |
15.64 | 43.71 | 1024.51 | 78.31 | 462.55 |
18.78 | 54.2 | 1012.05 | 89.25 | 448.04 |
20.65 | 50.59 | 1016.22 | 68.57 | 455.24 |
4.96 | 40.07 | 1011.8 | 67.38 | 494.75 |
23.51 | 57.32 | 1012.55 | 53.6 | 444.58 |
5.99 | 35.79 | 1011.56 | 91.69 | 484.82 |
23.65 | 66.05 | 1019.6 | 78.21 | 442.9 |
5.17 | 39.33 | 1009.68 | 94.19 | 485.46 |
26.38 | 49.5 | 1012.82 | 37.19 | 457.81 |
6.02 | 43.65 | 1013.85 | 83.53 | 481.92 |
23.2 | 61.02 | 1009.63 | 79.45 | 443.23 |
8.57 | 39.69 | 1000.91 | 99.9 | 474.29 |
30.72 | 71.58 | 1009.98 | 50.39 | 430.46 |
21.52 | 50.66 | 1013.56 | 74.33 | 455.71 |
22.93 | 62.26 | 1011.25 | 83.66 | 438.34 |
5.71 | 41.31 | 1003.24 | 89.48 | 485.83 |
18.62 | 44.06 | 1017.76 | 64.59 | 452.82 |
27.88 | 68.94 | 1007.68 | 75.68 | 435.04 |
22.32 | 59.8 | 1016.82 | 64.18 | 451.21 |
14.55 | 42.74 | 1028.41 | 70.09 | 465.81 |
17.83 | 44.92 | 1025.04 | 70.58 | 458.42 |
9.68 | 39.96 | 1026.09 | 99.28 | 470.22 |
19.41 | 49.39 | 1020.84 | 81.89 | 449.24 |
13.22 | 44.92 | 1023.84 | 87.99 | 471.43 |
12.24 | 44.92 | 1023.74 | 88.21 | 473.26 |
19.21 | 58.49 | 1011.7 | 91.29 | 452.82 |
29.74 | 70.32 | 1008.1 | 52.72 | 432.69 |
23.28 | 60.84 | 1017.91 | 67.5 | 444.13 |
8.02 | 41.92 | 1029.8 | 92.05 | 467.21 |
22.47 | 48.6 | 1002.33 | 63.23 | 445.98 |
27.51 | 73.77 | 1002.42 | 90.88 | 436.91 |
17.51 | 44.9 | 1009.05 | 74.91 | 455.01 |
23.22 | 66.56 | 1002.47 | 85.39 | 437.11 |
11.73 | 40.64 | 1020.68 | 96.98 | 477.06 |
21.19 | 67.71 | 1006.65 | 56.28 | 441.71 |
5.48 | 40.07 | 1019.63 | 65.62 | 495.76 |
24.26 | 66.44 | 1011.33 | 55.32 | 445.63 |
12.32 | 41.62 | 1012.88 | 88.88 | 464.72 |
31.26 | 68.94 | 1005.94 | 39.49 | 438.03 |
32.09 | 72.86 | 1003.47 | 54.59 | 434.78 |
24.98 | 60.32 | 1015.63 | 57.19 | 444.67 |
27.48 | 61.41 | 1012.2 | 45.06 | 452.24 |
21.04 | 45.09 | 1014.19 | 40.62 | 450.92 |
27.75 | 70.4 | 1006.65 | 90.21 | 436.53 |
22.79 | 71.77 | 1005.75 | 90.91 | 435.53 |
24.22 | 68.51 | 1013.23 | 74.96 | 440.01 |
27.06 | 64.45 | 1008.72 | 54.21 | 443.1 |
29.25 | 71.94 | 1007.18 | 63.62 | 427.49 |
26.86 | 68.08 | 1012.99 | 50.04 | 436.25 |
29.64 | 67.79 | 1009.99 | 51.23 | 440.74 |
19.92 | 63.31 | 1015.02 | 82.71 | 443.54 |
18.5 | 51.43 | 1010.82 | 92.04 | 459.42 |
23.71 | 60.23 | 1009.76 | 90.67 | 439.66 |
14.39 | 44.84 | 1023.55 | 91.14 | 464.15 |
19.3 | 56.65 | 1020.55 | 70.43 | 459.1 |
24.65 | 52.36 | 1014.76 | 66.63 | 455.68 |
13.5 | 45.51 | 1015.33 | 86.95 | 469.08 |
9.82 | 41.26 | 1007.71 | 96.69 | 478.02 |
18.4 | 44.06 | 1017.36 | 70.88 | 456.8 |
28.12 | 44.89 | 1009.18 | 47.14 | 441.13 |
17.15 | 43.69 | 1017.05 | 63.36 | 463.88 |
30.69 | 73.67 | 1006.14 | 60.58 | 430.45 |
28.82 | 65.71 | 1014.24 | 54.3 | 449.18 |
21.3 | 48.92 | 1010.92 | 65.09 | 447.89 |
30.58 | 70.04 | 1010.4 | 48.16 | 431.59 |
21.17 | 52.3 | 1009.36 | 81.51 | 447.5 |
9.87 | 41.82 | 1033.04 | 68.57 | 475.58 |
22.18 | 59.8 | 1016.77 | 73.16 | 453.24 |
24.39 | 63.21 | 1012.59 | 80.88 | 446.4 |
10.73 | 44.92 | 1025.1 | 85.4 | 476.81 |
9.38 | 40.46 | 1019.29 | 75.77 | 474.1 |
20.27 | 57.76 | 1016.66 | 75.76 | 450.71 |
24.82 | 66.48 | 1006.4 | 70.21 | 433.62 |
16.55 | 41.66 | 1011.45 | 55.53 | 465.14 |
20.73 | 59.87 | 1019.08 | 80.48 | 445.18 |
9.51 | 39.22 | 1015.3 | 72.41 | 474.12 |
8.63 | 43.79 | 1016.08 | 83.25 | 483.91 |
6.48 | 40.27 | 1010.55 | 82.12 | 486.68 |
14.95 | 43.52 | 1022.43 | 94.75 | 464.98 |
5.76 | 45.87 | 1010.83 | 95.79 | 481.4 |
10.94 | 39.04 | 1021.81 | 86.02 | 479.2 |
15.87 | 41.16 | 1005.85 | 78.29 | 463.86 |
12.42 | 38.25 | 1012.76 | 82.23 | 472.3 |
29.12 | 58.84 | 1001.31 | 52.86 | 446.51 |
29.12 | 51.43 | 1005.93 | 60.66 | 437.71 |
19.08 | 41.1 | 1001.96 | 62.77 | 458.94 |
31.06 | 67.17 | 1007.62 | 65.54 | 437.91 |
5.72 | 39.33 | 1009.96 | 95.4 | 490.76 |
26.52 | 65.06 | 1013.4 | 51.78 | 439.66 |
13.84 | 44.9 | 1007.58 | 63.62 | 463.27 |
13.03 | 39.52 | 1016.68 | 83.09 | 473.99 |
25.94 | 66.49 | 1012.83 | 61.81 | 433.38 |
16.64 | 53.82 | 1015.13 | 68.24 | 459.01 |
14.13 | 40.75 | 1016.05 | 72.41 | 471.44 |
13.65 | 39.28 | 1012.97 | 79.64 | 471.91 |
14.5 | 44.47 | 1028.2 | 66.95 | 465.15 |
19.8 | 51.19 | 1008.25 | 91.98 | 446.66 |
25.2 | 63.76 | 1009.78 | 64.96 | 438.15 |
20.66 | 51.19 | 1008.81 | 88.93 | 447.14 |
12.07 | 43.71 | 1025.53 | 85.62 | 472.32 |
25.64 | 70.72 | 1010.16 | 84.0 | 441.68 |
23.33 | 72.99 | 1009.33 | 89.41 | 440.04 |
29.41 | 64.05 | 1009.82 | 67.4 | 444.82 |
16.6 | 53.16 | 1014.5 | 76.75 | 457.26 |
27.53 | 72.58 | 1009.13 | 89.06 | 428.83 |
20.62 | 43.43 | 1009.93 | 64.02 | 449.07 |
26.02 | 71.94 | 1009.38 | 64.12 | 435.21 |
12.75 | 44.2 | 1017.59 | 81.22 | 471.03 |
12.87 | 48.04 | 1012.47 | 100.13 | 465.56 |
25.77 | 62.96 | 1019.86 | 58.07 | 442.83 |
14.84 | 41.48 | 1017.26 | 63.42 | 460.3 |
7.41 | 40.71 | 1023.07 | 83.32 | 474.25 |
8.87 | 41.82 | 1033.3 | 74.28 | 477.97 |
9.69 | 40.46 | 1019.1 | 71.91 | 472.16 |
16.17 | 46.97 | 1014.22 | 85.8 | 456.08 |
26.24 | 49.82 | 1014.9 | 55.58 | 452.41 |
13.78 | 43.22 | 1011.31 | 69.7 | 463.71 |
26.3 | 67.07 | 1006.26 | 63.79 | 433.72 |
17.37 | 57.76 | 1016.0 | 86.59 | 456.4 |
23.6 | 48.98 | 1015.41 | 48.28 | 448.43 |
8.3 | 36.08 | 1020.63 | 80.42 | 481.6 |
18.86 | 42.18 | 1001.16 | 98.58 | 457.07 |
22.12 | 49.39 | 1019.8 | 72.83 | 451.0 |
28.41 | 75.6 | 1018.48 | 56.07 | 440.28 |
29.42 | 71.32 | 1002.26 | 67.13 | 437.47 |
18.61 | 67.71 | 1004.07 | 84.49 | 443.57 |
27.57 | 69.84 | 1004.91 | 68.37 | 426.6 |
12.83 | 41.5 | 1013.12 | 86.07 | 470.87 |
9.64 | 39.85 | 1012.9 | 83.82 | 478.37 |
19.13 | 58.66 | 1013.32 | 74.86 | 453.92 |
15.92 | 40.56 | 1020.79 | 53.52 | 470.22 |
24.64 | 72.24 | 1011.37 | 80.61 | 434.54 |
27.62 | 63.9 | 1013.11 | 43.56 | 442.89 |
8.9 | 36.24 | 1013.29 | 89.35 | 479.03 |
9.55 | 43.99 | 1020.5 | 97.28 | 476.06 |
10.57 | 36.71 | 1022.62 | 80.49 | 473.88 |
19.8 | 57.25 | 1010.84 | 88.9 | 451.75 |
25.63 | 56.85 | 1012.68 | 49.7 | 439.2 |
24.7 | 58.46 | 1015.58 | 68.64 | 439.7 |
15.26 | 46.18 | 1013.68 | 98.58 | 463.6 |
20.06 | 52.84 | 1004.21 | 82.12 | 447.47 |
19.84 | 56.89 | 1013.23 | 78.32 | 447.92 |
11.49 | 44.63 | 1020.44 | 86.04 | 471.08 |
23.74 | 72.43 | 1007.99 | 91.36 | 437.55 |
22.62 | 51.3 | 1012.36 | 81.02 | 448.27 |
29.53 | 72.39 | 998.47 | 76.05 | 431.69 |
21.32 | 48.14 | 1016.57 | 71.81 | 449.09 |
20.3 | 58.46 | 1015.93 | 82.13 | 448.79 |
16.97 | 44.92 | 1025.21 | 74.27 | 460.21 |
12.07 | 41.17 | 1013.54 | 71.32 | 479.28 |
7.46 | 41.82 | 1032.67 | 74.59 | 483.11 |
19.2 | 54.2 | 1011.46 | 84.44 | 450.75 |
28.64 | 66.54 | 1010.43 | 43.39 | 437.97 |
13.56 | 41.48 | 1008.53 | 87.2 | 459.76 |
17.4 | 44.9 | 1020.5 | 77.11 | 457.75 |
14.08 | 40.1 | 1015.48 | 82.81 | 469.33 |
27.11 | 69.75 | 1009.74 | 85.67 | 433.28 |
20.92 | 70.02 | 1010.23 | 95.58 | 444.64 |
16.18 | 44.9 | 1021.3 | 74.46 | 463.1 |
15.57 | 44.68 | 1022.01 | 90.02 | 460.91 |
10.37 | 39.04 | 1023.95 | 81.93 | 479.35 |
19.6 | 59.21 | 1017.65 | 86.29 | 449.23 |
9.22 | 40.92 | 1021.83 | 85.43 | 474.51 |
27.76 | 72.99 | 1007.81 | 71.66 | 435.02 |
28.68 | 70.72 | 1009.43 | 71.33 | 435.45 |
20.95 | 48.14 | 1013.3 | 67.72 | 452.38 |
9.06 | 39.3 | 1019.73 | 84.23 | 480.41 |
9.21 | 39.72 | 1019.54 | 74.44 | 478.96 |
13.65 | 42.74 | 1026.58 | 71.48 | 468.87 |
31.79 | 76.2 | 1007.89 | 56.3 | 434.01 |
14.32 | 44.6 | 1013.85 | 68.13 | 466.36 |
26.28 | 75.23 | 1011.44 | 68.35 | 435.28 |
7.69 | 43.02 | 1014.51 | 85.23 | 486.46 |
14.44 | 40.1 | 1015.51 | 79.78 | 468.19 |
9.19 | 41.01 | 1022.14 | 98.98 | 468.37 |
13.35 | 41.39 | 1019.17 | 72.87 | 474.19 |
23.04 | 74.22 | 1009.52 | 90.93 | 440.32 |
4.83 | 38.44 | 1015.35 | 72.94 | 485.32 |
17.29 | 42.86 | 1014.38 | 72.3 | 464.27 |
8.73 | 36.18 | 1013.66 | 77.74 | 479.25 |
26.21 | 70.32 | 1007.0 | 78.29 | 430.4 |
23.72 | 58.62 | 1016.65 | 69.1 | 447.49 |
29.27 | 64.69 | 1006.85 | 55.79 | 438.23 |
10.4 | 40.43 | 1025.46 | 75.09 | 492.09 |
12.19 | 40.75 | 1015.13 | 88.98 | 475.36 |
20.4 | 54.9 | 1016.68 | 64.26 | 452.56 |
34.3 | 74.67 | 1015.98 | 25.89 | 427.84 |
27.56 | 68.08 | 1010.8 | 59.18 | 433.95 |
30.9 | 70.8 | 1008.48 | 67.48 | 435.27 |
14.85 | 58.59 | 1014.04 | 89.85 | 454.62 |
16.42 | 40.56 | 1020.36 | 50.62 | 472.17 |
16.45 | 63.31 | 1015.96 | 83.97 | 452.42 |
10.14 | 42.02 | 1003.19 | 96.51 | 472.17 |
9.53 | 41.44 | 1018.01 | 80.09 | 481.83 |
17.01 | 49.15 | 1021.83 | 84.02 | 458.78 |
23.94 | 62.08 | 1022.47 | 61.97 | 447.5 |
15.95 | 49.25 | 1019.04 | 88.51 | 463.4 |
11.15 | 41.26 | 1022.67 | 81.83 | 473.57 |
25.56 | 70.32 | 1009.07 | 90.63 | 433.72 |
27.16 | 66.44 | 1011.2 | 73.37 | 431.85 |
26.71 | 77.95 | 1012.13 | 77.5 | 433.47 |
29.56 | 74.22 | 1007.45 | 57.46 | 432.84 |
31.19 | 70.94 | 1007.29 | 51.91 | 436.6 |
6.86 | 41.17 | 1020.12 | 79.14 | 490.23 |
12.36 | 41.74 | 1020.58 | 69.24 | 477.16 |
32.82 | 68.31 | 1010.44 | 41.85 | 441.06 |
25.3 | 70.98 | 1007.22 | 95.1 | 440.86 |
8.71 | 41.82 | 1033.08 | 74.53 | 477.94 |
13.34 | 40.8 | 1026.56 | 64.85 | 474.47 |
14.2 | 43.02 | 1012.18 | 57.07 | 470.67 |
23.74 | 65.34 | 1013.7 | 62.9 | 447.31 |
16.9 | 44.88 | 1018.14 | 72.21 | 466.8 |
28.54 | 71.94 | 1007.4 | 65.99 | 430.91 |
30.15 | 69.88 | 1007.2 | 73.67 | 434.75 |
14.33 | 42.86 | 1010.82 | 88.59 | 469.52 |
25.57 | 59.43 | 1008.88 | 61.19 | 438.9 |
30.55 | 70.04 | 1010.51 | 49.37 | 429.56 |
28.04 | 74.33 | 1013.53 | 48.65 | 432.92 |
26.39 | 49.16 | 1005.68 | 56.18 | 442.87 |
15.3 | 41.76 | 1022.57 | 71.56 | 466.59 |
6.03 | 41.14 | 1028.04 | 87.46 | 479.61 |
13.49 | 44.63 | 1019.12 | 70.02 | 471.08 |
27.67 | 59.14 | 1016.51 | 61.2 | 433.37 |
24.19 | 65.48 | 1018.8 | 60.54 | 443.92 |
24.44 | 59.14 | 1016.74 | 71.82 | 443.5 |
29.86 | 64.79 | 1017.37 | 44.8 | 439.89 |
30.2 | 69.59 | 1008.9 | 67.32 | 434.66 |
7.99 | 41.38 | 1021.95 | 78.77 | 487.57 |
9.93 | 41.62 | 1013.76 | 96.02 | 464.64 |
11.03 | 42.32 | 1017.26 | 90.56 | 470.92 |
22.34 | 63.73 | 1014.37 | 83.19 | 444.39 |
25.33 | 48.6 | 1002.54 | 68.45 | 442.48 |
18.87 | 52.08 | 1005.25 | 99.19 | 449.61 |
25.97 | 69.34 | 1009.43 | 88.11 | 435.02 |
16.58 | 43.99 | 1021.81 | 79.29 | 458.67 |
14.35 | 46.18 | 1016.63 | 87.76 | 461.74 |
25.06 | 62.39 | 1008.09 | 82.56 | 438.31 |
13.85 | 48.92 | 1011.68 | 79.24 | 462.38 |
16.09 | 44.2 | 1019.39 | 67.24 | 460.56 |
26.34 | 59.21 | 1013.37 | 58.98 | 439.22 |
23.01 | 58.79 | 1009.71 | 84.22 | 444.64 |
26.39 | 71.25 | 999.8 | 89.12 | 430.34 |
31.32 | 71.29 | 1008.37 | 50.07 | 430.46 |
16.64 | 45.87 | 1009.02 | 98.86 | 456.79 |
13.42 | 41.23 | 994.17 | 95.79 | 468.82 |
20.06 | 44.9 | 1008.79 | 70.06 | 448.51 |
14.8 | 44.71 | 1014.67 | 41.71 | 470.77 |
12.59 | 41.14 | 1025.79 | 86.55 | 465.74 |
26.7 | 66.56 | 1005.31 | 71.97 | 430.21 |
19.78 | 50.32 | 1008.62 | 96.4 | 449.23 |
15.17 | 49.15 | 1021.91 | 91.73 | 461.89 |
21.71 | 61.45 | 1010.97 | 91.62 | 445.72 |
19.09 | 39.39 | 1013.36 | 59.14 | 466.13 |
19.76 | 51.19 | 1008.38 | 92.56 | 448.71 |
14.68 | 41.23 | 998.43 | 83.71 | 469.25 |
21.3 | 66.86 | 1013.04 | 55.43 | 450.56 |
16.73 | 39.64 | 1008.94 | 74.91 | 464.46 |
12.26 | 41.5 | 1014.87 | 89.41 | 471.13 |
14.77 | 48.06 | 1010.92 | 69.81 | 461.52 |
18.26 | 59.15 | 1012.04 | 86.01 | 451.09 |
27.1 | 79.74 | 1005.43 | 86.05 | 431.51 |
14.72 | 40.83 | 1009.65 | 80.98 | 469.8 |
26.3 | 51.43 | 1012.05 | 63.62 | 442.28 |
16.48 | 48.92 | 1011.84 | 64.16 | 458.67 |
17.99 | 43.79 | 1016.13 | 75.63 | 462.4 |
20.34 | 59.8 | 1015.18 | 80.21 | 453.54 |
25.53 | 62.96 | 1019.81 | 59.7 | 444.38 |
31.59 | 58.9 | 1003.39 | 47.6 | 440.52 |
30.8 | 69.14 | 1007.68 | 63.78 | 433.62 |
10.75 | 45.0 | 1023.68 | 89.37 | 481.96 |
19.3 | 44.9 | 1008.89 | 70.55 | 452.75 |
4.71 | 39.42 | 1026.4 | 84.42 | 481.28 |
23.1 | 66.05 | 1020.28 | 80.62 | 439.03 |
32.63 | 73.88 | 1005.64 | 52.56 | 435.75 |
26.63 | 74.16 | 1009.72 | 83.26 | 436.03 |
24.35 | 58.49 | 1011.03 | 70.64 | 445.6 |
15.11 | 56.03 | 1020.27 | 89.95 | 462.65 |
29.1 | 50.05 | 1005.87 | 51.53 | 438.66 |
21.24 | 50.32 | 1008.54 | 84.83 | 447.32 |
6.16 | 39.48 | 1004.85 | 59.68 | 484.55 |
7.36 | 41.01 | 1024.9 | 97.88 | 476.8 |
10.44 | 39.04 | 1023.99 | 85.03 | 480.34 |
26.76 | 48.41 | 1010.53 | 47.38 | 440.63 |
16.79 | 44.6 | 1014.27 | 48.08 | 459.48 |
10.76 | 40.43 | 1025.98 | 79.65 | 490.78 |
6.07 | 38.91 | 1019.25 | 83.39 | 483.56 |
27.33 | 73.18 | 1012.26 | 82.18 | 429.38 |
27.15 | 59.21 | 1013.49 | 51.71 | 440.27 |
22.35 | 51.43 | 1011.34 | 77.33 | 445.34 |
21.82 | 65.27 | 1013.86 | 72.81 | 447.43 |
21.11 | 69.94 | 1004.37 | 84.26 | 439.91 |
19.95 | 50.59 | 1016.11 | 73.23 | 459.27 |
7.45 | 39.61 | 1017.88 | 79.73 | 478.89 |
15.36 | 41.66 | 1012.41 | 62.32 | 466.7 |
15.65 | 43.5 | 1021.39 | 78.58 | 463.5 |
25.31 | 74.33 | 1015.04 | 79.88 | 436.21 |
25.88 | 63.47 | 1011.95 | 65.87 | 443.94 |
24.6 | 63.94 | 1012.87 | 80.28 | 439.63 |
22.58 | 41.54 | 1013.21 | 71.33 | 460.95 |
19.69 | 59.14 | 1015.99 | 70.33 | 448.69 |
25.85 | 75.08 | 1006.24 | 57.73 | 444.63 |
10.06 | 37.83 | 1005.49 | 99.46 | 473.51 |
18.59 | 39.54 | 1008.56 | 68.61 | 462.56 |
18.27 | 50.16 | 1011.07 | 95.91 | 451.76 |
8.85 | 40.43 | 1025.68 | 80.42 | 491.81 |
30.04 | 68.08 | 1011.04 | 51.01 | 429.52 |
26.06 | 49.02 | 1007.59 | 74.08 | 437.9 |
14.8 | 38.73 | 1003.18 | 80.73 | 467.54 |
23.93 | 64.45 | 1015.35 | 54.71 | 449.97 |
23.72 | 66.48 | 1003.61 | 73.75 | 436.62 |
11.44 | 40.55 | 1023.37 | 88.43 | 477.68 |
20.28 | 63.86 | 1016.04 | 74.66 | 447.26 |
27.9 | 63.13 | 1011.8 | 70.04 | 439.76 |
24.74 | 59.39 | 1015.23 | 74.64 | 437.49 |
14.8 | 58.2 | 1018.29 | 85.11 | 455.14 |
8.22 | 41.03 | 1021.76 | 82.97 | 485.5 |
27.56 | 66.93 | 1016.81 | 55.59 | 444.1 |
32.07 | 70.94 | 1006.91 | 49.9 | 432.33 |
9.53 | 44.03 | 1008.87 | 89.99 | 471.23 |
13.61 | 42.34 | 1017.93 | 91.61 | 463.89 |
22.2 | 51.19 | 1009.2 | 82.95 | 445.54 |
21.36 | 59.54 | 1007.99 | 92.62 | 446.09 |
23.25 | 63.86 | 1017.82 | 59.64 | 445.12 |
23.5 | 59.21 | 1018.29 | 63.0 | 443.31 |
8.46 | 39.66 | 1015.14 | 85.38 | 484.16 |
8.19 | 40.69 | 1019.86 | 85.23 | 477.76 |
30.67 | 71.29 | 1008.36 | 52.08 | 430.28 |
32.48 | 62.04 | 1010.39 | 38.05 | 446.48 |
8.99 | 36.66 | 1028.11 | 71.98 | 481.03 |
13.77 | 47.83 | 1007.41 | 90.66 | 466.07 |
19.05 | 67.32 | 1013.2 | 83.14 | 447.47 |
21.19 | 55.5 | 1019.83 | 65.22 | 455.93 |
10.12 | 40.0 | 1021.15 | 91.67 | 479.62 |
24.93 | 47.01 | 1014.28 | 66.04 | 455.06 |
8.47 | 40.46 | 1019.87 | 78.19 | 475.06 |
24.52 | 56.85 | 1012.59 | 54.47 | 438.89 |
28.55 | 69.84 | 1003.38 | 67.26 | 432.7 |
20.58 | 50.9 | 1011.89 | 72.56 | 452.6 |
18.31 | 46.21 | 1010.46 | 82.15 | 451.75 |
27.18 | 71.06 | 1008.16 | 86.32 | 430.66 |
4.43 | 38.91 | 1019.04 | 88.17 | 491.9 |
26.02 | 74.78 | 1010.04 | 72.78 | 439.82 |
15.75 | 39.0 | 1015.91 | 69.58 | 460.73 |
22.99 | 60.95 | 1015.14 | 69.86 | 449.7 |
25.52 | 59.15 | 1013.88 | 65.37 | 439.42 |
27.04 | 65.06 | 1013.33 | 52.37 | 439.84 |
6.42 | 35.57 | 1025.58 | 79.63 | 485.86 |
17.04 | 40.12 | 1011.81 | 83.14 | 458.1 |
10.79 | 39.82 | 1012.89 | 88.25 | 479.92 |
20.41 | 56.03 | 1019.94 | 55.85 | 458.29 |
7.36 | 40.07 | 1017.29 | 52.55 | 489.45 |
28.08 | 73.42 | 1012.17 | 62.74 | 434.0 |
24.74 | 69.13 | 1010.69 | 90.08 | 431.24 |
28.32 | 47.93 | 1003.26 | 54.5 | 439.5 |
16.71 | 40.56 | 1019.48 | 49.88 | 467.46 |
30.7 | 71.58 | 1010.0 | 48.96 | 429.27 |
18.42 | 58.95 | 1016.95 | 86.77 | 452.1 |
10.62 | 42.02 | 999.83 | 96.66 | 472.41 |
22.18 | 69.05 | 1002.75 | 70.84 | 442.14 |
22.38 | 49.3 | 1003.56 | 83.83 | 441.0 |
13.94 | 41.58 | 1020.76 | 68.22 | 463.07 |
21.24 | 60.84 | 1017.99 | 82.22 | 445.71 |
6.76 | 39.81 | 1017.11 | 87.9 | 483.16 |
26.73 | 68.84 | 1010.75 | 66.83 | 440.45 |
7.24 | 38.06 | 1020.6 | 85.36 | 481.83 |
10.84 | 40.62 | 1015.53 | 60.9 | 467.6 |
19.32 | 52.84 | 1004.29 | 83.51 | 450.88 |
29.0 | 69.13 | 1001.22 | 52.96 | 425.5 |
23.38 | 54.42 | 1013.95 | 73.02 | 451.87 |
31.17 | 69.51 | 1010.51 | 43.11 | 428.94 |
26.17 | 48.6 | 1002.59 | 61.41 | 439.86 |
30.9 | 73.42 | 1011.21 | 65.32 | 433.44 |
24.92 | 73.68 | 1015.12 | 93.68 | 438.23 |
32.77 | 71.32 | 1007.68 | 42.39 | 436.95 |
14.37 | 40.56 | 1021.67 | 68.18 | 470.19 |
8.36 | 40.22 | 1011.6 | 89.18 | 484.66 |
31.45 | 68.27 | 1007.56 | 64.79 | 430.81 |
31.6 | 73.17 | 1010.05 | 43.48 | 433.37 |
17.9 | 48.98 | 1014.17 | 80.4 | 453.02 |
20.35 | 50.9 | 1012.6 | 72.43 | 453.5 |
16.21 | 41.23 | 995.88 | 80.0 | 463.09 |
19.36 | 44.6 | 1016.25 | 45.65 | 464.56 |
21.04 | 65.46 | 1017.22 | 63.02 | 452.12 |
14.05 | 40.69 | 1015.66 | 74.39 | 470.9 |
23.48 | 64.15 | 1021.08 | 57.77 | 450.89 |
21.91 | 63.76 | 1009.85 | 76.8 | 445.04 |
24.42 | 63.07 | 1011.49 | 67.39 | 444.72 |
14.26 | 40.92 | 1022.07 | 73.96 | 460.38 |
21.38 | 58.33 | 1013.05 | 72.75 | 446.8 |
15.71 | 44.06 | 1018.34 | 71.69 | 465.05 |
5.78 | 40.62 | 1016.55 | 84.98 | 484.13 |
6.77 | 39.81 | 1017.01 | 87.68 | 488.27 |
23.84 | 49.21 | 1013.85 | 50.36 | 447.09 |
21.17 | 58.16 | 1017.16 | 68.11 | 452.02 |
19.94 | 58.96 | 1014.16 | 66.27 | 455.55 |
8.73 | 41.92 | 1029.41 | 89.72 | 480.99 |
16.39 | 41.67 | 1012.96 | 61.07 | 467.68 |
Linear Regression Model
- Linear Regression is one of the most useful work-horses of statistical learning
- See Chapter 7 of Kevin Murphy's Machine Learning froma Probabilistic Perspective for a good mathematical and algorithmic introduction.
- You should have already seen Ameet's treatment of the topic from earlier notebook.
Let's open http://spark.apache.org/docs/latest/mllib-linear-methods.html#regression for some details.
// First let's hold out 20% of our data for testing and leave 80% for training
var Array(split20, split80) = dataset.randomSplit(Array(0.20, 0.80), 1800009193L)
split20: org.apache.spark.sql.Dataset[org.apache.spark.sql.Row] = [AT: double, V: double ... 3 more fields]
split80: org.apache.spark.sql.Dataset[org.apache.spark.sql.Row] = [AT: double, V: double ... 3 more fields]
// Let's cache these datasets for performance
val testSet = split20.cache()
val trainingSet = split80.cache()
testSet: org.apache.spark.sql.Dataset[org.apache.spark.sql.Row] = [AT: double, V: double ... 3 more fields]
trainingSet: org.apache.spark.sql.Dataset[org.apache.spark.sql.Row] = [AT: double, V: double ... 3 more fields]
testSet.count() // action to actually cache
res26: Long = 1856
trainingSet.count() // action to actually cache
res27: Long = 7712
Let's take a few elements of the three DataFrames.
dataset.take(3)
res28: Array[org.apache.spark.sql.Row] = Array([14.96,41.76,1024.07,73.17,463.26], [25.18,62.96,1020.04,59.08,444.37], [5.11,39.4,1012.16,92.14,488.56])
testSet.take(3)
res29: Array[org.apache.spark.sql.Row] = Array([2.34,39.42,1028.47,69.68,490.34], [2.8,39.64,1011.01,82.96,482.66], [3.82,35.47,1016.62,84.34,489.04])
trainingSet.take(3)
res30: Array[org.apache.spark.sql.Row] = Array([1.81,39.42,1026.92,76.97,490.55], [2.58,39.42,1028.68,69.03,488.69], [2.64,39.64,1011.02,85.24,481.29])
// ***** LINEAR REGRESSION MODEL ****
import org.apache.spark.ml.regression.LinearRegression
import org.apache.spark.ml.regression.LinearRegressionModel
import org.apache.spark.ml.Pipeline
// Let's initialize our linear regression learner
val lr = new LinearRegression()
import org.apache.spark.ml.regression.LinearRegression
import org.apache.spark.ml.regression.LinearRegressionModel
import org.apache.spark.ml.Pipeline
lr: org.apache.spark.ml.regression.LinearRegression = linReg_96951eb5ad16
// We use explain params to dump the parameters we can use
lr.explainParams()
res31: String =
aggregationDepth: suggested depth for treeAggregate (>= 2) (default: 2)
elasticNetParam: the ElasticNet mixing parameter, in range [0, 1]. For alpha = 0, the penalty is an L2 penalty. For alpha = 1, it is an L1 penalty (default: 0.0)
epsilon: The shape parameter to control the amount of robustness. Must be > 1.0. (default: 1.35)
featuresCol: features column name (default: features)
fitIntercept: whether to fit an intercept term (default: true)
labelCol: label column name (default: label)
loss: The loss function to be optimized. Supported options: squaredError, huber. (Default squaredError) (default: squaredError)
maxBlockSizeInMB: Maximum memory in MB for stacking input data into blocks. Data is stacked within partitions. If more than remaining data size in a partition then it is adjusted to the data size. Default 0.0 represents choosing optimal value, depends on specific algorithm. Must be >= 0. (default: 0.0)
maxIter: maximum number of iterations (>= 0) (default: 100)
predictionCol: prediction column name (default: prediction)
regParam: regularization parameter (>= 0) (default: 0.0)
solver: The solver algorithm for optimization. Supported options: auto, normal, l-bfgs. (Default auto) (default: auto)
standardization: whether to standardize the training features before fitting the model (default: true)
tol: the convergence tolerance for iterative algorithms (>= 0) (default: 1.0E-6)
weightCol: weight column name. If this is not set or empty, we treat all instance weights as 1.0 (undefined)
The cell below is based on the Spark ML pipeline API. More information can be found in the Spark ML Programming Guide at https://spark.apache.org/docs/latest/ml-guide.html
// Now we set the parameters for the method
lr.setPredictionCol("Predicted_PE")
.setLabelCol("PE")
.setMaxIter(100)
.setRegParam(0.1)
// We will use the new spark.ml pipeline API. If you have worked with scikit-learn this will be very familiar.
val lrPipeline = new Pipeline()
lrPipeline.setStages(Array(vectorizer, lr))
// Let's first train on the entire dataset to see what we get
val lrModel = lrPipeline.fit(trainingSet)
lrPipeline: org.apache.spark.ml.Pipeline = pipeline_1fbeea3a78d7
lrModel: org.apache.spark.ml.PipelineModel = pipeline_1fbeea3a78d7
Since Linear Regression is simply a line of best fit over the data that minimizes the square of the error, given multiple input dimensions we can express each predictor as a line function of the form:
\[ y = b_0 + b_1 x_1 + b_2 x_2 + b_3 x_3 + \ldots + b_i x_i + \ldots + b_k x_k \]
where \(b_0\) is the intercept and \(b_i\)'s are coefficients.
To express the coefficients of that line we can retrieve the Estimator stage from the fitted, linear-regression pipeline model named lrModel
and express the weights and the intercept for the function.
// The intercept is as follows:
val intercept = lrModel.stages(1).asInstanceOf[LinearRegressionModel].intercept
intercept: Double = 434.0183482458498
// The coefficents (i.e. weights) are as follows:
val weights = lrModel.stages(1).asInstanceOf[LinearRegressionModel].coefficients.toArray
weights: Array[Double] = Array(-1.9288465830311992, -0.2493165946592376, 0.08140785421512364, -0.14587975219954638)
The model has been fit and the intercept and coefficients displayed above.
Now, let us do some work to make a string of the model that is easy to understand for an applied data scientist or data analyst.
val featuresNoLabel = dataset.columns.filter(col => col != "PE")
featuresNoLabel: Array[String] = Array(AT, V, AP, RH)
val coefficentFeaturePairs = sc.parallelize(weights).zip(sc.parallelize(featuresNoLabel))
coefficentFeaturePairs: org.apache.spark.rdd.RDD[(Double, String)] = ZippedPartitionsRDD2[113] at zip at command-2971213210275912:1
coefficentFeaturePairs.collect() // this just pairs each coefficient with the name of its corresponding feature
res32: Array[(Double, String)] = Array((-1.9288465830311992,AT), (-0.2493165946592376,V), (0.08140785421512364,AP), (-0.14587975219954638,RH))
// Now let's sort the coefficients from the largest to the smallest
var equation = s"y = $intercept "
//var variables = Array
coefficentFeaturePairs.sortByKey().collect().foreach({
case (weight, feature) =>
{
val symbol = if (weight > 0) "+" else "-"
val absWeight = Math.abs(weight)
equation += (s" $symbol (${absWeight} * ${feature})")
}
}
)
equation: String = y = 434.0183482458498 - (1.9288465830311992 * AT) - (0.2493165946592376 * V) - (0.14587975219954638 * RH) + (0.08140785421512364 * AP)
// Finally here is our equation
println("Linear Regression Equation: " + equation)
Linear Regression Equation: y = 434.0183482458498 - (1.9288465830311992 * AT) - (0.2493165946592376 * V) - (0.14587975219954638 * RH) + (0.08140785421512364 * AP)
Based on examining the fitted Linear Regression Equation above:
- There is a strong negative correlation between Atmospheric Temperature (AT) and Power Output due to the coefficient being greater than -1.91.
- But our other dimenensions seem to have little to no correlation with Power Output.
Do you remember Step 2: Explore Your Data? When we visualized each predictor against Power Output using a Scatter Plot, only the temperature variable seemed to have a linear correlation with Power Output so our final equation seems logical.
