What Is Hashing?

Fonte: LBankHora: 2019-07-29 09:00:46

Hashing: The Mathematical Transformation from Input to Fixed Output

Hashing is a crucial processing technique in the realm of information technology, employing a specific mathematical formula known as a hash function. This function maps arbitrary-length data, such as files, text, or numbers, onto a fixed-length output value, which is then referred to as a "hash value" or "digest." This process exhibits deterministic characteristics, meaning that identical input data, when subjected to a hash operation, will invariably yield the same hash result, regardless of time and location.


Of particular significance among various types of hash functions are cryptographic hash functions, playing an indispensable role particularly in blockchain and cryptocurrency domains. Unlike conventional hash functions, cryptographic hash functions are designed with heightened security considerations, structured as one-way functions. In essence, it is computationally infeasible to reverse-engineer the original input from a given hash value, even with access to substantial computational resources. This attribute renders cryptographic hash functions highly effective in safeguarding data integrity and privacy, ensuring that only those possessing the correct information can generate a matching hash value. Consequently, they uphold the security perimeter of distributed ledgers and facilitate the efficient execution of cryptocurrency mining.

The Operation Mechanism and Examples of Hash Functions

Hash functions operate by transforming information of any length into a fixed-length, unique digital fingerprint. Taking the Secure Hash Algorithm (SHA) series as an example, these algorithms ensure that regardless of variations in input data size, the number of bits in their output digest remains constant. For instance, SHA-256 consistently generates a 256-bit long output value, whereas SHA-1 produces a 160-bit digest.


Within the SHA family, different algorithm versions correspond to distinct output lengths and security standards. While SHA-0 and SHA-1 have been identified with potential security vulnerabilities and are no longer recommended for use, the SHA-2 family comprises variants such as SHA-224, SHA-256, SHA-384, and SHA-512, which are considered significantly more secure and reliable. Additionally, SHA-3 represents a new generation of cryptographic hash function designed independently from the SHA-2 series, offering multiple output length options aimed at addressing future security challenges. Through computation using these cryptographic hash functions, even minuscule changes in data can result in vast differences in the output digest, effectively verifying data integrity and deterring tampering.

Exploring Hash Collisions and Collision Resistance

In the realm of hash operations, an inescapable concept is that of a "hash collision." A hash collision refers to the situation where two distinct input data, when processed by the same hash function, yield identical output results. Given the finite length of a hash function's output (e.g., 256 bits for the SHA-256 algorithm) juxtaposed against the infinite potential input space, collisions are theoretically possible; hence, it is impossible to find a perfectly collision-free hash function.


However, in practical applications, we expect hash functions to minimize the likelihood of collisions occurring, a property known as collision resistance. Well-designed cryptographic hash functions ensure that even with formidable computational power, it remains exceedingly difficult to deliberately find a pair of colliding data, thereby significantly bolstering system security.


To illustrate, in the case of SHA-256, uncovering a set of colliding data necessitates attempting an astronomical number of data combinations, a difficulty that escalates exponentially with increasing output length. Consequently, in real-world applications such as blockchain technology, cryptography, and cybersecurity, employing suitably secure hash functions and judiciously setting output lengths effectively thwarts hash collision attacks, ensuring the integrity and consistency of information.

The Central Role of Hash Functions in Data Processing and Information Security

The significance of hash operations extends beyond routine database administration and large file verification, playing an indispensable role in both information security and the emergent field of blockchain technology. Conventional hash functions expedite data retrieval, analysis, and integrity checks by swiftly computing unique hash values for input data. For instance, following a large file transfer, verifying whether the hash values computed by the sender and receiver align serves as a reliable means to ascertain file integrity.


In the realm of cryptography, cryptographic hash functions assume even greater importance. They are instrumental in generating message authentication codes (MACs) to ensure secure information transmission and function as digital fingerprinting mechanisms, effectively safeguarding users' identification information. Notably within cryptocurrency systems like Bitcoin, cryptographic hash functions such as SHA-256 form the core tool in the mining process, with miners iteratively adjusting input parameters in pursuit of a specific hash value to facilitate new block creation and validation.


Moreover, hash operations lay the very foundation for the advancement of blockchain technology. Each block incorporates the hash value of its predecessor, a clever design that imbues blockchain with its tamper-evident nature. Through the accumulation of successive hash-linked blocks, blockchain securely and efficiently records transaction histories, forming a decentralized public ledger that provides unprecedented trust mechanisms and transparency for sectors ranging from finance to the Internet of Things and supply chain management.