Now let's see what our predictions look like given this model.
val predictionsAndLabels = lrModel.transform(testSet)
display(predictionsAndLabels.select("AT", "V", "AP", "RH", "PE", "Predicted_PE"))
AT | V | AP | RH | PE | Predicted_PE |
---|---|---|---|---|---|
2.34 | 39.42 | 1028.47 | 69.68 | 490.34 | 493.23742177145346 |
2.8 | 39.64 | 1011.01 | 82.96 | 482.66 | 488.93663844862806 |
3.82 | 35.47 | 1016.62 | 84.34 | 489.04 | 488.2642491377767 |
3.98 | 35.47 | 1017.22 | 86.53 | 489.64 | 487.6850017397038 |
4.23 | 38.44 | 1016.46 | 76.64 | 489.0 | 487.84320058785806 |
4.32 | 35.47 | 1017.8 | 88.51 | 488.03 | 486.78756854756284 |
4.43 | 38.91 | 1019.04 | 88.17 | 491.9 | 485.8682911927762 |
4.65 | 35.19 | 1018.23 | 94.78 | 489.36 | 485.34119715268844 |
4.78 | 42.85 | 1013.39 | 93.36 | 481.47 | 482.9938172155268 |
4.87 | 42.85 | 1012.69 | 94.72 | 482.05 | 482.56483906211207 |
4.96 | 40.07 | 1011.8 | 67.38 | 494.75 | 487.00024243767604 |
4.97 | 42.85 | 1014.02 | 88.78 | 482.98 | 483.34675257798034 |
5.01 | 39.4 | 1003.69 | 91.9 | 475.34 | 482.83365300532864 |
5.06 | 40.64 | 1021.49 | 93.7 | 483.73 | 483.61453434986964 |
5.15 | 35.19 | 1018.63 | 93.94 | 488.42 | 484.5318759947065 |
5.15 | 40.07 | 1012.27 | 63.31 | 495.35 | 487.26575386983336 |
5.17 | 35.57 | 1026.68 | 79.86 | 491.32 | 487.10787889447676 |
5.21 | 41.31 | 1003.51 | 91.23 | 486.46 | 482.0547750131382 |
5.23 | 40.78 | 1025.13 | 92.74 | 483.12 | 483.68809525895665 |
5.25 | 40.07 | 1019.48 | 67.7 | 495.23 | 487.01940772826526 |
5.28 | 45.87 | 1008.25 | 97.88 | 479.91 | 480.1986449575326 |
5.29 | 41.38 | 1020.62 | 83.83 | 492.12 | 484.355413676767 |
5.42 | 41.38 | 1020.77 | 86.02 | 491.38 | 483.7973981417882 |
5.47 | 40.62 | 1018.66 | 83.61 | 481.56 | 484.07023605498466 |
5.51 | 41.03 | 1022.28 | 84.5 | 491.84 | 484.0557258406543 |
5.53 | 35.79 | 1011.19 | 94.01 | 484.64 | 483.0334383183447 |
5.54 | 41.38 | 1020.47 | 82.91 | 490.07 | 483.99520022490054 |
5.54 | 45.87 | 1008.69 | 95.91 | 478.02 | 480.0203474136323 |
5.56 | 45.87 | 1006.99 | 96.48 | 476.61 | 479.76022567105224 |
5.65 | 40.72 | 1022.46 | 85.17 | 487.09 | 483.77988944315933 |
5.7 | 40.62 | 1016.07 | 84.94 | 482.82 | 483.22173492804495 |
5.8 | 45.87 | 1009.14 | 92.06 | 481.6 | 480.1171178824092 |
5.82 | 40.78 | 1024.82 | 96.01 | 470.02 | 482.047812550469 |
5.84 | 43.02 | 1013.88 | 87.42 | 489.05 | 481.8132715930524 |
5.97 | 36.25 | 1029.65 | 86.74 | 487.03 | 484.63339497556956 |
6.02 | 41.38 | 1021.2 | 88.71 | 490.57 | 482.2826790358652 |
6.03 | 41.17 | 1019.81 | 84.2 | 488.57 | 482.86050781997426 |
6.04 | 41.14 | 1027.8 | 86.4 | 480.39 | 483.17821215232357 |
6.04 | 41.14 | 1027.92 | 87.12 | 481.37 | 483.0829476732457 |
6.06 | 41.17 | 1019.67 | 84.7 | 489.62 | 482.71830544679347 |
6.13 | 40.64 | 1020.69 | 94.57 | 481.13 | 481.3586268382406 |
6.14 | 39.4 | 1011.21 | 90.87 | 485.94 | 481.4164995749667 |
6.15 | 40.77 | 1022.42 | 88.57 | 482.49 | 482.30375285026366 |
6.17 | 36.25 | 1028.68 | 90.59 | 483.77 | 483.6070229944064 |
6.22 | 39.33 | 1012.31 | 93.23 | 491.77 | 481.024916434396 |
6.25 | 39.64 | 1010.98 | 83.45 | 483.43 | 482.20819442296613 |
6.3 | 41.14 | 1027.45 | 86.11 | 481.49 | 482.69052441989805 |
6.34 | 40.64 | 1020.62 | 94.39 | 478.78 | 480.9741288614049 |
6.38 | 40.07 | 1018.53 | 60.2 | 492.96 | 485.85657176943226 |
6.45 | 40.02 | 1032.08 | 79.7 | 481.36 | 483.9924395950768 |
6.48 | 40.27 | 1010.55 | 82.12 | 486.68 | 481.76650494734656 |
6.49 | 43.65 | 1020.41 | 72.78 | 484.94 | 483.0697247196729 |
6.52 | 39.85 | 1012.55 | 86.36 | 483.01 | 481.33834961288636 |
6.59 | 39.37 | 1020.34 | 77.92 | 488.17 | 483.18839461041057 |
6.65 | 39.33 | 1011.29 | 92.85 | 490.41 | 480.167910698229 |
6.71 | 40.72 | 1022.78 | 80.69 | 483.11 | 482.41490386834903 |
6.72 | 38.91 | 1016.89 | 90.47 | 485.89 | 480.9406822010133 |
6.76 | 39.22 | 1013.91 | 77.0 | 487.08 | 482.5086450499145 |
6.8 | 41.16 | 1023.17 | 95.4 | 477.8 | 480.01746628251476 |
6.84 | 41.06 | 1021.04 | 89.59 | 489.96 | 480.63940670946056 |
6.86 | 38.08 | 1019.62 | 77.37 | 486.92 | 483.01084464877744 |
6.91 | 36.08 | 1021.82 | 84.31 | 486.37 | 482.5797273079528 |
6.91 | 39.37 | 1019.58 | 71.02 | 488.2 | 483.515864024814 |
6.93 | 41.14 | 1027.18 | 84.67 | 479.06 | 481.66343779511766 |
6.99 | 35.19 | 1019.32 | 68.95 | 480.05 | 484.68450470880424 |
6.99 | 39.37 | 1020.19 | 75.06 | 487.18 | 482.82186089035656 |
7.05 | 43.65 | 1018.41 | 72.36 | 480.47 | 481.888024420669 |
7.1 | 35.77 | 1015.39 | 92.1 | 480.36 | 480.6306788292835 |
7.11 | 41.74 | 1022.35 | 90.68 | 487.85 | 479.89671820679814 |
7.11 | 43.13 | 1018.96 | 87.82 | 486.11 | 479.69141160572326 |
7.24 | 38.06 | 1020.6 | 85.36 | 481.83 | 481.1970697561752 |
7.3 | 43.65 | 1019.33 | 67.62 | 482.96 | 482.17217802621497 |
7.34 | 40.72 | 1023.01 | 80.08 | 483.92 | 481.3074409763506 |
7.4 | 41.04 | 1024.44 | 90.9 | 477.69 | 479.6499231838063 |
7.41 | 40.71 | 1023.07 | 83.32 | 474.25 | 480.7071489556114 |
7.44 | 41.04 | 1021.84 | 88.56 | 479.08 | 479.70246751967267 |
7.45 | 39.61 | 1017.88 | 79.73 | 478.89 | 481.00544489343514 |
7.46 | 41.82 | 1032.67 | 74.59 | 483.11 | 482.3890108435553 |
7.48 | 38.5 | 1014.01 | 77.35 | 488.43 | 481.25646633043834 |
7.52 | 41.66 | 1015.2 | 78.41 | 483.28 | 480.33371483717843 |
7.54 | 38.56 | 1016.49 | 69.1 | 486.76 | 482.5311759738767 |
7.55 | 41.04 | 1027.03 | 83.32 | 476.58 | 480.6772110604413 |
7.55 | 43.65 | 1019.09 | 61.71 | 481.61 | 482.5325778309449 |
7.57 | 41.14 | 1028.23 | 87.97 | 477.8 | 480.033051046645 |
7.6 | 41.04 | 1021.82 | 88.97 | 475.32 | 479.33241321090156 |
7.65 | 41.01 | 1024.31 | 97.17 | 475.89 | 478.24994196854914 |
7.67 | 41.66 | 1016.25 | 77.0 | 485.03 | 480.335556547251 |
7.69 | 36.24 | 1013.08 | 88.37 | 482.46 | 479.7315598782726 |
7.7 | 40.35 | 1011.72 | 92.88 | 484.57 | 477.91894784424034 |
7.73 | 37.8 | 1020.71 | 63.93 | 483.94 | 483.4519151987013 |
7.73 | 39.04 | 1018.61 | 68.23 | 482.39 | 482.344523193014 |
7.76 | 42.28 | 1008.52 | 83.31 | 483.8 | 478.4576001166274 |
7.81 | 39.64 | 1011.42 | 86.68 | 482.22 | 478.7638216096876 |
7.82 | 40.72 | 1022.17 | 88.13 | 481.52 | 479.1388800137486 |
7.84 | 43.52 | 1022.23 | 96.51 | 483.79 | 477.1846287648628 |
7.87 | 42.85 | 1012.18 | 94.21 | 480.54 | 476.81117998099046 |
7.89 | 40.46 | 1019.61 | 74.53 | 477.27 | 480.8442435906709 |
7.9 | 40.0 | 1018.74 | 79.55 | 474.5 | 480.13649956917493 |
7.91 | 39.96 | 1023.57 | 88.44 | 475.52 | 479.22351270593606 |
7.92 | 39.54 | 1011.51 | 84.41 | 481.44 | 478.9150538893924 |
7.95 | 41.26 | 1008.48 | 97.92 | 480.6 | 476.2108626985999 |
7.97 | 38.5 | 1013.84 | 72.36 | 487.19 | 481.02543213301226 |
8.01 | 40.46 | 1019.42 | 76.15 | 475.42 | 480.36098930984303 |
8.01 | 40.62 | 1015.62 | 86.43 | 476.22 | 478.5121049560687 |
8.01 | 41.66 | 1014.49 | 76.72 | 485.13 | 479.57731721621764 |
8.03 | 40.07 | 1016.06 | 47.46 | 488.02 | 484.33140555054166 |
8.04 | 40.64 | 1020.64 | 89.26 | 477.78 | 478.4450809561198 |
8.05 | 40.62 | 1018.16 | 73.67 | 477.2 | 480.5031526805201 |
8.07 | 43.41 | 1016.02 | 76.26 | 467.56 | 479.216941083543 |
8.07 | 43.69 | 1017.05 | 87.34 | 485.18 | 477.61463487250904 |
8.11 | 41.92 | 1029.61 | 91.92 | 483.52 | 478.33312476560263 |
8.16 | 39.72 | 1020.54 | 82.11 | 480.21 | 479.4778900760478 |
8.18 | 40.02 | 1031.45 | 73.66 | 478.81 | 481.48536176156256 |
8.23 | 43.79 | 1016.11 | 82.11 | 484.67 | 477.96751548079953 |
8.24 | 39.61 | 1017.99 | 78.42 | 477.9 | 479.6817134321856 |
8.25 | 41.26 | 1020.59 | 91.84 | 475.17 | 477.50500673160894 |
8.26 | 40.96 | 1025.23 | 89.22 | 485.73 | 478.3204506384974 |
8.27 | 39.64 | 1011.0 | 84.64 | 479.91 | 478.13995557721 |
8.28 | 40.56 | 1023.29 | 79.44 | 486.4 | 479.6503730840347 |
8.28 | 40.77 | 1011.55 | 89.79 | 480.15 | 477.13243295540536 |
8.3 | 36.3 | 1015.97 | 60.62 | 480.58 | 482.82343628916317 |
8.3 | 43.13 | 1020.02 | 83.11 | 484.07 | 478.169470130244 |
8.33 | 38.08 | 1018.94 | 73.78 | 481.89 | 480.64379114125165 |
8.34 | 40.72 | 1023.62 | 83.75 | 483.14 | 478.8928744938183 |
8.35 | 43.52 | 1022.78 | 97.34 | 479.31 | 476.1246111330096 |
8.35 | 43.79 | 1016.2 | 85.23 | 484.21 | 477.28823577085257 |
8.37 | 40.92 | 1021.82 | 86.03 | 476.02 | 478.3060058047933 |
8.39 | 36.24 | 1013.39 | 89.13 | 480.69 | 478.2957350932858 |
8.42 | 42.28 | 1008.4 | 87.78 | 481.91 | 476.52270993698903 |
8.46 | 40.8 | 1023.57 | 81.27 | 485.06 | 478.99917896902593 |
8.48 | 38.5 | 1013.5 | 66.51 | 485.29 | 480.8674382556005 |
8.51 | 38.5 | 1013.33 | 64.28 | 482.39 | 481.121045370298 |
8.61 | 43.8 | 1021.9 | 74.35 | 478.25 | 478.83543896627515 |
8.63 | 39.96 | 1024.39 | 99.47 | 475.79 | 476.292443939849 |
8.65 | 40.56 | 1023.23 | 78.85 | 485.87 | 479.017884430858 |
8.67 | 40.77 | 1011.81 | 89.4 | 479.23 | 476.458241933477 |
8.68 | 41.82 | 1032.83 | 73.62 | 478.61 | 480.1903466285652 |
8.72 | 36.25 | 1029.31 | 85.73 | 479.94 | 479.44872675152214 |
8.73 | 36.18 | 1013.66 | 77.74 | 479.25 | 479.3384367489257 |
8.73 | 41.92 | 1029.41 | 89.72 | 480.99 | 477.4418937681193 |
8.74 | 40.03 | 1016.81 | 93.37 | 481.07 | 476.335613607556 |
8.75 | 36.3 | 1015.61 | 57.53 | 480.4 | 482.3769169335783 |
8.75 | 40.22 | 1008.96 | 90.53 | 482.8 | 476.0442018293985 |
8.76 | 41.82 | 1033.29 | 76.5 | 480.08 | 479.653352828527 |
8.77 | 40.46 | 1019.68 | 77.84 | 475.0 | 478.669695167618 |
8.8 | 42.32 | 1017.91 | 86.8 | 483.88 | 476.69692642239215 |
8.81 | 43.56 | 1014.99 | 81.5 | 482.52 | 476.90393713153384 |
8.83 | 36.25 | 1028.86 | 85.6 | 478.45 | 479.2188844607779 |
8.85 | 40.22 | 1008.61 | 90.6 | 482.3 | 475.8126128394661 |
8.87 | 41.16 | 1023.17 | 94.13 | 472.45 | 476.2100211409336 |
8.88 | 36.66 | 1026.61 | 76.16 | 480.2 | 480.2141595165957 |
8.91 | 43.52 | 1022.78 | 98.0 | 478.38 | 474.9481764100604 |
8.93 | 40.46 | 1019.03 | 71.0 | 472.77 | 479.3059821141381 |
8.94 | 41.74 | 1022.55 | 90.74 | 483.53 | 476.37445774556215 |
8.96 | 40.02 | 1031.21 | 82.32 | 475.47 | 478.69800488773853 |
8.96 | 40.05 | 1015.91 | 89.4 | 467.24 | 476.41215657483457 |
8.99 | 36.66 | 1028.11 | 71.98 | 481.03 | 480.7338755379791 |
9.01 | 38.56 | 1016.67 | 63.61 | 482.37 | 480.5113047501551 |
9.03 | 40.71 | 1025.98 | 81.94 | 484.97 | 478.0206284049022 |
9.04 | 44.68 | 1023.14 | 90.73 | 479.53 | 475.49807173046975 |
9.06 | 43.79 | 1016.05 | 81.32 | 482.8 | 476.4769333498684 |
9.08 | 36.18 | 1020.24 | 68.37 | 477.26 | 480.56589740371004 |
9.08 | 36.71 | 1025.07 | 81.32 | 479.02 | 478.9378167534155 |
9.08 | 40.02 | 1031.2 | 75.34 | 476.69 | 479.48396988958547 |
9.11 | 40.64 | 1020.68 | 86.91 | 476.62 | 476.72728884411396 |
9.12 | 41.49 | 1020.58 | 96.23 | 475.69 | 475.128341196902 |
9.12 | 41.54 | 1018.61 | 79.26 | 482.95 | 477.4310812891916 |
9.13 | 39.04 | 1022.36 | 74.6 | 483.24 | 479.02016340856596 |
9.13 | 39.16 | 1014.14 | 86.17 | 484.86 | 476.63324412260977 |
9.14 | 37.36 | 1015.22 | 78.06 | 491.97 | 478.33373080005674 |
9.15 | 39.61 | 1018.11 | 75.29 | 474.88 | 478.3928356085176 |
9.15 | 39.61 | 1018.69 | 84.47 | 475.64 | 477.10087603877054 |
9.16 | 41.03 | 1021.3 | 76.08 | 484.96 | 478.1639636289798 |
9.19 | 40.62 | 1017.78 | 68.91 | 475.42 | 478.9677202117326 |
9.2 | 40.03 | 1017.05 | 92.46 | 480.38 | 475.6006326388749 |
9.26 | 44.68 | 1023.22 | 91.44 | 478.82 | 474.9766634864784 |
9.29 | 39.04 | 1022.72 | 74.29 | 482.55 | 478.78607750598024 |
9.3 | 38.18 | 1017.19 | 71.51 | 480.14 | 478.936561588862 |
9.31 | 43.56 | 1015.09 | 79.96 | 482.55 | 476.17230944382703 |
9.32 | 37.73 | 1022.14 | 79.49 | 477.91 | 478.2490255806105 |
9.35 | 44.03 | 1011.02 | 88.11 | 476.25 | 474.4577268339341 |
9.37 | 40.11 | 1024.94 | 75.03 | 471.13 | 478.4377754427823 |
9.39 | 39.66 | 1019.22 | 75.33 | 482.16 | 478.00197412694797 |
9.41 | 34.69 | 1027.02 | 78.91 | 480.87 | 479.3152324207473 |
9.41 | 39.61 | 1016.14 | 78.38 | 477.34 | 477.2801935898291 |
9.45 | 39.04 | 1023.08 | 75.81 | 483.66 | 478.2850316568694 |
9.46 | 42.28 | 1008.67 | 78.16 | 481.95 | 475.9420528274343 |
9.47 | 41.4 | 1026.49 | 87.9 | 479.68 | 476.171982140594 |
9.48 | 44.68 | 1023.29 | 92.9 | 478.66 | 474.3450313497953 |
9.5 | 37.36 | 1015.13 | 63.41 | 478.8 | 479.7691576930095 |
9.51 | 43.79 | 1016.02 | 79.81 | 481.12 | 475.8267885776992 |
9.53 | 38.18 | 1018.43 | 75.33 | 476.54 | 478.0366119605893 |
9.53 | 38.38 | 1020.49 | 80.08 | 478.03 | 477.46151999839276 |
9.55 | 38.08 | 1019.34 | 68.38 | 479.23 | 479.1109121135172 |
9.55 | 39.66 | 1018.8 | 74.88 | 480.74 | 477.7248132633824 |
9.59 | 34.69 | 1027.65 | 75.32 | 478.88 | 479.5430352943536 |
9.59 | 38.56 | 1017.52 | 61.89 | 481.05 | 479.7126835818631 |
9.61 | 44.03 | 1008.3 | 91.36 | 473.54 | 473.2606881642323 |
9.63 | 41.14 | 1027.99 | 87.89 | 469.73 | 476.0517595807651 |
9.68 | 38.16 | 1015.54 | 79.67 | 475.51 | 476.88388448180007 |
9.68 | 41.06 | 1022.75 | 87.44 | 476.67 | 475.61433131158884 |
9.69 | 40.46 | 1019.1 | 71.91 | 472.16 | 477.71300668632784 |
9.72 | 41.44 | 1015.17 | 84.41 | 481.85 | 475.26738125651104 |
9.75 | 36.66 | 1026.21 | 70.12 | 479.45 | 479.3846135509578 |
9.76 | 39.16 | 1014.19 | 85.4 | 482.38 | 475.5344685772045 |
9.78 | 52.75 | 1022.97 | 78.31 | 469.58 | 473.85672752722843 |
9.82 | 39.64 | 1010.79 | 69.22 | 477.93 | 477.38261350304344 |
9.83 | 41.17 | 1019.34 | 72.29 | 478.21 | 477.2300569616712 |
9.84 | 36.66 | 1026.7 | 70.02 | 477.62 | 479.26549518227034 |
9.86 | 37.83 | 1005.05 | 100.15 | 472.46 | 472.77738085732864 |
9.86 | 41.01 | 1018.49 | 98.71 | 467.37 | 473.28874249013086 |
9.87 | 40.81 | 1017.17 | 84.25 | 473.2 | 475.32128019247386 |
9.88 | 39.66 | 1017.81 | 76.05 | 480.05 | 476.8370208052357 |
9.92 | 40.64 | 1020.39 | 95.41 | 469.65 | 473.90133694044016 |
9.93 | 40.67 | 1018.08 | 69.74 | 485.23 | 477.4312500724955 |
9.95 | 43.56 | 1014.85 | 82.62 | 477.88 | 474.53026960482464 |
9.96 | 41.26 | 1022.9 | 83.83 | 475.21 | 475.5632280329809 |
9.96 | 41.55 | 1002.59 | 65.86 | 475.91 | 476.45899184844643 |
9.96 | 42.03 | 1017.78 | 82.39 | 477.85 | 475.1645128846792 |
9.97 | 41.62 | 1013.99 | 96.02 | 464.86 | 472.950567432704 |
9.98 | 41.01 | 1017.83 | 98.07 | 466.05 | 473.0969147577929 |
9.98 | 41.62 | 1013.56 | 95.77 | 463.16 | 472.9327435276111 |
9.99 | 41.82 | 1033.14 | 68.36 | 475.75 | 478.45612153617066 |
9.99 | 42.07 | 1018.78 | 85.68 | 471.6 | 474.6981382928805 |
10.01 | 40.78 | 1023.71 | 88.11 | 470.82 | 475.02803269176593 |
10.02 | 41.44 | 1017.37 | 77.65 | 479.63 | 475.85397168574394 |
10.06 | 34.69 | 1027.9 | 71.73 | 477.68 | 479.1805376742791 |
10.08 | 43.14 | 1010.67 | 85.9 | 478.73 | 473.56546210095377 |
10.09 | 37.14 | 1012.99 | 72.59 | 473.66 | 477.1725989266339 |
10.1 | 41.4 | 1024.29 | 85.94 | 474.28 | 475.0636358283222 |
10.1 | 41.58 | 1021.26 | 94.06 | 468.19 | 473.5875494551514 |
10.11 | 41.62 | 1017.17 | 97.82 | 463.57 | 472.67682233352457 |
10.12 | 41.55 | 1005.78 | 62.34 | 475.46 | 476.92356417785004 |
10.12 | 43.72 | 1011.33 | 97.62 | 473.05 | 471.6877231007335 |
10.13 | 38.16 | 1013.57 | 79.04 | 474.92 | 475.94743429051795 |
10.15 | 41.46 | 1019.78 | 83.56 | 481.31 | 474.9322788912158 |
10.15 | 43.41 | 1018.4 | 82.07 | 473.43 | 474.55112952359076 |
10.16 | 41.55 | 1005.69 | 58.04 | 477.27 | 477.4663665421075 |
10.18 | 43.5 | 1022.84 | 88.7 | 476.91 | 473.86509374821264 |
10.2 | 41.01 | 1021.39 | 96.64 | 468.27 | 473.1709885161772 |
10.2 | 41.46 | 1019.12 | 83.26 | 480.11 | 474.8258713039421 |
10.22 | 37.83 | 1005.94 | 93.53 | 471.79 | 473.12117303724983 |
10.23 | 41.46 | 1020.45 | 84.95 | 480.87 | 474.6297415713401 |
10.24 | 39.28 | 1010.13 | 81.61 | 477.53 | 474.8010725987133 |
10.25 | 41.26 | 1007.44 | 98.08 | 476.03 | 471.6665106288925 |
10.25 | 41.46 | 1018.67 | 84.41 | 479.28 | 474.52503372536427 |
10.27 | 52.75 | 1026.19 | 76.78 | 470.76 | 473.3969220129811 |
10.28 | 39.64 | 1010.45 | 74.15 | 477.65 | 475.74847822607217 |
10.31 | 37.5 | 1008.55 | 99.31 | 474.16 | 472.3991408528027 |
10.31 | 38.18 | 1018.02 | 70.1 | 476.31 | 477.2616855096004 |
10.32 | 38.91 | 1012.11 | 81.49 | 479.17 | 474.91770513370466 |
10.33 | 40.62 | 1017.41 | 64.22 | 473.16 | 477.42289023883336 |
10.34 | 41.46 | 1017.75 | 89.73 | 478.03 | 473.500462025312 |
10.37 | 37.83 | 1006.5 | 90.99 | 470.66 | 473.24796901874254 |
10.39 | 40.22 | 1006.59 | 87.77 | 479.14 | 473.0905849348082 |
10.4 | 42.44 | 1014.24 | 93.48 | 480.04 | 472.3076103285207 |
10.42 | 41.26 | 1008.48 | 96.76 | 472.54 | 471.6158321510643 |
10.42 | 41.46 | 1021.04 | 89.16 | 479.24 | 473.69713759779097 |
10.44 | 37.83 | 1006.31 | 97.2 | 474.42 | 472.19156900447024 |
10.45 | 39.61 | 1020.23 | 73.39 | 477.41 | 476.3350912306922 |
10.46 | 37.5 | 1013.12 | 76.74 | 472.16 | 475.7743537662549 |
10.47 | 43.14 | 1010.35 | 86.86 | 476.55 | 472.6471168581112 |
10.51 | 37.5 | 1010.7 | 96.29 | 474.24 | 472.6289552744016 |
10.58 | 42.34 | 1022.32 | 94.01 | 474.91 | 472.56580879643343 |
10.59 | 38.38 | 1021.58 | 68.23 | 474.94 | 477.2343522450388 |
10.6 | 41.17 | 1018.38 | 87.92 | 478.47 | 473.38659302581175 |
10.6 | 41.46 | 1021.23 | 89.02 | 481.3 | 473.3858358704542 |
10.63 | 44.2 | 1018.63 | 90.26 | 477.19 | 472.2522916899102 |
10.66 | 41.93 | 1016.12 | 94.16 | 479.61 | 471.9871102146375 |
10.68 | 37.92 | 1009.59 | 65.05 | 474.03 | 476.6632591260645 |
10.7 | 44.77 | 1017.8 | 82.37 | 484.94 | 473.0585846959981 |
10.71 | 41.93 | 1018.23 | 90.88 | 478.76 | 472.54092404509436 |
10.73 | 40.35 | 1012.27 | 89.65 | 477.23 | 472.5905086170786 |
10.74 | 40.05 | 1015.45 | 87.33 | 477.93 | 473.2433331311531 |
10.76 | 44.58 | 1016.41 | 79.24 | 483.54 | 473.33367076102707 |
10.77 | 44.78 | 1012.87 | 84.16 | 470.66 | 472.2586067915216 |
10.82 | 39.96 | 1025.53 | 95.89 | 468.57 | 472.6833243896903 |
10.82 | 42.02 | 996.03 | 99.34 | 475.46 | 469.2649153602577 |
10.84 | 40.62 | 1015.53 | 60.9 | 467.6 | 476.7704524928655 |
10.89 | 44.2 | 1018.3 | 86.32 | 479.16 | 472.29869321009727 |
10.91 | 37.92 | 1008.66 | 66.53 | 473.72 | 475.92801307429187 |
10.94 | 25.36 | 1009.47 | 100.1 | 470.9 | 474.17032118629646 |
10.94 | 39.04 | 1021.81 | 86.02 | 479.2 | 473.8182300033423 |
10.94 | 40.81 | 1026.03 | 80.79 | 476.32 | 474.48343187958693 |
10.94 | 43.67 | 1012.36 | 73.3 | 477.34 | 473.7501803957154 |
10.98 | 37.5 | 1011.12 | 97.51 | 472.34 | 471.57861538146386 |
10.99 | 44.63 | 1020.67 | 90.09 | 473.29 | 471.6415723647882 |
11.01 | 43.69 | 1016.7 | 81.48 | 477.3 | 472.77018851731134 |
11.02 | 38.28 | 1013.51 | 95.66 | 472.11 | 471.7714368874517 |
11.02 | 40.0 | 1015.75 | 74.83 | 468.09 | 474.56364117639623 |
11.02 | 41.17 | 1018.18 | 86.86 | 477.62 | 472.71482842742716 |
11.04 | 39.96 | 1025.75 | 94.44 | 468.84 | 472.4884135100401 |
11.04 | 41.74 | 1022.6 | 77.51 | 477.2 | 474.25793943550735 |
11.06 | 37.92 | 1008.76 | 67.32 | 473.16 | 475.5315818680211 |
11.06 | 41.16 | 1018.52 | 89.14 | 467.46 | 472.33524056547066 |
11.06 | 41.5 | 1013.09 | 89.8 | 476.24 | 471.7121476384467 |
11.1 | 40.92 | 1021.98 | 94.14 | 462.07 | 471.87019509945424 |
11.16 | 40.96 | 1023.49 | 83.7 | 478.3 | 473.3904021135141 |
11.17 | 39.72 | 1002.4 | 81.4 | 474.64 | 472.29889800972325 |
11.17 | 40.27 | 1009.54 | 74.56 | 476.18 | 473.74084346680155 |
11.18 | 37.5 | 1013.32 | 74.32 | 472.02 | 474.75489479763837 |
11.18 | 39.61 | 1018.56 | 68.0 | 468.75 | 475.57737397289577 |
11.2 | 41.38 | 1021.65 | 61.89 | 476.87 | 476.24038222415226 |
11.2 | 42.02 | 999.99 | 96.69 | 472.27 | 469.24091010472654 |
11.22 | 40.22 | 1011.01 | 81.67 | 476.7 | 472.7393314749404 |
11.22 | 43.13 | 1017.24 | 80.9 | 473.93 | 472.63331852543587 |
11.29 | 41.5 | 1013.39 | 89.15 | 476.04 | 471.3877571195438 |
11.31 | 39.61 | 1018.74 | 68.9 | 471.92 | 475.2099855538808 |
11.38 | 52.75 | 1026.19 | 72.71 | 469.9 | 471.8496328972687 |
11.41 | 39.61 | 1018.69 | 69.44 | 467.19 | 474.9342554366792 |
11.48 | 41.14 | 1027.67 | 90.5 | 464.07 | 472.07659673556776 |
11.49 | 35.76 | 1019.08 | 60.04 | 472.45 | 477.14283533329444 |
11.49 | 44.2 | 1018.79 | 91.14 | 475.51 | 470.4781347032422 |
11.51 | 41.06 | 1021.3 | 78.11 | 476.91 | 473.32755876405156 |
11.53 | 41.14 | 1025.63 | 88.54 | 469.04 | 472.1000066981285 |
11.53 | 41.39 | 1018.39 | 85.52 | 474.49 | 471.88884153658876 |
11.54 | 40.05 | 1014.78 | 87.05 | 474.29 | 471.6865589330199 |
11.54 | 40.77 | 1022.13 | 83.5 | 465.61 | 472.6232718336548 |
11.56 | 39.28 | 1011.27 | 82.05 | 477.71 | 472.2836129719496 |
11.56 | 41.62 | 1012.5 | 91.42 | 460.6 | 470.4334505230218 |
11.57 | 39.72 | 1002.26 | 78.69 | 474.72 | 471.9112964053814 |
11.57 | 41.54 | 1020.13 | 69.14 | 476.89 | 474.30545019143153 |
11.62 | 39.72 | 1018.4 | 68.06 | 471.56 | 474.67947860914313 |
11.67 | 37.73 | 1021.2 | 68.88 | 473.54 | 475.18749689836216 |
11.67 | 44.6 | 1018.09 | 92.53 | 467.96 | 469.77145732692486 |
11.68 | 40.55 | 1022.21 | 85.76 | 475.13 | 472.0849073512217 |
11.7 | 25.36 | 1008.65 | 92.11 | 470.88 | 473.80322256281073 |
11.71 | 41.44 | 1015.37 | 79.95 | 474.22 | 472.095881821932 |
11.72 | 40.35 | 1012.08 | 83.98 | 476.41 | 471.4926212025483 |
11.76 | 41.58 | 1020.91 | 88.35 | 465.45 | 471.19014476340374 |
11.77 | 39.39 | 1012.9 | 85.8 | 478.51 | 471.43677609572285 |
11.8 | 40.66 | 1017.13 | 97.2 | 464.43 | 469.74360467126985 |
11.8 | 41.2 | 1017.18 | 82.71 | 475.19 | 471.726841712236 |
11.8 | 41.54 | 1020.0 | 65.85 | 476.12 | 474.3311768410229 |
11.8 | 42.34 | 1020.25 | 93.54 | 466.52 | 470.11266519044386 |
11.8 | 43.99 | 1020.86 | 98.44 | 466.75 | 469.0361408145495 |
11.82 | 41.54 | 1019.96 | 67.65 | 476.97 | 474.02676004123447 |
11.82 | 41.67 | 1012.94 | 84.51 | 476.73 | 470.9633331252543 |
11.84 | 40.05 | 1014.54 | 86.78 | 473.82 | 471.1277546061928 |
11.86 | 39.85 | 1013.0 | 66.92 | 478.29 | 473.9108447766557 |
11.87 | 40.55 | 1019.06 | 94.11 | 473.79 | 470.24389582880195 |
11.9 | 39.16 | 1016.53 | 84.59 | 477.75 | 471.7153938676628 |
11.92 | 43.8 | 1022.96 | 60.49 | 470.33 | 474.5591424673956 |
11.93 | 38.78 | 1013.15 | 96.08 | 474.57 | 469.80095187612244 |
11.95 | 41.58 | 1015.83 | 89.35 | 464.57 | 470.2642322610154 |
11.96 | 43.41 | 1017.42 | 79.44 | 469.34 | 471.3638012594583 |
12.02 | 41.92 | 1030.1 | 84.45 | 465.82 | 471.92094622344666 |
12.02 | 43.69 | 1016.12 | 74.07 | 477.74 | 471.8558058768037 |
12.04 | 40.1 | 1014.42 | 89.65 | 474.28 | 470.3010756285351 |
12.05 | 48.04 | 1009.14 | 100.13 | 464.14 | 466.34356012780336 |
12.05 | 49.83 | 1008.54 | 95.11 | 454.18 | 466.58075506687595 |
12.06 | 52.72 | 1024.53 | 80.05 | 467.21 | 469.33960229950543 |
12.07 | 38.25 | 1012.67 | 81.66 | 470.36 | 471.7275614063617 |
12.08 | 40.75 | 1015.84 | 86.9 | 476.84 | 470.57863445021957 |
12.09 | 40.6 | 1013.85 | 85.72 | 474.35 | 470.6068799512955 |
12.1 | 40.27 | 1005.53 | 68.37 | 477.61 | 472.52356631529506 |
12.1 | 41.17 | 1013.72 | 75.61 | 478.1 | 471.9097423001989 |
12.12 | 40.0 | 1018.72 | 84.42 | 462.1 | 471.2847044384872 |
12.14 | 40.83 | 1010.56 | 78.31 | 474.82 | 471.2662319288032 |
12.17 | 41.58 | 1013.89 | 88.98 | 463.03 | 469.73593028388507 |
12.19 | 40.05 | 1014.65 | 85.1 | 472.68 | 470.7066911497908 |
12.19 | 40.23 | 1017.45 | 82.07 | 474.91 | 471.3317718037191 |
12.19 | 44.63 | 1018.96 | 80.91 | 468.91 | 470.5269251596348 |
12.23 | 41.58 | 1018.76 | 87.66 | 464.45 | 470.20921701183426 |
12.24 | 49.83 | 1007.9 | 94.28 | 466.83 | 466.283253383728 |
12.25 | 44.58 | 1016.47 | 81.15 | 475.24 | 470.1859434968623 |
12.27 | 41.17 | 1019.39 | 52.18 | 473.84 | 475.4613835085187 |
12.27 | 41.17 | 1019.41 | 58.1 | 475.13 | 474.59940353258173 |
12.3 | 39.85 | 1012.59 | 73.38 | 476.42 | 472.0863918606848 |
12.3 | 40.69 | 1015.74 | 82.58 | 474.46 | 470.7913069417128 |
12.31 | 44.03 | 1007.78 | 94.42 | 468.13 | 467.5640782641256 |
12.32 | 41.26 | 1022.42 | 79.74 | 470.27 | 471.5687225135002 |
12.32 | 43.69 | 1016.26 | 83.18 | 471.6 | 469.9595844589466 |
12.33 | 38.91 | 1017.24 | 79.84 | 472.49 | 471.6990473850648 |
12.33 | 39.85 | 1012.53 | 66.04 | 479.32 | 473.0943993730856 |
12.35 | 44.2 | 1017.81 | 82.49 | 471.65 | 470.0014068012306 |
12.36 | 40.56 | 1022.11 | 72.99 | 474.71 | 472.62554215898064 |
12.36 | 45.09 | 1013.05 | 88.4 | 467.2 | 468.5105758445902 |
12.36 | 48.04 | 1012.8 | 93.59 | 468.37 | 466.9976240128761 |
12.37 | 46.97 | 1013.95 | 90.76 | 464.4 | 467.75156303440326 |
12.38 | 45.09 | 1013.26 | 90.55 | 467.47 | 468.1754530950858 |
12.39 | 49.83 | 1007.6 | 92.43 | 468.43 | 466.2393815815779 |
12.42 | 41.58 | 1019.49 | 86.31 | 466.05 | 470.0991015601047 |
12.42 | 43.14 | 1015.88 | 79.48 | 471.1 | 470.4126440262426 |
12.43 | 43.22 | 1008.93 | 77.42 | 468.01 | 470.10813793557554 |
12.45 | 40.56 | 1017.84 | 66.52 | 477.41 | 473.0481764257403 |
12.47 | 38.25 | 1012.74 | 82.89 | 469.56 | 470.78228922773883 |
12.47 | 45.01 | 1017.8 | 95.25 | 467.18 | 467.7057590529845 |
12.49 | 41.62 | 1011.37 | 82.68 | 461.35 | 469.82262135976373 |
12.5 | 41.38 | 1021.87 | 57.59 | 474.4 | 474.37807432859705 |
12.5 | 43.67 | 1013.99 | 90.91 | 473.26 | 468.3049320923233 |
12.54 | 43.69 | 1017.26 | 83.59 | 470.04 | 469.55683536649303 |
12.55 | 39.58 | 1010.68 | 76.9 | 472.31 | 471.00250996619167 |
12.56 | 43.41 | 1016.93 | 81.02 | 467.19 | 469.9361134525989 |
12.57 | 39.16 | 1016.53 | 88.91 | 476.2 | 469.7928661275298 |
12.57 | 41.79 | 1014.99 | 87.8 | 461.88 | 469.1737219130262 |
12.58 | 39.72 | 1017.85 | 57.74 | 471.24 | 474.28849061231415 |
12.58 | 43.67 | 1014.36 | 91.72 | 473.02 | 468.0625826724588 |
12.59 | 39.18 | 1024.18 | 67.57 | 471.32 | 473.48514686066005 |
12.6 | 41.74 | 1022.13 | 67.89 | 474.23 | 472.6140402906572 |
12.61 | 43.22 | 1013.41 | 78.94 | 466.85 | 469.90391551417036 |
12.64 | 41.26 | 1020.79 | 83.66 | 465.78 | 470.2469481759373 |
12.65 | 44.34 | 1014.74 | 92.81 | 473.46 | 467.6324473479292 |
12.68 | 41.4 | 1021.59 | 78.57 | 466.64 | 470.94254421143154 |
12.71 | 43.8 | 1023.15 | 71.16 | 466.2 | 471.4942842031327 |
12.72 | 39.13 | 1008.36 | 92.59 | 467.28 | 468.30907898088304 |
12.72 | 40.64 | 1021.11 | 93.24 | 475.73 | 468.8757392252607 |
12.73 | 37.73 | 1021.89 | 61.76 | 470.89 | 474.2377547754183 |
12.74 | 49.83 | 1007.44 | 91.47 | 466.09 | 465.69130458295416 |
12.75 | 39.85 | 1012.51 | 62.37 | 475.61 | 472.81803434170047 |
12.79 | 44.68 | 1022.51 | 99.55 | 465.75 | 466.9269506815472 |
12.83 | 41.67 | 1012.84 | 84.29 | 474.81 | 469.0391508364551 |
12.83 | 44.88 | 1017.86 | 87.88 | 474.26 | 468.12380368536253 |
12.87 | 39.3 | 1019.26 | 71.55 | 471.48 | 471.9340237695596 |
12.87 | 45.51 | 1015.3 | 86.67 | 475.77 | 467.8576907607767 |
12.88 | 44.0 | 1022.71 | 88.58 | 470.31 | 468.5394722259148 |
12.88 | 44.71 | 1018.73 | 51.95 | 469.12 | 473.3820295069999 |
12.89 | 36.71 | 1013.36 | 87.29 | 475.13 | 469.7647231785763 |
12.9 | 44.63 | 1020.72 | 89.51 | 467.41 | 468.04615604018517 |
12.92 | 39.35 | 1014.56 | 88.29 | 469.83 | 469.00047164404356 |
12.95 | 41.38 | 1021.97 | 53.83 | 474.46 | 474.06674201992485 |
12.99 | 40.55 | 1007.52 | 94.15 | 472.18 | 467.1383058280765 |
13.02 | 45.51 | 1015.24 | 80.05 | 468.46 | 468.52920326163013 |
13.03 | 42.86 | 1014.39 | 86.25 | 475.03 | 468.1969526319267 |
13.04 | 40.69 | 1015.96 | 82.37 | 473.49 | 469.41250494615895 |
13.06 | 44.2 | 1018.95 | 85.68 | 469.02 | 468.25937427156714 |
13.07 | 38.47 | 1015.16 | 57.26 | 468.9 | 473.50603668317 |
13.07 | 40.83 | 1010.0 | 84.84 | 471.19 | 468.4742214263607 |
13.08 | 39.28 | 1012.41 | 77.98 | 474.13 | 470.0383017109995 |
13.08 | 44.9 | 1020.47 | 86.46 | 472.01 | 468.0562294553364 |
13.09 | 39.85 | 1012.86 | 58.42 | 475.89 | 472.7669442736334 |
13.09 | 54.3 | 1017.61 | 82.38 | 471.0 | 466.0557279256281 |
13.1 | 40.55 | 1007.59 | 95.46 | 472.37 | 466.7407287783567 |
13.1 | 49.83 | 1007.29 | 92.79 | 466.08 | 464.7921473620272 |
13.11 | 41.44 | 1015.55 | 74.45 | 471.61 | 470.21248865654456 |
13.12 | 39.18 | 1023.11 | 64.33 | 471.44 | 472.8484021647698 |
13.15 | 40.78 | 1024.13 | 79.59 | 462.3 | 470.2485412085585 |
13.15 | 41.14 | 1026.72 | 80.31 | 461.49 | 470.26460015531467 |
13.18 | 43.72 | 1010.59 | 99.09 | 464.7 | 465.5107675088055 |
13.19 | 44.88 | 1017.61 | 94.95 | 467.68 | 466.3776971038667 |
13.2 | 40.83 | 1007.75 | 94.98 | 472.41 | 466.5610830112792 |
13.2 | 41.78 | 1010.49 | 64.96 | 468.58 | 470.9265999279328 |
13.25 | 43.7 | 1013.61 | 76.05 | 472.22 | 468.9876557902937 |
13.25 | 44.92 | 1024.11 | 89.34 | 469.18 | 467.59953010733625 |
13.27 | 40.27 | 1006.1 | 40.04 | 473.88 | 474.4459916698643 |
13.34 | 41.79 | 1011.48 | 86.66 | 461.12 | 467.5690713933046 |
13.41 | 40.89 | 1010.85 | 89.61 | 472.4 | 467.17680485054154 |
13.42 | 40.92 | 1022.84 | 75.89 | 458.49 | 470.1275872590886 |
13.43 | 43.69 | 1016.21 | 73.01 | 475.36 | 469.2980914389406 |
13.44 | 40.69 | 1014.54 | 77.97 | 473.0 | 469.167238069639 |
13.44 | 41.14 | 1026.41 | 77.26 | 461.44 | 470.1249314556375 |
13.48 | 41.92 | 1030.2 | 65.96 | 463.9 | 471.8102876158123 |
13.49 | 43.41 | 1015.75 | 57.86 | 461.06 | 471.4247999233475 |
13.51 | 39.31 | 1012.18 | 75.19 | 466.46 | 469.5896988846236 |
13.53 | 38.73 | 1004.86 | 85.38 | 472.46 | 467.61330541009727 |
13.53 | 42.86 | 1014.0 | 90.63 | 471.73 | 466.56182696263323 |
13.54 | 40.69 | 1015.85 | 77.55 | 471.05 | 469.1422671962815 |
13.55 | 40.71 | 1019.13 | 75.44 | 467.21 | 469.69281643752464 |
13.56 | 40.03 | 1017.73 | 83.76 | 472.59 | 468.51537272186124 |
13.56 | 49.83 | 1007.01 | 89.86 | 466.33 | 464.30951140859736 |
13.57 | 42.99 | 1007.51 | 88.95 | 472.04 | 466.16900295184536 |
13.58 | 39.28 | 1016.17 | 79.17 | 472.17 | 469.2063750462153 |
13.61 | 38.47 | 1015.1 | 54.98 | 466.51 | 472.79218089209525 |
13.65 | 41.58 | 1020.56 | 72.17 | 460.8 | 469.8764663630881 |
13.67 | 41.48 | 1017.51 | 63.54 | 463.97 | 470.8734693970194 |
13.67 | 42.32 | 1015.41 | 79.04 | 464.56 | 468.2319508045609 |
13.69 | 34.03 | 1018.45 | 65.76 | 469.12 | 472.4449714286493 |
13.69 | 40.83 | 1008.53 | 84.81 | 471.26 | 467.1630433917511 |
13.71 | 43.41 | 1015.45 | 69.26 | 466.06 | 469.31300214374124 |
13.72 | 44.47 | 1027.2 | 68.89 | 470.66 | 470.03995588291366 |
13.72 | 49.83 | 1006.88 | 89.49 | 463.65 | 464.0442884425782 |
13.73 | 45.08 | 1023.55 | 81.64 | 470.35 | 467.7114787859118 |
13.74 | 42.74 | 1029.54 | 70.0 | 465.92 | 470.4612645139354 |
13.74 | 44.21 | 1023.26 | 84.2 | 466.67 | 467.5120353140818 |
13.77 | 42.86 | 1030.72 | 77.3 | 471.38 | 469.40462020200255 |
13.77 | 43.13 | 1016.63 | 62.13 | 468.45 | 470.4032638964206 |
13.78 | 44.47 | 1027.94 | 71.09 | 467.22 | 469.663531445212 |
13.78 | 45.78 | 1025.27 | 95.72 | 462.88 | 465.52654943877917 |
13.8 | 39.82 | 1012.37 | 83.69 | 473.56 | 467.6786715108731 |
13.83 | 38.73 | 999.62 | 91.95 | 469.81 | 465.64964430714963 |
13.84 | 42.18 | 1015.74 | 79.76 | 468.66 | 467.86078237900523 |
13.85 | 45.08 | 1024.86 | 83.85 | 468.35 | 467.2642672326089 |
13.86 | 37.85 | 1011.4 | 89.7 | 469.94 | 467.09839147806196 |
13.86 | 40.66 | 1017.15 | 83.82 | 463.49 | 467.72367995173977 |
13.87 | 45.08 | 1024.42 | 81.69 | 465.48 | 467.50497110984463 |
13.88 | 48.79 | 1017.28 | 79.4 | 464.14 | 466.3135306312695 |
13.9 | 39.54 | 1007.01 | 81.33 | 471.16 | 467.46352561567244 |
13.91 | 44.58 | 1021.36 | 78.98 | 472.67 | 467.6987016384155 |
13.93 | 42.86 | 1032.37 | 71.11 | 468.88 | 470.13332337428767 |
13.95 | 40.2 | 1013.18 | 90.77 | 464.79 | 466.32771593378936 |
13.95 | 71.14 | 1019.76 | 75.51 | 461.18 | 461.37564919433316 |
13.96 | 39.54 | 1011.05 | 85.72 | 468.82 | 467.0362704395636 |
13.97 | 45.01 | 1017.44 | 89.15 | 461.96 | 465.67304883933747 |
13.98 | 44.84 | 1023.6 | 89.09 | 462.81 | 466.2063693616964 |
14.0 | 41.78 | 1010.96 | 48.37 | 465.62 | 471.8419294419794 |
14.01 | 45.08 | 1023.28 | 82.49 | 464.79 | 467.0254238326554 |
14.02 | 40.66 | 1017.05 | 84.14 | 465.39 | 467.36024219232945 |
14.03 | 44.88 | 1019.6 | 57.63 | 465.51 | 470.3636999560957 |
14.04 | 40.2 | 1013.29 | 89.54 | 465.25 | 466.3425067004856 |
14.04 | 40.83 | 1008.98 | 82.04 | 469.75 | 466.9286675356798 |
14.04 | 44.21 | 1021.93 | 86.12 | 468.64 | 466.5450197688432 |
14.07 | 40.78 | 1024.67 | 72.66 | 456.71 | 469.5289092761888 |
14.07 | 42.99 | 1007.57 | 96.05 | 468.87 | 464.1737178909659 |
14.07 | 43.34 | 1015.79 | 86.0 | 463.77 | 466.22172115408887 |
14.08 | 39.31 | 1011.67 | 72.0 | 464.16 | 468.91409473616267 |
14.09 | 41.2 | 1016.45 | 67.27 | 472.42 | 469.50273867747853 |
14.09 | 44.84 | 1023.65 | 94.29 | 466.12 | 465.23969191883606 |
14.1 | 41.04 | 1026.11 | 74.25 | 465.89 | 469.29150006815894 |
14.1 | 42.18 | 1015.05 | 78.25 | 463.3 | 467.52338927383 |
14.12 | 39.52 | 1016.79 | 75.89 | 472.32 | 468.63392036548817 |
14.12 | 41.39 | 1018.73 | 76.51 | 472.88 | 468.23518412428905 |
14.14 | 39.82 | 1012.46 | 81.15 | 472.52 | 467.40072495010867 |
14.17 | 42.86 | 1030.94 | 66.47 | 466.2 | 470.2308690130385 |
14.18 | 39.3 | 1020.1 | 67.48 | 464.32 | 470.06934793478155 |
14.18 | 40.69 | 1014.73 | 74.88 | 471.52 | 468.2061275247934 |
14.22 | 37.85 | 1011.24 | 88.49 | 471.05 | 466.56749595165775 |
14.22 | 42.32 | 1015.54 | 77.23 | 465.0 | 467.4457105564229 |
14.24 | 39.52 | 1018.22 | 77.19 | 468.51 | 468.32922832919263 |
14.24 | 39.99 | 1009.3 | 83.75 | 466.2 | 466.5289202956749 |
14.24 | 44.84 | 1023.6 | 94.06 | 466.67 | 464.9798468816765 |
14.27 | 41.48 | 1014.83 | 62.7 | 458.19 | 469.62052738975177 |
14.28 | 42.77 | 1020.06 | 81.77 | 466.75 | 466.92345671991075 |
14.28 | 43.02 | 1012.97 | 49.44 | 467.83 | 471.00023827347206 |
14.31 | 40.78 | 1024.3 | 76.41 | 463.54 | 468.4888161194534 |
14.32 | 45.08 | 1023.24 | 84.53 | 467.21 | 466.12663038326 |
14.33 | 45.51 | 1015.42 | 71.55 | 468.92 | 467.2570455453141 |
14.34 | 42.86 | 1031.75 | 66.81 | 466.17 | 469.9193063400896 |
14.35 | 40.71 | 1023.09 | 69.5 | 473.56 | 469.3386400018569 |
14.35 | 49.83 | 1006.39 | 91.23 | 462.54 | 462.5353944778759 |
14.36 | 40.0 | 1016.16 | 68.79 | 460.42 | 469.0357845125855 |
14.38 | 40.66 | 1016.34 | 92.37 | 463.1 | 465.4074674853432 |
14.39 | 43.56 | 1012.97 | 59.17 | 469.35 | 469.2340241993211 |
14.4 | 40.2 | 1013.04 | 90.5 | 464.5 | 465.48772540492905 |
14.41 | 40.71 | 1016.78 | 69.77 | 467.01 | 468.6698381136837 |
14.41 | 40.83 | 1009.82 | 80.43 | 470.13 | 466.5182432985402 |
14.42 | 41.16 | 1004.32 | 88.42 | 467.25 | 464.8033579382148 |
14.43 | 35.85 | 1021.99 | 78.25 | 464.6 | 469.03001445387565 |
14.48 | 39.0 | 1016.75 | 75.97 | 464.56 | 468.0542535304752 |
14.48 | 40.89 | 1011.39 | 82.18 | 470.44 | 466.240785806817 |
14.5 | 41.76 | 1023.94 | 84.42 | 464.23 | 466.6802013632756 |
14.52 | 40.35 | 1011.11 | 69.84 | 470.8 | 468.07562484757386 |
14.54 | 41.17 | 1015.15 | 67.78 | 470.19 | 468.46200832885285 |
14.54 | 43.14 | 1010.26 | 82.98 | 465.45 | 465.3553979968291 |
14.55 | 44.84 | 1023.83 | 87.6 | 465.14 | 465.3430114466154 |
14.57 | 41.79 | 1007.61 | 82.85 | 457.21 | 465.437343556244 |
14.58 | 41.92 | 1030.42 | 61.96 | 462.69 | 470.28998511120346 |
14.58 | 42.07 | 1017.9 | 86.14 | 460.66 | 465.70598887904623 |
14.64 | 44.92 | 1025.54 | 91.12 | 462.64 | 464.77518062953527 |
14.64 | 45.0 | 1021.78 | 41.25 | 475.98 | 471.7241650123051 |
14.65 | 35.4 | 1016.16 | 60.26 | 469.61 | 470.86762962520106 |
14.65 | 41.92 | 1030.61 | 63.07 | 464.95 | 470.00850681775063 |
14.65 | 44.84 | 1023.39 | 87.76 | 467.18 | 465.0909665721057 |
14.66 | 41.76 | 1022.12 | 78.13 | 463.6 | 467.14100725665423 |
14.66 | 42.07 | 1018.14 | 84.68 | 462.77 | 465.78420347562667 |
14.72 | 39.0 | 1016.42 | 76.42 | 464.93 | 467.4988198701669 |
14.74 | 43.71 | 1024.35 | 81.53 | 465.49 | 466.1860805278475 |
14.76 | 39.64 | 1010.37 | 81.99 | 465.82 | 465.9570356485108 |
14.77 | 48.06 | 1010.92 | 69.81 | 461.52 | 465.6600911572585 |
14.77 | 58.2 | 1018.78 | 83.83 | 460.54 | 461.726652495707 |
14.78 | 38.58 | 1017.02 | 82.4 | 460.54 | 466.6642858393177 |
14.79 | 47.83 | 1007.27 | 92.04 | 463.22 | 462.1388114830884 |
14.81 | 39.58 | 1011.62 | 73.64 | 467.32 | 467.1954080636739 |
14.81 | 40.71 | 1018.54 | 73.0 | 467.66 | 467.5703857042853 |
14.81 | 43.69 | 1017.19 | 71.9 | 470.71 | 466.87798937642987 |
14.82 | 42.74 | 1028.04 | 69.81 | 466.34 | 468.28371557585695 |
14.83 | 53.82 | 1016.57 | 63.47 | 464.0 | 465.49312878229995 |
14.84 | 71.14 | 1019.61 | 66.78 | 454.16 | 460.92029479400514 |
14.85 | 45.01 | 1013.12 | 85.53 | 460.19 | 464.15206661902306 |
14.86 | 37.85 | 1010.58 | 86.8 | 467.71 | 465.52584173595307 |
14.87 | 41.23 | 997.39 | 82.06 | 465.01 | 464.2815636085029 |
14.87 | 54.3 | 1017.17 | 71.57 | 462.87 | 464.163521673255 |
14.88 | 42.28 | 1007.26 | 71.3 | 466.73 | 466.3736543730507 |
14.91 | 39.28 | 1014.57 | 75.23 | 469.34 | 467.08552274770585 |
14.91 | 40.73 | 1017.44 | 86.91 | 458.99 | 465.2537787213567 |
14.92 | 41.16 | 1004.83 | 83.7 | 465.72 | 464.5690050827307 |
14.92 | 46.18 | 1014.21 | 98.82 | 465.63 | 461.8753395968221 |
14.93 | 42.44 | 1012.65 | 86.8 | 471.24 | 464.41497356388027 |
14.94 | 40.0 | 1017.69 | 65.43 | 456.41 | 468.53176347876706 |
14.94 | 42.77 | 1018.06 | 75.35 | 460.51 | 466.424150275801 |
14.98 | 39.58 | 1011.78 | 75.07 | 467.77 | 466.67192135558764 |
15.0 | 40.66 | 1016.28 | 89.62 | 456.63 | 464.6078674511597 |
15.01 | 39.52 | 1017.53 | 72.0 | 468.02 | 467.5449609547658 |
15.02 | 37.64 | 1016.49 | 83.28 | 463.93 | 466.2641999137003 |
15.03 | 43.71 | 1025.07 | 83.25 | 463.12 | 465.4344155000201 |
15.03 | 44.45 | 1020.94 | 65.57 | 460.06 | 467.4928608009518 |
15.08 | 42.77 | 1018.67 | 73.89 | 461.6 | 466.4167549834592 |
15.09 | 41.76 | 1022.4 | 76.22 | 463.27 | 466.6130277518322 |
15.11 | 43.67 | 1012.06 | 91.75 | 467.82 | 462.9909863601291 |
15.12 | 48.92 | 1011.8 | 72.93 | 462.59 | 464.3870766666373 |
15.14 | 39.72 | 1002.96 | 72.52 | 460.15 | 465.98237767298184 |
15.14 | 44.21 | 1019.97 | 83.86 | 463.1 | 464.59341737321824 |
15.15 | 53.82 | 1016.34 | 62.59 | 461.6 | 464.9855482511961 |
15.19 | 42.03 | 1017.38 | 71.66 | 462.64 | 466.60937185484113 |
15.21 | 50.88 | 1014.24 | 100.11 | 460.56 | 459.95844344813366 |
15.24 | 48.6 | 1007.08 | 86.49 | 459.85 | 461.8730218752433 |
15.27 | 38.73 | 1002.83 | 77.77 | 465.99 | 465.2019993258048 |
15.27 | 39.54 | 1010.64 | 81.91 | 464.49 | 465.0319060514448 |
15.29 | 38.73 | 1000.9 | 81.17 | 468.62 | 464.51031407803055 |
15.31 | 40.66 | 1016.46 | 84.64 | 458.26 | 464.7510595901325 |
15.31 | 41.35 | 1005.09 | 95.25 | 466.5 | 462.10563966655445 |
15.32 | 45.01 | 1013.3 | 83.72 | 459.31 | 463.5242044902383 |
15.34 | 43.5 | 1021.18 | 79.44 | 459.77 | 465.12795484714235 |
15.34 | 71.14 | 1019.79 | 77.56 | 457.1 | 458.3979411875371 |
15.4 | 38.73 | 1000.67 | 79.71 | 469.18 | 464.49240158563896 |
15.41 | 42.44 | 1012.6 | 86.74 | 472.28 | 463.4938095964465 |
15.46 | 42.07 | 1017.9 | 81.12 | 459.15 | 464.7409202420205 |
15.47 | 43.13 | 1015.11 | 50.5 | 466.63 | 468.6970662849413 |
15.48 | 53.82 | 1016.1 | 64.77 | 462.69 | 464.01147313398917 |
15.5 | 44.34 | 1019.21 | 65.21 | 468.53 | 466.5254088553394 |
15.5 | 49.25 | 1021.41 | 77.92 | 453.99 | 463.6262300043795 |
15.52 | 41.93 | 1022.97 | 52.92 | 471.97 | 469.1866406031888 |
15.52 | 58.59 | 1014.12 | 91.22 | 457.74 | 458.7253721171194 |
15.55 | 39.63 | 1004.98 | 89.82 | 466.83 | 462.85471321992077 |
15.55 | 43.02 | 1011.97 | 44.66 | 466.2 | 469.16650047432114 |
15.55 | 43.71 | 1024.34 | 79.61 | 465.14 | 464.9029898412732 |
15.55 | 45.09 | 1014.33 | 62.19 | 457.36 | 466.28526560326617 |
15.61 | 38.52 | 1018.4 | 80.99 | 439.21 | 465.3963354604996 |
15.62 | 40.12 | 1013.03 | 96.26 | 462.59 | 462.3133964499922 |
15.62 | 58.59 | 1013.91 | 97.6 | 457.3 | 457.584678990398 |
15.66 | 41.35 | 1001.68 | 86.26 | 463.57 | 462.4644015518939 |
15.67 | 45.17 | 1018.73 | 94.74 | 462.09 | 461.643667310181 |
15.69 | 37.87 | 1021.18 | 84.38 | 465.41 | 465.1358649951472 |
15.69 | 39.3 | 1019.03 | 60.57 | 464.17 | 468.07771227809314 |
15.7 | 42.99 | 1007.51 | 76.05 | 464.59 | 463.94240853336305 |
15.75 | 36.99 | 1007.67 | 93.8 | 464.38 | 462.7655254272994 |
15.75 | 39.99 | 1007.02 | 77.44 | 464.95 | 464.35125328406644 |
15.79 | 58.86 | 1015.85 | 91.91 | 455.15 | 458.1774466179175 |
15.81 | 58.59 | 1014.41 | 90.03 | 456.91 | 458.3632117908802 |
15.84 | 41.04 | 1025.64 | 63.43 | 456.21 | 467.47546424100267 |
15.85 | 42.28 | 1007.4 | 82.12 | 467.3 | 462.93565136830154 |
15.85 | 49.69 | 1015.48 | 88.65 | 464.72 | 460.79339608207175 |
15.86 | 38.62 | 1016.65 | 67.51 | 462.58 | 466.71318747004926 |
15.86 | 43.02 | 1012.18 | 40.33 | 466.6 | 469.2173130099907 |
15.86 | 43.5 | 1021.22 | 75.38 | 459.42 | 464.7204827320649 |
15.92 | 37.64 | 1014.93 | 83.73 | 464.14 | 464.3355958479068 |
15.92 | 39.16 | 1006.59 | 71.32 | 460.45 | 465.088060844667 |
15.92 | 41.2 | 1016.04 | 73.37 | 468.91 | 465.049705721886 |
15.96 | 41.66 | 1011.93 | 55.47 | 466.39 | 467.13452750856925 |
15.98 | 39.64 | 1009.31 | 81.21 | 467.22 | 463.6313366984603 |
15.98 | 44.68 | 1018.48 | 85.94 | 462.77 | 462.4312798566266 |
15.99 | 39.63 | 1006.09 | 89.92 | 464.95 | 462.08179546634585 |
16.0 | 40.66 | 1016.12 | 89.23 | 457.12 | 462.7228887148119 |
16.0 | 44.9 | 1020.5 | 80.89 | 461.5 | 463.2389898882632 |
16.0 | 45.09 | 1014.31 | 60.02 | 458.46 | 465.73221554609086 |
16.01 | 43.69 | 1017.12 | 62.43 | 465.89 | 465.9391561803271 |
16.02 | 39.54 | 1007.73 | 72.81 | 466.15 | 464.6758800034213 |
16.02 | 44.9 | 1009.3 | 82.62 | 455.48 | 462.03627301808797 |
16.09 | 44.71 | 1017.86 | 42.74 | 464.95 | 468.4631596600604 |
16.09 | 65.46 | 1013.84 | 85.52 | 454.88 | 456.7218449478398 |
16.12 | 45.87 | 1008.15 | 86.12 | 457.41 | 460.9973530979196 |
16.14 | 44.71 | 1014.83 | 39.41 | 468.88 | 468.60583110746154 |
16.16 | 25.88 | 1009.58 | 72.24 | 461.86 | 468.0452621538938 |
16.17 | 46.97 | 1014.22 | 85.8 | 456.08 | 461.1674897104325 |
16.19 | 36.99 | 1007.37 | 92.4 | 462.94 | 462.0966422275805 |
16.2 | 45.76 | 1014.73 | 89.84 | 460.87 | 460.8634611992428 |
16.22 | 37.87 | 1022.36 | 83.13 | 461.06 | 464.39198726436393 |
16.22 | 50.88 | 1014.33 | 100.09 | 454.94 | 458.02055270119547 |
16.23 | 43.69 | 1016.4 | 68.9 | 466.22 | 464.51235428029423 |
16.29 | 53.82 | 1014.97 | 73.15 | 459.95 | 461.1346442030386 |
16.3 | 41.16 | 1007.88 | 76.61 | 463.47 | 463.1897781965986 |
16.31 | 52.75 | 1024.4 | 55.69 | 456.58 | 464.6775725663161 |
16.32 | 43.56 | 1014.4 | 59.77 | 463.57 | 465.54023567427873 |
16.33 | 42.44 | 1013.98 | 84.9 | 462.44 | 462.10003232292183 |
16.34 | 47.45 | 1009.41 | 92.96 | 448.59 | 459.28384302135726 |
16.36 | 39.99 | 1008.91 | 72.48 | 462.5 | 464.0520812837937 |
16.37 | 36.99 | 1006.37 | 90.11 | 463.76 | 462.0021066209567 |
16.39 | 52.75 | 1024.42 | 54.61 | 459.48 | 464.6824431291334 |
16.39 | 58.59 | 1014.58 | 90.34 | 455.05 | 457.2130973847568 |
16.4 | 44.9 | 1009.22 | 82.31 | 456.11 | 461.34202141138076 |
16.42 | 40.56 | 1020.36 | 50.62 | 472.17 | 467.9152913437013 |
16.47 | 38.01 | 1022.3 | 72.29 | 461.54 | 465.451323337944 |
16.47 | 44.89 | 1010.04 | 82.01 | 459.69 | 461.32001368263144 |
16.49 | 49.39 | 1018.1 | 93.13 | 461.54 | 459.1934765355192 |
16.5 | 49.39 | 1018.35 | 93.42 | 462.48 | 459.15223490510476 |
16.51 | 51.86 | 1022.37 | 81.18 | 442.48 | 460.6299621913334 |
16.55 | 41.66 | 1011.45 | 55.53 | 465.14 | 465.9486794694256 |
16.56 | 42.99 | 1007.48 | 74.45 | 464.62 | 462.514565839849 |
16.57 | 43.7 | 1015.67 | 71.95 | 465.78 | 463.3496922983314 |
16.57 | 53.82 | 1015.17 | 63.69 | 462.52 | 461.9908711864406 |
16.57 | 63.31 | 1016.19 | 81.02 | 454.78 | 457.1797966088057 |
16.59 | 43.56 | 1012.88 | 59.61 | 465.03 | 464.9190479188053 |
16.62 | 39.99 | 1007.07 | 77.14 | 463.74 | 462.7209910751999 |
16.62 | 54.3 | 1017.99 | 63.76 | 459.59 | 461.9941154580853 |
16.65 | 46.18 | 1010.6 | 95.69 | 465.6 | 458.7011562788461 |
16.7 | 36.99 | 1006.19 | 89.33 | 464.7 | 461.4647200415134 |
16.73 | 54.3 | 1017.96 | 59.44 | 460.54 | 462.4097006278274 |
16.77 | 42.28 | 1007.53 | 73.19 | 465.52 | 462.4744017201027 |
16.82 | 41.66 | 1010.49 | 63.14 | 465.64 | 464.23959443772213 |
16.82 | 45.0 | 1022.05 | 37.28 | 468.22 | 468.1204021981673 |
16.85 | 39.64 | 1008.82 | 80.81 | 464.2 | 461.9717022235376 |
16.85 | 42.24 | 1017.43 | 66.01 | 472.63 | 464.1834210347691 |
16.87 | 52.05 | 1012.7 | 71.63 | 460.31 | 460.49414495170237 |
16.89 | 49.21 | 1015.19 | 70.39 | 458.25 | 461.54722359859704 |
16.94 | 49.64 | 1024.43 | 69.22 | 459.25 | 462.2664630167632 |
16.97 | 42.86 | 1013.92 | 74.8 | 463.62 | 462.22935856598747 |
17.01 | 44.2 | 1019.18 | 61.23 | 457.26 | 464.22591401634224 |
17.02 | 51.86 | 1021.53 | 81.28 | 460.0 | 459.5632798612268 |
17.03 | 43.99 | 1021.5 | 82.32 | 460.25 | 461.35195581745074 |
17.07 | 41.35 | 1005.88 | 83.43 | 464.6 | 460.49948055624816 |
17.08 | 38.58 | 1015.41 | 73.42 | 461.49 | 463.4068722278115 |
17.08 | 58.86 | 1016.04 | 87.46 | 449.98 | 456.3538669153961 |
17.19 | 43.14 | 1014.34 | 68.62 | 464.72 | 462.6709318385796 |
17.27 | 43.52 | 1021.37 | 76.73 | 460.08 | 461.8110962307606 |
17.27 | 44.9 | 1007.85 | 78.8 | 454.19 | 460.0644340540893 |
17.29 | 42.86 | 1014.38 | 72.3 | 464.27 | 462.01427465285536 |
17.3 | 43.72 | 1009.64 | 77.86 | 456.55 | 460.5836092644089 |
17.32 | 43.7 | 1015.13 | 61.66 | 464.5 | 463.36019976991514 |
17.32 | 44.34 | 1019.52 | 56.24 | 468.8 | 464.3486858862592 |
17.35 | 42.86 | 1014.62 | 74.16 | 465.16 | 461.64674540379394 |
17.35 | 52.72 | 1026.31 | 58.01 | 463.65 | 462.49609959425135 |
17.36 | 43.96 | 1013.02 | 79.59 | 466.36 | 460.43082906265073 |
17.37 | 48.92 | 1011.91 | 58.4 | 455.53 | 462.17575951824017 |
17.39 | 46.21 | 1013.94 | 82.73 | 454.06 | 459.4288341311478 |
17.4 | 63.09 | 1020.84 | 92.58 | 453.0 | 454.32588018238846 |
17.41 | 40.55 | 1003.91 | 76.87 | 461.47 | 460.83972369537014 |
17.44 | 44.89 | 1009.9 | 80.54 | 457.67 | 459.6520786332344 |
17.45 | 50.9 | 1012.16 | 83.8 | 458.67 | 457.8428111918577 |
17.46 | 39.99 | 1008.52 | 69.73 | 461.01 | 462.29977029786426 |
17.48 | 52.9 | 1020.03 | 76.47 | 458.34 | 458.996291001344 |
17.61 | 56.53 | 1019.5 | 82.3 | 457.01 | 456.94689658887955 |
17.64 | 57.76 | 1016.28 | 85.04 | 455.75 | 455.9205279683583 |
17.66 | 60.08 | 1017.22 | 86.96 | 456.62 | 455.09997079582735 |
17.67 | 45.09 | 1014.26 | 51.92 | 457.67 | 463.6885973525343 |
17.67 | 50.88 | 1015.64 | 90.55 | 456.16 | 456.72206228080574 |
17.7 | 49.21 | 1015.16 | 67.91 | 455.97 | 460.3441974161702 |
17.74 | 49.69 | 1006.09 | 80.7 | 457.05 | 457.54320031904916 |
17.74 | 50.88 | 1015.56 | 89.78 | 457.71 | 456.69285780085 |
17.75 | 55.5 | 1020.15 | 81.26 | 459.43 | 457.1382842072816 |
17.77 | 52.9 | 1020.11 | 81.51 | 457.98 | 457.7082041695164 |
17.79 | 40.12 | 1012.74 | 79.03 | 459.13 | 460.6176992174903 |
17.82 | 49.15 | 1020.73 | 70.25 | 457.35 | 460.23977794971734 |
17.83 | 66.86 | 1011.65 | 77.31 | 456.56 | 454.0359982256698 |
17.84 | 61.27 | 1020.1 | 70.68 | 454.57 | 457.0654686491854 |
17.85 | 48.14 | 1017.16 | 86.68 | 451.9 | 457.74629194464563 |
17.86 | 50.88 | 1015.59 | 88.28 | 457.33 | 456.682658074812 |
17.89 | 42.42 | 1008.92 | 65.08 | 467.59 | 461.57543093155283 |
17.89 | 44.6 | 1014.48 | 42.51 | 463.99 | 464.7770544317755 |
17.9 | 43.72 | 1008.64 | 74.73 | 452.55 | 459.80149708475966 |
17.9 | 58.33 | 1013.6 | 85.81 | 452.28 | 454.94641693932425 |
17.94 | 62.1 | 1019.81 | 82.65 | 453.55 | 454.8958623057641 |
17.97 | 65.94 | 1012.92 | 88.22 | 448.88 | 452.5071708494881 |
17.98 | 56.85 | 1012.28 | 84.52 | 448.71 | 455.2418242855509 |
18.0 | 44.06 | 1016.8 | 78.88 | 454.59 | 459.5827319030397 |
18.01 | 62.26 | 1011.89 | 89.29 | 451.14 | 453.1075606298177 |
18.02 | 53.16 | 1013.41 | 82.84 | 458.01 | 456.4217175154805 |
18.03 | 53.16 | 1013.02 | 81.95 | 456.55 | 456.50051296596394 |
18.03 | 53.16 | 1013.06 | 82.03 | 458.04 | 456.49209889995655 |
18.04 | 44.85 | 1015.13 | 48.4 | 463.31 | 463.61908166044054 |
18.06 | 65.48 | 1018.79 | 77.95 | 454.34 | 454.42430944989064 |
18.11 | 58.95 | 1016.61 | 89.17 | 454.29 | 454.14166454199597 |
18.13 | 60.1 | 1009.67 | 84.75 | 455.82 | 453.8961915229463 |
18.14 | 49.78 | 1002.95 | 100.09 | 451.44 | 453.66499413493267 |
18.14 | 67.71 | 1003.82 | 95.69 | 442.45 | 449.90744333553766 |
18.16 | 43.72 | 1008.64 | 75.22 | 454.98 | 459.2285158945938 |
18.16 | 43.96 | 1012.78 | 78.33 | 465.26 | 459.05202239898557 |
18.17 | 52.08 | 1001.91 | 100.09 | 451.06 | 452.9490364013417 |
18.17 | 66.86 | 1011.29 | 78.48 | 452.77 | 453.18020424984826 |
18.2 | 52.72 | 1025.87 | 54.26 | 463.47 | 461.36780961356845 |
18.21 | 39.54 | 1009.81 | 70.92 | 461.73 | 460.89674705500755 |
18.21 | 45.0 | 1022.86 | 48.84 | 467.54 | 463.8188758742415 |
18.22 | 45.09 | 1013.62 | 75.56 | 454.74 | 459.12703336317225 |
18.22 | 58.2 | 1017.09 | 81.92 | 451.04 | 455.21318283732694 |
18.24 | 49.5 | 1014.37 | 79.36 | 464.13 | 457.4956830813674 |
18.25 | 60.1 | 1009.72 | 90.15 | 456.25 | 452.88104966381576 |
18.26 | 58.96 | 1014.04 | 69.7 | 457.43 | 456.48090497858703 |
18.27 | 58.2 | 1018.34 | 72.73 | 448.17 | 456.55913524865815 |
18.28 | 60.1 | 1009.72 | 85.79 | 452.93 | 453.45921998591484 |
18.31 | 62.1 | 1020.38 | 79.02 | 455.24 | 454.75813504742956 |
18.32 | 39.53 | 1008.15 | 64.85 | 454.44 | 461.4374201546749 |
18.32 | 42.28 | 1007.86 | 45.62 | 460.27 | 463.53345887643684 |
18.32 | 65.94 | 1012.74 | 86.77 | 450.5 | 452.02894677235776 |
18.34 | 44.63 | 1000.76 | 89.27 | 455.22 | 455.9633409988894 |
18.34 | 50.59 | 1018.42 | 83.95 | 457.17 | 456.69115708186104 |
18.36 | 53.16 | 1013.31 | 83.18 | 458.47 | 455.7081697760806 |
18.36 | 56.65 | 1020.29 | 82.0 | 456.49 | 455.57841979073686 |
18.38 | 55.28 | 1020.22 | 68.33 | 451.29 | 457.86988425653215 |
18.4 | 50.16 | 1011.51 | 98.07 | 453.78 | 454.06028204889856 |
18.41 | 42.44 | 1012.66 | 65.93 | 463.2 | 460.7479119618784 |
18.42 | 58.95 | 1016.95 | 86.77 | 452.1 | 453.92151217696835 |
18.42 | 60.1 | 1009.77 | 86.75 | 451.93 | 453.05320729488966 |
18.42 | 63.94 | 1020.47 | 74.47 | 450.55 | 454.7582989685104 |
18.48 | 46.48 | 1007.53 | 82.57 | 461.49 | 456.7605922899188 |
18.48 | 58.59 | 1015.61 | 85.14 | 452.52 | 454.02423282750084 |
18.5 | 52.08 | 1006.23 | 100.09 | 451.23 | 452.6641989591508 |
18.51 | 48.06 | 1015.14 | 79.83 | 455.44 | 457.32803096447014 |
18.53 | 63.91 | 1010.26 | 97.8 | 440.64 | 450.31905653186493 |
18.55 | 41.85 | 1015.24 | 62.47 | 467.51 | 461.3397464375884 |
18.55 | 46.48 | 1007.34 | 80.67 | 452.37 | 456.8872770659849 |
18.56 | 42.28 | 1007.75 | 60.89 | 462.05 | 460.8339970164586 |
18.59 | 43.14 | 1011.92 | 52.63 | 464.48 | 462.10615685280607 |
18.63 | 45.87 | 1007.98 | 79.9 | 453.79 | 457.0494808979759 |
18.65 | 52.08 | 1005.48 | 99.94 | 449.55 | 452.3356980438647 |
18.66 | 56.53 | 1020.13 | 80.04 | 459.45 | 455.3025828648233 |
18.68 | 43.69 | 1016.68 | 48.88 | 463.02 | 462.729986990083 |
18.68 | 56.65 | 1020.38 | 80.26 | 455.79 | 455.2223463598734 |
18.68 | 62.1 | 1019.78 | 83.67 | 453.25 | 453.31727625145106 |
18.73 | 40.12 | 1013.19 | 74.12 | 454.71 | 459.55748654713756 |
18.73 | 46.48 | 1007.19 | 79.23 | 450.74 | 456.73794034607437 |
18.8 | 47.83 | 1005.86 | 76.77 | 453.9 | 456.51693542677697 |
18.81 | 52.08 | 1004.43 | 99.6 | 450.87 | 451.9912034594017 |
18.83 | 48.98 | 1016.33 | 74.23 | 453.28 | 457.3952307496471 |
18.84 | 61.27 | 1019.64 | 71.95 | 454.47 | 454.9139071679218 |
18.86 | 50.78 | 1008.46 | 91.67 | 446.7 | 453.7037727907364 |
18.87 | 43.43 | 1009.16 | 69.5 | 454.58 | 458.8081008998661 |
18.87 | 52.05 | 1012.02 | 53.46 | 458.64 | 459.2317295422394 |
18.89 | 66.86 | 1012.38 | 71.96 | 454.02 | 452.8313052555013 |
18.9 | 62.96 | 1020.69 | 80.57 | 455.88 | 453.2048261109316 |
18.91 | 43.14 | 1013.56 | 58.34 | 460.19 | 460.7894614420895 |
18.95 | 46.21 | 1013.47 | 81.22 | 457.58 | 456.6018501959594 |
18.97 | 50.59 | 1016.01 | 74.9 | 459.68 | 456.60000256329886 |
18.98 | 38.52 | 1018.85 | 63.16 | 454.6 | 461.53379199179915 |
18.99 | 56.65 | 1020.46 | 77.16 | 457.55 | 455.08314377928957 |
19.02 | 50.66 | 1013.04 | 85.25 | 455.42 | 454.7344713102369 |
19.05 | 53.16 | 1013.22 | 82.8 | 455.76 | 454.42537323274547 |
19.05 | 67.32 | 1013.2 | 83.14 | 447.47 | 450.8438229795386 |
19.06 | 56.65 | 1020.82 | 82.14 | 455.7 | 454.25095018004106 |
19.08 | 44.63 | 1020.05 | 41.07 | 455.95 | 463.13775609127424 |
19.08 | 58.59 | 1013.42 | 68.88 | 451.05 | 455.0606464477156 |
19.11 | 58.95 | 1017.07 | 85.49 | 449.89 | 452.78710305999806 |
19.12 | 50.16 | 1011.52 | 99.71 | 451.49 | 452.433083794051 |
19.13 | 42.18 | 1001.45 | 98.77 | 456.04 | 453.7206916287227 |
19.14 | 56.65 | 1020.84 | 82.97 | 458.06 | 453.97719041615727 |
19.2 | 58.71 | 1009.8 | 84.62 | 448.17 | 452.20842313451317 |
19.22 | 62.1 | 1019.43 | 79.19 | 451.8 | 452.9007476374929 |
19.23 | 41.67 | 1012.53 | 48.86 | 465.66 | 461.8378158906787 |
19.24 | 58.33 | 1013.65 | 85.47 | 449.26 | 452.41543202652105 |
19.25 | 43.43 | 1012.01 | 73.26 | 451.08 | 457.758643714557 |
19.26 | 44.34 | 1019.45 | 51.32 | 467.72 | 461.31875334620537 |
19.31 | 43.56 | 1013.65 | 41.54 | 463.35 | 462.3713163829519 |
19.31 | 60.07 | 1014.86 | 69.37 | 453.47 | 454.29376940501476 |
19.32 | 52.84 | 1004.29 | 83.51 | 450.88 | 453.1538192034153 |
19.43 | 52.9 | 1018.35 | 61.12 | 456.08 | 457.3375291656148 |
19.44 | 59.21 | 1018.5 | 88.35 | 448.04 | 451.78495851322333 |
19.47 | 58.79 | 1016.8 | 87.26 | 450.17 | 451.85242166322104 |
19.54 | 44.57 | 1007.19 | 78.93 | 450.54 | 455.6955332352781 |
19.54 | 50.66 | 1014.7 | 84.53 | 456.61 | 453.9716415466415 |
19.57 | 68.61 | 1011.13 | 96.4 | 448.73 | 447.41632457686063 |
19.6 | 48.14 | 1013.18 | 68.71 | 456.57 | 456.66826631159074 |
19.6 | 60.95 | 1015.4 | 84.26 | 456.06 | 451.3868160236605 |
19.61 | 56.65 | 1020.64 | 63.74 | 457.41 | 455.85961858608687 |
19.62 | 58.79 | 1017.59 | 87.39 | 446.29 | 451.60844251281037 |
19.62 | 68.63 | 1012.26 | 68.05 | 453.84 | 451.54257776593613 |
19.64 | 56.65 | 1020.79 | 73.88 | 456.03 | 454.3347436794248 |
19.65 | 42.23 | 1013.04 | 75.9 | 461.16 | 456.9850125389704 |
19.65 | 57.85 | 1011.73 | 93.89 | 450.5 | 450.35966629930147 |
19.66 | 51.43 | 1010.17 | 84.19 | 459.12 | 453.22902771494347 |
19.67 | 60.77 | 1017.33 | 88.13 | 444.87 | 450.88923626750994 |
19.68 | 44.34 | 1019.49 | 49.5 | 468.27 | 460.777395244504 |
19.68 | 51.19 | 1008.64 | 94.88 | 452.04 | 451.56627819803873 |
19.68 | 56.65 | 1020.75 | 67.25 | 456.89 | 455.22151625901796 |
19.69 | 39.72 | 1001.49 | 60.34 | 456.55 | 458.8632715562841 |
19.69 | 56.65 | 1020.84 | 72.14 | 455.07 | 454.4962025118112 |
19.7 | 51.3 | 1014.88 | 88.1 | 454.94 | 452.99732617118093 |
19.7 | 52.84 | 1004.86 | 89.72 | 444.64 | 451.56134671760685 |
19.72 | 44.78 | 1009.27 | 39.18 | 464.54 | 461.2640328521535 |
19.73 | 49.69 | 1007.78 | 73.02 | 454.28 | 454.96273138933316 |
19.73 | 68.63 | 1012.41 | 74.12 | 450.26 | 450.45712572408365 |
19.76 | 62.1 | 1020.07 | 73.55 | 450.44 | 452.73403331175916 |
19.78 | 50.32 | 1008.62 | 96.4 | 449.23 | 451.36693359666157 |
19.79 | 60.1 | 1010.47 | 84.04 | 452.41 | 450.8630071025483 |
19.8 | 57.25 | 1010.84 | 88.9 | 451.75 | 450.8754162418666 |
19.8 | 58.79 | 1017.04 | 87.71 | 449.66 | 451.1697942873426 |
19.8 | 67.71 | 1005.58 | 69.65 | 446.03 | 450.6475445784007 |
19.82 | 46.63 | 1013.17 | 87.1 | 456.36 | 453.9368453997675 |
19.83 | 46.33 | 1013.27 | 96.4 | 451.22 | 452.6438110023007 |
19.83 | 59.21 | 1012.67 | 96.42 | 440.03 | 449.3808509555166 |
19.86 | 41.67 | 1012.31 | 53.9 | 462.86 | 459.869498864356 |
19.87 | 48.14 | 1016.94 | 81.56 | 451.14 | 454.579016450257 |
19.87 | 49.69 | 1012.23 | 68.57 | 456.03 | 455.70412271625406 |
19.89 | 50.78 | 1008.85 | 92.97 | 446.35 | 451.5591661954988 |
19.89 | 51.43 | 1007.38 | 91.79 | 448.85 | 451.44957897086954 |
19.89 | 68.08 | 1012.65 | 80.25 | 448.71 | 449.4109294018897 |
19.92 | 46.97 | 1014.32 | 69.17 | 459.39 | 456.3684360885655 |
19.93 | 56.65 | 1020.7 | 62.82 | 456.53 | 455.38148152279337 |
19.94 | 44.63 | 1004.73 | 78.48 | 455.58 | 454.77441817350666 |
19.94 | 44.9 | 1008.52 | 74.69 | 459.47 | 455.56852272126025 |
19.94 | 56.53 | 1020.48 | 76.43 | 453.8 | 453.388777892959 |
19.95 | 58.46 | 1017.45 | 89.46 | 447.1 | 450.74082943000445 |
19.97 | 50.78 | 1008.75 | 92.7 | 446.57 | 451.4361052165287 |
19.99 | 40.79 | 1003.15 | 87.55 | 455.28 | 454.1835978057368 |
20.01 | 45.09 | 1014.21 | 38.19 | 453.96 | 461.17395495323035 |
20.01 | 68.63 | 1012.34 | 69.49 | 454.5 | 450.5867733837238 |
20.03 | 60.77 | 1017.23 | 87.82 | 449.31 | 450.23193343537906 |
20.04 | 49.39 | 1020.62 | 78.84 | 449.63 | 454.63584061731206 |
20.04 | 58.2 | 1017.56 | 74.31 | 448.92 | 452.85108866192985 |
20.08 | 54.42 | 1011.79 | 89.35 | 457.14 | 451.0525967345181 |
20.08 | 62.52 | 1017.99 | 75.74 | 450.98 | 451.52328444134787 |
20.1 | 57.17 | 1011.96 | 87.68 | 452.67 | 450.58585768893437 |
20.11 | 51.19 | 1007.82 | 92.06 | 449.03 | 451.0815006280817 |
20.12 | 58.12 | 1015.47 | 79.38 | 453.33 | 451.8069735038988 |
20.16 | 57.76 | 1019.34 | 72.1 | 455.13 | 453.1966266064801 |
20.19 | 44.57 | 1009.2 | 72.13 | 454.36 | 455.59739505823717 |
20.19 | 66.86 | 1012.97 | 64.7 | 454.84 | 451.4309223325164 |
20.21 | 54.9 | 1016.82 | 66.56 | 454.23 | 454.4162557726173 |
20.21 | 69.94 | 1009.33 | 83.96 | 447.06 | 447.518481672599 |
20.23 | 52.05 | 1012.15 | 47.49 | 457.57 | 457.4899833309962 |
20.24 | 56.65 | 1020.72 | 62.9 | 455.49 | 454.77349685896206 |
20.25 | 44.78 | 1007.93 | 40.16 | 462.44 | 459.9896954813431 |
20.28 | 48.78 | 1017.4 | 82.51 | 451.59 | 453.52748857898166 |
20.28 | 62.52 | 1017.89 | 75.67 | 452.45 | 451.13958592197406 |
20.3 | 58.46 | 1015.93 | 82.13 | 448.79 | 451.0112917711592 |
20.33 | 57.76 | 1016.47 | 75.35 | 450.25 | 452.1609729511189 |
20.37 | 52.05 | 1012.34 | 62.57 | 456.11 | 455.0355456385036 |
20.43 | 63.09 | 1016.46 | 91.78 | 445.58 | 448.24161243610126 |
20.45 | 59.8 | 1015.13 | 79.21 | 452.96 | 450.74872313991176 |
20.5 | 49.69 | 1009.6 | 70.81 | 452.94 | 453.94807606743166 |
20.51 | 39.72 | 1002.25 | 47.97 | 452.39 | 459.1480198621104 |
20.51 | 68.08 | 1012.73 | 78.05 | 445.96 | 448.54249260358654 |
20.56 | 60.08 | 1017.79 | 78.08 | 452.8 | 450.84813038147144 |
20.56 | 64.45 | 1012.24 | 53.09 | 458.97 | 452.9523382793833 |
20.58 | 39.53 | 1005.68 | 62.09 | 460.1 | 457.2797775931837 |
20.59 | 59.8 | 1015.27 | 77.94 | 453.83 | 450.67534900317094 |
20.6 | 59.15 | 1013.32 | 91.07 | 443.76 | 448.7439698617696 |
20.61 | 60.1 | 1010.84 | 80.57 | 450.46 | 449.8176765506547 |
20.61 | 62.91 | 1013.24 | 79.54 | 446.53 | 449.46273191454407 |
20.61 | 63.86 | 1015.43 | 73.86 | 446.34 | 450.23276134284237 |
20.61 | 65.61 | 1014.91 | 83.82 | 449.72 | 448.30116288608934 |
20.64 | 61.86 | 1012.81 | 99.97 | 447.14 | 446.6513202266961 |
20.65 | 41.67 | 1012.76 | 45.27 | 455.5 | 459.6412858596402 |
20.65 | 57.5 | 1016.04 | 87.45 | 448.22 | 449.80841398023324 |
20.68 | 63.86 | 1015.73 | 74.36 | 447.84 | 450.0492245621949 |
20.69 | 50.78 | 1008.71 | 91.95 | 447.58 | 450.15348917672725 |
20.71 | 58.18 | 1007.63 | 98.44 | 447.06 | 447.2352893702609 |
20.72 | 63.94 | 1017.17 | 59.83 | 447.69 | 452.1889854808301 |
20.76 | 44.58 | 1017.09 | 57.47 | 462.01 | 457.27636447696545 |
20.76 | 59.04 | 1012.51 | 85.39 | 448.92 | 449.22543586447625 |
20.76 | 69.05 | 1001.89 | 77.86 | 442.82 | 446.96369987423526 |
20.77 | 43.77 | 1010.76 | 63.12 | 453.46 | 456.11949013569995 |
20.78 | 58.86 | 1016.02 | 77.29 | 446.2 | 450.69910348096573 |
20.8 | 69.45 | 1013.7 | 82.48 | 443.77 | 447.07428167616905 |
20.82 | 63.77 | 1014.28 | 86.37 | 448.9 | 447.93156732156143 |
20.83 | 44.78 | 1008.51 | 35.9 | 460.6 | 459.5396287629999 |
20.85 | 59.21 | 1012.9 | 75.97 | 444.44 | 450.41539217977504 |
20.87 | 57.19 | 1006.5 | 77.0 | 445.95 | 450.20916835758374 |
20.88 | 59.8 | 1015.66 | 75.34 | 453.18 | 450.5270199129546 |
20.9 | 67.07 | 1005.43 | 82.85 | 443.46 | 446.747552050482 |
20.92 | 70.02 | 1010.23 | 95.58 | 444.64 | 444.507199619309 |
20.94 | 44.78 | 1008.14 | 35.7 | 465.57 | 459.32651068324674 |
20.94 | 68.12 | 1012.43 | 78.2 | 446.41 | 447.6568115900023 |
20.95 | 44.89 | 1010.48 | 67.97 | 450.39 | 454.76275216738793 |
20.95 | 48.14 | 1013.3 | 67.72 | 452.38 | 454.21851332168194 |
20.95 | 70.72 | 1009.96 | 87.73 | 445.66 | 445.39798853968495 |
20.96 | 69.48 | 1011.04 | 82.63 | 444.31 | 446.51975987000213 |
20.98 | 60.1 | 1011.07 | 79.44 | 450.95 | 449.28757124138815 |
20.99 | 67.07 | 1005.17 | 82.41 | 442.02 | 446.61697690688106 |
21.01 | 58.96 | 1014.33 | 61.8 | 453.88 | 452.35263519535005 |
21.06 | 50.59 | 1016.42 | 66.12 | 454.15 | 453.88291464930387 |
21.06 | 62.91 | 1011.92 | 75.52 | 455.22 | 449.07372918845823 |
21.06 | 67.07 | 1004.9 | 84.09 | 446.44 | 446.2148995417356 |
21.08 | 44.05 | 1008.13 | 72.52 | 449.6 | 453.8663667211942 |
21.11 | 58.66 | 1011.7 | 68.71 | 457.89 | 451.01241377116 |
21.11 | 59.39 | 1013.87 | 85.29 | 446.02 | 448.5883814092371 |
21.13 | 51.43 | 1007.43 | 88.72 | 445.4 | 449.5097304398742 |
21.14 | 58.05 | 1012.98 | 87.27 | 449.74 | 448.503305348983 |
21.14 | 58.98 | 1009.05 | 94.36 | 448.31 | 446.91722060578974 |
21.16 | 45.38 | 1014.65 | 73.06 | 458.63 | 453.8324720669498 |
21.18 | 44.57 | 1007.27 | 73.67 | 449.93 | 453.3060649640138 |
21.18 | 60.1 | 1011.02 | 78.19 | 452.39 | 449.0800812223206 |
21.19 | 74.93 | 1015.75 | 80.84 | 443.29 | 445.3619054648025 |
21.26 | 50.32 | 1008.41 | 87.22 | 446.22 | 449.83432112958207 |
21.28 | 70.32 | 1011.06 | 90.12 | 439.0 | 444.60209183702807 |
21.32 | 45.01 | 1012.23 | 59.94 | 452.75 | 455.3330390953461 |
21.32 | 49.02 | 1008.81 | 85.81 | 445.65 | 450.2809554999446 |
21.33 | 58.46 | 1016.17 | 79.73 | 445.27 | 449.39422908092763 |
21.33 | 60.1 | 1010.97 | 78.36 | 451.95 | 448.7618842842812 |
21.33 | 63.86 | 1020.33 | 72.13 | 445.02 | 449.4952622600192 |
21.34 | 59.8 | 1016.92 | 77.06 | 450.74 | 449.4914112072881 |
21.36 | 58.95 | 1018.35 | 78.87 | 443.93 | 449.51712426113426 |
21.36 | 68.28 | 1007.6 | 72.37 | 445.91 | 447.26408438944804 |
21.38 | 44.05 | 1005.69 | 81.66 | 445.71 | 451.7557366468961 |
21.39 | 51.3 | 1013.39 | 89.05 | 452.7 | 449.4776919784881 |
21.39 | 63.9 | 1013.44 | 70.95 | 449.38 | 448.98079679330425 |
21.4 | 44.57 | 1005.7 | 73.09 | 445.09 | 452.8385186409049 |
21.4 | 68.28 | 1008.2 | 60.34 | 450.22 | 448.9907086576164 |
21.41 | 56.9 | 1007.03 | 79.41 | 441.41 | 448.93146897513117 |
21.42 | 43.79 | 1015.76 | 43.08 | 462.19 | 458.191223029991 |
21.44 | 51.19 | 1009.1 | 84.94 | 446.17 | 449.6590005617063 |
21.44 | 63.09 | 1016.56 | 90.11 | 444.19 | 446.5452373588345 |
21.45 | 45.09 | 1013.83 | 52.26 | 453.15 | 456.31295277561605 |
21.45 | 60.08 | 1017.92 | 72.7 | 451.49 | 449.9268730104552 |
21.45 | 66.05 | 1014.81 | 73.73 | 453.38 | 448.035018368965 |
21.46 | 46.63 | 1012.97 | 71.29 | 452.1 | 453.06361431502813 |
21.47 | 58.79 | 1017.0 | 76.97 | 446.33 | 449.51211271813503 |
21.49 | 56.9 | 1007.47 | 66.66 | 452.46 | 450.67294754488756 |
21.52 | 66.51 | 1015.32 | 72.85 | 444.87 | 447.9552056621949 |
21.53 | 52.84 | 1005.06 | 88.22 | 444.04 | 448.2666586698021 |
21.54 | 58.49 | 1010.85 | 78.9 | 449.12 | 448.6696822105525 |
21.54 | 69.48 | 1011.04 | 80.48 | 443.15 | 445.71467031907304 |
21.55 | 44.57 | 1006.03 | 71.54 | 446.84 | 452.8021698612505 |
21.55 | 60.27 | 1017.42 | 92.59 | 443.93 | 446.74436600081026 |
21.57 | 66.49 | 1014.76 | 68.19 | 455.18 | 448.49796091182594 |
21.58 | 63.87 | 1015.27 | 63.15 | 451.88 | 449.90863388073825 |
21.61 | 41.54 | 1014.5 | 75.62 | 458.47 | 453.53620348431406 |
21.61 | 49.39 | 1019.41 | 78.2 | 449.26 | 451.6024110197605 |
21.62 | 50.05 | 1007.2 | 92.9 | 444.16 | 448.28015134415506 |
21.65 | 58.18 | 1008.33 | 95.28 | 441.05 | 445.9401390971127 |
21.69 | 44.57 | 1005.84 | 71.53 | 447.88 | 452.51812264484727 |
21.71 | 65.27 | 1013.24 | 63.58 | 444.91 | 449.0808543549187 |
21.73 | 69.05 | 1001.31 | 86.64 | 439.01 | 443.7646779089382 |
21.75 | 59.8 | 1016.65 | 72.94 | 453.17 | 449.2796285666693 |
Now that we have real predictions we can use an evaluation metric such as Root Mean Squared Error to validate our regression model. The lower the Root Mean Squared Error, the better our model.
//Now let's compute some evaluation metrics against our test dataset
import org.apache.spark.mllib.evaluation.RegressionMetrics
val metrics = new RegressionMetrics(predictionsAndLabels.select("Predicted_PE", "PE").rdd.map(r => (r(0).asInstanceOf[Double], r(1).asInstanceOf[Double])))
import org.apache.spark.mllib.evaluation.RegressionMetrics
metrics: org.apache.spark.mllib.evaluation.RegressionMetrics = org.apache.spark.mllib.evaluation.RegressionMetrics@225e9fbb
val rmse = metrics.rootMeanSquaredError
rmse: Double = 4.426730543741229
val explainedVariance = metrics.explainedVariance
explainedVariance: Double = 269.3177257387674
val r2 = metrics.r2