Cryptographic Hash Function Security Properties and Applications

A cryptographic hash function is an algorithm ingeniously designed, marrying principles of cryptography with the fundamental characteristics of hashing operations, aimed at achieving irreversible data transformation while ensuring its security. This distinctive type of hash function plays a pivotal role in the realm of information security, with its efficacy and robustness hinging on three core attributes: collision-resistance, pre-image resistance, and second-preimage resistance.

Collision-resistance

Collision-resistance forms the bedrock of cryptographic hash functions, dictating that any two distinct input messages, when processed through such a function, should yield entirely unique output results. While theoretically, due to finite output space and infinite input space, collisions are inevitable, high-quality cryptographic hash functions like SHA-256 are engineered to be so intricate that the likelihood of discovering a collision is infinitesimal, even with millions of years of computational effort. Consequently, for practical applications, it can be safely assumed that sufficiently strong cryptographic hash functions exhibit excellent collision-resistance.

Pre-image resistance

Pre-image resistance refers to the inability of an attacker, given a specific hash value, to efficiently discern the original input information that generated this hash value. This property renders the hash function one-way, rendering reverse-engineering from output back to input highly impractical. In real-world scenarios, for instance, when internet service providers store users' passwords, they do not retain plaintext passwords but instead keep the hash values resulting from applying a cryptographic hash function to these passwords. Thus, even if the database is compromised, attackers cannot directly obtain the original passwords.

Second-preimage resistance

Second-preimage resistance stipulates that, knowing a particular input, an attacker would struggle to identify another distinct input that, upon processing by the cryptographic hash function, produces an identical output. Put differently, even if an attacker is aware of a valid input and its corresponding hash value, they would find it exceedingly difficult to fabricate a second input yielding the same hash value. This attribute further fortifies the hash function's ability to safeguard data integrity.

Hashing Operations in Cryptocurrency Mining: Applications and Challenges

In the mining process of cryptocurrencies like Bitcoin, hashing operations serve as a central pillar. This procedure is far more than a straightforward exercise in validating transactions and constructing blocks; rather, it constitutes a sophisticated competitive mechanism that underpins the security and decentralization of the blockchain.


Firstly, each participating miner must hash all transactions within a new block, organizing this data into a Merkel Tree data structure to efficiently attest to the integrity and sequentiality of these transactions. Subsequently, the miner's objective becomes calculating a specific format hash value by tweaking the block header information—comprising timestamp, difficulty target, previous block hash, among others. This format typically mandates that the initial few digits of the hash result be zeros, with the exact count determined by the current network-set mining difficulty.


In response to fluctuations in overall network computational power (i.e., hash rate), the Bitcoin protocol automatically adjusts mining difficulty to maintain an average block production rate of one every 10 minutes. This implies that as more miners join or higher-performance hardware is deployed, mining difficulty increases, whereas it decreases when the opposite occurs, thereby preserving the system's steady operation.


Of particular note, in their quest for a qualifying hash value, miners are unconcerned about hash collisions since they seek a specific format output, not hash values conflicting with other inputs. Moreover, given the high costs and stochastic nature of mining rewards, miners have no incentive to engage in fraudulent tampering with the blockchain, as such efforts would not only be difficult to execute but would also undermine the trust foundation upon which the entire system rests.

Conclusion

Hashing, as an indispensible cornerstone in the realm of information technology, holds unparalleled value in ensuring data integrity and fortifying information security. Its significance is particularly pronounced within blockchain technology and cryptocurrency applications, where cryptographic hash functions' one-wayness, collision resistance, and robust security design underpin the immutability of distributed ledgers.


With technological advancements and escalating security challenges, continuously optimized and fortified encryption hash algorithms such as the SHA-2 and SHA-3 series will persistently buttress future cryptographic frameworks. These enhancements will further extend into diverse applications, including identity verification, digital signatures, and mining mechanisms, thereby laying a solid foundation for constructing a more secure and trustworthy information society.