r2: Double = 0.9314313152952859
println (f"Root Mean Squared Error: $rmse")
println (f"Explained Variance: $explainedVariance")
println (f"R2: $r2")
Root Mean Squared Error: 4.426730543741229
Explained Variance: 269.3177257387674
R2: 0.9314313152952859
Generally a good model will have 68% of predictions within 1 RMSE and 95% within 2 RMSE of the actual value. Let's calculate and see if our RMSE meets this criteria.
display(predictionsAndLabels) // recall the DataFrame predictionsAndLabels
// First we calculate the residual error and divide it by the RMSE from predictionsAndLabels DataFrame and make another DataFrame that is registered as a temporary table Power_Plant_RMSE_Evaluation
predictionsAndLabels.selectExpr("PE", "Predicted_PE", "PE - Predicted_PE AS Residual_Error", s""" (PE - Predicted_PE) / $rmse AS Within_RSME""").createOrReplaceTempView("Power_Plant_RMSE_Evaluation")
SELECT * from Power_Plant_RMSE_Evaluation
PE | Predicted_PE | Residual_Error | Within_RSME |
---|---|---|---|
490.34 | 493.23742177145346 | -2.8974217714534802 | -0.6545286058917738 |
482.66 | 488.93663844862806 | -6.276638448628034 | -1.417894851879411 |
489.04 | 488.2642491377767 | 0.7757508622233331 | 0.17524239493640179 |
489.64 | 487.6850017397038 | 1.954998260296179 | 0.4416348004421164 |
489.0 | 487.84320058785806 | 1.156799412141936 | 0.26132139752158323 |
488.03 | 486.78756854756284 | 1.2424314524371312 | 0.28066570579809824 |
491.9 | 485.8682911927762 | 6.031708807223765 | 1.362565159009226 |
489.36 | 485.34119715268844 | 4.018802847311576 | 0.9078489886838934 |
481.47 | 482.9938172155268 | -1.5238172155267762 | -0.344230849488058 |
482.05 | 482.56483906211207 | -0.5148390621120598 | -0.11630232674540568 |
494.75 | 487.00024243767604 | 7.749757562323964 | 1.7506729821811777 |
482.98 | 483.34675257798034 | -0.36675257798032135 | -8.284953745351807e-2 |
475.34 | 482.83365300532864 | -7.493653005328667 | -1.6928188719152182 |
483.73 | 483.61453434986964 | 0.1154656501303748 | 2.6083731320314243e-2 |
488.42 | 484.5318759947065 | 3.8881240052934913 | 0.8783285919200003 |
495.35 | 487.26575386983336 | 8.084246130166662 | 1.8262340683005074 |
491.32 | 487.10787889447676 | 4.212121105523238 | 0.9515196517842229 |
486.46 | 482.0547750131382 | 4.405224986861754 | 0.9951418870728689 |
483.12 | 483.68809525895665 | -0.5680952589566459 | -0.12833292050266135 |
495.23 | 487.01940772826526 | 8.210592271734754 | 1.8547757064959307 |
479.91 | 480.1986449575326 | -0.2886449575325969 | -6.520499828947122e-2 |
492.12 | 484.355413676767 | 7.764586323233004 | 1.7540228045303168 |
491.38 | 483.7973981417882 | 7.582601858211774 | 1.7129124493318213 |
481.56 | 484.07023605498466 | -2.5102360549846594 | -0.5670632152060346 |
491.84 | 484.0557258406543 | 7.784274159345671 | 1.7584702936914771 |
484.64 | 483.0334383183447 | 1.6065616816553074 | 0.3629228537360962 |
490.07 | 483.99520022490054 | 6.07479977509945 | 1.372299423936783 |
478.02 | 480.0203474136323 | -2.000347413632312 | -0.4518791902661707 |
476.61 | 479.76022567105224 | -3.150225671052226 | -0.7116370964811038 |
487.09 | 483.77988944315933 | 3.310110556840641 | 0.7477551488921478 |
482.82 | 483.22173492804495 | -0.40173492804495936 | -9.075206274141889e-2 |
481.6 | 480.1171178824092 | 1.4828821175908047 | 0.33498359634457314 |
470.02 | 482.047812550469 | -12.027812550469037 | -2.7170871214365335 |
489.05 | 481.8132715930524 | 7.236728406947634 | 1.6347795140093504 |
487.03 | 484.63339497556956 | 2.3966050244304142 | 0.5413939250987108 |
490.57 | 482.2826790358652 | 8.287320964134778 | 1.8721087453248941 |
488.57 | 482.86050781997426 | 5.709492180025734 | 1.2897763086344047 |
480.39 | 483.17821215232357 | -2.788212152323581 | -0.6298581141934918 |
481.37 | 483.0829476732457 | -1.7129476732457078 | -0.3869554869716598 |
489.62 | 482.71830544679347 | 6.901694553206539 | 1.5590952476121591 |
481.13 | 481.3586268382406 | -0.2286268382405865 | -5.1646883852877044e-2 |
485.94 | 481.4164995749667 | 4.523500425033319 | 1.0218603505083248 |
482.49 | 482.30375285026366 | 0.18624714973634582 | 4.207329718762145e-2 |
483.77 | 483.6070229944064 | 0.16297700559357509 | 3.6816563371809816e-2 |
491.77 | 481.024916434396 | 10.745083565603977 | 2.427318188769363 |
483.43 | 482.20819442296613 | 1.2218055770338765 | 0.2760063132284699 |
481.49 | 482.69052441989805 | -1.200524419898045 | -0.2711988922830229 |
478.78 | 480.9741288614049 | -2.19412886140492 | -0.4956544880526121 |
492.96 | 485.85657176943226 | 7.103428230567715 | 1.6046669568833274 |
481.36 | 483.9924395950768 | -2.6324395950767894 | -0.5946690382586505 |
486.68 | 481.76650494734656 | 4.913495052653445 | 1.1099602752194693 |
484.94 | 483.0697247196729 | 1.870275280327121 | 0.42249584921572103 |
483.01 | 481.33834961288636 | 1.6716503871136297 | 0.3776264153862057 |
488.17 | 483.18839461041057 | 4.981605389589447 | 1.1253464244921645 |
490.41 | 480.167910698229 | 10.242089301771045 | 2.313691606156582 |
483.11 | 482.41490386834903 | 0.6950961316509847 | 0.1570224626917381 |
485.89 | 480.9406822010133 | 4.9493177989866695 | 1.1180526463225338 |
487.08 | 482.5086450499145 | 4.571354950085492 | 1.032670704691692 |
477.8 | 480.01746628251476 | -2.2174662825147493 | -0.5009264197591455 |
489.96 | 480.63940670946056 | 9.32059329053942 | 2.105525330363155 |
486.92 | 483.01084464877744 | 3.90915535122258 | 0.8830795804252357 |
486.37 | 482.5797273079528 | 3.7902726920472105 | 0.8562239455496382 |
488.2 | 483.515864024814 | 4.6841359751859954 | 1.0581479782655172 |
479.06 | 481.66343779511766 | -2.6034377951176566 | -0.5881175213608946 |
480.05 | 484.68450470880424 | -4.634504708804229 | -1.0469362575855816 |
487.18 | 482.82186089035656 | 4.358139109643446 | 0.9845051707078124 |
480.47 | 481.888024420669 | -1.418024420668985 | -0.32033221960479863 |
480.36 | 480.6306788292835 | -0.2706788292834972 | -6.1146443545383344e-2 |
487.85 | 479.89671820679814 | 7.9532817932018816 | 1.7966491781268903 |
486.11 | 479.69141160572326 | 6.418588394276753 | 1.449961394951344 |
481.83 | 481.1970697561752 | 0.6329302438247737 | 0.14297916658145085 |
482.96 | 482.17217802621497 | 0.7878219737850145 | 0.17796926331982943 |
483.92 | 481.3074409763506 | 2.6125590236493963 | 0.5901780101215298 |
477.69 | 479.6499231838063 | -1.9599231838063247 | -0.442747342409937 |
474.25 | 480.7071489556114 | -6.4571489556113875 | -1.4586722394343345 |
479.08 | 479.70246751967267 | -0.6224675196726821 | -0.1406156334843473 |
478.89 | 481.00544489343514 | -2.1154448934351535 | -0.4778797517789045 |
483.11 | 482.3890108435553 | 0.7209891564447162 | 0.162871706176942 |
488.43 | 481.25646633043834 | 7.173533669561664 | 1.620503800418579 |
483.28 | 480.33371483717843 | 2.946285162821539 | 0.6655668633337463 |
486.76 | 482.5311759738767 | 4.228824026123277 | 0.9552928474723261 |
476.58 | 480.6772110604413 | -4.097211060441339 | -0.9255614318414334 |
481.61 | 482.5325778309449 | -0.9225778309448742 | -0.20841065925037358 |
477.8 | 480.033051046645 | -2.2330510466450164 | -0.5044470235041152 |
475.32 | 479.33241321090156 | -4.01241321090157 | -0.9064055675524582 |
475.89 | 478.24994196854914 | -2.359941968549151 | -0.5331117277706852 |
485.03 | 480.335556547251 | 4.694443452748999 | 1.0604764411030796 |
482.46 | 479.7315598782726 | 2.728440121727374 | 0.6163555912805676 |
484.57 | 477.91894784424034 | 6.651052155759658 | 1.5024750411256238 |
483.94 | 483.4519151987013 | 0.4880848012987258 | 0.1102585297378917 |
482.39 | 482.344523193014 | 4.5476806985959684e-2 | 1.0273226828829113e-2 |
483.8 | 478.4576001166274 | 5.342399883372593 | 1.2068500286121981 |
482.22 | 478.7638216096876 | 3.4561783903124024 | 0.7807519242839278 |
481.52 | 479.1388800137486 | 2.381119986251406 | 0.5378958494815034 |
483.79 | 477.1846287648628 | 6.605371235137227 | 1.4921557049539163 |
480.54 | 476.81117998099046 | 3.728820019009561 | 0.8423417649130654 |
477.27 | 480.8442435906709 | -3.5742435906709034 | -0.8074228949228406 |
474.5 | 480.13649956917493 | -5.63649956917493 | -1.2732872519526048 |
475.52 | 479.22351270593606 | -3.7035127059360775 | -0.8366248339132186 |
481.44 | 478.9150538893924 | 2.524946110607573 | 0.5703862219889325 |
480.6 | 476.2108626985999 | 4.389137301400126 | 0.9915076732207578 |
487.19 | 481.02543213301226 | 6.164567866987738 | 1.3925780677352422 |
475.42 | 480.36098930984303 | -4.940989309843019 | -1.1161712376708537 |
476.22 | 478.5121049560687 | -2.2921049560686697 | -0.5177873225894406 |
485.13 | 479.57731721621764 | 5.552682783782359 | 1.2543530104024667 |
488.02 | 484.33140555054166 | 3.6885944494583214 | 0.8332547944833625 |
477.78 | 478.4450809561198 | -0.665080956119823 | -0.15024202389281485 |
477.2 | 480.5031526805201 | -3.3031526805200997 | -0.7461833621633669 |
467.56 | 479.216941083543 | -11.656941083543018 | -2.6333071255092055 |
485.18 | 477.61463487250904 | 7.5653651274909635 | 1.7090186657480926 |
483.52 | 478.33312476560263 | 5.186875234397348 | 1.1717169552438327 |
480.21 | 479.4778900760478 | 0.73210992395218 | 0.16538389150143323 |
478.81 | 481.48536176156256 | -2.675361761562556 | -0.6043651708923505 |
484.67 | 477.96751548079953 | 6.702484519200482 | 1.5140936302700527 |
477.9 | 479.6817134321856 | -1.7817134321855974 | -0.40248969630751263 |
475.17 | 477.50500673160894 | -2.335006731608928 | -0.5274788489013178 |
485.73 | 478.3204506384974 | 7.409549361502627 | 1.67381982894321 |
479.91 | 478.13995557721 | 1.770044422790022 | 0.39985366294603464 |
486.4 | 479.6503730840347 | 6.74962691596528 | 1.5247431144207089 |
480.15 | 477.13243295540536 | 3.017567044594614 | 0.6816694657100887 |
480.58 | 482.82343628916317 | -2.243436289163185 | -0.5067930534726327 |
484.07 | 478.169470130244 | 5.900529869755985 | 1.3329317905058622 |
481.89 | 480.64379114125165 | 1.2462088587483322 | 0.28151902322365097 |
483.14 | 478.8928744938183 | 4.247125506181703 | 0.9594271583090908 |
479.31 | 476.1246111330096 | 3.1853888669904222 | 0.7195804749159878 |
484.21 | 477.28823577085257 | 6.9217642291474135 | 1.563628994525951 |
476.02 | 478.3060058047933 | -2.2860058047933194 | -0.5164095221529597 |
480.69 | 478.2957350932858 | 2.39426490671417 | 0.5408652916765675 |
481.91 | 476.52270993698903 | 5.387290063010994 | 1.2169907361151358 |
485.06 | 478.99917896902593 | 6.060821030974068 | 1.3691416206805749 |
485.29 | 480.8674382556005 | 4.422561744399502 | 0.9990582667500236 |
482.39 | 481.121045370298 | 1.268954629701966 | 0.28665730095004055 |
478.25 | 478.83543896627515 | -0.5854389662751487 | -0.1322508701377536 |
475.79 | 476.292443939849 | -0.5024439398490017 | -0.1135022642296099 |
485.87 | 479.017884430858 | 6.852115569142029 | 1.5478953375262363 |
479.23 | 476.458241933477 | 2.7717580665230344 | 0.6261411303748561 |
478.61 | 480.1903466285652 | -1.5803466285651666 | -0.3570008639445094 |
479.94 | 479.44872675152214 | 0.49127324847785303 | 0.11097880108660418 |
479.25 | 479.3384367489257 | -8.843674892568743e-2 | -1.9977892950978116e-2 |
480.99 | 477.4418937681193 | 3.548106231880695 | 0.8015184563011668 |
481.07 | 476.335613607556 | 4.73438639244398 | 1.0694995653480046 |
480.4 | 482.3769169335783 | -1.976916933578309 | -0.44658623651114027 |
482.8 | 476.0442018293985 | 6.7557981706015084 | 1.5261372030319875 |
480.08 | 479.653352828527 | 0.42664717147300735 | 9.637974736823006e-2 |
475.0 | 478.669695167618 | -3.669695167617988 | -0.8289854400120238 |
483.88 | 476.69692642239215 | 7.183073577607843 | 1.6226588690300323 |
482.52 | 476.90393713153384 | 5.616062868466145 | 1.2686705940135579 |
478.45 | 479.2188844607779 | -0.7688844607778833 | -0.1736912724143504 |
482.3 | 475.8126128394661 | 6.487387160533899 | 1.4655030606518726 |
472.45 | 476.2100211409336 | -3.7600211409335884 | -0.8493901094227944 |
480.2 | 480.2141595165957 | -1.4159516595725563e-2 | -3.198639821379035e-3 |
478.38 | 474.9481764100604 | 3.4318235899395972 | 0.7752501662410219 |
472.77 | 479.3059821141381 | -6.535982114138108 | -1.476480677907776 |
483.53 | 476.37445774556215 | 7.155542254437819 | 1.6164395333605168 |
475.47 | 478.69800488773853 | -3.228004887738507 | -0.7292074491189552 |
467.24 | 476.41215657483457 | -9.17215657483456 | -2.0719934236346713 |
481.03 | 480.7338755379791 | 0.2961244620208845 | 6.689462100636837e-2 |
482.37 | 480.5113047501551 | 1.8586952498449136 | 0.41987991622233384 |
484.97 | 478.0206284049022 | 6.94937159509783 | 1.5698655082865296 |
479.53 | 475.49807173046975 | 4.031928269530226 | 0.910814026218696 |
482.8 | 476.4769333498684 | 6.323066650131636 | 1.4283829990672368 |
477.26 | 480.56589740371004 | -3.3058974037100484 | -0.7468033961055344 |
479.02 | 478.9378167534155 | 8.218324658446363e-2 | 1.856522455396774e-2 |
476.69 | 479.48396988958547 | -2.793969889585469 | -0.6311587890832315 |
476.62 | 476.72728884411396 | -0.10728884411395256 | -2.4236587940877453e-2 |
475.69 | 475.128341196902 | 0.5616588030979983 | 0.126878922841171 |
482.95 | 477.4310812891916 | 5.518918710808407 | 1.2467256943414768 |
483.24 | 479.02016340856596 | 4.219836591434046 | 0.9532625827881703 |
484.86 | 476.63324412260977 | 8.226755877390246 | 1.858427070746765 |
491.97 | 478.33373080005674 | 13.636269199943285 | 3.080438049075077 |
474.88 | 478.3928356085176 | -3.512835608517605 | -0.7935508099728947 |
475.64 | 477.10087603877054 | -1.4608760387705502 | -0.3300124153334841 |
484.96 | 478.1639636289798 | 6.796036371020193 | 1.5352270267791266 |
475.42 | 478.9677202117326 | -3.54772021173261 | -0.8014312542127925 |
480.38 | 475.6006326388749 | 4.779367361125082 | 1.0796607821278916 |
478.82 | 474.9766634864784 | 3.8433365135215922 | 0.8682110816425288 |
482.55 | 478.78607750598024 | 3.7639224940197664 | 0.8502714264687785 |
480.14 | 478.936561588862 | 1.203438411137995 | 0.27185716393772524 |
482.55 | 476.17230944382703 | 6.377690556172979 | 1.4407225588171686 |
477.91 | 478.2490255806105 | -0.33902558061049604 | -7.658599891286139e-2 |
476.25 | 474.4577268339341 | 1.792273166065911 | 0.40487514393663104 |
471.13 | 478.4377754427823 | -7.307775442782315 | -1.6508290646049095 |
482.16 | 478.00197412694797 | 4.158025873052054 | 0.9392995195813114 |
480.87 | 479.3152324207473 | 1.5547675792527116 | 0.3512225476318935 |
477.34 | 477.2801935898291 | 5.980641017089283e-2 | 1.3510289271040145e-2 |
483.66 | 478.2850316568694 | 5.374968343130604 | 1.2142072552236207 |
481.95 | 475.9420528274343 | 6.007947172565707 | 1.3571973973116784 |
479.68 | 476.171982140594 | 3.5080178594059817 | 0.7924624787397152 |
478.66 | 474.3450313497953 | 4.314968650204719 | 0.9747529486079686 |
478.8 | 479.7691576930095 | -0.9691576930094925 | -0.21893306661272718 |
481.12 | 475.8267885776992 | 5.293211422300828 | 1.1957383378088555 |
476.54 | 478.0366119605893 | -1.4966119605892914 | -0.33808517274793 |
478.03 | 477.46151999839276 | 0.5684800016072131 | 0.12841983400389334 |
479.23 | 479.1109121135172 | 0.11908788648281643 | 2.6901995797144206e-2 |
480.74 | 477.7248132633824 | 3.015186736617636 | 0.6811317532937902 |
478.88 | 479.5430352943536 | -0.6630352943536195 | -0.1497799081742298 |
481.05 | 479.7126835818631 | 1.3373164181369361 | 0.30210025320554296 |
473.54 | 473.2606881642323 | 0.27931183576771446 | 6.309664277231011e-2 |
469.73 | 476.0517595807651 | -6.321759580765104 | -1.4280877316337173 |
475.51 | 476.88388448180007 | -1.3738844818000757 | -0.3103609917578006 |
476.67 | 475.61433131158884 | 1.0556686884111741 | 0.23847593115956434 |
472.16 | 477.71300668632784 | -5.553006686327819 | -1.254426180102375 |
481.85 | 475.26738125651104 | 6.582618743488979 | 1.4870159090202295 |
479.45 | 479.3846135509578 | 6.538644904219382e-2 | 1.477082203131632e-2 |
482.38 | 475.5344685772045 | 6.845531422795489 | 1.546407976531145 |
469.58 | 473.85672752722843 | -4.276727527228445 | -0.9661142653634369 |
477.93 | 477.38261350304344 | 0.5473864969565625 | 0.12365480382140936 |
478.21 | 477.2300569616712 | 0.9799430383287699 | 0.22136947994593228 |
477.62 | 479.26549518227034 | -1.6454951822703379 | -0.37171794533481045 |
472.46 | 472.77738085732864 | -0.31738085732865784 | -7.169644824607395e-2 |
467.37 | 473.28874249013086 | -5.918742490130853 | -1.3370460279085923 |
473.2 | 475.32128019247386 | -2.1212801924738756 | -0.4791979479015423 |
480.05 | 476.8370208052357 | 3.21297919476433 | 0.7258131397464497 |
469.65 | 473.90133694044016 | -4.251336940440183 | -0.9603785228018842 |
485.23 | 477.4312500724955 | 7.7987499275045025 | 1.7617403748531366 |
477.88 | 474.53026960482464 | 3.3497303951753565 | 0.7567052844251841 |
475.21 | 475.5632280329809 | -0.3532280329808941 | -7.979433794096832e-2 |
475.91 | 476.45899184844643 | -0.5489918484464056 | -0.12401745329238582 |
477.85 | 475.1645128846792 | 2.685487115320825 | 0.6066524918978238 |
464.86 | 472.950567432704 | -8.090567432704006 | -1.8276620527858702 |
466.05 | 473.0969147577929 | -7.046914757792877 | -1.5919005433380664 |
463.16 | 472.9327435276111 | -9.772743527611055 | -2.207666229296096 |
475.75 | 478.45612153617066 | -2.706121536170656 | -0.6113138148868648 |
471.6 | 474.6981382928805 | -3.098138292880492 | -0.6998705392766273 |
470.82 | 475.02803269176593 | -4.208032691765936 | -0.9505960776662812 |
479.63 | 475.85397168574394 | 3.7760283142560525 | 0.8530061355541106 |
477.68 | 479.1805376742791 | -1.5005376742790872 | -0.3389719928629122 |
478.73 | 473.56546210095377 | 5.164537899046252 | 1.166670943264929 |
473.66 | 477.1725989266339 | -3.5125989266338706 | -0.7934973434514077 |
474.28 | 475.0636358283222 | -0.7836358283222467 | -0.17702361157495725 |
468.19 | 473.5875494551514 | -5.39754945515142 | -1.219308336438682 |
463.57 | 472.67682233352457 | -9.106822333524576 | -2.0572343953485794 |
475.46 | 476.92356417785004 | -1.4635641778500599 | -0.3306196669050328 |
473.05 | 471.6877231007335 | 1.3622768992665328 | 0.30773883474624397 |
474.92 | 475.94743429051795 | -1.027434290517931 | -0.23209777066069173 |
481.31 | 474.9322788912158 | 6.377721108784215 | 1.4407294606628838 |
473.43 | 474.55112952359076 | -1.1211295235907528 | -0.2532635570457008 |
477.27 | 477.4663665421075 | -0.19636654210751203 | -4.435927151363359e-2 |
476.91 | 473.86509374821264 | 3.0449062517873813 | 0.6878454023121982 |
468.27 | 473.1709885161772 | -4.900988516177222 | -1.1071350441934005 |
480.11 | 474.8258713039421 | 5.2841286960579055 | 1.1936865467289208 |
471.79 | 473.12117303724983 | -1.3311730372498118 | -0.3007124612840739 |
480.87 | 474.6297415713401 | 6.240258428659899 | 1.4096765924645542 |
477.53 | 474.8010725987133 | 2.7289274012866827 | 0.6164656679058543 |
476.03 | 471.6665106288925 | 4.363489371107448 | 0.9857137966702774 |
479.28 | 474.52503372536427 | 4.754966274635706 | 1.0741485680348346 |
470.76 | 473.3969220129811 | -2.636922012981131 | -0.5956816180531624 |
477.65 | 475.74847822607217 | 1.9015217739278114 | 0.42955444320330144 |
474.16 | 472.3991408528027 | 1.7608591471973227 | 0.39777870593161097 |
476.31 | 477.2616855096004 | -0.9516855096003951 | -0.2149860941831989 |
479.17 | 474.91770513370466 | 4.252294866295358 | 0.9605949185923461 |
473.16 | 477.42289023883336 | -4.262890238833336 | -0.962988417006872 |
478.03 | 473.500462025312 | 4.529537974687969 | 1.0232242351168392 |
470.66 | 473.24796901874254 | -2.5879690187425126 | -0.5846231192909482 |
479.14 | 473.0905849348082 | 6.049415065191795 | 1.3665650089646437 |
480.04 | 472.3076103285207 | 7.732389671479325 | 1.7467495694789534 |
472.54 | 471.6158321510643 | 0.9241678489357241 | 0.20876984487848865 |
479.24 | 473.69713759779097 | 5.542862402209039 | 1.2521345827217476 |
474.42 | 472.19156900447024 | 2.228430995529777 | 0.5034033523184427 |
477.41 | 476.3350912306922 | 1.0749087693077968 | 0.2428222722586008 |
472.16 | 475.7743537662549 | -3.614353766254851 | -0.816483797814402 |
476.55 | 472.6471168581112 | 3.9028831418888217 | 0.8816626861119764 |
474.24 | 472.6289552744016 | 1.61104472559839 | 0.3639355749529818 |
474.91 | 472.56580879643343 | 2.344191203566595 | 0.5295536243743026 |
474.94 | 477.2343522450388 | -2.2943522450387945 | -0.5182949859649091 |
478.47 | 473.38659302581175 | 5.083406974188279 | 1.1483434385622358 |
481.3 | 473.3858358704542 | 7.9141641295458385 | 1.7878124840318883 |
477.19 | 472.2522916899102 | 4.937708310089818 | 1.1154300586628294 |
479.61 | 471.9871102146375 | 7.622889785362531 | 1.7220135063653736 |
474.03 | 476.6632591260645 | -2.6332591260645017 | -0.5948541705994637 |
484.94 | 473.0585846959981 | 11.881415304001905 | 2.6840159315322563 |
478.76 | 472.54092404509436 | 6.219075954905634 | 1.4048914641300063 |
477.23 | 472.5905086170786 | 4.639491382921392 | 1.0480627490374306 |
477.93 | 473.2433331311531 | 4.686666868846885 | 1.0587197080412245 |
483.54 | 473.33367076102707 | 10.206329238972955 | 2.305613395286339 |
470.66 | 472.2586067915216 | -1.5986067915215472 | -0.36112584123326663 |
468.57 | 472.6833243896903 | -4.1133243896903195 | -0.9292014386342035 |
475.46 | 469.2649153602577 | 6.1950846397422765 | 1.3994718175248435 |
467.6 | 476.7704524928655 | -9.17045249286548 | -2.0716084709134153 |
479.16 | 472.29869321009727 | 6.8613067899027556 | 1.549971637556226 |
473.72 | 475.92801307429187 | -2.2080130742918413 | -0.49879093666852153 |
470.9 | 474.17032118629646 | -3.270321186296485 | -0.7387667159728655 |
479.2 | 473.8182300033423 | 5.381769996657681 | 1.2157437511679456 |
476.32 | 474.48343187958693 | 1.8365681204130624 | 0.4148813898351482 |
477.34 | 473.7501803957154 | 3.589819604284571 | 0.8109415219230067 |
472.34 | 471.57861538146386 | 0.7613846185361126 | 0.1719970553917276 |
473.29 | 471.6415723647882 | 1.6484276352118172 | 0.3723803874944367 |
477.3 | 472.77018851731134 | 4.529811482688672 | 1.0232860206712118 |
472.11 | 471.7714368874517 | 0.33856311254828597 | 7.648152721356992e-2 |
468.09 | 474.56364117639623 | -6.4736411763962565 | -1.462397837959455 |
477.62 | 472.71482842742716 | 4.90517157257284 | 1.108079998116908 |
468.84 | 472.4884135100401 | -3.648413510040143 | -0.8241779060165485 |
477.2 | 474.25793943550735 | 2.9420605644926354 | 0.6646125250727748 |
473.16 | 475.5315818680211 | -2.371581868021053 | -0.53574118519008 |
467.46 | 472.33524056547066 | -4.875240565470676 | -1.10131857299595 |
476.24 | 471.7121476384467 | 4.5278523615533 | 1.0228434545118277 |
462.07 | 471.87019509945424 | -9.800195099454243 | -2.213867549112591 |
478.3 | 473.3904021135141 | 4.909597886485926 | 1.1090799039998953 |
474.64 | 472.29889800972325 | 2.3411019902767407 | 0.5288557699963753 |
476.18 | 473.74084346680155 | 2.4391565331984566 | 0.5510063260225041 |
472.02 | 474.75489479763837 | -2.7348947976383897 | -0.6178137048583506 |
468.75 | 475.57737397289577 | -6.827373972895771 | -1.5423062021583203 |
476.87 | 476.24038222415226 | 0.6296177758477484 | 0.14223087889050282 |
472.27 | 469.24091010472654 | 3.0290898952734437 | 0.6842724817656111 |
476.7 | 472.7393314749404 | 3.9606685250595888 | 0.8947164246668264 |
473.93 | 472.63331852543587 | 1.2966814745641386 | 0.29292080503916434 |
476.04 | 471.3877571195438 | 4.652242880456242 | 1.0509433168535312 |
471.92 | 475.2099855538808 | -3.289985553880797 | -0.7432089035851462 |
469.9 | 471.8496328972687 | -1.9496328972687138 | -0.4404227630311086 |
467.19 | 474.9342554366792 | -7.744255436679225 | -1.749430050046418 |
464.07 | 472.07659673556776 | -8.006596735567769 | -1.808693042518245 |
472.45 | 477.14283533329444 | -4.692835333294454 | -1.060113166347895 |
475.51 | 470.4781347032422 | 5.031865296757815 | 1.1367001553487732 |
476.91 | 473.32755876405156 | 3.5824412359484654 | 0.8092747458987606 |
469.04 | 472.1000066981285 | -3.0600066981284613 | -0.6912565984968021 |
474.49 | 471.88884153658876 | 2.6011584634112523 | 0.587602619519935 |
474.29 | 471.6865589330199 | 2.6034410669801105 | 0.5881182604757834 |
465.61 | 472.6232718336548 | -7.013271833654812 | -1.5843005948420752 |
477.71 | 472.2836129719496 | 5.426387028050385 | 1.2258227543852944 |
460.6 | 470.4334505230218 | -9.833450523021781 | -2.2213799610922536 |
474.72 | 471.9112964053814 | 2.8087035946186347 | 0.6344871382762939 |
476.89 | 474.30545019143153 | 2.584549808568454 | 0.5838507184998287 |
471.56 | 474.67947860914313 | -3.1194786091431297 | -0.7046913242898037 |
473.54 | 475.18749689836216 | -1.6474968983621352 | -0.37217013370995955 |
467.96 | 469.77145732692486 | -1.8114573269248808 | -0.40920885267932683 |
475.13 | 472.0849073512217 | 3.0450926487782795 | 0.6878875094585574 |
470.88 | 473.80322256281073 | -2.923222562810736 | -0.6603570138109623 |
474.22 | 472.095881821932 | 2.124118178068045 | 0.4798390498539035 |
476.41 | 471.4926212025483 | 4.917378797451704 | 1.1108376145469667 |
465.45 | 471.19014476340374 | -5.740144763403748 | -1.2967007380920217 |
478.51 | 471.43677609572285 | 7.0732239042771425 | 1.597843788860761 |
464.43 | 469.74360467126985 | -5.313604671269843 | -1.200345179984476 |
475.19 | 471.726841712236 | 3.4631582877639744 | 0.7823286855940194 |
476.12 | 474.3311768410229 | 1.7888231589770953 | 0.4040957861115442 |
466.52 | 470.11266519044386 | -3.5926651904438813 | -0.8115843408457291 |
466.75 | 469.0361408145495 | -2.286140814549526 | -0.5164400209047749 |
476.97 | 474.02676004123447 | 2.9432399587655595 | 0.6648789506573615 |
476.73 | 470.9633331252543 | 5.766666874745738 | 1.3026920924516152 |
473.82 | 471.1277546061928 | 2.692245393807184 | 0.6081791894050652 |
478.29 | 473.9108447766557 | 4.3791552233442985 | 0.9892527182472863 |
473.79 | 470.24389582880195 | 3.546104171198067 | 0.8010661900828269 |
477.75 | 471.7153938676628 | 6.034606132337217 | 1.3632196657800408 |
470.33 | 474.5591424673956 | -4.229142467395604 | -0.9553647834686965 |
474.57 | 469.80095187612244 | 4.769048123877553 | 1.077329662773424 |
464.57 | 470.2642322610154 | -5.694232261015429 | -1.2863290875172577 |
469.34 | 471.3638012594583 | -2.0238012594583097 | -0.45717742235738257 |
465.82 | 471.92094622344666 | -6.10094622344667 | -1.3782059158926094 |
477.74 | 471.8558058768037 | 5.884194123196323 | 1.3292415395637174 |
474.28 | 470.3010756285351 | 3.9789243714648705 | 0.8988404268451593 |
464.14 | 466.34356012780336 | -2.203560127803371 | -0.4977850144773084 |
454.18 | 466.58075506687595 | -12.400755066875945 | -2.8013349681761994 |
467.21 | 469.33960229950543 | -2.12960229950545 | -0.48107791483184054 |
470.36 | 471.7275614063617 | -1.3675614063616877 | -0.3089326067734631 |
476.84 | 470.57863445021957 | 6.2613655497804075 | 1.4144446986124088 |
474.35 | 470.6068799512955 | 3.7431200487044975 | 0.8455721466933965 |
477.61 | 472.52356631529506 | 5.086433684704957 | 1.149027173541533 |
478.1 | 471.9097423001989 | 6.190257699801123 | 1.3983814100800132 |
462.1 | 471.2847044384872 | -9.184704438487188 | -2.0748279904845486 |
474.82 | 471.2662319288032 | 3.553768071196771 | 0.8027974678109325 |
463.03 | 469.73593028388507 | -6.705930283885095 | -1.5148720297345255 |
472.68 | 470.7066911497908 | 1.9733088502092073 | 0.44577116919826687 |
474.91 | 471.3317718037191 | 3.578228196280918 | 0.8083230187434893 |
468.91 | 470.5269251596348 | -1.616925159634775 | -0.3652639670876011 |
464.45 | 470.20921701183426 | -5.7592170118342665 | -1.3010091657774348 |
466.83 | 466.283253383728 | 0.5467466162720029 | 0.1235102545478006 |
475.24 | 470.1859434968623 | 5.054056503137701 | 1.1417131567412484 |
473.84 | 475.4613835085187 | -1.6213835085187043 | -0.3662711096818647 |
475.13 | 474.59940353258173 | 0.5305964674182633 | 0.11986193019325553 |
476.42 | 472.0863918606848 | 4.333608139315231 | 0.9789636158094918 |
474.46 | 470.7913069417128 | 3.6686930582872037 | 0.8287590631587497 |
468.13 | 467.5640782641256 | 0.5659217358743831 | 0.12784192086742582 |
470.27 | 471.5687225135002 | -1.298722513500195 | -0.2933818764587795 |
471.6 | 469.9595844589466 | 1.6404155410534145 | 0.37057045258215005 |
472.49 | 471.6990473850648 | 0.7909526149352359 | 0.1786764762661082 |
479.32 | 473.0943993730856 | 6.2256006269143995 | 1.4063653898510986 |
471.65 | 470.0014068012306 | 1.6485931987693903 | 0.3724177883608181 |
474.71 | 472.62554215898064 | 2.0844578410193435 | 0.47087976564701284 |
467.2 | 468.5105758445902 | -1.3105758445902325 | -0.29605954815641566 |
468.37 | 466.9976240128761 | 1.3723759871239167 | 0.31002022227539067 |
464.4 | 467.75156303440326 | -3.3515630344032843 | -0.7571192782768132 |
467.47 | 468.1754530950858 | -0.7054530950857725 | -0.15936210440528922 |
468.43 | 466.2393815815779 | 2.1906184184221047 | 0.494861477737634 |
466.05 | 470.0991015601047 | -4.0491015601047025 | -0.9146934786508656 |
471.1 | 470.4126440262426 | 0.6873559737574055 | 0.1552739582781314 |
468.01 | 470.10813793557554 | -2.0981379355755507 | -0.47397010385961286 |
477.41 | 473.0481764257403 | 4.361823574259745 | 0.9853374925715203 |
469.56 | 470.78228922773883 | -1.2222892277388269 | -0.2761155700942699 |
467.18 | 467.7057590529845 | -0.5257590529844833 | -0.1187691565568255 |
461.35 | 469.82262135976373 | -8.472621359763707 | -1.9139681704238347 |
474.4 | 474.37807432859705 | 2.1925671402925673e-2 | 4.953016946993865e-3 |
473.26 | 468.3049320923233 | 4.955067907676664 | 1.119351597915177 |
470.04 | 469.55683536649303 | 0.4831646335069877 | 0.10914706208854617 |
472.31 | 471.00250996619167 | 1.3074900338083353 | 0.29536246240624275 |
467.19 | 469.9361134525989 | -2.746113452598877 | -0.6203480029932007 |
476.2 | 469.7928661275298 | 6.407133872470183 | 1.4473738144123014 |
461.88 | 469.1737219130262 | -7.293721913026218 | -1.647654367248196 |
471.24 | 474.28849061231415 | -3.04849061231414 | -0.6886551106265717 |
473.02 | 468.0625826724588 | 4.9574173275411795 | 1.119882332695914 |
471.32 | 473.48514686066005 | -2.165146860660059 | -0.489107443804383 |
474.23 | 472.6140402906572 | 1.6159597093428033 | 0.3650458715241979 |
466.85 | 469.90391551417036 | -3.053915514170342 | -0.6898805978801096 |
465.78 | 470.2469481759373 | -4.466948175937318 | -1.0090851773783591 |
473.46 | 467.6324473479292 | 5.8275526520707785 | 1.3164462111456308 |
466.64 | 470.94254421143154 | -4.302544211431552 | -0.9719462634821406 |
466.2 | 471.4942842031327 | -5.29428420313269 | -1.1959806793792904 |
467.28 | 468.30907898088304 | -1.029078980883071 | -0.23246930679755132 |
475.73 | 468.8757392252607 | 6.854260774739316 | 1.5483799402315714 |
470.89 | 474.2377547754183 | -3.3477547754183092 | -0.7562589912213115 |
466.09 | 465.69130458295416 | 0.3986954170458148 | 9.006543612859241e-2 |
475.61 | 472.81803434170047 | 2.791965658299546 | 0.6307060325248371 |
465.75 | 466.9269506815472 | -1.1769506815472255 | -0.2658735764279277 |
474.81 | 469.0391508364551 | 5.770849163544881 | 1.3036368729748065 |
474.26 | 468.12380368536253 | 6.136196314637459 | 1.386168923995876 |
471.48 | 471.9340237695596 | -0.45402376955956925 | -0.10256413058651032 |
475.77 | 467.8576907607767 | 7.912309239223305 | 1.7873934636500952 |
470.31 | 468.5394722259148 | 1.7705277740852239 | 0.3999628521750663 |
469.12 | 473.3820295069999 | -4.262029506999909 | -0.9627939773803977 |
475.13 | 469.7647231785763 | 5.36527682142372 | 1.2120179370324364 |
467.41 | 468.04615604018517 | -0.636156040185142 | -0.1437078751234535 |
469.83 | 469.00047164404356 | 0.8295283559564268 | 0.1873907498456762 |
474.46 | 474.06674201992485 | 0.39325798007513413 | 8.88371171882475e-2 |
472.18 | 467.1383058280765 | 5.041694171923496 | 1.1389205017350195 |
468.46 | 468.52920326163013 | -6.920326163015034e-2 | -1.5633041348765617e-2 |
475.03 | 468.1969526319267 | 6.833047368073267 | 1.5435878241412795 |
473.49 | 469.41250494615895 | 4.077495053841062 | 0.9211075789571298 |
469.02 | 468.25937427156714 | 0.7606257284328422 | 0.1718256218482192 |
468.9 | 473.50603668317 | -4.606036683170032 | -1.0405053204971595 |
471.19 | 468.4742214263607 | 2.715778573639284 | 0.6134953430763954 |
474.13 | 470.0383017109995 | 4.091698289000476 | 0.9243160948175531 |
472.01 | 468.0562294553364 | 3.9537705446635982 | 0.8931581684486467 |
475.89 | 472.7669442736334 | 3.1230557263666014 | 0.7054993963393956 |
471.0 | 466.0557279256281 | 4.944272074371895 | 1.1169128153423291 |
472.37 | 466.7407287783567 | 5.629271221643307 | 1.2716543656813042 |
466.08 | 464.7921473620272 | 1.287852637972776 | 0.29092636772157215 |
471.61 | 470.21248865654456 | 1.3975113434554487 | 0.3156983081862374 |
471.44 | 472.8484021647698 | -1.408402164769825 | -0.3181585485841478 |
462.3 | 470.2485412085585 | -7.948541208558481 | -1.7955782783744527 |
461.49 | 470.26460015531467 | -8.774600155314658 | -1.9821852874511872 |
464.7 | 465.5107675088055 | -0.8107675088054975 | -0.18315266781977688 |
467.68 | 466.3776971038667 | 1.3023028961333125 | 0.29419068616556854 |
472.41 | 466.5610830112792 | 5.848916988720816 | 1.3212724223728407 |
468.58 | 470.9265999279328 | -2.3465999279328003 | -0.530097756063007 |
472.22 | 468.9876557902937 | 3.232344209706355 | 0.7301877034906569 |
469.18 | 467.59953010733625 | 1.580469892663757 | 0.357028709348103 |
473.88 | 474.4459916698643 | -0.5659916698643315 | -0.12785771898056086 |
461.12 | 467.5690713933046 | -6.449071393304621 | -1.4568475152441107 |
472.4 | 467.17680485054154 | 5.223195149458434 | 1.1799216369388674 |
458.49 | 470.1275872590886 | -11.637587259088605 | -2.628935089700119 |
475.36 | 469.2980914389406 | 6.061908561059397 | 1.3693872941125993 |
473.0 | 469.167238069639 | 3.8327619303610163 | 0.8658222795557321 |
461.44 | 470.1249314556375 | -8.684931455637525 | -1.9619290963884823 |
463.9 | 471.8102876158123 | -7.910287615812308 | -1.7869367782044778 |
461.06 | 471.4247999233475 | -10.364799923347505 | -2.341411979096371 |
466.46 | 469.5896988846236 | -3.129698884623622 | -0.707000088145996 |
472.46 | 467.61330541009727 | 4.846694589902711 | 1.0948700269898406 |
471.73 | 466.56182696263323 | 5.168173037366785 | 1.1674921223009271 |
471.05 | 469.1422671962815 | 1.9077328037184884 | 0.4309575170360782 |
467.21 | 469.69281643752464 | -2.4828164375246615 | -0.5608691138960362 |
472.59 | 468.51537272186124 | 4.074627278138735 | 0.9204597474087691 |
466.33 | 464.30951140859736 | 2.020488591402625 | 0.4564290894685944 |
472.04 | 466.16900295184536 | 5.870997048154663 | 1.3262603156307815 |
472.17 | 469.2063750462153 | 2.963624953784688 | 0.669483928262775 |
466.51 | 472.79218089209525 | -6.282180892095255 | -1.4191468918245702 |
460.8 | 469.8764663630881 | -9.076466363088116 | -2.050376970859669 |
463.97 | 470.8734693970194 | -6.903469397019364 | -1.5594961854590164 |
464.56 | 468.2319508045609 | -3.671950804560879 | -0.8294949891975011 |
469.12 | 472.4449714286493 | -3.3249714286492917 | -0.7511122251048985 |
471.26 | 467.1630433917511 | 4.096956608248888 | 0.9255039510009041 |
466.06 | 469.31300214374124 | -3.2530021437412415 | -0.7348543381165421 |
470.66 | 470.03995588291366 | 0.6200441170863655 | 0.14006818598051338 |
463.65 | 464.0442884425782 | -0.3942884425782154 | -8.906989903320035e-2 |
470.35 | 467.7114787859118 | 2.6385212140882004 | 0.5960428781504888 |
465.92 | 470.4612645139354 | -4.541264513935403 | -1.025873264492258 |
466.67 | 467.5120353140818 | -0.8420353140817838 | -0.19021607612243366 |
471.38 | 469.40462020200255 | 1.975379797997448 | 0.44623899703819914 |
468.45 | 470.4032638964206 | -1.9532638964205944 | -0.44124300702744 |
467.22 | 469.663531445212 | -2.4435314452119883 | -0.5519946201981497 |
462.88 | 465.52654943877917 | -2.646549438779175 | -0.5978564569558049 |
473.56 | 467.6786715108731 | 5.881328489126929 | 1.328594191810996 |
469.81 | 465.64964430714963 | 4.1603556928503735 | 0.9398258267001429 |
468.66 | 467.86078237900523 | 0.7992176209947957 | 0.18054354406657444 |
468.35 | 467.2642672326089 | 1.0857327673911072 | 0.2452674172649112 |
469.94 | 467.09839147806196 | 2.841608521938042 | 0.6419203730291817 |
463.49 | 467.72367995173977 | -4.233679951739759 | -0.9563898027914945 |
465.48 | 467.50497110984463 | -2.024971109844614 | -0.45744169197459666 |
464.14 | 466.3135306312695 | -2.1735306312695 | -0.49100134055879346 |
471.16 | 467.46352561567244 | 3.696474384327587 | 0.8350348745653559 |
472.67 | 467.6987016384155 | 4.971298361584502 | 1.123018063209927 |
468.88 | 470.13332337428767 | -1.2533233742876746 | -0.2831261948075192 |
464.79 | 466.32771593378936 | -1.5377159337893431 | -0.3473705748734709 |
461.18 | 461.37564919433316 | -0.19564919433315708 | -4.419722239696233e-2 |
468.82 | 467.0362704395636 | 1.7837295604363703 | 0.4029451403944863 |
461.96 | 465.67304883933747 | -3.713048839337489 | -0.8387790498310802 |
462.81 | 466.2063693616964 | -3.3963693616963724 | -0.7672410435052024 |
465.62 | 471.8419294419794 | -6.221929441979398 | -1.4055360678721063 |
464.79 | 467.0254238326554 | -2.2354238326553855 | -0.5049830367054888 |
465.39 | 467.36024219232945 | -1.970242192329465 | -0.4450784100954843 |
465.51 | 470.3636999560957 | -4.8536999560956815 | -1.0964525416976478 |
465.25 | 466.3425067004856 | -1.0925067004856146 | -0.24679765115368602 |
469.75 | 466.9286675356798 | 2.8213324643202213 | 0.6373400044213638 |
468.64 | 466.5450197688432 | 2.0949802311567964 | 0.4732567773113731 |
456.71 | 469.5289092761888 | -12.818909276188833 | -2.89579615237999 |
468.87 | 464.1737178909659 | 4.696282109034087 | 1.0608917942100555 |
463.77 | 466.22172115408887 | -2.4517211540888866 | -0.5538446783383447 |
464.16 | 468.91409473616267 | -4.754094736162642 | -1.0739516871846333 |
472.42 | 469.50273867747853 | 2.917261322521483 | 0.6590103675151582 |
466.12 | 465.23969191883606 | 0.8803080811639461 | 0.19886190778170973 |
465.89 | 469.29150006815894 | -3.4015000681589527 | -0.7684000719149696 |
463.3 | 467.52338927383 | -4.22338927382998 | -0.9540651350015544 |
472.32 | 468.63392036548817 | 3.6860796345118274 | 0.8326866968949403 |
472.88 | 468.23518412428905 | 4.644815875710947 | 1.0492655538471976 |
472.52 | 467.40072495010867 | 5.119275049891314 | 1.156446049586019 |
466.2 | 470.2308690130385 | -4.030869013038512 | -0.9105747398014976 |
464.32 | 470.06934793478155 | -5.749347934781554 | -1.2987797377706485 |
471.52 | 468.2061275247934 | 3.313872475206608 | 0.7486049675853786 |
471.05 | 466.56749595165775 | 4.482504048342264 | 1.0125992544723308 |
465.0 | 467.4457105564229 | -2.4457105564229096 | -0.5524868821936313 |
468.51 | 468.32922832919263 | 0.1807716708073599 | 4.083638455540184e-2 |
466.2 | 466.5289202956749 | -0.3289202956748909 | -7.430321146154642e-2 |
466.67 | 464.9798468816765 | 1.690153118323508 | 0.38180618892946744 |
458.19 | 469.62052738975177 | -11.430527389751774 | -2.582160191772441 |
466.75 | 466.92345671991075 | -0.17345671991074596 | -3.918393455323122e-2 |
467.83 | 471.00023827347206 | -3.17023827347208 | -0.716157950466253 |
463.54 | 468.4888161194534 | -4.948816119453397 | -1.117939316738021 |
467.21 | 466.12663038326 | 1.083369616739958 | 0.24473358069460302 |
468.92 | 467.2570455453141 | 1.6629544546859165 | 0.3756620011663233 |
466.17 | 469.9193063400896 | -3.7493063400895608 | -0.8469696321115704 |
473.56 | 469.3386400018569 | 4.2213599981431 | 0.9536067209041007 |
462.54 | 462.5353944778759 | 4.605522124109029e-3 | 1.040389081422764e-3 |
460.42 | 469.0357845125855 | -8.615784512585492 | -1.9463087774264898 |
463.1 | 465.4074674853432 | -2.3074674853431816 | -0.5212577234016681 |
469.35 | 469.2340241993211 | 0.11597580067893887 | 2.6198974510186136e-2 |
464.5 | 465.48772540492905 | -0.9877254049290514 | -0.22312751932135455 |
467.01 | 468.6698381136837 | -1.6598381136836906 | -0.374958018628549 |
470.13 | 466.5182432985402 | 3.6117567014597967 | 0.8158971199560158 |
467.25 | 464.8033579382148 | 2.4466420617852123 | 0.552697309585382 |
464.6 | 469.03001445387565 | -4.4300144538756285 | -1.0007418364641694 |
464.56 | 468.0542535304752 | -3.4942535304751914 | -0.7893531119520188 |
470.44 | 466.240785806817 | 4.199214193183025 | 0.948603975708465 |
464.23 | 466.6802013632756 | -2.450201363275596 | -0.55350135705455 |
470.8 | 468.07562484757386 | 2.7243751524261484 | 0.6154373132735693 |
470.19 | 468.46200832885285 | 1.7279916711471515 | 0.3903539314337276 |
465.45 | 465.3553979968291 | 9.460200317090539e-2 | 2.1370626071799025e-2 |
465.14 | 465.3430114466154 | -0.20301144661539183 | -4.586035779892257e-2 |
457.21 | 465.437343556244 | -8.227343556244023 | -1.8585598276082838 |
462.69 | 470.28998511120346 | -7.599985111203466 | -1.716839332348514 |
460.66 | 465.70598887904623 | -5.045988879046206 | -1.1398906775973796 |
462.64 | 464.77518062953527 | -2.1351806295352844 | -0.48233806156422326 |
475.98 | 471.7241650123051 | 4.255834987694925 | 0.9613946332721954 |
469.61 | 470.86762962520106 | -1.257629625201048 | -0.2840989784162848 |
464.95 | 470.00850681775063 | -5.05850681775064 | -1.1427184843908453 |
467.18 | 465.0909665721057 | 2.0890334278943214 | 0.47191339234503876 |
463.6 | 467.14100725665423 | -3.5410072566542112 | -0.7999147952794856 |
462.77 | 465.78420347562667 | -3.0142034756266867 | -0.6809096342871703 |
464.93 | 467.4988198701669 | -2.5688198701669194 | -0.5802973198354862 |
465.49 | 466.1860805278475 | -0.6960805278474709 | -0.15724483814169135 |
465.82 | 465.9570356485108 | -0.1370356485107891 | -3.095640160536496e-2 |
461.52 | 465.6600911572585 | -4.140091157258496 | -0.9352480609220725 |
460.54 | 461.726652495707 | -1.1866524957069942 | -0.2680652196878694 |
460.54 | 466.6642858393177 | -6.124285839317679 | -1.383478343396472 |
463.22 | 462.1388114830884 | 1.0811885169116522 | 0.24424086946974893 |
467.32 | 467.1954080636739 | 0.12459193632611232 | 2.8145362609040592e-2 |
467.66 | 467.5703857042853 | 8.9614295714739e-2 | 2.024390118830272e-2 |
470.71 | 466.87798937642987 | 3.8320106235701132 | 0.8656525590851772 |
466.34 | 468.28371557585695 | -1.9437155758569702 | -0.43908603802531176 |
464.0 | 465.49312878229995 | -1.493128782299948 | -0.337298321536878 |
454.16 | 460.92029479400514 | -6.7602947940051195 | -1.5271529918538231 |
460.19 | 464.15206661902306 | -3.9620666190230622 | -0.8950322545890813 |
467.71 | 465.52584173595307 | 2.184158264046914 | 0.4934021265728507 |
465.01 | 464.2815636085029 | 0.7284363914970982 | 0.16455403921682205 |
462.87 | 464.163521673255 | -1.2935216732549861 | -0.29220700480263995 |
466.73 | 466.3736543730507 | 0.3563456269492917 | 8.049860352424523e-2 |
469.34 | 467.08552274770585 | 2.254477252294123 | 0.5092872109601599 |
458.99 | 465.2537787213567 | -6.263778721356687 | -1.4149898349274463 |
465.72 | 464.5690050827307 | 1.1509949172693155 | 0.26001016007099403 |
465.63 | 461.8753395968221 | 3.7546604031779225 | 0.8481791168623266 |
471.24 | 464.41497356388027 | 6.825026436119742 | 1.5417758927679401 |
456.41 | 468.53176347876706 | -12.121763478767036 | -2.7383106694636057 |
460.51 | 466.424150275801 | -5.914150275801035 | -1.33600864506262 |
467.77 | 466.67192135558764 | 1.0980786444123396 | 0.24805635526311118 |
456.63 | 464.6078674511597 | -7.977867451159682 | -1.8022030869801322 |
468.02 | 467.5449609547658 | 0.47503904523415486 | 0.10731148881555325 |
463.93 | 466.2641999137003 | -2.3341999137002745 | -0.5272965884495733 |
463.12 | 465.4344155000201 | -2.314415500020118 | -0.5228272823816608 |
460.06 | 467.4928608009518 | -7.432860800951801 | -1.6790858913833857 |
461.6 | 466.4167549834592 | -4.816754983459191 | -1.08810665927462 |
463.27 | 466.6130277518322 | -3.34302775183221 | -0.7551911549165283 |
467.82 | 462.9909863601291 | 4.82901363987088 | 1.090875894106187 |
462.59 | 464.3870766666373 | -1.797076666637338 | -0.4059602564195262 |
460.15 | 465.98237767298184 | -5.832377672981863 | -1.3175361850808878 |
463.1 | 464.59341737321824 | -1.4934173732182217 | -0.33736351432767975 |
461.6 | 464.9855482511961 | -3.3855482511960986 | -0.7647965508049243 |
462.64 | 466.60937185484113 | -3.9693718548411425 | -0.8966825099515653 |
460.56 | 459.95844344813366 | 0.6015565518663379 | 0.1358918384397383 |
459.85 | 461.8730218752433 | -2.0230218752432734 | -0.457001359186757 |
465.99 | 465.2019993258048 | 0.7880006741951888 | 0.17800963180587315 |
464.49 | 465.0319060514448 | -0.541906051444812 | -0.12241676923638158 |
468.62 | 464.51031407803055 | 4.109685921969458 | 0.9283795074854901 |
458.26 | 464.7510595901325 | -6.491059590132522 | -1.4663326638008185 |
466.5 | 462.10563966655445 | 4.394360333445547 | 0.9926875580124369 |
459.31 | 463.5242044902383 | -4.214204490238274 | -0.9519902891303296 |
459.77 | 465.12795484714235 | -5.357954847142366 | -1.2103639004451618 |
457.1 | 458.3979411875371 | -1.2979411875371056 | -0.29320537464658 |
469.18 | 464.49240158563896 | 4.687598414361048 | 1.0589301445032948 |
472.28 | 463.4938095964465 | 8.786190403553462 | 1.984803528639414 |
459.15 | 464.7409202420205 | -5.590920242020502 | -1.2629908657813547 |
466.63 | 468.6970662849413 | -2.0670662849412906 | -0.4669510069601661 |
462.69 | 464.01147313398917 | -1.3214731339891728 | -0.29852124969692334 |
468.53 | 466.5254088553394 | 2.004591144660594 | 0.45283785061071824 |
453.99 | 463.6262300043795 | -9.636230004379513 | -2.1768277759765113 |
471.97 | 469.1866406031888 | 2.7833593968112496 | 0.6287618750019754 |
457.74 | 458.7253721171194 | -0.9853721171193683 | -0.22259591077043195 |
466.83 | 462.85471321992077 | 3.975286780079216 | 0.8980186936608802 |
466.2 | 469.16650047432114 | -2.966500474321151 | -0.6701335093719141 |
465.14 | 464.9029898412732 | 0.23701015872677544 | 5.354067892428517e-2 |
457.36 | 466.28526560326617 | -8.925265603266155 | -2.0162206655847212 |
439.21 | 465.3963354604996 | -26.186335460499606 | -5.915502468864608 |
462.59 | 462.3133964499922 | 0.2766035500077919 | 6.248484005851005e-2 |
457.3 | 457.584678990398 | -0.2846789903979925 | -6.43090849070288e-2 |
463.57 | 462.4644015518939 | 1.1055984481060932 | 0.24975508158481727 |
462.09 | 461.643667310181 | 0.44633268981897345 | 0.10082671294507066 |
465.41 | 465.1358649951472 | 0.2741350048528375 | 6.1927194832408675e-2 |
464.17 | 468.07771227809314 | -3.907712278093129 | -0.8827535896934322 |
464.59 | 463.94240853336305 | 0.6475914666369249 | 0.14629114201507648 |
464.38 | 462.7655254272994 | 1.6144745727006011 | 0.36471037862994393 |
464.95 | 464.35125328406644 | 0.5987467159335438 | 0.1352570955058665 |
455.15 | 458.1774466179175 | -3.0274466179175192 | -0.6839012648280345 |
456.91 | 458.3632117908802 | -1.4532117908801752 | -0.3282810590165266 |
456.21 | 467.47546424100267 | -11.26546424100269 | -2.544872367921843 |
467.3 | 462.93565136830154 | 4.364348631698476 | 0.9859079039425718 |
464.72 | 460.79339608207175 | 3.9266039179282757 | 0.8870212178330886 |
462.58 | 466.71318747004926 | -4.133187470049279 | -0.9336885155327608 |
466.6 | 469.2173130099907 | -2.617313009990653 | -0.5912519373222668 |
459.42 | 464.7204827320649 | -5.300482732064893 | -1.1973809292637037 |
464.14 | 464.3355958479068 | -0.19559584790681583 | -4.418517142032977e-2 |
460.45 | 465.088060844667 | -4.638060844666995 | -1.047739589938348 |
468.91 | 465.049705721886 | 3.8602942781139973 | 0.8720418466789011 |
466.39 | 467.13452750856925 | -0.7445275085692629 | -0.16818902827097065 |
467.22 | 463.6313366984603 | 3.588663301539725 | 0.8106803127228034 |
462.77 | 462.4312798566266 | 0.3387201433733935 | 7.651700053266082e-2 |
464.95 | 462.08179546634585 | 2.8682045336541364 | 0.647928421509498 |
457.12 | 462.7228887148119 | -5.602888714811911 | -1.2656945480301718 |
461.5 | 463.2389898882632 | -1.738989888263177 | -0.3928384325813241 |
458.46 | 465.73221554609086 | -7.272215546090877 | -1.6427960713291576 |
465.89 | 465.9391561803271 | -4.915618032708835e-2 | -1.1104398571670065e-2 |
466.15 | 464.6758800034213 | 1.474119996578679 | 0.33300423009999475 |
455.48 | 462.03627301808797 | -6.55627301808795 | -1.4810644003072635 |
464.95 | 468.4631596600604 | -3.51315966006041 | -0.793624013331356 |
454.88 | 456.7218449478398 | -1.8418449478398315 | -0.416073427022555 |
457.41 | 460.9973530979196 | -3.5873530979195607 | -0.8103843372602768 |
468.88 | 468.60583110746154 | 0.2741688925384551 | 6.1934850072609716e-2 |
461.86 | 468.0452621538938 | -6.185262153893802 | -1.3972529144876207 |
456.08 | 461.1674897104325 | -5.087489710432521 | -1.1492657301279636 |
462.94 | 462.0966422275805 | 0.8433577724194947 | 0.1905148199300008 |
460.87 | 460.8634611992428 | 6.53880075719826e-3 | 1.4771174103748418e-3 |
461.06 | 464.39198726436393 | -3.3319872643639314 | -0.7526971048813644 |
454.94 | 458.02055270119547 | -3.0805527011954723 | -0.6958979478773422 |
466.22 | 464.51235428029423 | 1.7076457197057948 | 0.38575777378638154 |
459.95 | 461.1346442030386 | -1.1846442030386015 | -0.2676115456617347 |
463.47 | 463.1897781965986 | 0.28022180340144587 | 6.330220478353711e-2 |
456.58 | 464.6775725663161 | -8.097572566316103 | -1.8292445149535757 |
463.57 | 465.54023567427873 | -1.9702356742787401 | -0.4450769376655136 |
462.44 | 462.10003232292183 | 0.3399676770781639 | 7.679881883907078e-2 |
448.59 | 459.28384302135726 | -10.693843021357281 | -2.4157429316489263 |
462.5 | 464.0520812837937 | -1.5520812837937115 | -0.3506157125348718 |
463.76 | 462.0021066209567 | 1.7578933790433098 | 0.39710873785365647 |
459.48 | 464.6824431291334 | -5.202443129133371 | -1.1752337481866588 |
455.05 | 457.2130973847568 | -2.1630973847567816 | -0.48864446647088006 |
456.11 | 461.34202141138076 | -5.232021411380742 | -1.181915492637807 |
472.17 | 467.9152913437013 | 4.254708656298703 | 0.9611401946102772 |
461.54 | 465.451323337944 | -3.9113233379439976 | -0.8835693293945925 |
459.69 | 461.32001368263144 | -1.6300136826314429 | -0.3682206690750698 |
461.54 | 459.1934765355192 | 2.3465234644808106 | 0.5300804829420808 |
462.48 | 459.15223490510476 | 3.3277650948952555 | 0.7517433153007799 |
442.48 | 460.6299621913334 | -18.149962191333373 | -4.100082896844682 |
465.14 | 465.9486794694256 | -0.8086794694256128 | -0.18268097898322977 |
464.62 | 462.514565839849 | 2.105434160150992 | 0.47561832357918826 |
465.78 | 463.3496922983314 | 2.430307701668596 | 0.5490073718412131 |
462.52 | 461.9908711864406 | 0.5291288135593959 | 0.11953038666595807 |
454.78 | 457.1797966088057 | -2.3997966088057296 | -0.5421149051411549 |
465.03 | 464.9190479188053 | 0.11095208119468225 | 2.5064114496770717e-2 |
463.74 | 462.7209910751999 | 1.0190089248001186 | 0.23019447755654637 |
459.59 | 461.9941154580853 | -2.4041154580853004 | -0.5430905347253132 |
465.6 | 458.7011562788461 | 6.8988437211539235 | 1.5584512436402782 |
464.7 | 461.4647200415134 | 3.2352799584866148 | 0.7308508901814327 |
460.54 | 462.4097006278274 | -1.8697006278273989 | -0.42236603501220354 |
465.52 | 462.4744017201027 | 3.0455982798972627 | 0.6880017317076839 |
465.64 | 464.23959443772213 | 1.4004055622778537 | 0.316352113244803 |
468.22 | 468.1204021981673 | 9.959780183271505e-2 | 2.2499178761520116e-2 |
464.2 | 461.9717022235376 | 2.228297776462398 | 0.5033732580838687 |
472.63 | 464.1834210347691 | 8.446578965230913 | 1.908085184261595 |
460.31 | 460.49414495170237 | -0.18414495170236478 | -4.159840990609191e-2 |
458.25 | 461.54722359859704 | -3.297223598597043 | -0.744843980453893 |
459.25 | 462.2664630167632 | -3.0164630167632254 | -0.6814200654313775 |
463.62 | 462.22935856598747 | 1.3906414340125366 | 0.314146393206315 |
457.26 | 464.22591401634224 | -6.9659140163422535 | -1.57360244711327 |
460.0 | 459.5632798612268 | 0.4367201387731825 | 9.865523425423826e-2 |
460.25 | 461.35195581745074 | -1.1019558174507438 | -0.24893221002772656 |
464.6 | 460.49948055624816 | 4.100519443751864 | 0.9263087968047702 |
461.49 | 463.4068722278115 | -1.9168722278114956 | -0.4330221161804578 |
449.98 | 456.3538669153961 | -6.373866915396093 | -1.4398587970094179 |
464.72 | 462.6709318385796 | 2.0490681614204505 | 0.4628852244728433 |
460.08 | 461.8110962307606 | -1.7310962307606133 | -0.39105525255160123 |
454.19 | 460.0644340540893 | -5.874434054089306 | -1.3270367364905291 |
464.27 | 462.01427465285536 | 2.255725347144619 | 0.5095691560295883 |
456.55 | 460.5836092644089 | -4.033609264408881 | -0.9111937635580358 |
464.5 | 463.36019976991514 | 1.1398002300848589 | 0.2574812762652507 |
468.8 | 464.3486858862592 | 4.451314113740807 | 1.0055534371827388 |
465.16 | 461.64674540379394 | 3.5132545962060817 | 0.7936454594403373 |
463.65 | 462.49609959425135 | 1.1539004057486295 | 0.2606665109490528 |
466.36 | 460.43082906265073 | 5.929170937349284 | 1.3394018178342237 |
455.53 | 462.17575951824017 | -6.645759518240197 | -1.5012794324326701 |
454.06 | 459.4288341311478 | -5.368834131147821 | -1.2128215345608948 |
453.0 | 454.32588018238846 | -1.3258801823884596 | -0.29951680349350984 |
461.47 | 460.83972369537014 | 0.6302763046298878 | 0.14237964077596937 |
457.67 | 459.6520786332344 | -1.98207863323438 | -0.44775226629431036 |
458.67 | 457.8428111918577 | 0.8271888081422958 | 0.1868622451646224 |
461.01 | 462.29977029786426 | -1.2897702978642656 | -0.29135956777125693 |
458.34 | 458.996291001344 | -0.656291001344016 | -0.14825636999114813 |
457.01 | 456.94689658887955 | 6.310341112043716e-2 | 1.4255082954994055e-2 |
455.75 | 455.9205279683583 | -0.17052796835827166 | -3.852232853869412e-2 |
456.62 | 455.09997079582735 | 1.5200292041726584 | 0.34337513637954875 |
457.67 | 463.6885973525343 | -6.0185973525343 | -1.3596032767442205 |
456.16 | 456.72206228080574 | -0.5620622808057192 | -0.12697006859845936 |
455.97 | 460.3441974161702 | -4.374197416170148 | -0.988132747848103 |
457.05 | 457.54320031904916 | -0.4932003190491514 | -0.11141412701219569 |
457.71 | 456.69285780085 | 1.017142199149987 | 0.22977278357005085 |
459.43 | 457.1382842072816 | 2.291715792718435 | 0.5176994104505857 |
457.98 | 457.7082041695164 | 0.27179583048359746 | 6.139877451268822e-2 |
459.13 | 460.6176992174903 | -1.4876992174903307 | -0.3360717809205096 |
457.35 | 460.23977794971734 | -2.8897779497173133 | -0.652801863850297 |
456.56 | 454.0359982256698 | 2.524001774330202 | 0.5701728960889167 |
454.57 | 457.0654686491854 | -2.4954686491853977 | -0.5637272529979575 |
451.9 | 457.74629194464563 | -5.846291944645657 | -1.3206794239851547 |
457.33 | 456.682658074812 | 0.6473419251879591 | 0.14623477051324232 |
467.59 | 461.57543093155283 | 6.014569068447145 | 1.3586932859400929 |
463.99 | 464.7770544317755 | -0.7870544317755162 | -0.1777958753076353 |
452.55 | 459.80149708475966 | -7.251497084759649 | -1.6381157635655597 |
452.28 | 454.94641693932425 | -2.6664169393242787 | -0.6023445323759801 |
453.55 | 454.8958623057641 | -1.3458623057641148 | -0.3040307722517635 |
448.88 | 452.5071708494881 | -3.6271708494880954 | -0.819379181463033 |
448.71 | 455.2418242855509 | -6.531824285550897 | -1.4755414229551362 |
454.59 | 459.5827319030397 | -4.992731903039726 | -1.1278599078271756 |
451.14 | 453.1075606298177 | -1.96756062981774 | -0.44447264417293086 |
458.01 | 456.4217175154805 | 1.5882824845194818 | 0.3587935766194508 |
456.55 | 456.50051296596394 | 4.948703403607624e-2 | 1.1179138541884803e-2 |
458.04 | 456.49209889995655 | 1.5479011000434753 | 0.34967140754297515 |
463.31 | 463.61908166044054 | -0.3090816604405404 | -6.982165672530898e-2 |
454.34 | 454.42430944989064 | -8.430944989066802e-2 | -1.9045534635007244e-2 |
454.29 | 454.14166454199597 | 0.14833545800405545 | 3.350903257795549e-2 |
455.82 | 453.8961915229463 | 1.923808477053683 | 0.43458901734456734 |
451.44 | 453.66499413493267 | -2.224994134932672 | -0.5026269642904962 |
442.45 | 449.90744333553766 | -7.4574433355376755 | -1.6846390946658016 |
454.98 | 459.2285158945938 | -4.2485158945937656 | -0.9597412475445487 |
465.26 | 459.05202239898557 | 6.20797760101442 | 1.402384342049376 |
451.06 | 452.9490364013417 | -1.8890364013416843 | -0.4267339931075124 |
452.77 | 453.18020424984826 | -0.4102042498482774 | -9.266528554087129e-2 |
463.47 | 461.36780961356845 | 2.102190386431573 | 0.47488555394539955 |
461.73 | 460.89674705500755 | 0.8332529449924664 | 0.1882321358300356 |
467.54 | 463.8188758742415 | 3.7211241257585357 | 0.8406032598979125 |
454.74 | 459.12703336317225 | -4.387033363172236 | -0.991032392828807 |
451.04 | 455.21318283732694 | -4.1731828373269195 | -0.9427234831872046 |
464.13 | 457.4956830813674 | 6.634316918632578 | 1.4986945451225993 |
456.25 | 452.88104966381576 | 3.3689503361842412 | 0.7610470759164369 |
457.43 | 456.48090497858703 | 0.9490950214129725 | 0.21440090198280956 |
448.17 | 456.55913524865815 | -8.389135248658135 | -1.8951086283124203 |
452.93 | 453.45921998591484 | -0.5292199859148354 | -0.11955098253339085 |
455.24 | 454.75813504742956 | 0.48186495257044726 | 0.10885346370398265 |
454.44 | 461.4374201546749 | -6.997420154674899 | -1.5807196949378952 |
460.27 | 463.53345887643684 | -3.2634588764368573 | -0.7372165177415027 |
450.5 | 452.02894677235776 | -1.528946772357756 | -0.34538961819563885 |
455.22 | 455.9633409988894 | -0.74334099888938 | -0.1679209953134281 |
457.17 | 456.69115708186104 | 0.47884291813898017 | 0.10817078505399348 |
458.47 | 455.7081697760806 | 2.7618302239194463 | 0.6238984272092829 |
456.49 | 455.57841979073686 | 0.9115802092631498 | 0.2059262926115969 |
451.29 | 457.86988425653215 | -6.579884256532125 | -1.4863981874467491 |
453.78 | 454.06028204889856 | -0.28028204889858443 | -6.33158142627099e-2 |
463.2 | 460.7479119618784 | 2.4520880381215875 | 0.5539275575714662 |
452.1 | 453.92151217696835 | -1.8215121769683265 | -0.4114802468706136 |
451.93 | 453.05320729488966 | -1.123207294889653 | -0.2537329263191114 |
450.55 | 454.7582989685104 | -4.208298968510405 | -0.9506562296773056 |
461.49 | 456.7605922899188 | 4.729407710081205 | 1.0683748792363064 |
452.52 | 454.02423282750084 | -1.5042328275008572 | -0.33980672928638717 |
451.23 | 452.6641989591508 | -1.4341989591507627 | -0.3239860535849685 |
455.44 | 457.32803096447014 | -1.888030964470147 | -0.426506864561602 |
440.64 | 450.31905653186493 | -9.679056531864944 | -2.1865023037261127 |
467.51 | 461.3397464375884 | 6.170253562411574 | 1.3938624683482124 |
452.37 | 456.8872770659849 | -4.517277065984899 | -1.0204544914918507 |
462.05 | 460.8339970164586 | 1.2160029835413866 | 0.27469550530032666 |
464.48 | 462.10615685280607 | 2.373843147193952 | 0.5362520089573174 |
453.79 | 457.0494808979759 | -3.259480897975891 | -0.7363178909961746 |
449.55 | 452.3356980438647 | -2.78569804386467 | -0.6292901762008652 |
459.45 | 455.3025828648233 | 4.147417135176681 | 0.9369030019323273 |
463.02 | 462.729986990083 | 0.2900130099170042 | 6.551404180835935e-2 |
455.79 | 455.2223463598734 | 0.5676536401265935 | 0.12823315865230953 |
453.25 | 453.31727625145106 | -6.727625145106231e-2 | -1.5197729065795843e-2 |
454.71 | 459.55748654713756 | -4.847486547137578 | -1.0950489304101056 |
450.74 | 456.73794034607437 | -5.997940346074358 | -1.3549368516578444 |
453.9 | 456.51693542677697 | -2.6169354267769904 | -0.591166641140371 |
450.87 | 451.9912034594017 | -1.12120345940167 | -0.2532802591716121 |
453.28 | 457.3952307496471 | -4.115230749647139 | -0.9296320860246382 |
454.47 | 454.9139071679218 | -0.4439071679217932 | -0.1002787866881609 |
446.7 | 453.7037727907364 | -7.003772790736434 | -1.582154757677487 |
454.58 | 458.8081008998661 | -4.228100899866092 | -0.9551294929943339 |
458.64 | 459.2317295422394 | -0.5917295422394204 | -0.13367191347936058 |
454.02 | 452.8313052555013 | 1.1886947444986617 | 0.26852656441429623 |
455.88 | 453.2048261109316 | 2.6751738890683896 | 0.6043227304292798 |
460.19 | 460.7894614420895 | -0.5994614420894777 | -0.13541855239800657 |
457.58 | 456.6018501959594 | 0.9781498040405836 | 0.22096438768416773 |
459.68 | 456.60000256329886 | 3.0799974367011487 | 0.6957725134311212 |
454.6 | 461.53379199179915 | -6.933791991799126 | -1.5663460703752405 |
457.55 | 455.08314377928957 | 2.46685622071044 | 0.5572636952565875 |
455.42 | 454.7344713102369 | 0.685528689763089 | 0.15486117417567455 |
455.76 | 454.42537323274547 | 1.3346267672545196 | 0.3014926601171813 |
447.47 | 450.8438229795386 | -3.373822979538545 | -0.7621478077785091 |
455.7 | 454.25095018004106 | 1.4490498199589297 | 0.32734086830915904 |
455.95 | 463.13775609127424 | -7.187756091274252 | -1.62371665052817 |
451.05 | 455.0606464477156 | -4.010646447715601 | -0.9060064551220738 |
449.89 | 452.78710305999806 | -2.8971030599980736 | -0.6544566088609499 |
451.49 | 452.433083794051 | -0.943083794051006 | -0.21304296358954875 |
456.04 | 453.7206916287227 | 2.319308371277316 | 0.5239325837341715 |
458.06 | 453.97719041615727 | 4.082809583842732 | 0.9223081331695797 |
448.17 | 452.20842313451317 | -4.0384231345131525 | -0.9122812185220788 |
451.8 | 452.9007476374929 | -1.1007476374928729 | -0.24865928174670002 |
465.66 | 461.8378158906787 | 3.822184109321313 | 0.8634327460308919 |
449.26 | 452.41543202652105 | -3.155432026521055 | -0.7128132140282154 |
451.08 | 457.758643714557 | -6.67864371455704 | -1.5087079840447253 |
467.72 | 461.31875334620537 | 6.401246653794658 | 1.4460438896252936 |
463.35 | 462.3713163829519 | 0.9786836170481479 | 0.2210849762319209 |
453.47 | 454.29376940501476 | -0.8237694050147297 | -0.18608980078523712 |
450.88 | 453.1538192034153 | -2.2738192034153144 | -0.5136565645790601 |
456.08 | 457.3375291656148 | -1.2575291656148124 | -0.28407628456012096 |
448.04 | 451.78495851322333 | -3.7449585132233096 | -0.8459874564803027 |
450.17 | 451.85242166322104 | -1.682421663221021 | -0.3800596504794554 |
450.54 | 455.6955332352781 | -5.155533235278085 | -1.1646367865257305 |
456.61 | 453.9716415466415 | 2.638358453358535 | 0.5960061104439258 |
448.73 | 447.41632457686063 | 1.3136754231393866 | 0.29675974405009536 |
456.57 | 456.66826631159074 | -9.82663115907485e-2 | -2.2198394643578017e-2 |
456.06 | 451.3868160236605 | 4.673183976339487 | 1.0556739178413985 |
457.41 | 455.85961858608687 | 1.5503814139131578 | 0.35023171132590797 |
446.29 | 451.60844251281037 | -5.31844251281035 | -1.2014380501044672 |
453.84 | 451.54257776593613 | 2.297422234063845 | 0.5189884975745983 |
456.03 | 454.3347436794248 | 1.6952563205751972 | 0.3829590041282386 |
461.16 | 456.9850125389704 | 4.174987461029616 | 0.9431311483217468 |
450.5 | 450.35966629930147 | 0.1403337006985339 | 3.170143276440124e-2 |
459.12 | 453.22902771494347 | 5.8909722850565345 | 1.3307727287321647 |
444.87 | 450.88923626750994 | -6.019236267509939 | -1.3597476078638415 |
468.27 | 460.777395244504 | 7.492604755495961 | 1.6925820719061937 |
452.04 | 451.56627819803873 | 0.47372180196128966 | 0.10701392309298458 |
456.89 | 455.22151625901796 | 1.6684837409820261 | 0.3769110689018617 |
456.55 | 458.8632715562841 | -2.3132715562840644 | -0.5225688650859275 |
455.07 | 454.4962025118112 | 0.5737974881888022 | 0.12962105610879585 |
454.94 | 452.99732617118093 | 1.9426738288190677 | 0.4388507069999401 |
444.64 | 451.56134671760685 | -6.921346717606866 | -1.563534678520849 |
464.54 | 461.2640328521535 | 3.2759671478465293 | 0.7400421406896527 |
454.28 | 454.96273138933316 | -0.6827313893331848 | -0.15422926301635198 |
450.26 | 450.45712572408365 | -0.19712572408366213 | -4.453077099132904e-2 |
450.44 | 452.73403331175916 | -2.294033311759165 | -0.5182229388239146 |
449.23 | 451.36693359666157 | -2.1369335966615495 | -0.48273405745982695 |
452.41 | 450.8630071025483 | 1.5469928974517302 | 0.34946624425535894 |
451.75 | 450.8754162418666 | 0.8745837581333831 | 0.19756878117867843 |
449.66 | 451.1697942873426 | -1.5097942873425723 | -0.34106306503728984 |
446.03 | 450.6475445784007 | -4.617544578400725 | -1.043104958111643 |
456.36 | 453.9368453997675 | 2.4231546002325217 | 0.5473914836895866 |
451.22 | 452.6438110023007 | -1.4238110023006811 | -0.3216394104479091 |
440.03 | 449.3808509555166 | -9.350850955516648 | -2.112360547613956 |
462.86 | 459.869498864356 | 2.990501135644024 | 0.6755552672778264 |
451.14 | 454.579016450257 | -3.439016450256986 | -0.7768750359380399 |
456.03 | 455.70412271625406 | 0.3258772837459105 | 7.361579398742824e-2 |
446.35 | 451.5591661954988 | -5.209166195498767 | -1.176752491263285 |
448.85 | 451.44957897086954 | -2.5995789708695156 | -0.587245811594508 |
448.71 | 449.4109294018897 | -0.7009294018897094 | -0.1583402005077369 |