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-0.15%
0.5220
7.90%
0.0809
-19.82%
0.06462
25.45%
0.1001
0.00%
0.014744
-9.19%
0.1844
-8.17%
0.00006224
-3.53%
0.0000000516
-5.32%
4.672
-0.51%
7.876
-2.39%
0.004385
21.97%
34.85
33.07%
0.00699
-4.64%
0.03438
-6.88%
218.501
-0.73%
2.295
1.77%
0.00000069
-2.82%
1.9629
0.52%
0.1894
-18.29%
0.00420
-15.66%
0.00141
0.71%
0.0001803
-1.74%
0.4378
-5.77%
0.000610
-4.84%
0.0000532
-5.84%
0.00003955
0.18%
0.000119
-7.03%
0.5483
1.97%
0.0076
-11.63%
0.00311211
-10.62%
3.9486
0.02%
0.5503
20.55%
2.858
-7.36%
0.7020
-0.62%
2010.88
-2.99%
0.2722
-5.22%
0.2002
-0.65%
0.000000043350
2.31%
0.002297
-10.20%
24.7323
2.88%
0.0443
-4.32%
0.001687
-41.91%
0.04624
5.45%
0.000000001497
0.00%
0.508
-3.05%
0.2699
-5.89%
0.01130
-14.07%
6.4241
0.68%
0.03313
-7.82%
0.2273
1.47%
0.0544
-22.17%
6.7608
2.37%
0.062570
-1.90%
0.02917
4.97%
0.00099
-1.00%
1.1371
2.63%
0.004927
-0.81%
1.2599999
-5.26%
0.000354
-3.54%
0.2108
-0.05%
0.00470
-6.00%
0.000825
0.12%
0.0917
-4.78%
0.00010000
-3.21%
0.0150
-2.60%
0.0000701
-10.59%
0.03235
-5.24%
0.000380
-2.56%
0.003024
-1.47%
0.001106
-4.08%
0.001047
6.73%
0.7414
1.01%
0.012148
12.27%
17.66
0.80%
0.00005950
-2.46%
0.8242
8.95%
0.00000747
-5.80%
0.00000001193
-6.87%
0.3415
-6.03%
0.000605
-0.66%
0.3286
-2.52%
0.01420
-0.14%
0.01180
-11.28%
17.47
-2.94%
0.1926
-5.50%
9.20
-2.75%
0.03441
13.12%
0.01384
-10.36%
0.9296
2.89%
0.0000222
13.85%
0.01955
-6.59%
0.001977
-4.12%
0.03774
-1.85%
1.3728
-6.36%
0.0507
2.01%
5.512
-4.12%
0.05294
-0.86%
0.03147
-11.28%
0.0010000
-2.45%
0.00450
-0.22%
2.123
-5.10%
0.0122
5.17%
0.01294
-7.11%
0.0130
-9.72%
0.05826
-5.30%
0.00180
-5.26%
0.011032
-3.28%
0.1342
-7.38%
0.000000000248
-2.75%
5.599
-4.40%
0.0000000297
6.83%
0.02904
-6.92%
0.1738
-6.26%
0.000895
-10.59%
0.002151
0.66%
0.000870
5.33%
0.00660
-2.51%
0.8337
-5.27%
0.1182
-4.37%
1.2616
-4.78%
0.00000000007817
-2.66%
0.002039
-11.39%
0.1870
-6.55%
0.002732
-12.41%
0.00008812
-0.25%
0.01813
-5.28%
0.001606
26.46%
0.001682
-10.10%
0.01281
-0.23%
0.0342
-7.07%
0.0810
-3.57%
11.66
-7.75%
0.0060
-4.76%
0.07977
-4.71%
0.7328
-3.18%
0.001913
-6.45%
0.000714
-4.80%
0.0039
18.18%
0.1195
-3.47%
131.27
-0.61%
0.0136
-24.44%
0.002309
-7.71%
0.00001134
-2.99%
0.00156
-7.14%
0.000001616
-6.86%
0.000760
-3.80%
0.0122
-12.86%
0.000000431
-4.22%
0.0439
-0.23%
0.001741
-8.03%
0.001385
-5.46%
0.01375
-8.76%
0.548
-4.36%
0.3731
-4.65%
0.4936
-7.57%
0.00834
0.72%
0.000178
-28.80%
0.0295
-0.67%
1.900
1.28%
3.195
-2.95%
0.0407
-18.27%
0.1694
-5.57%
1.620
-5.59%