459.39 | 456.3684360885655 | 3.021563911434498 | 0.682572359346914 |
456.53 | 455.38148152279337 | 1.1485184772066077 | 0.25945073138243085 |
455.58 | 454.77441817350666 | 0.8055818264933237 | 0.18198122034608644 |
459.47 | 455.56852272126025 | 3.901477278739776 | 0.881345101127945 |
453.8 | 453.388777892959 | 0.4112221070409987 | 9.28952198417427e-2 |
447.1 | 450.74082943000445 | -3.6408294300044304 | -0.8224646596463948 |
446.57 | 451.4361052165287 | -4.866105216528695 | -1.0992548944296325 |
455.28 | 454.1835978057368 | 1.0964021942631916 | 0.24767764457977892 |
453.96 | 461.17395495323035 | -7.21395495323037 | -1.6296349827368377 |
454.5 | 450.5867733837238 | 3.9132266162761766 | 0.8839992806449278 |
449.31 | 450.23193343537906 | -0.92193343537906 | -0.20826509006348795 |
449.63 | 454.63584061731206 | -5.00584061731206 | -1.1308211710309792 |
448.92 | 452.85108866192985 | -3.9310886619298344 | -0.8880343230937872 |
457.14 | 451.0525967345181 | 6.087403265481896 | 1.3751465568846568 |
450.98 | 451.52328444134787 | -0.5432844413478506 | -0.12272814800439524 |
452.67 | 450.58585768893437 | 2.084142311065648 | 0.47080848731855396 |
449.03 | 451.0815006280817 | -2.051500628081726 | -0.4634347195544255 |
453.33 | 451.8069735038988 | 1.5230264961011812 | 0.34405222568934657 |
455.13 | 453.1966266064801 | 1.9333733935199007 | 0.4367497353669781 |
454.36 | 455.59739505823717 | -1.237395058237155 | -0.279527982561906 |
454.84 | 451.4309223325164 | 3.4090776674835865 | 0.7701118542901917 |
454.23 | 454.4162557726173 | -0.18625577261730086 | -4.207524509948774e-2 |
447.06 | 447.518481672599 | -0.45848167259902084 | -0.10357117246434823 |
457.57 | 457.4899833309962 | 8.001666900378268e-2 | 1.807579391000316e-2 |
455.49 | 454.77349685896206 | 0.716503141037947 | 0.16185831370535556 |
462.44 | 459.9896954813431 | 2.4503045186568784 | 0.553524659891771 |
451.59 | 453.52748857898166 | -1.9374885789816858 | -0.4376793572224586 |
452.45 | 451.13958592197406 | 1.3104140780259286 | 0.29602300503216056 |
448.79 | 451.0112917711592 | -2.2212917711592013 | -0.5017905990008346 |
450.25 | 452.1609729511189 | -1.9109729511188789 | -0.4316894674831122 |
456.11 | 455.0355456385036 | 1.0744543614964073 | 0.2427196213728287 |
445.58 | 448.24161243610126 | -2.6616124361012794 | -0.6012591933937391 |
452.96 | 450.74872313991176 | 2.211276860088219 | 0.4995282270375937 |
452.94 | 453.94807606743166 | -1.0080760674316593 | -0.2277247411991083 |
452.39 | 459.1480198621104 | -6.758019862110416 | -1.5266390839318875 |
445.96 | 448.54249260358654 | -2.5824926035865587 | -0.5833859951647244 |
452.8 | 450.84813038147144 | 1.9518696185285762 | 0.44092803915708034 |
458.97 | 452.9523382793833 | 6.017661720616729 | 1.3593919171621711 |
460.1 | 457.2797775931837 | 2.820222406816299 | 0.6370892420374885 |
453.83 | 450.67534900317094 | 3.154650996829048 | 0.7126367791437584 |
443.76 | 448.7439698617696 | -4.9839698617695944 | -1.1258805595963421 |
450.46 | 449.8176765506547 | 0.6423234493452696 | 0.14510109504031687 |
446.53 | 449.46273191454407 | -2.9327319145440924 | -0.6625051797405109 |
446.34 | 450.23276134284237 | -3.892761342842391 | -0.8793761681171683 |
449.72 | 448.30116288608934 | 1.4188371139106835 | 0.320515807296362 |
447.14 | 446.6513202266961 | 0.4886797733038861 | 0.110392934124895 |
455.5 | 459.6412858596402 | -4.14128585964022 | -0.935517944613867 |
448.22 | 449.80841398023324 | -1.588413980233213 | -0.35882328154782445 |
447.84 | 450.0492245621949 | -2.2092245621949473 | -0.49906461221555004 |
447.58 | 450.15348917672725 | -2.5734891767272643 | -0.581352117843679 |
447.06 | 447.2352893702609 | -0.17528937026088443 | -3.9597930917371696e-2 |
447.69 | 452.1889854808301 | -4.498985480830129 | -1.0163224159173316 |
462.01 | 457.27636447696545 | 4.733635523034536 | 1.0693299436820765 |
448.92 | 449.22543586447625 | -0.3054358644762374 | -6.899807012380288e-2 |
442.82 | 446.96369987423526 | -4.143699874235267 | -0.9360632713671432 |
453.46 | 456.11949013569995 | -2.6594901356999685 | -0.6007797649802994 |
446.2 | 450.69910348096573 | -4.4991034809657435 | -1.0163490721898218 |
443.77 | 447.07428167616905 | -3.3042816761690688 | -0.7464384026809258 |
448.9 | 447.93156732156143 | 0.9684326784385462 | 0.2187692855639865 |
460.6 | 459.5396287629999 | 1.0603712370001404 | 0.2395382385538138 |
444.44 | 450.41539217977504 | -5.975392179775042 | -1.3498432128929558 |
445.95 | 450.20916835758374 | -4.2591683575837465 | -0.9621476427124321 |
453.18 | 450.5270199129546 | 2.652980087045421 | 0.5993091426801118 |
443.46 | 446.747552050482 | -3.28755205048202 | -0.7426591743041947 |
444.64 | 444.507199619309 | 0.13280038069098055 | 2.999965310261351e-2 |
465.57 | 459.32651068324674 | 6.243489316753255 | 1.410406451230845 |
446.41 | 447.6568115900023 | -1.2468115900022667 | -0.2816551804277046 |
450.39 | 454.76275216738793 | -4.372752167387944 | -0.987806265635571 |
452.38 | 454.21851332168194 | -1.838513321681944 | -0.41532081149175476 |
445.66 | 445.39798853968495 | 0.2620114603150796 | 5.9188481821087296e-2 |
444.31 | 446.51975987000213 | -2.209759870002131 | -0.4991855384390674 |
450.95 | 449.28757124138815 | 1.6624287586118385 | 0.37554324623672375 |
442.02 | 446.61697690688106 | -4.596976906881082 | -1.0384587138199675 |
453.88 | 452.35263519535005 | 1.5273648046499488 | 0.3450322511293186 |
454.15 | 453.88291464930387 | 0.2670853506961066 | 6.033467545787885e-2 |
455.22 | 449.07372918845823 | 6.146270811541797 | 1.3884447564200073 |
446.44 | 446.2148995417356 | 0.22510045826442138 | 5.085027336544837e-2 |
449.6 | 453.8663667211942 | -4.266366721194174 | -0.9637737556052997 |
457.89 | 451.01241377116 | 6.877586228839959 | 1.553649168586485 |
446.02 | 448.5883814092371 | -2.5683814092371335 | -0.5801982713559247 |
445.4 | 449.5097304398742 | -4.109730439874227 | -0.928389564095968 |
449.74 | 448.503305348983 | 1.2366946510169896 | 0.27936976032243505 |
448.31 | 446.91722060578974 | 1.3927793942102653 | 0.31462935917332 |
458.63 | 453.8324720669498 | 4.797527933050219 | 1.0837632617673658 |
449.93 | 453.3060649640138 | -3.3760649640137785 | -0.7626542728667 |
452.39 | 449.0800812223206 | 3.3099187776793997 | 0.747711825911599 |
443.29 | 445.3619054648025 | -2.0719054648024553 | -0.46804417940726856 |
446.22 | 449.83432112958207 | -3.614321129582038 | -0.8164764251784371 |
439.0 | 444.60209183702807 | -5.60209183702807 | -1.2655145330561481 |
452.75 | 455.3330390953461 | -2.5830390953461233 | -0.5835094478470516 |
445.65 | 450.2809554999446 | -4.630955499944605 | -1.046134490045282 |
445.27 | 449.39422908092763 | -4.124229080927648 | -0.9316648122526285 |
451.95 | 448.7618842842812 | 3.188115715718766 | 0.7201964710109384 |
445.02 | 449.4952622600192 | -4.475262260019235 | -1.010963331921484 |
450.74 | 449.4914112072881 | 1.248588792711928 | 0.2820566511501939 |
443.93 | 449.51712426113426 | -5.5871242611342495 | -1.2621333523527094 |
445.91 | 447.26408438944804 | -1.354084389448019 | -0.30588814387234453 |
445.71 | 451.7557366468961 | -6.045736646896103 | -1.3657340529669058 |
452.7 | 449.4776919784881 | 3.2223080215118785 | 0.7279205250176717 |
449.38 | 448.98079679330425 | 0.39920320669574494 | 9.018014599062547e-2 |
445.09 | 452.8385186409049 | -7.748518640904933 | -1.7503931093931713 |
450.22 | 448.9907086576164 | 1.2292913423836467 | 0.2776973502761967 |
441.41 | 448.93146897513117 | -7.5214689751311425 | -1.699102509359969 |
462.19 | 458.191223029991 | 3.9987769700089757 | 0.9033251358980232 |
446.17 | 449.6590005617063 | -3.489000561706291 | -0.7881664644438873 |
444.19 | 446.5452373588345 | -2.355237358834529 | -0.532048954767419 |
453.15 | 456.31295277561605 | -3.162952775616077 | -0.7145121539164033 |
451.49 | 449.9268730104552 | 1.5631269895447986 | 0.353110941381973 |
453.38 | 448.035018368965 | 5.344981631035012 | 1.2074332463248887 |
452.1 | 453.06361431502813 | -0.96361431502811 | -0.21768081556048727 |
446.33 | 449.51211271813503 | -3.182112718135045 | -0.7188403917275025 |
452.46 | 450.67294754488756 | 1.7870524551124163 | 0.4036957834804415 |
444.87 | 447.9552056621949 | -3.0852056621948805 | -0.6969490534175217 |
444.04 | 448.2666586698021 | -4.226658669802077 | -0.9548036927113115 |
449.12 | 448.6696822105525 | 0.4503177894475243 | 0.10172694836468192 |
443.15 | 445.71467031907304 | -2.564670319073059 | -0.5793599347715302 |
446.84 | 452.8021698612505 | -5.962169861250516 | -1.3468562864482865 |
443.93 | 446.74436600081026 | -2.814366000810253 | -0.6357662778434455 |
455.18 | 448.49796091182594 | 6.682039088174065 | 1.509475000149156 |
451.88 | 449.90863388073825 | 1.971366119261745 | 0.4453323055881452 |
458.47 | 453.53620348431406 | 4.9337965156859696 | 1.11454638291948 |
449.26 | 451.6024110197605 | -2.3424110197605046 | -0.5291514802210725 |
444.16 | 448.28015134415506 | -4.120151344155033 | -0.9307436500693146 |
441.05 | 445.9401390971127 | -4.890139097112694 | -1.1046841565784165 |
447.88 | 452.51812264484727 | -4.638122644847272 | -1.047753550620993 |
444.91 | 449.0808543549187 | -4.170854354918674 | -0.9421974781852653 |
439.01 | 443.7646779089382 | -4.75467790893822 | -1.0740834261214887 |
453.17 | 449.2796285666693 | 3.8903714333306993 | 0.8788362867107722 |
-- Now we can display the RMSE as a Histogram. Clearly this shows that the RMSE is centered around 0 with the vast majority of the error within 2 RMSEs.
SELECT Within_RSME from Power_Plant_RMSE_Evaluation
Within_RSME |
---|
-0.6545286058914855 |
-1.4178948518800556 |
0.17524239493619823 |
0.44163480044197995 |
0.26132139752130357 |
0.28066570579802425 |
1.3625651590092023 |
0.9078489886839033 |
-0.3442308494884213 |
-0.11630232674577932 |
1.7506729821805804 |
-8.284953745386567e-2 |
-1.692818871916148 |
2.608373132048146e-2 |
0.8783285919200484 |
1.8262340682999108 |
0.9515196517846441 |
0.9951418870719423 |
-0.12833292050229034 |
1.8547757064958097 |
-6.520499829010114e-2 |
1.7540228045303743 |
1.712912449331917 |
-0.567063215206105 |
1.758470293691663 |
0.36292285373571487 |
1.3722994239368362 |
-0.4518791902667791 |
-0.711637096481805 |
0.7477551488923485 |
-9.075206274161249e-2 |
0.33498359634397323 |
-2.717087121436152 |
1.6347795140090344 |
0.5413939250993844 |
1.8721087453250556 |
1.2897763086344445 |
-0.6298581141929721 |
-0.3869554869711247 |
1.5590952476122018 |
-5.164688385271067e-2 |
1.021860350507925 |
4.2073297187840204e-2 |
3.6816563372465104e-2 |
2.4273181887690556 |
0.2760063132279849 |
-0.2711988922825122 |
-0.49565448805243767 |
1.6046669568831393 |
-0.5946690382578993 |
1.1099602752189677 |
0.42249584921569994 |
0.3776264153858503 |
1.1253464244922151 |
2.313691606156222 |
0.15702246269194528 |
1.1180526463224945 |
1.0326707046913566 |
-0.5009264197587914 |
2.1055253303633577 |
0.883079580425271 |
0.8562239455498787 |
1.0581479782654901 |
-0.5881175213603873 |
-1.0469362575856187 |
0.9845051707078616 |
-0.32033221960491765 |
-6.11464435454739e-2 |
1.7966491781271794 |
1.449961394951398 |
0.1429791665816065 |
0.17796926331974147 |
0.590178010121793 |
-0.4427473424095181 |
-1.4586722394340677 |
-0.14061563348410486 |
-0.4778797517789611 |
0.16287170617772706 |
1.6205038004183012 |
0.6655668633335223 |
0.9552928474721311 |
-0.9255614318409298 |
-0.20841065925050425 |
-0.5044470235035043 |
-0.9064055675522111 |
-0.5331117277702286 |
1.0604764411029242 |
0.6163555912803304 |
1.502475041125319 |
0.11025852973791857 |
1.027322682875218e-2 |
1.2068500286116204 |
0.7807519242835766 |
0.5378958494817917 |
1.4921557049542535 |
0.8423417649127792 |
-0.8074228949228237 |
-1.273287251952606 |
-0.8366248339128552 |
0.5703862219885535 |
0.9915076732202934 |
1.392578067734949 |
-1.1161712376708273 |
-0.5177873225895746 |
1.2543530104022107 |
0.8332547944829863 |
-0.15024202389261102 |
-0.7461833621634392 |
-2.6333071255094267 |
1.7090186657480726 |
1.17171695524459 |
0.16538389150158914 |
-0.6043651708916123 |
1.5140936302699408 |
-0.40248969630754267 |
-0.5274788489010923 |
1.673819828943716 |
0.3998536629456538 |
1.5247431144210337 |
0.681669465709775 |
-0.5067930534728822 |
1.3329317905059794 |
0.2815190232236669 |
0.9594271583094607 |
0.7195804749163808 |
1.563628994525865 |
-0.5164095221527084 |
0.5408652916763936 |
1.2169907361146226 |
1.3691416206809235 |
0.9990582667496749 |
0.2866573009496584 |
-0.1322508701375881 |
-0.11350226422907182 |
1.5478953375265612 |
0.6261411303745675 |
-0.3570008639436786 |
0.11097880108736301 |
-1.997789295120947e-2 |
0.8015184563019332 |
1.0694995653480546 |
-0.44658623651141477 |
1.5261372030315674 |
9.637974736911713e-2 |
-0.8289854400119429 |
1.6226588690300885 |
1.2686705940133918 |
-0.17369127241360752 |
1.465503060651426 |
-0.8493901094223798 |
-3.19863982083975e-3 |
0.775250166241454 |
-1.476480677907779 |
1.6164395333609067 |
-0.7292074491181413 |
-2.0719934236347326 |
6.689462100697262e-2 |
0.41987991622217147 |
1.5698655082870474 |
0.9108140262190783 |
1.4283829990671366 |
-0.7468033961054397 |
1.8565224554443056e-2 |
-0.631158789082455 |
-2.423658794064658e-2 |
0.1268789228414677 |
1.2467256943415417 |
0.9532625827884375 |
1.858427070746631 |
3.080438049074982 |
-0.7935508099728905 |
-0.33001241533337206 |
1.5352270267793358 |
-0.8014312542128782 |
1.0796607821279804 |
0.8682110816429235 |
0.8502714264690703 |
0.271857163937664 |
1.4407225588170043 |
-7.658599891256687e-2 |
0.4048751439362759 |
-1.6508290646045036 |
0.9392995195813987 |
0.3512225476325008 |
1.3510289270963245e-2 |
1.214207255223955 |
1.357197397311141 |
0.7924624787403274 |
0.9747529486084029 |
-0.2189330666129607 |
1.1957383378087658 |
-0.33808517274788225 |
0.12841983400410018 |
2.6901995797195863e-2 |
0.6811317532938489 |
-0.14977990817360218 |
0.3021002532054435 |
6.309664277182285e-2 |
-1.4280877316330394 |
-0.31036099175789383 |
0.23847593115995214 |
-1.2544261801023373 |
1.487015909020143 |
1.4770822031817277e-2 |
1.5464079765310332 |
-0.9661142653632034 |
0.12365480382094843 |
0.2213694799459989 |
-0.371717945334288 |
-7.16964482466269e-2 |
-1.3370460279083884 |
-0.4791979479015218 |
0.7258131397464832 |
-0.9603785228015735 |
1.761740374853143 |
0.756705284425051 |
-7.97943379405968e-2 |
-0.12401745329336308 |
0.6066524918978817 |
-1.827662052785967 |
-1.591900543337891 |
-2.2076662292962226 |
-0.6113138148859982 |
-0.6998705392764937 |
-0.950596077665842 |
0.8530061355541199 |
-0.3389719928622738 |
1.166670943264595 |
-0.793497343451686 |
-0.17702361157448407 |
-1.2193083364383357 |
-2.0572343953484604 |
-0.3306196669058454 |
0.30773883474602903 |
-0.23209777066088685 |
1.4407294606630792 |
-0.25326355704561365 |
-4.4359271514481574e-2 |
0.6878454023126037 |
-1.1071350441930146 |
1.1936865467290878 |
-0.3007124612846165 |
1.4096765924648265 |
0.6164656679054759 |
0.9857137966698644 |
1.0741485680349747 |
-0.5956816180527323 |
0.42955444320288233 |
0.3977787059312943 |
-0.21498609418317555 |
0.9605949185920998 |
-0.9629884170069595 |
1.0232242351169787 |
-0.5846231192914554 |
1.3665650089641064 |
1.746749569478921 |
0.20876984487810568 |
1.2521345827220822 |
0.5034033523179731 |
0.2428222722587704 |
-0.8164837978146291 |
0.8816626861116392 |
0.3639355749527803 |
0.529553624374745 |
-0.5182949859646964 |
1.1483434385624023 |
1.7878124840322416 |
1.1154300586630213 |
1.7220135063654567 |
-0.5948541705999838 |
2.6840159315323495 |
1.4048914641301884 |
1.048062749037262 |
1.0587197080412232 |
2.305613395286325 |
-0.36112584123348884 |
-0.9292014386335458 |
1.3994718175237673 |
-2.07160847091363 |
1.5499716375563712 |
-0.49879093666907914 |
-0.7387667159730148 |
1.215743751168344 |
0.41488138983573053 |
0.8109415219227073 |
0.17199705539157537 |
0.37238038749473606 |
1.0232860206712358 |
7.648152721354506e-2 |
-1.462397837959548 |
1.1080799981170868 |
-0.8241779060158768 |
0.6646125250731286 |
-0.5357411851906123 |
-1.1013185729957693 |
1.0228434545117104 |
-2.2138675491121655 |
1.1090799040003696 |
0.528855769995572 |
0.5510063260220736 |
-0.6178137048585499 |
-1.5423062021582727 |
0.14223087889069697 |
0.6842724817647582 |
0.8947164246665408 |
0.2929208050392189 |
1.0509433168534397 |
-0.7432089035850772 |
-0.4404227630306511 |
-1.749430050046347 |
-1.8086930425174812 |
-1.0601131663478296 |
1.1367001553490168 |
0.8092747458990647 |
-0.6912565984961676 |
0.5876026195201212 |
0.588118260475777 |
-1.5843005948416944 |
1.2258227543850637 |
-2.221379961092406 |
0.634487138275479 |
0.5838507185000019 |
-0.7046913242897344 |
-0.37217013370970675 |
-0.40920885267913865 |
0.6878875094589886 |
-0.6603570138111878 |
0.47983904985387016 |
1.1108376145467862 |
-1.2967007380916762 |
1.597843788860663 |
-1.2003451799842708 |
0.7823286855941306 |
0.4040957861116898 |
-0.8115843408453783 |
-0.5164400209043697 |
0.6648789506575099 |
1.302692092451488 |
0.6081791894050589 |
0.9892527182470402 |
0.8010661900831437 |
1.3632196657801583 |
-0.95536478346845 |
1.0773296627734226 |
-1.2863290875171947 |
-0.45717742235729764 |
-1.3782059158917384 |
1.3292415395636934 |
0.898840426845182 |
-0.49778501447760914 |
-2.8013349681766146 |
-0.4810779148314091 |
-0.30893260677359485 |
1.4144446986124883 |
0.8455721466933415 |
1.149027173540852 |
1.398381410079887 |
-2.07482799048434 |
0.802797467810633 |
-1.5148720297345803 |
0.4457711691982717 |
0.8083230187436264 |
-0.3652639670874125 |
-1.301009165777192 |
0.12351025454739102 |
1.1417131567412993 |
-0.36627110968185583 |
0.11986193019333387 |
0.9789636158092969 |
0.8287590631587972 |
0.12784192086705481 |
-0.2933818764583589 |
0.37057045258220545 |
0.17867647626623853 |
1.4063653898508444 |
0.3724177883609634 |
0.47087976564737744 |
-0.29605954815653446 |
0.3100202222752913 |
-0.7571192782768728 |
-0.159362104405368 |
0.4948614777371899 |
-0.914693478650593 |
0.1552739582781331 |
-0.47397010386004174 |
0.9853374925715822 |
-0.27611557009437565 |
-0.11876915655659566 |
-1.9139681704240736 |
4.953016947212214e-3 |
1.1193515979151634 |
0.10914706208866293 |
0.2953624624059635 |
-0.6203480029931175 |
1.447373814412471 |
-1.6476543672481883 |
-0.688655110626592 |
1.119882332695939 |
-0.489107443803926 |
0.36504587152451 |
-0.6898805978802584 |
-1.0090851773780105 |
1.3164462111456963 |
-0.9719462634817788 |
-1.195980679378918 |
-0.2324693067978492 |
1.5483799402320506 |
-0.7562589912210242 |
9.006543612814395e-2 |
0.6307060325245487 |
-0.2658735764273784 |
1.3036368729747179 |
1.3861689239960837 |
-0.10256413058630598 |
1.7873934636501403 |
0.39996285217557137 |
-0.962793977380421 |
1.2120179370324367 |
-0.14370787512306984 |
0.1873907498457296 |
8.883711718846676e-2 |
1.1389205017346977 |
-1.5633041348778628e-2 |
1.5435878241412961 |
0.9211075789572168 |
0.17182562184847788 |
-1.0405053204973118 |
0.6134953430761453 |
0.924316094817409 |
0.893158168449016 |
0.7054993963391207 |
1.1169128153424053 |
1.2716543656809969 |
0.2909263677211387 |
0.3156983081862408 |
-0.3181585485837661 |
-1.79557827837392 |
-1.9821852874504897 |
-0.18315266781990724 |
0.29419068616581573 |
1.321272422372547 |
-0.5300977560633852 |
0.7301877034905364 |
0.35702870934871034 |
-0.12785771898138407 |
-1.4568475152442806 |
1.1799216369387262 |
-2.6289350896996853 |
1.36938729411264 |
0.8658222795557158 |
-1.961929096387823 |
-1.7869367782036754 |
-2.3414119790965118 |
-0.7070000881461707 |
1.094870026989326 |
1.1674921223009784 |
0.4309575170361471 |
-0.5608691138957983 |
0.9204597474090102 |
0.45642908946816274 |
1.3262603156304236 |
0.6694839282628849 |
-1.4191468918247268 |
-2.0503769708593955 |
-1.559496185458982 |
-0.8294949891974716 |
-0.7511122251047269 |
0.9255039510005931 |
-0.7348543381165886 |
0.14006818598115695 |
-8.906989903365076e-2 |
0.5960428781510217 |
-1.02587326449146 |
-0.19021607612190924 |
0.4462389970391413 |
-0.4412430070274576 |
-0.5519946201974366 |
-0.5978564569550795 |
1.3285941918109334 |
0.9398258266993826 |
0.18054354406665346 |
0.24526741726554308 |
0.6419203730291116 |
-0.9563898027913122 |
-0.4574416919740238 |
-0.49100134055869604 |
0.8350348745649541 |
1.1230180632103244 |
-0.2831261948065207 |
-0.34737057487344897 |
-4.4197222396898606e-2 |
0.4029451403943494 |
-0.8387790498308709 |
-0.76724104350462 |
-1.405536067872571 |
-0.5049830367049549 |
-0.4450784100952837 |
-1.0964525416975441 |
-0.24679765115367583 |
0.6373400044210754 |
0.47325677731185334 |
-2.895796152379444 |
1.0608917942097844 |
-0.5538446783382351 |
-1.0739516871848376 |
0.6590103675152038 |
0.19886190778235394 |
-0.7684000719143101 |
-0.9540651350015262 |
0.8326866968950778 |
1.049265553847453 |
1.1564460495859417 |
-0.9105747398006214 |
-1.298779737770393 |
0.7486049675853867 |
1.0125992544722646 |
-0.552486882193573 |
4.083638455563342e-2 |
-7.43032114617912e-2 |
0.38180618893011364 |
-2.5821601917725587 |
-3.9183934552884936e-2 |
-0.7161579504665817 |
-1.1179393167374423 |
0.24473358069515785 |
0.37566200116631454 |
-0.8469696321106422 |
0.9536067209045733 |
1.040389080973342e-3 |
-1.9463087774264596 |
-0.5212577234014426 |
2.6198974509955283e-2 |
-0.22312751932133126 |
-0.3749580186284632 |
0.8158971199557807 |
0.5526973095848743 |
-1.0007418364636667 |
-0.7893531119518733 |
0.948603975708334 |
-0.5535013570539268 |
0.615437313273332 |
0.390353931433719 |
2.1370626071593804e-2 |
-4.58603577983067e-2 |
-1.8585598276086635 |
-1.7168393323476852 |
-1.1398906775971094 |
-0.4823380615634837 |
0.96139463327236 |
-0.28409897841626214 |
-1.1427184843899973 |
0.47191339234564744 |
-0.7999147952790192 |
-0.6809096342868951 |
-0.5802973198353383 |
-0.15724483814107668 |
-3.095640160553223e-2 |
-0.935248060922378 |
-0.2680652196876797 |
-1.3834783433962559 |
0.24424086946940488 |
2.8145362608873965e-2 |
2.0243901188534075e-2 |
0.8656525590853151 |
-0.43908603802454604 |
-0.3372983215369459 |
-1.527152991853827 |
-0.8950322545891167 |
0.49340212657275334 |
0.16455403921586076 |
-0.2922070048026174 |
8.049860352378384e-2 |
0.5092872109601911 |
-1.4149898349271792 |
0.26001016007049604 |
0.848179116862477 |
1.541775892767944 |
-2.7383106694634813 |
-1.3360086450624162 |
0.24805635526298545 |
-1.8022030869799206 |
0.10731148881574702 |
-0.5272965884493478 |
-0.522827282380973 |
-1.6790858913831084 |
-1.0881066592743878 |
-0.7551911549160485 |
1.0908758941061858 |
-0.40596025641974887 |
-1.3175361850815699 |
-0.33736351432728534 |
-0.7647965508049966 |
-0.8966825099514081 |
0.13589183843986818 |
-0.45700135918716 |
0.17800963180524587 |
-0.12241676923652416 |
0.928379507484781 |
-1.4663326638006033 |
0.9926875580120624 |
-0.9519902891303528 |
-1.2103639004447255 |
-0.29320537464645474 |
1.0589301445025614 |
1.9848035286394352 |
-1.262990865781086 |
-0.4669510069602996 |
-0.29852124969696514 |
0.4528378506109543 |
-2.176827775976124 |
0.6287618750023547 |
-0.22259591077043436 |
0.8980186936604918 |
-0.6701335093722809 |
5.3540678924927795e-2 |
-2.0162206655848456 |
-5.915502468864325 |
6.248484005862629e-2 |
-6.430908490699098e-2 |
0.24975508158417795 |
0.10082671294548266 |
6.192719483296151e-2 |
-0.8827535896932235 |
0.14629114201469284 |
0.3647103786297681 |
0.13525709550549558 |
-0.6839012648279135 |
-0.3282810590165173 |
-2.5448723679212413 |
0.9859079039422615 |
0.8870212178332524 |
-0.9336885155326297 |
-0.5912519373226456 |
-1.19738092926328 |
-4.418517142015048e-2 |
-1.0477395899387958 |
0.8720418466790518 |
-0.16818902827121646 |
0.8106803127226195 |
7.651700053300835e-2 |
0.6479284215091841 |
-1.2656945480299158 |
-0.3928384325809046 |
-1.6427960713292782 |
-1.1104398571567456e-2 |
0.33300423009965163 |
-1.4810644003074978 |
-0.7936240133313774 |
-0.41607342702266226 |
-0.8103843372605553 |
6.1934850072404936e-2 |
-1.3972529144877643 |
-1.1492657301278992 |
0.19051481992981023 |
1.4771174105289492e-3 |
-0.7526971048807434 |
-0.6958979478771827 |
0.3857577737865013 |
-0.26761154566176326 |
6.330220478322962e-2 |
-1.8292445149531718 |
-0.4450769376655955 |
7.679881883917433e-2 |
-2.4157429316491066 |
-0.35061571253514523 |
0.39710873785339107 |
-1.1752337481862478 |
-0.488644466470834 |
-1.1819154926380382 |
0.9611401946105317 |
-0.88356932939405 |
-0.3682206690752407 |
0.5300804829424589 |
0.7517433153011605 |
-4.100082896844213 |
-0.18268097898348856 |
0.4756183235788339 |
0.5490073718413218 |
0.11953038666589516 |
-0.5421149051411095 |
2.5064114496629736e-2 |
0.230194477556215 |
-0.5430905347252163 |
1.5584512436402695 |
0.7308508901811838 |
-0.4223660350121439 |
0.6880017317073447 |
0.3163521132445753 |
2.2499178761738656e-2 |
0.5033732580836815 |
1.908085184261808 |
-4.159840990620793e-2 |
-0.7448439804538625 |
-0.681420065430807 |
0.3141463932063569 |
-1.573602447113043 |
9.865523425471445e-2 |
-0.24893221002717708 |
0.9263087968044336 |
-0.43302211618029557 |
-1.4398587970092795 |
0.462885224472874 |
-0.391055252551079 |
-1.3270367364908389 |
0.5095691560296709 |
-0.9111937635582255 |
0.25748127626527917 |
1.0055534371830066 |
0.7936454594404486 |
0.26066651094965915 |
1.3394018178342768 |
-1.5012794324329175 |
-1.212821534560818 |
-0.2995168034930508 |
0.14237964077547013 |
-0.44775226629445647 |
0.18686224516459876 |
-0.2913595677715297 |
-0.14825636999077735 |
1.4255082955353757e-2 |
-3.85223285385276e-2 |
0.34337513637978356 |
-1.3596032767443251 |
-0.12697006859821677 |
-0.9881327478480624 |
-0.11141412701259497 |
0.22977278357028447 |
0.5176994104510022 |
6.13987745130998e-2 |
-0.3360717809204362 |
-0.6528018638498932 |
0.5701728960887047 |
-0.5637272529976811 |
-1.3206794239848478 |
0.1462347705134622 |
1.358693285939825 |
-0.17779587530777846 |
-1.6381157635658086 |
-0.602344532375961 |
-0.3040307722514201 |
-0.8193791814630933 |
-1.4755414229551909 |
-1.1278599078269054 |
-0.4444726441730127 |
0.35879357661949324 |
1.1179138541897764e-2 |
0.34967140754299175 |
-6.982165672536109e-2 |
-1.904553463477631e-2 |
3.3509032578186985e-2 |
0.43458901734435373 |
-0.5026269642909126 |
-1.684639094666372 |
-0.9597412475447774 |
1.4023843420494426 |
-0.4267339931080307 |
-9.266528554109059e-2 |
0.47488555394598253 |
0.18823213582988355 |
0.8406032598983453 |
-0.9910323928287407 |
-0.9427234831869965 |
1.4986945451227311 |
0.7610470759162783 |
0.21440090198276052 |
-1.8951086283122098 |
-0.1195509825335976 |
0.10885346370435622 |
-1.580719694938195 |
-0.7372165177419857 |
-0.3453896181957068 |
-0.1679209953140206 |
0.10817078505437988 |
0.623898427209341 |
0.2059262926120357 |
-1.4863981874464185 |
-6.331581426263354e-2 |
0.5539275575714465 |
-0.4114802468703741 |
-0.2537329263193067 |
-0.9506562296769948 |
1.068374879236074 |
-0.3398067292862239 |
-0.32398605358520316 |
-0.42650686456142684 |
-2.186502303726239 |
1.3938624683483432 |
-1.0204544914921314 |
0.27469550529997006 |
0.5362520089571434 |
-0.7363178909964009 |
-0.6292901762011418 |
0.9369030019327613 |
6.551404180844994e-2 |
0.1282331586527475 |
-1.5197729065410778e-2 |
-1.0950489304100275 |
-1.3549368516581415 |
-0.5911666411407626 |
-0.2532802591719359 |
-0.9296320860244299 |
-0.1002787866878538 |
-1.5821547576776454 |
-0.9551294929945369 |
-0.13367191347958032 |
0.2685265644141194 |
0.6043227304296972 |
-0.13541855239802086 |
0.22096438768429855 |
0.6957725134313342 |
-1.566346070374885 |
0.5572636952570301 |
0.15486117417577897 |
0.3014926601172488 |
-0.7621478077785558 |
0.32734086830965053 |
-1.6237166505279563 |
-0.9060064551221478 |
-0.6544566088606873 |
-0.21304296358942265 |
0.5239325837337663 |
0.9223081331700905 |
-0.9122812185222428 |
-0.24865928174635601 |
0.8634327460307729 |
-0.7128132140281332 |
-1.5087079840447288 |
1.4460438896255918 |
0.22108497623179488 |
-0.18608980078521345 |
-0.5136565645795023 |
-0.2840762845598929 |
-0.8459874564799138 |
-0.380059650479177 |
-1.1646367865259744 |
0.5960061104441506 |
0.29675974405004724 |
-2.2198394643539735e-2 |
1.0556739178415897 |
0.35023171132628417 |
-1.2014380501041335 |
0.5189884975744112 |
0.38295900412869216 |
0.9431311483218855 |
3.170143276445295e-2 |
1.3307727287321278 |
-1.3597476078635353 |
1.6925820719064946 |
0.10701392309290869 |
0.3769110689022767 |
-0.5225688650866008 |
0.12962105610924668 |
0.4388507070002017 |
-1.5635346785212256 |
0.7400421406892627 |
-0.1542292630166233 |
-4.453077099148361e-2 |
-0.5182229388235478 |
-0.48273405745988357 |
0.34946624425526 |
0.1975687811786549 |
-0.34106306503697253 |
-1.0431049581122194 |
0.5473914836897852 |
-0.32163941044764294 |
-2.1123605476138505 |
0.6755552672777567 |
-0.7768750359376887 |
7.361579398740335e-2 |
-1.1767524912633618 |
-0.5872458115946685 |
-0.15834020050780284 |
0.682572359347037 |
0.25945073138280605 |
0.18198122034572886 |
0.8813451011277746 |
9.289521984221884e-2 |
-0.8224646596460314 |
-1.0992548944297087 |
0.24767764457942207 |
-1.6296349827369583 |
0.8839992806447705 |
-0.20826509006315633 |
-1.1308211710304394 |
-0.888034323093527 |
1.375146556884749 |
-0.12272814800411408 |
0.4708084873186104 |
-0.4634347195545461 |
0.3440522256895429 |
0.4367497353673552 |
-0.2795279825620374 |
0.7701118542900588 |
-4.2075245099282746e-2 |
-0.10357117246458049 |
1.80757939097979e-2 |
0.16185831370575537 |
0.5535246598913276 |
-0.4376793572220653 |
0.2960230050324334 |
-0.501790599000596 |
-0.4316894674828857 |
0.24271962137276715 |
-0.6012591933934375 |
0.499528227037766 |
-0.227724741199252 |
-1.5266390839325845 |
-0.5833859951647822 |
0.44092803915740614 |
1.3593919171619417 |
0.637089242037123 |
0.712636779143946 |
-1.1258805595962003 |
0.1451010950402414 |
-0.6625051797404924 |
-0.8793761681170623 |
0.3205158072965067 |
0.11039293412506312 |
-0.935517944613967 |
-0.35882328154752013 |
-0.4990646122154142 |
-0.5813521178437366 |
-3.959793091748769e-2 |
-1.016322415917227 |
1.069329943682345 |
-6.899807012373943e-2 |
-0.9360632713678595 |
-0.600779764980383 |
-1.0163490721896018 |
-0.7464384026808953 |
0.21876928556414296 |
0.23953823855339262 |
-1.349843212892932 |
-0.9621476427127764 |
0.599309142680298 |
-0.7426591743046266 |
2.999965310254963e-2 |
1.4104064512304106 |
-0.281655180427759 |
-0.9878062656356458 |
-0.4153208114916822 |
5.918848182094669e-2 |
-0.4991855384391755 |
0.37554324623667645 |
-1.0384587138204282 |
0.34503225112933517 |
6.033467545812348e-2 |
1.388444756419958 |
5.085027336501233e-2 |
-0.9637737556054642 |
1.553649168586412 |
-0.5801982713557641 |
-0.9283895640961064 |
0.2793697603225793 |
0.3146293591732849 |
1.0837632617676214 |
-0.7626542728669009 |
0.7477118259115428 |
-0.4680441794071581 |
-0.8164764251785102 |
-1.2655145330562003 |
-0.5835094478470579 |
-1.046134490045332 |
-0.9316648122523561 |
0.7201964710108949 |
-1.0109633319210711 |
0.2820566511504923 |
-1.262133352352325 |
-0.30588814387272023 |
-1.3657340529671387 |
0.7279205250179235 |
9.01801459906393e-2 |
-1.7503931093934726 |
0.27769735027577597 |
-1.6991025093602443 |
0.9033251358981357 |
-0.7881664644439343 |
-0.532048954767078 |
-0.7145121539163726 |
0.35311094138229787 |
1.2074332463249917 |
-0.21768081556036123 |
-0.718840391727202 |
0.40369578348012486 |
-0.6969490534174008 |
-0.9548036927115915 |
0.10172694836464449 |
-0.5793599347716393 |
-1.3468562864485707 |
-0.6357662778430159 |
1.5094750001492365 |
0.44533230558821424 |
1.1145463829197875 |
-0.5291514802205262 |
-0.9307436500694146 |
-1.1046841565784926 |
-1.047753550621287 |
-0.9421974781853397 |
-1.0740834261221295 |
0.8788362867110385 |
We can see this definitively if we count the number of predictions within + or - 1.0 and + or - 2.0 and display this as a pie chart:
SELECT case when Within_RSME <= 1.0 and Within_RSME >= -1.0 then 1 when Within_RSME <= 2.0 and Within_RSME >= -2.0 then 2 else 3 end RSME_Multiple, COUNT(*) count from Power_Plant_RMSE_Evaluation
group by case when Within_RSME <= 1.0 and Within_RSME >= -1.0 then 1 when Within_RSME <= 2.0 and Within_RSME >= -2.0 then 2 else 3 end
RSME_Multiple | count |
---|---|
1.0 | 1267.0 |
3.0 | 77.0 |
2.0 | 512.0 |
So we have about 70% of our training data within 1 RMSE and about 97% (70% + 27%) within 2 RMSE. So the model is pretty decent. Let's see if we can tune the model to improve it further.
NOTE: these numbers will vary across runs due to the seed in random sampling of training and test set, number of iterations, and other stopping rules in optimization, for example.
Step 7: Tuning and Evaluation
Now that we have a model with all of the data let's try to make a better model by tuning over several parameters.
import org.apache.spark.ml.tuning.{ParamGridBuilder, CrossValidator}
import org.apache.spark.ml.evaluation._
import org.apache.spark.ml.tuning.{ParamGridBuilder, CrossValidator}
import org.apache.spark.ml.evaluation._
First let's use a cross validator to split the data into training and validation subsets. See http://spark.apache.org/docs/latest/ml-tuning.html.
//Let's set up our evaluator class to judge the model based on the best root mean squared error
val regEval = new RegressionEvaluator()
regEval.setLabelCol("PE")
.setPredictionCol("Predicted_PE")
.setMetricName("rmse")
regEval: org.apache.spark.ml.evaluation.RegressionEvaluator = RegressionEvaluator: uid=regEval_3679d6d8cb8b, metricName=rmse, throughOrigin=false
res40: regEval.type = RegressionEvaluator: uid=regEval_3679d6d8cb8b, metricName=rmse, throughOrigin=false
We now treat the lrPipeline
as an Estimator
, wrapping it in a CrossValidator
instance.
This will allow us to jointly choose parameters for all Pipeline stages.
A CrossValidator
requires an Estimator
, an Evaluator
(which we set
next).
//Let's create our crossvalidator with 3 fold cross validation
val crossval = new CrossValidator()
crossval.setEstimator(lrPipeline)
crossval.setNumFolds(3)
crossval.setEvaluator(regEval)
crossval: org.apache.spark.ml.tuning.CrossValidator = cv_3b91131c250a
res41: crossval.type = cv_3b91131c250a
A CrossValidator
also requires a set of EstimatorParamMaps
which we set
next.
For this we need a regularization parameter (more generally a hyper-parameter that is model-specific).
Now, let's tune over our regularization parameter from 0.01 to 0.10.
val regParam = ((1 to 10) toArray).map(x => (x /100.0))
warning: one feature warning; for details, enable `:setting -feature' or `:replay -feature'
regParam: Array[Double] = Array(0.01, 0.02, 0.03, 0.04, 0.05, 0.06, 0.07, 0.08, 0.09, 0.1)
Check out the scala docs for syntactic details on org.apache.spark.ml.tuning.ParamGridBuilder.
val paramGrid = new ParamGridBuilder()
.addGrid(lr.regParam, regParam)
.build()
crossval.setEstimatorParamMaps(paramGrid)
paramGrid: Array[org.apache.spark.ml.param.ParamMap] =
Array({
linReg_96951eb5ad16-regParam: 0.01
}, {
linReg_96951eb5ad16-regParam: 0.02
}, {
linReg_96951eb5ad16-regParam: 0.03
}, {
linReg_96951eb5ad16-regParam: 0.04
}, {
linReg_96951eb5ad16-regParam: 0.05
}, {
linReg_96951eb5ad16-regParam: 0.06
}, {
linReg_96951eb5ad16-regParam: 0.07
}, {
linReg_96951eb5ad16-regParam: 0.08
}, {
linReg_96951eb5ad16-regParam: 0.09
}, {
linReg_96951eb5ad16-regParam: 0.1
})
res42: crossval.type = cv_3b91131c250a
//Now let's create our model
val cvModel = crossval.fit(trainingSet)
cvModel: org.apache.spark.ml.tuning.CrossValidatorModel = CrossValidatorModel: uid=cv_3b91131c250a, bestModel=pipeline_1fbeea3a78d7, numFolds=3
In addition to CrossValidator
Spark also offers TrainValidationSplit
for hyper-parameter tuning. TrainValidationSplit
only evaluates each combination of parameters once as opposed to k times in case of CrossValidator
. It is therefore less expensive, but will not produce as reliable results when the training dataset is not sufficiently large.
Now that we have tuned let's see what we got for tuning parameters and what our RMSE was versus our intial model
val predictionsAndLabels = cvModel.transform(testSet)
val metrics = new RegressionMetrics(predictionsAndLabels.select("Predicted_PE", "PE").rdd.map(r => (r(0).asInstanceOf[Double], r(1).asInstanceOf[Double])))
val rmse = metrics.rootMeanSquaredError
val explainedVariance = metrics.explainedVariance
val r2 = metrics.r2
predictionsAndLabels: org.apache.spark.sql.DataFrame = [AT: double, V: double ... 5 more fields]
metrics: org.apache.spark.mllib.evaluation.RegressionMetrics = org.apache.spark.mllib.evaluation.RegressionMetrics@671c9416
rmse: Double = 4.4286032895695895
explainedVariance: Double = 271.5750243564875
r2: Double = 0.9313732865178349
println (f"Root Mean Squared Error: $rmse")
println (f"Explained Variance: $explainedVariance")
println (f"R2: $r2")
Root Mean Squared Error: 4.4286032895695895
Explained Variance: 271.5750243564875
R2: 0.9313732865178349
Let us explore other models to see if we can predict the power output better
There are several families of models in Spark's scalable machine learning library:
So our initial untuned and tuned linear regression models are statistically identical.
Given that the only linearly correlated variable is Temperature, it makes sense try another machine learning method such a Decision Tree to handle non-linear data and see if we can improve our model
A Decision Tree creates a model based on splitting variables using a tree structure. We will first start with a single decision tree model.
Reference Decision Trees: https://en.wikipedia.org/wiki/Decisiontreelearning
//Let's build a decision tree pipeline
import org.apache.spark.ml.regression.DecisionTreeRegressor
// we are using a Decision Tree Regressor as opposed to a classifier we used for the hand-written digit classification problem
val dt = new DecisionTreeRegressor()
dt.setLabelCol("PE")
dt.setPredictionCol("Predicted_PE")
dt.setFeaturesCol("features")
dt.setMaxBins(100)
val dtPipeline = new Pipeline()
dtPipeline.setStages(Array(vectorizer, dt))
import org.apache.spark.ml.regression.DecisionTreeRegressor
dt: org.apache.spark.ml.regression.DecisionTreeRegressor = dtr_92691f930484
dtPipeline: org.apache.spark.ml.Pipeline = pipeline_ddfeb1cfff04
res106: dtPipeline.type = pipeline_ddfeb1cfff04
//Let's just resuse our CrossValidator
crossval.setEstimator(dtPipeline)
res107: crossval.type = cv_bc136566b6a6
val paramGrid = new ParamGridBuilder()
.addGrid(dt.maxDepth, Array(2, 3))
.build()
paramGrid: Array[org.apache.spark.ml.param.ParamMap] =
Array({
dtr_92691f930484-maxDepth: 2
}, {
dtr_92691f930484-maxDepth: 3
})
crossval.setEstimatorParamMaps(paramGrid)
res108: crossval.type = cv_bc136566b6a6
val dtModel = crossval.fit(trainingSet) // fit decitionTree with cv
dtModel: org.apache.spark.ml.tuning.CrossValidatorModel = CrossValidatorModel: uid=cv_bc136566b6a6, bestModel=pipeline_ddfeb1cfff04, numFolds=3
import org.apache.spark.ml.regression.DecisionTreeRegressionModel
import org.apache.spark.ml.PipelineModel
dtModel.bestModel.asInstanceOf[PipelineModel].stages.last.asInstanceOf[DecisionTreeRegressionModel].toDebugString
import org.apache.spark.ml.regression.DecisionTreeRegressionModel
import org.apache.spark.ml.PipelineModel
res109: String =
"DecisionTreeRegressionModel: uid=dtr_92691f930484, depth=3, numNodes=15, numFeatures=4
If (feature 0 <= 18.595)
If (feature 0 <= 11.885000000000002)
If (feature 0 <= 8.575)
Predict: 483.994943457189
Else (feature 0 > 8.575)
Predict: 476.04374262101527
Else (feature 0 > 11.885000000000002)
If (feature 0 <= 15.475000000000001)
Predict: 467.5564649956784
Else (feature 0 > 15.475000000000001)
Predict: 459.5010376134889
Else (feature 0 > 18.595)
If (feature 1 <= 66.21000000000001)
If (feature 0 <= 22.055)
Predict: 452.01076923076914
Else (feature 0 > 22.055)
Predict: 443.46937926330156
Else (feature 1 > 66.21000000000001)
If (feature 0 <= 25.325)
Predict: 440.73731707317074
Else (feature 0 > 25.325)
Predict: 433.86131215469624
"
The line above will pull the Decision Tree model from the Pipeline and display it as an if-then-else string.
Next let's visualize it as a decision tree for regression.
display(dtModel.bestModel.asInstanceOf[PipelineModel].stages.last.asInstanceOf[DecisionTreeRegressionModel])
treeNode |
---|
{"index":7,"featureType":"continuous","prediction":null,"threshold":18.595,"categories":null,"feature":0,"overflow":false} |
{"index":3,"featureType":"continuous","prediction":null,"threshold":11.885000000000002,"categories":null,"feature":0,"overflow":false} |
{"index":1,"featureType":"continuous","prediction":null,"threshold":8.575,"categories":null,"feature":0,"overflow":false} |
{"index":0,"featureType":null,"prediction":483.994943457189,"threshold":null,"categories":null,"feature":null,"overflow":false} |
{"index":2,"featureType":null,"prediction":476.04374262101527,"threshold":null,"categories":null,"feature":null,"overflow":false} |
{"index":5,"featureType":"continuous","prediction":null,"threshold":15.475000000000001,"categories":null,"feature":0,"overflow":false} |
{"index":4,"featureType":null,"prediction":467.5564649956784,"threshold":null,"categories":null,"feature":null,"overflow":false} |
{"index":6,"featureType":null,"prediction":459.5010376134889,"threshold":null,"categories":null,"feature":null,"overflow":false} |
{"index":11,"featureType":"continuous","prediction":null,"threshold":66.21000000000001,"categories":null,"feature":1,"overflow":false} |
{"index":9,"featureType":"continuous","prediction":null,"threshold":22.055,"categories":null,"feature":0,"overflow":false} |
{"index":8,"featureType":null,"prediction":452.01076923076914,"threshold":null,"categories":null,"feature":null,"overflow":false} |
{"index":10,"featureType":null,"prediction":443.46937926330156,"threshold":null,"categories":null,"feature":null,"overflow":false} |
{"index":13,"featureType":"continuous","prediction":null,"threshold":25.325,"categories":null,"feature":0,"overflow":false} |
{"index":12,"featureType":null,"prediction":440.73731707317074,"threshold":null,"categories":null,"feature":null,"overflow":false} |
{"index":14,"featureType":null,"prediction":433.86131215469624,"threshold":null,"categories":null,"feature":null,"overflow":false} |
Now let's see how our DecisionTree model compares to our LinearRegression model
val predictionsAndLabels = dtModel.bestModel.transform(testSet)
val metrics = new RegressionMetrics(predictionsAndLabels.select("Predicted_PE", "PE").map(r => (r(0).asInstanceOf[Double], r(1).asInstanceOf[Double])).rdd)
val rmse = metrics.rootMeanSquaredError
val explainedVariance = metrics.explainedVariance
val r2 = metrics.r2
println (f"Root Mean Squared Error: $rmse")
println (f"Explained Variance: $explainedVariance")
println (f"R2: $r2")
Root Mean Squared Error: 5.111944542729953
Explained Variance: 261.4355220034205
R2: 0.908560906504635
predictionsAndLabels: org.apache.spark.sql.DataFrame = [AT: double, V: double ... 5 more fields]
metrics: org.apache.spark.mllib.evaluation.RegressionMetrics = org.apache.spark.mllib.evaluation.RegressionMetrics@684c4c50
rmse: Double = 5.111944542729953
explainedVariance: Double = 261.4355220034205
r2: Double = 0.908560906504635
So our DecisionTree was slightly worse than our LinearRegression model (LR: 4.6 vs DT: 5.2). Maybe we can try an Ensemble method such as Gradient-Boosted Decision Trees to see if we can strengthen our model by using an ensemble of weaker trees with weighting to reduce the error in our model.
*Note since this is a complex model, the cell below can take about *16 minutes* or so to run on a small cluster with a couple nodes with about 6GB RAM, go out and grab a coffee and come back :-).*
This GBTRegressor code will be way faster on a larger cluster of course.
A visual explanation of gradient boosted trees:
Let's see what a boosting algorithm, a type of ensemble method, is all about in more detail.
import org.apache.spark.ml.regression.GBTRegressor
val gbt = new GBTRegressor()
gbt.setLabelCol("PE")
gbt.setPredictionCol("Predicted_PE")
gbt.setFeaturesCol("features")
gbt.setSeed(100088121L)
gbt.setMaxBins(100)
gbt.setMaxIter(120)
val gbtPipeline = new Pipeline()
gbtPipeline.setStages(Array(vectorizer, gbt))
//Let's just resuse our CrossValidator
crossval.setEstimator(gbtPipeline)
val paramGrid = new ParamGridBuilder()
.addGrid(gbt.maxDepth, Array(2, 3))
.build()
crossval.setEstimatorParamMaps(paramGrid)
//gbt.explainParams
val gbtModel = crossval.fit(trainingSet)
import org.apache.spark.ml.regression.GBTRegressor
gbt: org.apache.spark.ml.regression.GBTRegressor = gbtr_0a275b363831
gbtPipeline: org.apache.spark.ml.Pipeline = pipeline_8b2722444cff
paramGrid: Array[org.apache.spark.ml.param.ParamMap] =
Array({
gbtr_0a275b363831-maxDepth: 2
}, {
gbtr_0a275b363831-maxDepth: 3
})
gbtModel: org.apache.spark.ml.tuning.CrossValidatorModel = CrossValidatorModel: uid=cv_bc136566b6a6, bestModel=pipeline_8b2722444cff, numFolds=3
import org.apache.spark.ml.regression.GBTRegressionModel
val predictionsAndLabels = gbtModel.bestModel.transform(testSet)
val metrics = new RegressionMetrics(predictionsAndLabels.select("Predicted_PE", "PE").map(r => (r(0).asInstanceOf[Double], r(1).asInstanceOf[Double])).rdd)
val rmse = metrics.rootMeanSquaredError
val explainedVariance = metrics.explainedVariance
val r2 = metrics.r2
println (f"Root Mean Squared Error: $rmse")
println (f"Explained Variance: $explainedVariance")
println (f"R2: $r2")
Root Mean Squared Error: 3.7034735091301307
Explained Variance: 272.208177448154
R2: 0.9520069744321176
import org.apache.spark.ml.regression.GBTRegressionModel
predictionsAndLabels: org.apache.spark.sql.DataFrame = [AT: double, V: double ... 5 more fields]
metrics: org.apache.spark.mllib.evaluation.RegressionMetrics = org.apache.spark.mllib.evaluation.RegressionMetrics@79d7946a
rmse: Double = 3.7034735091301307
explainedVariance: Double = 272.208177448154
r2: Double = 0.9520069744321176
We can use the toDebugString method to dump out what our trees and weighting look like:
gbtModel.bestModel.asInstanceOf[PipelineModel].stages.last.asInstanceOf[GBTRegressionModel].toDebugString
res116: String =
"GBTRegressionModel: uid=gbtr_0a275b363831, numTrees=120, numFeatures=4
Tree 0 (weight 1.0):
If (feature 0 <= 18.595)
If (feature 0 <= 11.885000000000002)
If (feature 0 <= 8.575)
Predict: 483.994943457189
Else (feature 0 > 8.575)
Predict: 476.04374262101527
Else (feature 0 > 11.885000000000002)
If (feature 0 <= 15.475000000000001)
Predict: 467.5564649956784
Else (feature 0 > 15.475000000000001)
Predict: 459.5010376134889
Else (feature 0 > 18.595)
If (feature 1 <= 66.21000000000001)
If (feature 0 <= 22.055)
Predict: 452.01076923076914
Else (feature 0 > 22.055)
Predict: 443.46937926330156
Else (feature 1 > 66.21000000000001)
If (feature 0 <= 25.325)
Predict: 440.73731707317074
Else (feature 0 > 25.325)
Predict: 433.86131215469624
Tree 1 (weight 0.1):
If (feature 3 <= 82.55000000000001)
If (feature 0 <= 26.505000000000003)
If (feature 3 <= 64.11500000000001)
Predict: 6.095232469256877
Else (feature 3 > 64.11500000000001)
Predict: 1.4337156041793564
Else (feature 0 > 26.505000000000003)
If (feature 1 <= 65.55000000000001)
Predict: -7.6527692217902885
Else (feature 1 > 65.55000000000001)
Predict: -0.5844786594493007
Else (feature 3 > 82.55000000000001)
If (feature 1 <= 45.754999999999995)
If (feature 3 <= 93.075)
Predict: 0.6108402960070604
Else (feature 3 > 93.075)
Predict: -3.913147108789527
Else (feature 1 > 45.754999999999995)
If (feature 0 <= 18.595)
Predict: -9.443118256805649
Else (feature 0 > 18.595)
Predict: -3.9650066253122347
Tree 2 (weight 0.1):
If (feature 1 <= 45.754999999999995)
If (feature 0 <= 15.475000000000001)
If (feature 0 <= 14.285)
Predict: 1.1090321642566017
Else (feature 0 > 14.285)
Predict: -3.898383406004269
Else (feature 0 > 15.475000000000001)
If (feature 0 <= 18.595)
Predict: 4.874047316205584
Else (feature 0 > 18.595)
Predict: 10.653531335032094
Else (feature 1 > 45.754999999999995)
If (feature 0 <= 18.595)
If (feature 1 <= 58.19)
Predict: -5.0005796708960615
Else (feature 1 > 58.19)
Predict: -13.749053154552547
Else (feature 0 > 18.595)
If (feature 2 <= 1009.295)
Predict: -3.1410617295379555
Else (feature 2 > 1009.295)
Predict: 0.8001319329379373
Tree 3 (weight 0.1):
If (feature 3 <= 85.52000000000001)
If (feature 1 <= 55.825)
If (feature 0 <= 26.505000000000003)
Predict: 2.695149105254423
Else (feature 0 > 26.505000000000003)
Predict: -6.7564705067621675
Else (feature 1 > 55.825)
If (feature 1 <= 66.21000000000001)
Predict: -2.282355645191304
Else (feature 1 > 66.21000000000001)
Predict: 0.5508297910243797
Else (feature 3 > 85.52000000000001)
If (feature 1 <= 40.629999999999995)
If (feature 2 <= 1022.8399999999999)
Predict: 2.236331037122985
Else (feature 2 > 1022.8399999999999)
Predict: -7.220151471077029
Else (feature 1 > 40.629999999999995)
If (feature 3 <= 89.595)
Predict: -2.175085332960937
Else (feature 3 > 89.595)
Predict: -4.54715329410012
Tree 4 (weight 0.1):
If (feature 2 <= 1010.335)
If (feature 1 <= 43.005)
If (feature 0 <= 15.475000000000001)
Predict: -0.004818717215773318
Else (feature 0 > 15.475000000000001)
Predict: 5.355639866401019
Else (feature 1 > 43.005)
If (feature 1 <= 65.15)
Predict: -5.132340755716604
Else (feature 1 > 65.15)
Predict: -0.7228608840382099
Else (feature 2 > 1010.335)
If (feature 3 <= 74.525)
If (feature 0 <= 29.455)
Predict: 3.0313483965828176
Else (feature 0 > 29.455)
Predict: -2.560863167947768
Else (feature 3 > 74.525)
If (feature 1 <= 40.629999999999995)
Predict: 2.228142113797423
Else (feature 1 > 40.629999999999995)
Predict: -1.6052323952407273
Tree 5 (weight 0.1):
If (feature 3 <= 81.045)
If (feature 0 <= 27.585)
If (feature 3 <= 46.92)
Predict: 8.005444802948366
Else (feature 3 > 46.92)
Predict: 1.301219291279602
Else (feature 0 > 27.585)
If (feature 1 <= 65.55000000000001)
Predict: -6.568175152421089
Else (feature 1 > 65.55000000000001)
Predict: -0.8331220915230161
Else (feature 3 > 81.045)
If (feature 1 <= 41.519999999999996)
If (feature 2 <= 1019.835)
Predict: 1.7054425589091675
Else (feature 2 > 1019.835)
Predict: -2.6266728146418195
Else (feature 1 > 41.519999999999996)
If (feature 1 <= 41.805)
Predict: -11.130585327952137
Else (feature 1 > 41.805)
Predict: -2.111742422947989
Tree 6 (weight 0.1):
If (feature 2 <= 1009.625)
If (feature 1 <= 43.005)
If (feature 0 <= 15.475000000000001)
Predict: -0.4497329015715072
Else (feature 0 > 15.475000000000001)
Predict: 3.661440765591046
Else (feature 1 > 43.005)
If (feature 1 <= 66.85499999999999)
Predict: -3.861085082339984
Else (feature 1 > 66.85499999999999)
Predict: -0.7492674320362704
Else (feature 2 > 1009.625)
If (feature 3 <= 69.32499999999999)
If (feature 0 <= 29.455)
Predict: 2.621042446270476
Else (feature 0 > 29.455)
Predict: -1.4554021183385886
Else (feature 3 > 69.32499999999999)
If (feature 1 <= 58.19)
Predict: 0.42605173456002876
Else (feature 1 > 58.19)
Predict: -1.9554878629891888
Tree 7 (weight 0.1):
If (feature 3 <= 86.625)
If (feature 1 <= 52.795)
If (feature 0 <= 18.595)
Predict: 0.4988124937300424
Else (feature 0 > 18.595)
Predict: 4.447321094438702
Else (feature 1 > 52.795)
If (feature 1 <= 66.21000000000001)
Predict: -1.721618872277871
Else (feature 1 > 66.21000000000001)
Predict: 0.6365209437219329
Else (feature 3 > 86.625)
If (feature 0 <= 6.895)
If (feature 3 <= 87.32499999999999)
Predict: -10.224737687790185
Else (feature 3 > 87.32499999999999)
Predict: 3.712660431036073
Else (feature 0 > 6.895)
If (feature 0 <= 8.575)
Predict: -7.105091794629204
Else (feature 0 > 8.575)
Predict: -1.5060749360589718
Tree 8 (weight 0.1):
If (feature 2 <= 1008.745)
If (feature 1 <= 41.665)
If (feature 0 <= 15.475000000000001)
Predict: 0.11492519898093705
Else (feature 0 > 15.475000000000001)
Predict: 3.532699993937119
Else (feature 1 > 41.665)
If (feature 1 <= 66.85499999999999)
Predict: -3.366654434213031
Else (feature 1 > 66.85499999999999)
Predict: -0.9165259817521934
Else (feature 2 > 1008.745)
If (feature 3 <= 82.955)
If (feature 1 <= 51.905)
Predict: 1.841638760642105
Else (feature 1 > 51.905)
Predict: 0.33265178659776373
Else (feature 3 > 82.955)
If (feature 3 <= 95.68)
Predict: -0.4850135884105616
Else (feature 3 > 95.68)
Predict: -3.812639024859598
Tree 9 (weight 0.1):
If (feature 0 <= 29.455)
If (feature 3 <= 61.89)
If (feature 1 <= 71.18)
Predict: 1.9301726185107941
Else (feature 1 > 71.18)
Predict: 8.938327477606107
Else (feature 3 > 61.89)
If (feature 0 <= 5.8149999999999995)
Predict: 4.428862111265314
Else (feature 0 > 5.8149999999999995)
Predict: -0.3308347482908286
Else (feature 0 > 29.455)
If (feature 1 <= 68.28999999999999)
If (feature 2 <= 1009.875)
Predict: -8.941194411728706
Else (feature 2 > 1009.875)
Predict: -1.8834474815204216
Else (feature 1 > 68.28999999999999)
If (feature 2 <= 1014.405)
Predict: -0.5760094442636617
Else (feature 2 > 1014.405)
Predict: -5.50575933697771
Tree 10 (weight 0.1):
If (feature 2 <= 1005.345)
If (feature 0 <= 27.355)
If (feature 3 <= 99.3)
Predict: -0.5544332197918127
Else (feature 3 > 99.3)
Predict: -6.049841121821514
Else (feature 0 > 27.355)
If (feature 1 <= 70.815)
Predict: -8.03479585317622
Else (feature 1 > 70.815)
Predict: 0.0619269945107018
Else (feature 2 > 1005.345)
If (feature 3 <= 72.41499999999999)
If (feature 0 <= 24.755000000000003)
Predict: 2.020104454165069
Else (feature 0 > 24.755000000000003)
Predict: -0.22964512858748945
Else (feature 3 > 72.41499999999999)
If (feature 1 <= 40.7)
Predict: 1.2987210163143512
Else (feature 1 > 40.7)
Predict: -0.8347660227231797
Tree 11 (weight 0.1):
If (feature 0 <= 5.0600000000000005)
If (feature 1 <= 42.3)
If (feature 1 <= 39.765)
Predict: 4.261094449524424
Else (feature 1 > 39.765)
Predict: 9.140536590115639
Else (feature 1 > 42.3)
If (feature 2 <= 1007.835)
Predict: 0.9746298984436711
Else (feature 2 > 1007.835)
Predict: -6.317973546286112
Else (feature 0 > 5.0600000000000005)
If (feature 3 <= 95.68)
If (feature 2 <= 1009.295)
Predict: -0.8626626541525325
Else (feature 2 > 1009.295)
Predict: 0.3906915507169364
Else (feature 3 > 95.68)
If (feature 0 <= 11.885000000000002)
Predict: -6.002679638413293
Else (feature 0 > 11.885000000000002)
Predict: -0.7509189525586508
Tree 12 (weight 0.1):
If (feature 0 <= 18.595)
If (feature 1 <= 51.905)
If (feature 0 <= 13.695)
Predict: 0.5958576966099496
Else (feature 0 > 13.695)
Predict: -1.2694566117501789
Else (feature 1 > 51.905)
If (feature 1 <= 58.19)
Predict: -4.248373100253223
Else (feature 1 > 58.19)
Predict: -9.144729000689791
Else (feature 0 > 18.595)
If (feature 1 <= 47.64)
If (feature 2 <= 1012.675)
Predict: 0.8560563666774771
Else (feature 2 > 1012.675)
Predict: 10.801233083620462
Else (feature 1 > 47.64)
If (feature 0 <= 20.015)
Predict: 3.1978561830060213
Else (feature 0 > 20.015)
Predict: -0.16716555702980626
Tree 13 (weight 0.1):
If (feature 0 <= 28.655)
If (feature 1 <= 66.21000000000001)
If (feature 1 <= 58.19)
Predict: 0.34765099851241454
Else (feature 1 > 58.19)
Predict: -1.8189329025195076
Else (feature 1 > 66.21000000000001)
If (feature 0 <= 22.525)
Predict: 6.490484815153365
Else (feature 0 > 22.525)
Predict: 0.7933381751314565
Else (feature 0 > 28.655)
If (feature 1 <= 68.28999999999999)
If (feature 2 <= 1005.665)
Predict: -8.922459399148678
Else (feature 2 > 1005.665)
Predict: -2.3989441108132668
Else (feature 1 > 68.28999999999999)
If (feature 2 <= 1018.215)
Predict: -0.3023338438804105
Else (feature 2 > 1018.215)
Predict: 14.559949112833806
Tree 14 (weight 0.1):
If (feature 0 <= 15.475000000000001)
If (feature 0 <= 13.695)
If (feature 0 <= 11.885000000000002)
Predict: -0.8897676968273979
Else (feature 0 > 11.885000000000002)
Predict: 3.5874467728768487
Else (feature 0 > 13.695)
If (feature 1 <= 46.345)
Predict: -3.2690852418064273
Else (feature 1 > 46.345)
Predict: -8.844433418899179
Else (feature 0 > 15.475000000000001)
If (feature 1 <= 43.175)
If (feature 1 <= 41.805)
Predict: 3.298855216614116
Else (feature 1 > 41.805)
Predict: 9.150659154207167
Else (feature 1 > 43.175)
If (feature 2 <= 1012.495)
Predict: -0.7109832273625656
Else (feature 2 > 1012.495)
Predict: 1.1631179843236674
Tree 15 (weight 0.1):
If (feature 3 <= 90.055)
If (feature 0 <= 30.41)
If (feature 1 <= 66.21000000000001)
Predict: -0.01732155577258642
Else (feature 1 > 66.21000000000001)
Predict: 1.3432966941310502
Else (feature 0 > 30.41)
If (feature 1 <= 69.465)
Predict: -3.6657811330207344
Else (feature 1 > 69.465)
Predict: -0.38803561342243853
Else (feature 3 > 90.055)
If (feature 2 <= 1015.725)
If (feature 1 <= 47.64)
Predict: 1.5063080039677825
Else (feature 1 > 47.64)
Predict: -1.860635777865782
Else (feature 2 > 1015.725)
If (feature 1 <= 40.7)
Predict: 0.21921885078759318
Else (feature 1 > 40.7)
Predict: -4.793242614118129
Tree 16 (weight 0.1):
If (feature 0 <= 6.895)
If (feature 3 <= 67.42500000000001)
If (feature 1 <= 39.620000000000005)
Predict: -1.8477082180199003
Else (feature 1 > 39.620000000000005)
Predict: 16.387935166882745
Else (feature 3 > 67.42500000000001)
If (feature 0 <= 5.0600000000000005)
Predict: 4.152127693563297
Else (feature 0 > 5.0600000000000005)
Predict: 0.7556214745509566
Else (feature 0 > 6.895)
If (feature 0 <= 8.575)
If (feature 2 <= 1022.8399999999999)
Predict: -2.9436476590152036
Else (feature 2 > 1022.8399999999999)
Predict: -8.032234733606465
Else (feature 0 > 8.575)
If (feature 0 <= 9.325)
Predict: 5.082738415532321
Else (feature 0 > 9.325)
Predict: -0.032287806549855816
Tree 17 (weight 0.1):
If (feature 3 <= 61.89)
If (feature 0 <= 28.655)
If (feature 0 <= 11.885000000000002)
Predict: -4.455566502931916
Else (feature 0 > 11.885000000000002)
Predict: 1.9027943448616742
Else (feature 0 > 28.655)
If (feature 1 <= 66.21000000000001)
Predict: -3.1810487244675034
Else (feature 1 > 66.21000000000001)
Predict: 0.11525363261816625
Else (feature 3 > 61.89)
If (feature 1 <= 43.175)
If (feature 0 <= 18.595)
Predict: 0.22262511130066664
Else (feature 0 > 18.595)
Predict: 10.13639446335034
Else (feature 1 > 43.175)
If (feature 0 <= 22.055)
Predict: -1.4775024201129299
Else (feature 0 > 22.055)
Predict: 0.20591189539330298
Tree 18 (weight 0.1):
If (feature 2 <= 1005.345)
If (feature 1 <= 70.815)
If (feature 0 <= 23.564999999999998)
Predict: -0.178777362918765
Else (feature 0 > 23.564999999999998)
Predict: -4.52113806132068
Else (feature 1 > 70.815)
If (feature 3 <= 60.025000000000006)
Predict: 4.247605743793766
Else (feature 3 > 60.025000000000006)
Predict: -0.26865379510738685
Else (feature 2 > 1005.345)
If (feature 1 <= 66.21000000000001)
If (feature 1 <= 55.825)
Predict: 0.3773109266288433
Else (feature 1 > 55.825)
Predict: -1.3659380946007862
Else (feature 1 > 66.21000000000001)
If (feature 0 <= 21.335)
Predict: 8.448170645066464
Else (feature 0 > 21.335)
Predict: 0.5048679905700459
Tree 19 (weight 0.1):
If (feature 0 <= 18.595)
If (feature 1 <= 51.905)
If (feature 0 <= 17.655)
Predict: -0.003054757854134698
Else (feature 0 > 17.655)
Predict: -2.9290357116654935
Else (feature 1 > 51.905)
If (feature 1 <= 66.525)
Predict: -4.061825439604536
Else (feature 1 > 66.525)
Predict: -11.67844591879286
Else (feature 0 > 18.595)
If (feature 0 <= 23.945)
If (feature 3 <= 74.525)
Predict: 3.807909998319029
Else (feature 3 > 74.525)
Predict: 0.008459259251505081
Else (feature 0 > 23.945)
If (feature 1 <= 74.915)
Predict: -0.6429811796826012
Else (feature 1 > 74.915)
Predict: 2.099670946504916
Tree 20 (weight 0.1):
If (feature 0 <= 15.475000000000001)
If (feature 0 <= 14.285)
If (feature 0 <= 11.885000000000002)
Predict: -0.7234702732306101
Else (feature 0 > 11.885000000000002)
Predict: 1.589299673192479
Else (feature 0 > 14.285)
If (feature 2 <= 1016.495)
Predict: -2.4381805412578545
Else (feature 2 > 1016.495)
Predict: -6.544687605774689
Else (feature 0 > 15.475000000000001)
If (feature 1 <= 43.005)
If (feature 2 <= 1008.405)
Predict: 0.8119248626873221
Else (feature 2 > 1008.405)
Predict: 5.506769369239865
Else (feature 1 > 43.005)
If (feature 2 <= 1012.935)
Predict: -0.5028175384892806
Else (feature 2 > 1012.935)
Predict: 1.0290531238165197
Tree 21 (weight 0.1):
If (feature 0 <= 6.895)
If (feature 3 <= 67.42500000000001)
If (feature 1 <= 39.620000000000005)
Predict: -0.9752219334588972
Else (feature 1 > 39.620000000000005)
Predict: 13.369575512848845
Else (feature 3 > 67.42500000000001)
If (feature 1 <= 42.705)
Predict: 1.850492181024754
Else (feature 1 > 42.705)
Predict: -2.033710059657357
Else (feature 0 > 6.895)
If (feature 0 <= 8.575)
If (feature 2 <= 1022.8399999999999)
Predict: -2.256120115332435
Else (feature 2 > 1022.8399999999999)
Predict: -6.380948299395909
Else (feature 0 > 8.575)
If (feature 0 <= 9.594999999999999)
Predict: 3.4448565562285904
Else (feature 0 > 9.594999999999999)
Predict: -0.05858832726578875
Tree 22 (weight 0.1):
If (feature 0 <= 22.055)
If (feature 0 <= 21.095)
If (feature 1 <= 66.21000000000001)
Predict: -0.17987193554240402
Else (feature 1 > 66.21000000000001)
Predict: 6.044335675519052
Else (feature 0 > 21.095)
If (feature 1 <= 66.21000000000001)
Predict: -5.809637597188877
Else (feature 1 > 66.21000000000001)
Predict: 2.7761443044302214
Else (feature 0 > 22.055)
If (feature 0 <= 23.564999999999998)
If (feature 1 <= 64.74000000000001)
Predict: 5.951769778696803
Else (feature 1 > 64.74000000000001)
Predict: -0.30197045172071896