0.00000002995
-4.59%
0.000650
-6.61%
0.000000000041
-31.67%
0.001591
-8.51%
0.05556
-5.19%
0.503
-5.45%
0.00740
-0.40%
0.05982
-1.82%
0.865
-5.57%
28.25
-3.22%
0.003652
-23.29%
0.4121
-2.18%
0.0512
-0.97%
0.001064
2.41%
3.127
-5.07%
0.1253
-2.79%
0.00000376
-16.44%
0.0002586
-5.93%
0.004524
-8.16%
16.40
-2.96%
0.00226
-15.04%
0.02436
-3.37%
0.035304
-1.86%
0.1164
-3.64%
0.0002736
-2.15%
0.00383
-7.71%
0.1097
-3.69%
0.002646
-7.45%
6.72
1.20%
0.01405
-7.69%
3009.31
0.31%
0.1560
4.28%
0.0556
-4.96%
0.00003545
-10.05%
0.1027
-4.47%
0.0000000001759
-4.45%
0.00000001349
-3.37%
0.000291
17.34%
0.1082
0.74%
0.00470
-2.29%
0.01505
-3.90%
0.00053
-5.36%
0.00227
-14.34%
0.003954
-0.28%
0.000252
-19.23%
0.000079
-3.66%
0.0093
89.80%
0.0016
-5.88%
0.0050
-51.92%
0.1266
-2.62%
0.1232
-3.67%
0.006055
-35.19%
0.000192479
0.25%
0.00002176
-7.76%
0.01360
-15.74%
0.01718
-4.24%
0.001073
-12.12%
0.0001354
45.91%
0.1150
-5.89%
0.02911
-3.13%
0.01555
-6.10%
0.2407
-8.30%
0.00505
-0.98%
0.005864
-7.58%
1.3828
-8.04%
1.1081
-6.28%
0.0004143
-5.35%
0.7697
-0.10%
0.01355
-4.78%
0.01110
-5.37%
0.1925
-3.80%
0.08344
0.13%
0.0041
0.00%
0.002518
-6.95%
0.000753
-19.38%
0.0000268
-2.90%
0.002700
-9.70%
0.000000114
3.64%
0.310
-4.32%
0.2823
-3.98%
0.00561
-4.59%
0.000263
2.73%
0.002263
-9.55%
0.2259
-5.20%
0.00273
8.33%
0.507
-5.76%
0.00431
-12.04%
0.1987
-3.03%
0.1418
-12.09%
0.918
-4.97%
0.41670
-4.02%
0.00966
-9.64%
2.126
-3.84%
0.00031
-48.33%
0.1600
-6.65%
0.0479
-5.71%
0.002104
55.28%
0.3026
11.62%
0.0001772
26.30%
0.0112
-18.25%
0.0947
-5.49%
0.04182
-5.47%
0.01127
3.58%
1.02817
-0.09%
17.317
-0.27%
0.0000594
0.00%
0.020794
-4.03%
0.01192
-3.64%
0.001789
0.39%
0.001181
-6.93%
0.003173
-16.26%
0.533
-4.48%
0.14599
-5.02%
0.0604
-12.46%
0.430
-7.33%
0.669
-5.24%
0.004103
-17.41%
0.00000408
-4.45%
0.4768
-5.57%
0.003092
-6.59%
0.002761
-18.10%
0.0000089
11.25%
0.0051022
0.22%
0.00130
-9.09%
0.000638
-17.78%
0.000809
-11.97%
0.835
-5.11%
0.0028
0.00%
0.0000000795
-3.87%
0.0000101
-1.94%
0.000509
3.04%
0.0815
-6.21%
0.1913
-0.47%
0.000976
-8.53%
0.002552
-8.63%
13.78
-5.75%
0.00291
3.93%
0.00382
-8.17%
0.000630
-8.96%
0.002449
-2.20%
0.00000013357
-3.21%
0.0644
-5.71%
0.2379
-5.67%
0.02404
-4.98%
0.00251
-0.40%
0.6160
-3.42%
0.0698
-4.90%
0.0254
-3.79%
0.000512
-6.91%
0.001595
-22.27%
0.00992
-8.15%
0.003605
-9.92%
0.012797
-1.56%
0.000000000829
12.94%
0.01526
5.53%
0.00002012
1.36%
0.000000001289
87.90%
0.001843
-5.00%
0.000440
-10.20%
21.288
-1.85%
0.0742
-7.37%
0.00425209
1.21%
0.001964
-2.87%
0.09667
-5.50%
17.82