Else (feature 0 > 23.564999999999998)
If (feature 1 <= 44.519999999999996)
Predict: -7.283292958317056
Else (feature 1 > 44.519999999999996)
Predict: -0.19387573131258415
Tree 23 (weight 0.1):
If (feature 3 <= 53.025000000000006)
If (feature 0 <= 24.945)
If (feature 0 <= 18.29)
Predict: 1.0381040338364682
Else (feature 0 > 18.29)
Predict: 5.164469183375362
Else (feature 0 > 24.945)
If (feature 1 <= 66.21000000000001)
Predict: -1.0707595335847206
Else (feature 1 > 66.21000000000001)
Predict: 0.8108674466901084
Else (feature 3 > 53.025000000000006)
If (feature 1 <= 73.725)
If (feature 1 <= 71.505)
Predict: -0.0525992725981239
Else (feature 1 > 71.505)
Predict: -2.807221561152817
Else (feature 1 > 73.725)
If (feature 2 <= 1017.295)
Predict: 1.037788102485777
Else (feature 2 > 1017.295)
Predict: 7.287181806639116
Tree 24 (weight 0.1):
If (feature 2 <= 1004.505)
If (feature 1 <= 70.815)
If (feature 1 <= 59.144999999999996)
Predict: -0.3743851611431973
Else (feature 1 > 59.144999999999996)
Predict: -4.648812647772385
Else (feature 1 > 70.815)
If (feature 0 <= 27.884999999999998)
Predict: 2.4545579195950995
Else (feature 0 > 27.884999999999998)
Predict: -0.32777974793969294
Else (feature 2 > 1004.505)
If (feature 0 <= 22.055)
If (feature 0 <= 20.795)
Predict: 0.045218490740101897
Else (feature 0 > 20.795)
Predict: -3.3620385127109333
Else (feature 0 > 22.055)
If (feature 0 <= 22.955)
Predict: 4.485324626081587
Else (feature 0 > 22.955)
Predict: 0.13166549369330485
Tree 25 (weight 0.1):
If (feature 0 <= 18.595)
If (feature 1 <= 58.19)
If (feature 0 <= 17.655)
Predict: -0.023636417468335308
Else (feature 0 > 17.655)
Predict: -2.607492744918568
Else (feature 1 > 58.19)
If (feature 1 <= 66.525)
Predict: -4.8994505786627665
Else (feature 1 > 66.525)
Predict: -10.07085237281708
Else (feature 0 > 18.595)
If (feature 0 <= 19.725)
If (feature 1 <= 66.21000000000001)
Predict: 2.2716539497960406
Else (feature 1 > 66.21000000000001)
Predict: 13.879740983230867
Else (feature 0 > 19.725)
If (feature 1 <= 43.005)
Predict: 5.616411926544602
Else (feature 1 > 43.005)
Predict: -0.00532316539213451
Tree 26 (weight 0.1):
If (feature 3 <= 93.075)
If (feature 1 <= 55.825)
If (feature 0 <= 22.055)
Predict: 0.15441544139943786
Else (feature 0 > 22.055)
Predict: 2.7626508552722306
Else (feature 1 > 55.825)
If (feature 1 <= 66.21000000000001)
Predict: -1.2060290652635515
Else (feature 1 > 66.21000000000001)
Predict: 0.4827535356971057
Else (feature 3 > 93.075)
If (feature 2 <= 1015.725)
If (feature 0 <= 7.34)
Predict: 4.241421869391143
Else (feature 0 > 7.34)
Predict: -0.704916847045625
Else (feature 2 > 1015.725)
If (feature 0 <= 11.885000000000002)
Predict: -5.4904249010577795
Else (feature 0 > 11.885000000000002)
Predict: 0.0976872424106726
Tree 27 (weight 0.1):
If (feature 2 <= 1008.745)
If (feature 1 <= 41.665)
If (feature 1 <= 39.765)
Predict: -1.0511879426704696
Else (feature 1 > 39.765)
Predict: 1.894883627758776
Else (feature 1 > 41.665)
If (feature 1 <= 41.805)
Predict: -13.576686832482961
Else (feature 1 > 41.805)
Predict: -0.7168167899342832
Else (feature 2 > 1008.745)
If (feature 0 <= 15.475000000000001)
If (feature 0 <= 13.695)
Predict: 0.303140697564446
Else (feature 0 > 13.695)
Predict: -2.8034862119109945
Else (feature 0 > 15.475000000000001)
If (feature 1 <= 55.825)
Predict: 2.0736158373993576
Else (feature 1 > 55.825)
Predict: -0.03336709818500243
Tree 28 (weight 0.1):
If (feature 2 <= 1001.785)
If (feature 3 <= 69.86500000000001)
If (feature 1 <= 69.465)
Predict: -7.299995136853619
Else (feature 1 > 69.465)
Predict: 0.23757420536270835
Else (feature 3 > 69.86500000000001)
If (feature 0 <= 7.34)
Predict: 3.4313360513286284
Else (feature 0 > 7.34)
Predict: -1.276734468456009
Else (feature 2 > 1001.785)
If (feature 0 <= 11.885000000000002)
If (feature 0 <= 11.335)
Predict: 0.04499264982858887
Else (feature 0 > 11.335)
Predict: -6.156735713959919
Else (feature 0 > 11.885000000000002)
If (feature 0 <= 12.715)
Predict: 4.4864210547378915
Else (feature 0 > 12.715)
Predict: 0.030721690290287165
Tree 29 (weight 0.1):
If (feature 1 <= 66.21000000000001)
If (feature 0 <= 26.505000000000003)
If (feature 0 <= 22.055)
Predict: -0.3694472776628706
Else (feature 0 > 22.055)
Predict: 1.5208925945902059
Else (feature 0 > 26.505000000000003)
If (feature 1 <= 43.510000000000005)
Predict: -17.99975152056241
Else (feature 1 > 43.510000000000005)
Predict: -2.4033598663496183
Else (feature 1 > 66.21000000000001)
If (feature 0 <= 22.055)
If (feature 0 <= 18.595)
Predict: -7.600012529438
Else (feature 0 > 18.595)
Predict: 6.469471961408998
Else (feature 0 > 22.055)
If (feature 0 <= 25.325)
Predict: -2.6540186758683166
Else (feature 0 > 25.325)
Predict: 0.9869775581610103
Tree 30 (weight 0.1):
If (feature 0 <= 5.0600000000000005)
If (feature 1 <= 42.3)
If (feature 3 <= 95.68)
Predict: 2.6307256050737506
Else (feature 3 > 95.68)
Predict: 7.168878406232186
Else (feature 1 > 42.3)
If (feature 2 <= 1007.835)
Predict: -0.1884983669158752
Else (feature 2 > 1007.835)
Predict: -5.920088632100639
Else (feature 0 > 5.0600000000000005)
If (feature 1 <= 37.815)
If (feature 0 <= 11.885000000000002)
Predict: -3.8096010917307517
Else (feature 0 > 11.885000000000002)
Predict: 3.5943708074284917
Else (feature 1 > 37.815)
If (feature 1 <= 41.519999999999996)
Predict: 0.6752927073561888
Else (feature 1 > 41.519999999999996)
Predict: -0.14342050966250913
Tree 31 (weight 0.1):
If (feature 3 <= 99.3)
If (feature 0 <= 31.155)
If (feature 3 <= 46.92)
Predict: 2.011051499336945
Else (feature 3 > 46.92)
Predict: 0.012791339921714258
Else (feature 0 > 31.155)
If (feature 2 <= 1014.405)
Predict: -0.916397796921109
Else (feature 2 > 1014.405)
Predict: -6.832504867736499
Else (feature 3 > 99.3)
If (feature 1 <= 39.765)
If (feature 1 <= 38.41)
Predict: -5.505405887296888
Else (feature 1 > 38.41)
Predict: -16.748187635942333
Else (feature 1 > 39.765)
If (feature 0 <= 16.04)
Predict: 0.7708563952983728
Else (feature 0 > 16.04)
Predict: -3.909609799859729
Tree 32 (weight 0.1):
If (feature 1 <= 66.21000000000001)
If (feature 1 <= 64.74000000000001)
If (feature 2 <= 1011.515)
Predict: -1.0002623040885374
Else (feature 2 > 1011.515)
Predict: 0.3591184679910596
Else (feature 1 > 64.74000000000001)
If (feature 2 <= 1006.775)
Predict: -13.788703659238209
Else (feature 2 > 1006.775)
Predict: -2.4620285364725656
Else (feature 1 > 66.21000000000001)
If (feature 1 <= 69.09)
If (feature 0 <= 22.525)
Predict: 6.088217885246919
Else (feature 0 > 22.525)
Predict: 1.0364537580784474
Else (feature 1 > 69.09)
If (feature 0 <= 25.325)
Predict: -2.7946704533493856
Else (feature 0 > 25.325)
Predict: 0.6607665941219878
Tree 33 (weight 0.1):
If (feature 2 <= 1028.14)
If (feature 0 <= 29.455)
If (feature 1 <= 66.21000000000001)
Predict: -0.08158010506593574
Else (feature 1 > 66.21000000000001)
Predict: 0.8815313937000332
Else (feature 0 > 29.455)
If (feature 1 <= 44.519999999999996)
Predict: -12.581939252812768
Else (feature 1 > 44.519999999999996)
Predict: -0.77008278158028
Else (feature 2 > 1028.14)
If (feature 0 <= 8.575)
If (feature 1 <= 39.45)
Predict: 0.6766771966451415
Else (feature 1 > 39.45)
Predict: -8.445008186341592
Else (feature 0 > 8.575)
If (feature 0 <= 8.96)
Predict: 3.777292703648982
Else (feature 0 > 8.96)
Predict: -2.398045803854934
Tree 34 (weight 0.1):
If (feature 0 <= 6.895)
If (feature 3 <= 67.42500000000001)
If (feature 1 <= 39.620000000000005)
Predict: -0.6804590872791323
Else (feature 1 > 39.620000000000005)
Predict: 10.518093452986212
Else (feature 3 > 67.42500000000001)
If (feature 1 <= 42.705)
Predict: 1.3098801739379287
Else (feature 1 > 42.705)
Predict: -1.7450883352732074
Else (feature 0 > 6.895)
If (feature 0 <= 8.575)
If (feature 0 <= 7.765)
Predict: -0.7816329288490581
Else (feature 0 > 7.765)
Predict: -3.7319393815256547
Else (feature 0 > 8.575)
If (feature 0 <= 9.965)
Predict: 2.5600814387681337
Else (feature 0 > 9.965)
Predict: -0.06944896856946733
Tree 35 (weight 0.1):
If (feature 3 <= 61.89)
If (feature 1 <= 39.34)
If (feature 0 <= 16.695)
Predict: -4.078381955056753
Else (feature 0 > 16.695)
Predict: -16.616821684050763
Else (feature 1 > 39.34)
If (feature 1 <= 40.82)
Predict: 4.4394084324272045
Else (feature 1 > 40.82)
Predict: 0.4663514281701948
Else (feature 3 > 61.89)
If (feature 1 <= 58.19)
If (feature 0 <= 22.055)
Predict: -0.027831559557693095
Else (feature 0 > 22.055)
Predict: 2.492136574233702
Else (feature 1 > 58.19)
If (feature 0 <= 18.595)
Predict: -4.183073089901298
Else (feature 0 > 18.595)
Predict: -0.40866909936948326
Tree 36 (weight 0.1):
If (feature 2 <= 1004.505)
If (feature 1 <= 38.754999999999995)
If (feature 3 <= 77.195)
Predict: 9.579430817769946
Else (feature 3 > 77.195)
Predict: 2.6305173165509195
Else (feature 1 > 38.754999999999995)
If (feature 1 <= 70.065)
Predict: -1.801035005150415
Else (feature 1 > 70.065)
Predict: 0.4054557218074593
Else (feature 2 > 1004.505)
If (feature 2 <= 1017.475)
If (feature 1 <= 43.175)
Predict: 1.09341093192285
Else (feature 1 > 43.175)
Predict: -0.03229585395374685
Else (feature 2 > 1017.475)
If (feature 2 <= 1019.365)
Predict: -1.7719467091167656
Else (feature 2 > 1019.365)
Predict: 0.2537098831339789
Tree 37 (weight 0.1):
If (feature 0 <= 15.475000000000001)
If (feature 0 <= 13.695)
If (feature 0 <= 11.885000000000002)
Predict: -0.5104239863875834
Else (feature 0 > 11.885000000000002)
Predict: 2.1202163252308432
Else (feature 0 > 13.695)
If (feature 3 <= 78.38499999999999)
Predict: -3.379040627299855
Else (feature 3 > 78.38499999999999)
Predict: -0.9911440360990582
Else (feature 0 > 15.475000000000001)
If (feature 0 <= 16.395)
If (feature 3 <= 67.42500000000001)
Predict: 0.4887402058080506
Else (feature 3 > 67.42500000000001)
Predict: 3.884289185845989
Else (feature 0 > 16.395)
If (feature 2 <= 1020.565)
Predict: -0.02862374251288089
Else (feature 2 > 1020.565)
Predict: 3.15734851002617
Tree 38 (weight 0.1):
If (feature 3 <= 43.385)
If (feature 0 <= 24.945)
If (feature 2 <= 1014.405)
Predict: 1.603183026814036
Else (feature 2 > 1014.405)
Predict: 7.05673098720603
Else (feature 0 > 24.945)
If (feature 0 <= 26.295)
Predict: -5.886157652325024
Else (feature 0 > 26.295)
Predict: 0.7387886738447553
Else (feature 3 > 43.385)
If (feature 1 <= 73.725)
If (feature 1 <= 71.505)
Predict: 0.008754170391068655
Else (feature 1 > 71.505)
Predict: -2.0178119354056765
Else (feature 1 > 73.725)
If (feature 1 <= 77.42)
Predict: 1.8396223170900134
Else (feature 1 > 77.42)
Predict: -1.5747478023010713
Tree 39 (weight 0.1):
If (feature 0 <= 22.055)
If (feature 0 <= 20.795)
If (feature 0 <= 18.595)
Predict: -0.25201916420658693
Else (feature 0 > 18.595)
Predict: 1.5718496558845116
Else (feature 0 > 20.795)
If (feature 1 <= 66.21000000000001)
Predict: -3.7201562729508804
Else (feature 1 > 66.21000000000001)
Predict: 2.087916157719636
Else (feature 0 > 22.055)
If (feature 0 <= 23.564999999999998)
If (feature 2 <= 1012.015)
Predict: 0.7371264627237751
Else (feature 2 > 1012.015)
Predict: 4.6381746481309065
Else (feature 0 > 23.564999999999998)
If (feature 1 <= 44.519999999999996)
Predict: -5.772062593218147
Else (feature 1 > 44.519999999999996)
Predict: -0.12977023255758624
Tree 40 (weight 0.1):
If (feature 0 <= 5.0600000000000005)
If (feature 3 <= 95.68)
If (feature 2 <= 1011.105)
Predict: -3.365769010003795
Else (feature 2 > 1011.105)
Predict: 2.955050770650336
Else (feature 3 > 95.68)
If (feature 2 <= 1008.205)
Predict: 2.728200788704399
Else (feature 2 > 1008.205)
Predict: 6.919382935391042
Else (feature 0 > 5.0600000000000005)
If (feature 3 <= 96.61)
If (feature 1 <= 37.815)
Predict: -1.3949762323292278
Else (feature 1 > 37.815)
Predict: 0.06411431759031856
Else (feature 3 > 96.61)
If (feature 0 <= 11.605)
Predict: -3.491961189446582
Else (feature 0 > 11.605)
Predict: -0.16406940197018208
Tree 41 (weight 0.1):
If (feature 0 <= 30.41)
If (feature 1 <= 66.21000000000001)
If (feature 1 <= 58.85)
Predict: 0.15540001609212736
Else (feature 1 > 58.85)
Predict: -1.1352706510871309
Else (feature 1 > 66.21000000000001)
If (feature 0 <= 25.325)
Predict: -0.6390388689881783
Else (feature 0 > 25.325)
Predict: 1.3909471658872326
Else (feature 0 > 30.41)
If (feature 2 <= 1014.405)
If (feature 1 <= 56.894999999999996)
Predict: -9.841212730443857
Else (feature 1 > 56.894999999999996)
Predict: -0.5054201979116707
Else (feature 2 > 1014.405)
If (feature 1 <= 74.915)
Predict: -5.898616989217175
Else (feature 1 > 74.915)
Predict: 1.042314191558674
Tree 42 (weight 0.1):
If (feature 2 <= 1009.625)
If (feature 1 <= 43.005)
If (feature 1 <= 42.025000000000006)
Predict: -0.05077288158998095
Else (feature 1 > 42.025000000000006)
Predict: 3.619244461816007
Else (feature 1 > 43.005)
If (feature 0 <= 18.595)
Predict: -3.5057172058309307
Else (feature 0 > 18.595)
Predict: -0.32537979322253646
Else (feature 2 > 1009.625)
If (feature 2 <= 1017.475)
If (feature 1 <= 55.825)
Predict: 0.8076710222538108
Else (feature 1 > 55.825)
Predict: -0.01784249647067053
Else (feature 2 > 1017.475)
If (feature 2 <= 1019.365)
Predict: -1.4312272708033218
Else (feature 2 > 1019.365)
Predict: 0.20844195286029432
Tree 43 (weight 0.1):
If (feature 0 <= 18.595)
If (feature 0 <= 17.655)
If (feature 0 <= 15.475000000000001)
Predict: -0.2913115404147692
Else (feature 0 > 15.475000000000001)
Predict: 1.1145997107947745
Else (feature 0 > 17.655)
If (feature 1 <= 37.815)
Predict: 14.538914074443028
Else (feature 1 > 37.815)
Predict: -3.0407663665320683
Else (feature 0 > 18.595)
If (feature 2 <= 1020.325)
If (feature 1 <= 43.175)
Predict: 3.881117973012625
Else (feature 1 > 43.175)
Predict: 0.04538590552170286
Else (feature 2 > 1020.325)
If (feature 1 <= 64.74000000000001)
Predict: 4.662857871344832
Else (feature 1 > 64.74000000000001)
Predict: -43.5190245896606
Tree 44 (weight 0.1):
If (feature 0 <= 6.895)
If (feature 3 <= 67.42500000000001)
If (feature 1 <= 39.620000000000005)
Predict: -0.7153417257252007
Else (feature 1 > 39.620000000000005)
Predict: 8.417772324738223
Else (feature 3 > 67.42500000000001)
If (feature 2 <= 1010.985)
Predict: 2.5111312207852263
Else (feature 2 > 1010.985)
Predict: 0.29950092637128345
Else (feature 0 > 6.895)
If (feature 0 <= 8.575)
If (feature 1 <= 40.06)
Predict: -3.30672576579827
Else (feature 1 > 40.06)
Predict: -0.45097750406116727
Else (feature 0 > 8.575)
If (feature 0 <= 9.325)
Predict: 3.226884779601992
Else (feature 0 > 9.325)
Predict: -0.041218673012550146
Tree 45 (weight 0.1):
If (feature 2 <= 1028.14)
If (feature 0 <= 10.395)
If (feature 3 <= 92.22999999999999)
Predict: 1.0355113706204075
Else (feature 3 > 92.22999999999999)
Predict: -1.4603765116034264
Else (feature 0 > 10.395)
If (feature 0 <= 11.885000000000002)
Predict: -2.630098257038007
Else (feature 0 > 11.885000000000002)
Predict: 0.09582680902226459
Else (feature 2 > 1028.14)
If (feature 0 <= 8.575)
If (feature 1 <= 39.45)
Predict: 1.107359449029309
Else (feature 1 > 39.45)
Predict: -6.096185488604492
Else (feature 0 > 8.575)
If (feature 3 <= 70.57499999999999)
Predict: -3.516006231223605
Else (feature 3 > 70.57499999999999)
Predict: -0.26144006873351155
Tree 46 (weight 0.1):
If (feature 0 <= 27.884999999999998)
If (feature 1 <= 66.21000000000001)
If (feature 0 <= 25.145)
Predict: 0.06412914679730906
Else (feature 0 > 25.145)
Predict: -1.554041618425865
Else (feature 1 > 66.21000000000001)
If (feature 0 <= 25.325)
Predict: -0.4748636523867588
Else (feature 0 > 25.325)
Predict: 2.4595627925276826
Else (feature 0 > 27.884999999999998)
If (feature 3 <= 61.89)
If (feature 1 <= 71.895)
Predict: -0.4429995884239883
Else (feature 1 > 71.895)
Predict: 1.4321627506429122
Else (feature 3 > 61.89)
If (feature 1 <= 71.505)
Predict: -0.2617373838209719
Else (feature 1 > 71.505)
Predict: -2.637373068367584
Tree 47 (weight 0.1):
If (feature 3 <= 61.89)
If (feature 1 <= 39.34)
If (feature 0 <= 16.695)
Predict: -2.855821258258964
Else (feature 0 > 16.695)
Predict: -13.80709248590955
Else (feature 1 > 39.34)
If (feature 1 <= 74.915)
Predict: 0.35443616318343385
Else (feature 1 > 74.915)
Predict: 2.9400682899293233
Else (feature 3 > 61.89)
If (feature 1 <= 71.505)
If (feature 1 <= 66.85499999999999)
Predict: -0.142107366817925
Else (feature 1 > 66.85499999999999)
Predict: 1.0352328327059535
Else (feature 1 > 71.505)
If (feature 1 <= 73.00999999999999)
Predict: -2.947898208728739
Else (feature 1 > 73.00999999999999)
Predict: -0.0830706492691125
Tree 48 (weight 0.1):
If (feature 2 <= 1004.505)
If (feature 1 <= 38.754999999999995)
If (feature 3 <= 86.625)
Predict: 4.921331281961159
Else (feature 3 > 86.625)
Predict: -5.961237317667383
Else (feature 1 > 38.754999999999995)
If (feature 1 <= 39.765)
Predict: -4.436072018762161
Else (feature 1 > 39.765)
Predict: -0.7283906418193187
Else (feature 2 > 1004.505)
If (feature 0 <= 22.055)
If (feature 0 <= 20.795)
Predict: 0.044899959208437666
Else (feature 0 > 20.795)
Predict: -2.2295677836603995
Else (feature 0 > 22.055)
If (feature 0 <= 23.564999999999998)
Predict: 2.3559950404053414
Else (feature 0 > 23.564999999999998)
Predict: -0.06950420285239005
Tree 49 (weight 0.1):
If (feature 1 <= 41.435)
If (feature 0 <= 11.885000000000002)
If (feature 0 <= 11.335)
Predict: -0.02697483446966382
Else (feature 0 > 11.335)
Predict: -3.7031660865730367
Else (feature 0 > 11.885000000000002)
If (feature 0 <= 13.265)
Predict: 4.209724879257512
Else (feature 0 > 13.265)
Predict: 0.41602586770224464
Else (feature 1 > 41.435)
If (feature 1 <= 41.805)
If (feature 3 <= 89.595)
Predict: -1.6099299736449546
Else (feature 3 > 89.595)
Predict: -9.419799062932288
Else (feature 1 > 41.805)
If (feature 1 <= 43.175)
Predict: 1.5951066240527068
Else (feature 1 > 43.175)
Predict: -0.11481901338423915
Tree 50 (weight 0.1):
If (feature 1 <= 38.41)
If (feature 0 <= 11.885000000000002)
If (feature 2 <= 1016.665)
Predict: -5.344526613859499
Else (feature 2 > 1016.665)
Predict: 0.058134490545794976
Else (feature 0 > 11.885000000000002)
If (feature 0 <= 16.985)
Predict: 1.537246393097642
Else (feature 0 > 16.985)
Predict: 9.920778277565365
Else (feature 1 > 38.41)
If (feature 0 <= 13.485)
If (feature 1 <= 51.045)
Predict: 0.6675749827847329
Else (feature 1 > 51.045)
Predict: -5.737026170963195
Else (feature 0 > 13.485)
If (feature 0 <= 15.475000000000001)
Predict: -1.7210713764803844
Else (feature 0 > 15.475000000000001)
Predict: 0.09027853735147576
Tree 51 (weight 0.1):
If (feature 0 <= 31.155)
If (feature 3 <= 48.230000000000004)
If (feature 2 <= 1020.325)
Predict: 0.9307527734280435
Else (feature 2 > 1020.325)
Predict: 9.070547343579028
Else (feature 3 > 48.230000000000004)
If (feature 1 <= 73.725)
Predict: -0.06359121142988887
Else (feature 1 > 73.725)
Predict: 1.049949579330099
Else (feature 0 > 31.155)
If (feature 1 <= 63.08)
If (feature 1 <= 44.519999999999996)
Predict: -6.355864033256125
Else (feature 1 > 44.519999999999996)
Predict: 13.6760008529786
Else (feature 1 > 63.08)
If (feature 1 <= 68.28999999999999)
Predict: -3.953494984806905
Else (feature 1 > 68.28999999999999)
Predict: -0.6145841300086397
Tree 52 (weight 0.1):
If (feature 2 <= 1012.495)
If (feature 1 <= 41.435)
If (feature 1 <= 39.975)
Predict: -0.4047468839922722
Else (feature 1 > 39.975)
Predict: 2.509624688414308
Else (feature 1 > 41.435)
If (feature 1 <= 41.805)
Predict: -6.811044477667833
Else (feature 1 > 41.805)
Predict: -0.26889174065489546
Else (feature 2 > 1012.495)
If (feature 3 <= 92.22999999999999)
If (feature 1 <= 58.19)
Predict: 0.7048711166950787
Else (feature 1 > 58.19)
Predict: -0.5475390646726656
Else (feature 3 > 92.22999999999999)
If (feature 1 <= 41.805)
Predict: -3.7013459723577355
Else (feature 1 > 41.805)
Predict: 0.7237930378019226
Tree 53 (weight 0.1):
If (feature 0 <= 18.595)
If (feature 0 <= 17.335)
If (feature 3 <= 74.08500000000001)
Predict: -0.8631764946312587
Else (feature 3 > 74.08500000000001)
Predict: 0.2803856631344212
Else (feature 0 > 17.335)
If (feature 1 <= 42.705)
Predict: 0.9335711174385192
Else (feature 1 > 42.705)
Predict: -2.950020164379197
Else (feature 0 > 18.595)
If (feature 2 <= 1013.395)
If (feature 1 <= 66.85499999999999)
Predict: -0.7231135633124072
Else (feature 1 > 66.85499999999999)
Predict: 0.41724670068145925
Else (feature 2 > 1013.395)
If (feature 1 <= 58.19)
Predict: 4.568024116358373
Else (feature 1 > 58.19)
Predict: -0.36270787813043714
Tree 54 (weight 0.1):
If (feature 2 <= 1001.785)
If (feature 3 <= 63.575)
If (feature 3 <= 60.025000000000006)
Predict: -1.7427137986580719
Else (feature 3 > 60.025000000000006)
Predict: -7.776342039375448
Else (feature 3 > 63.575)
If (feature 0 <= 27.119999999999997)
Predict: 0.026174663094801796
Else (feature 0 > 27.119999999999997)
Predict: -2.343138620856655
Else (feature 2 > 1001.785)
If (feature 0 <= 22.055)
If (feature 1 <= 66.21000000000001)
Predict: -0.27236570115397085
Else (feature 1 > 66.21000000000001)
Predict: 3.164590339421908
Else (feature 0 > 22.055)
If (feature 0 <= 22.725)
Predict: 2.9597120242025485
Else (feature 0 > 22.725)
Predict: 0.054881549113388446
Tree 55 (weight 0.1):
If (feature 2 <= 1028.14)
If (feature 1 <= 45.754999999999995)
If (feature 0 <= 26.715)
Predict: 0.2599176823406179
Else (feature 0 > 26.715)
Predict: -5.549910372715466
Else (feature 1 > 45.754999999999995)
If (feature 0 <= 15.475000000000001)
Predict: -2.867925531108855
Else (feature 0 > 15.475000000000001)
Predict: -0.0236838100703647
Else (feature 2 > 1028.14)
If (feature 0 <= 8.575)
If (feature 1 <= 39.45)
Predict: 0.7777761733424086
Else (feature 1 > 39.45)
Predict: -5.202001886405932
Else (feature 0 > 8.575)
If (feature 3 <= 68.945)
Predict: -3.641368616696809
Else (feature 3 > 68.945)
Predict: -0.6008141057791702
Tree 56 (weight 0.1):
If (feature 3 <= 61.89)
If (feature 0 <= 18.29)
If (feature 2 <= 1019.025)
Predict: -2.1632736300070996
Else (feature 2 > 1019.025)
Predict: 1.2430029950309498
Else (feature 0 > 18.29)
If (feature 1 <= 44.91)
Predict: 3.2134324628571003
Else (feature 1 > 44.91)
Predict: 0.2988556025240279
Else (feature 3 > 61.89)
If (feature 1 <= 71.505)
If (feature 1 <= 66.85499999999999)
Predict: -0.09866504525517336
Else (feature 1 > 66.85499999999999)
Predict: 0.7271499788275563
Else (feature 1 > 71.505)
If (feature 1 <= 73.00999999999999)
Predict: -2.395971400707892
Else (feature 1 > 73.00999999999999)
Predict: -0.16608323426526406
Tree 57 (weight 0.1):
If (feature 2 <= 1017.645)
If (feature 2 <= 1014.615)
If (feature 1 <= 43.175)
Predict: 1.0389282601473917
Else (feature 1 > 43.175)
Predict: -0.3646675630154698
Else (feature 2 > 1014.615)
If (feature 1 <= 43.510000000000005)
Predict: -0.6889797697082773
Else (feature 1 > 43.510000000000005)
Predict: 1.5908362409321974
Else (feature 2 > 1017.645)
If (feature 2 <= 1019.025)
If (feature 1 <= 71.18)
Predict: -1.6569133708803008
Else (feature 1 > 71.18)
Predict: 4.314967971455512
Else (feature 2 > 1019.025)
If (feature 3 <= 89.595)
Predict: 0.43765066032139976
Else (feature 3 > 89.595)
Predict: -1.7344432288008194
Tree 58 (weight 0.1):
If (feature 2 <= 1004.505)
If (feature 1 <= 70.815)
If (feature 1 <= 59.834999999999994)
Predict: -0.170418541124326
Else (feature 1 > 59.834999999999994)
Predict: -2.895038840312831
Else (feature 1 > 70.815)
If (feature 2 <= 1000.505)
Predict: -1.3832637115340176
Else (feature 2 > 1000.505)
Predict: 1.2249185299155396
Else (feature 2 > 1004.505)
If (feature 0 <= 22.055)
If (feature 1 <= 66.21000000000001)
Predict: -0.2418541439735617
Else (feature 1 > 66.21000000000001)
Predict: 3.0110894160107886
Else (feature 0 > 22.055)
If (feature 0 <= 23.945)
Predict: 1.4999960684883906
Else (feature 0 > 23.945)
Predict: -0.042407486119460915
Tree 59 (weight 0.1):
If (feature 1 <= 77.42)
If (feature 1 <= 74.915)
If (feature 1 <= 71.505)
Predict: 0.03983464447255206
Else (feature 1 > 71.505)
Predict: -0.7683021525819648
Else (feature 1 > 74.915)
If (feature 3 <= 72.82)
Predict: 2.774179202497669
Else (feature 3 > 72.82)
Predict: -0.32979787820368633
Else (feature 1 > 77.42)
If (feature 0 <= 21.595)
If (feature 0 <= 21.335)
Predict: -13.565760771414489
Else (feature 0 > 21.335)
Predict: -13.954507897669714
Else (feature 0 > 21.595)
If (feature 0 <= 22.955)
Predict: 10.853700477067264
Else (feature 0 > 22.955)
Predict: -1.4643467280880287
Tree 60 (weight 0.1):
If (feature 0 <= 10.395)
If (feature 1 <= 40.629999999999995)
If (feature 3 <= 75.545)
Predict: -2.3127871072788375
Else (feature 3 > 75.545)
Predict: 0.3992391857664209
Else (feature 1 > 40.629999999999995)
If (feature 3 <= 89.595)
Predict: 2.9152362525803523
Else (feature 3 > 89.595)
Predict: -1.4086879927580456
Else (feature 0 > 10.395)
If (feature 0 <= 11.885000000000002)
If (feature 2 <= 1025.2150000000001)
Predict: -2.2352340341897547
Else (feature 2 > 1025.2150000000001)
Predict: 5.952010328542228
Else (feature 0 > 11.885000000000002)
If (feature 0 <= 12.415)
Predict: 3.4957190546300447
Else (feature 0 > 12.415)
Predict: -0.03992973893781255
Tree 61 (weight 0.1):
If (feature 1 <= 40.82)
If (feature 1 <= 40.224999999999994)
If (feature 3 <= 75.545)
Predict: -1.2944988036912455
Else (feature 3 > 75.545)
Predict: 0.44866615475817667
Else (feature 1 > 40.224999999999994)
If (feature 2 <= 1025.2150000000001)
Predict: 0.7826360308981203
Else (feature 2 > 1025.2150000000001)
Predict: 9.875672812487991
Else (feature 1 > 40.82)
If (feature 2 <= 1025.2150000000001)
If (feature 0 <= 10.945)
Predict: 1.1628421208118285
Else (feature 0 > 10.945)
Predict: -0.12551627485602937
Else (feature 2 > 1025.2150000000001)
If (feature 1 <= 41.15)
Predict: -7.782369290305258
Else (feature 1 > 41.15)
Predict: -1.200273276366743
Tree 62 (weight 0.1):
If (feature 0 <= 22.055)
If (feature 0 <= 21.335)
If (feature 1 <= 66.21000000000001)
Predict: -0.09621281022933233
Else (feature 1 > 66.21000000000001)
Predict: 2.680549669942832
Else (feature 0 > 21.335)
If (feature 1 <= 63.864999999999995)
Predict: -3.207766197974041
Else (feature 1 > 63.864999999999995)
Predict: -0.14162445042909583
Else (feature 0 > 22.055)
If (feature 0 <= 22.725)
If (feature 2 <= 1011.515)
Predict: 0.5064350504779975
Else (feature 2 > 1011.515)
Predict: 3.659612527058891
Else (feature 0 > 22.725)
If (feature 3 <= 75.545)
Predict: 0.2595183211083464
Else (feature 3 > 75.545)
Predict: -0.6564588168227348
Tree 63 (weight 0.1):
If (feature 2 <= 1017.645)
If (feature 1 <= 44.67)
If (feature 1 <= 44.13)
Predict: 0.3869693354075677
Else (feature 1 > 44.13)
Predict: 4.723132901950317
Else (f...
Conclusion
Wow! So our best model is in fact our Gradient Boosted Decision tree model which uses an ensemble of 120 Trees with a depth of 3 to construct a better model than the single decision tree.
Step 8: Deployment will be done later
Now that we have a predictive model it is time to deploy the model into an operational environment.
In our example, let's say we have a series of sensors attached to the power plant and a monitoring station.
The monitoring station will need close to real-time information about how much power that their station will generate so they can relay that to the utility.
For this we need to create a Spark Streaming utility that we can use for this purpose. For this you need to be introduced to basic concepts in Spark Streaming first. See http://spark.apache.org/docs/latest/streaming-programming-guide.html if you can't wait!
After deployment you will be able to use the best predictions from gradient boosed regression trees to feed a real-time dashboard or feed the utility with information on how much power the peaker plant will deliver give current conditions.
Persisting Statistical Machine Learning Models
See https://databricks.com/blog/2016/05/31/apache-spark-2-0-preview-machine-learning-model-persistence.html
Let's save our best model so we can load it without having to rerun the validation and training again.
gbtModel
res117: org.apache.spark.ml.tuning.CrossValidatorModel = CrossValidatorModel: uid=cv_bc136566b6a6, bestModel=pipeline_8b2722444cff, numFolds=3
gbtModel.bestModel.asInstanceOf[PipelineModel]
.write.overwrite().save("/databricks/driver/MyTrainedBestPipelineModel")
When it is time to deploy the trained model to serve predicitons, we can simply reload this model and proceed as shown later.
This is one of the Deploymnet Patterns for Serving a Model's Prediction.
Datasource References:
- Pinar Tüfekci, Prediction of full load electrical power output of a base load operated combined cycle power plant using machine learning methods, International Journal of Electrical Power & Energy Systems, Volume 60, September 2014, Pages 126-140, ISSN 0142-0615, Web Link
- Heysem Kaya, Pinar Tüfekci , Sadik Fikret Gürgen: Local and Global Learning Methods for Predicting Power of a Combined Gas & Steam Turbine, Proceedings of the International Conference on Emerging Trends in Computer and Electronics Engineering ICETCEE 2012, pp. 13-18 (Mar. 2012, Dubai) Web Link