-2.99%
0.0101
-19.20%
0.0169
-6.63%
0.0615
-2.69%
0.1406
-6.14%
79.84
-11.21%
0.1163
-4.44%
0.6346
-7.80%
1.801
-0.77%
0.00233
-7.91%
0.003130
-2.67%
0.004832
-3.57%
0.00088
-5.38%
1.0000
0.86%
0.00008816
-3.87%
0.2931
-6.36%
0.000010
-52.38%
0.0309
-3.44%
0.0072
10.77%
0.0087
-1.14%
0.01503
-5.65%
1.155
-3.19%
0.003408
-4.83%
0.04008
-2.32%
0.0000000201
-16.60%
9.68
-3.97%
16.18
-6.53%
0.19139
-0.87%
0.0000810
-4.59%
0.0283
-4.07%
0.000652
-2.69%
0.404
-2.65%
0.00004
0.00%
0.002144
8.56%
0.0357
0.85%
0.003044
5.22%
0.00690
-18.25%
0.000086
-20.37%
0.001617
-13.06%
0.5214
-4.24%
0.0189
22.73%
0.000708
-3.93%
0.1793
-3.39%
0.024898
-0.40%
2.690
-2.22%
1.215
-5.89%
0.1933
-4.68%
0.001189
-11.93%
0.0005
-28.57%
0.2914
-2.57%
0.4205
-5.91%
0.0000000665
-3.06%
0.004092
-9.05%
0.000001577
0.45%
0.000569
-5.32%
16.88
-2.99%
0.000024
0.00%
0.0697
-4.13%
0.0000153
24.39%
0.1438
-2.11%
0.4514
0.83%
0.0704
0.00%
0.2572
-4.60%
0.0481
-3.61%
0.00000000001310
-10.70%
0.00000000080
17.65%
0.00763
0.79%
0.0344
-3.91%
0.004171
-0.36%
0.0000006682
0.89%
0.001349
0.07%
0.00998
-4.86%
0.000112
143.48%
0.2206
0.23%
0.00299
-4.17%
0.00140
536.36%
0.0537
-2.54%
0.0819
-6.08%
0.0000000000000123
-6.11%
0.000253
-8.00%
0.01306
-0.84%
0.00102
4.08%
0.1796
-6.75%
8.45
-4.63%
0.0000000000000170
8.28%
1170
-3.23%
1.23
-49.17%
0.000000001715
-3.27%
0.05041
-7.83%
0.00000000000043
-2.27%
0.0000001216
-0.73%
0.0000009904
0.71%
0.02934
-3.68%
0.00000273
-5.86%
0.00000000000190
22.58%
0.00000767
0.00%
0.0218
-1.80%
0.002602
-19.94%
0.00375
-11.56%
0.000140
0.00%
0.001111
-1.77%
0.02745
6.60%
0.014818
-10.09%
0.002600
52.94%
0.1453
-4.34%
0.00000000002619
13.33%
0.000000000001595
-2.63%
5.904
-3.15%
0.00931
1.31%
0.0413
-3.05%
0.3412
-7.08%
77.1
-2.16%
0.0868
-4.51%
0.624
-6.73%
0.0103
-2.83%
0.009307
4.26%
2.084
-4.54%
0.03382
-10.98%
0.003130
-0.10%
0.0857
-4.46%
13.24
-3.57%
2.47
0.82%
0.00002103
-1.91%
0.00557
-13.64%
0.0000002351
-8.06%
1.4371
9.53%
0.0322
-4.45%
0.0830
-3.26%
0.000266
3.91%
0.0000040
8.11%
0.06627
2.79%
0.00000000000316
-7.87%
2.166
-0.64%
0.000000001820
3.12%
0.814
-4.35%
0.00610
-4.84%
0.000681
-8.22%
0.00561
-3.11%
0.00006
-14.29%
0.000374
0.00%
0.01601
-3.32%
0.0390
-6.92%
0.0064
-23.81%
0.003804
-11.51%
5.365
-3.52%
0.0003600
0.03%
0.0000562
-3.60%
0.610
-6.30%
0.699
38.97%
1.359
-2.93%
0.01788
-7.17%
0.0000000038054
-4.98%
5.2410
-6.64%
0.000000002399
-1.40%
0.00336
16.67%
0.000001240
-2.36%
0.00023879
0.00%
0.000000000000804
-0.25%
2.737
-3.42%
0.3353
-3.70%
0.000000242
-19.33%
0.000087
-37.41%
0.0261
-6.79%
1.3952
-0.06%
0.7249
3.48%
0.001379
-6.45%
0.0022
-77.55%
0.775
-4.32%
0.00330
-5.44%
3.15
-3.96%
9.845
-0.08%
0.000162
-6.90%
0.0017
21.43%
0.00131
-17.09%
0.682
-4.62%
0.001149
3.05%
0.002559
8.43%
0.05510
3.55%
0.0913
-11.27%
0.0022239
-5.90%
0.00003289
-28.47%
0.00000904
-14.47%
0.0000022
0.00%
0.012516
0.00%
0.00000000000012
-7.69%
0.000000000439
-24.18%
7.79
-4.53%
0.0000000136
-2.86%
0.0204
50.00%
0.0397
0.76%
0.02683
8.36%
0.4399
-6.16%
0.0387
-12.24%
0.1509
-8.21%
0.0000068
-29.17%
0.000025
-7.41%
0.05812
1.82%
0.0860
-5.60%
0.4509
-4.08%
0.00000000243900
62.60%
0.004025
-7.49%
0.03881
-5.80%
0.3563
-2.01%
0.1656
-6.33%
0.2047
-2.89%
0.0289
-4.62%
0.00000006794
-0.01%
0.000098
19.51%
0.1079
-3.14%
0.00027029
-1.80%
0.00000000000098
1.03%
0.0502
0.20%
0.000001498
0.00%
0.000886
-6.24%
0.00000037
-88.47%
0.002321
-8.66%
5.00
-5.66%
0.000000113
-51.08%
0.00650
0.00%
0.000765
-11.05%
0.00160
-2.44%
0.0005662
-10.03%
0.03779
0.32%
0.000087
-2.25%
1.403
-1.82%
0.00000000003991
-1.53%
0.01751
-2.88%
0.00051
0.00%
0.0001
0.00%
0.001866
-15.95%
0.00000000050
0.00%
0.0000264
-23.26%
0.000086
-1.15%
0.00000000015709
-0.35%
0.695
-5.31%
0.0032
-89.37%
0.000000000826
-1.31%
0.00490
-2.78%
0.000452
5.61%
0.001806
-2.33%
0.00000000004
33.33%
0.0402
-4.51%
0.01919
-2.64%
0.004224
92.09%
0.00027
3.85%
0.00000006
0.00%
0.00000054
-16.92%
0.00000009
-30.77%
0.000000000811
7.42%
0.00000094
-6.00%
0.01818
-11.14%
0.0000000215
-1.38%
1.068
-4.30%
0.001209
0.00%
0.000636
-9.66%
0.396
-4.12%
0.00200
0.00%
0.0000032
-3.03%
0.000000001836
0.66%
0.000384
-6.34%
0.000000000030
-3.23%
0.000699
0.00%
0.0240
-4.38%
0.00401
-19.80%
0.919
-8.10%
0.00001839
-16.79%
0.0378
-6.44%
0.00227
0.00%
0.000629
-14.54%
0.001800
0.00%
0.0889
-4.10%
0.0000001
0.00%
0.00000290
-5.54%
0.0011
10.00%
0.0002489
-3.90%
0.01201
-3.77%
0.0028
0.00%
0.00245
1.66%
0.00231
-7.60%
0.1036
-3.27%
0.0069
-5.48%
0.00033
0.00%
0.04500
0.00%
48.962
5.24%
0.001106
0.00%
0.00003
-25.00%
0.0836
4.76%
0.1456
3.34%
0.02000
0.00%
0.000000000009
12.50%
0.0021
10.53%
0.001599
23.09%
0.0604
20.08%
0.1369
-5.98%
0.0000002593
-4.14%
0.0000285
0.35%
0.000913
-39.17%
0.000000000004
-20.00%
0.007210
124.61%
0.0004985
-3.95%
0.00000000000101
-4.72%
0.00014
-6.67%
1.930
-2.23%
0.000068
-2.86%
0.000000000034
21.43%
0.00001
0.00%
0.0700
0.00%
0.03156
-1.59%
0.0254
-49.90%
0.1073
-0.09%
0.0002107
0.00%
0.00000622
-0.96%
0.0000526
-2.05%
0.000034
13.33%
0.00000012
9.09%
0.00000000003862
1.69%
0.00000000000403
-0.25%
0.02351
-3.13%
0.2065
-5.62%
0.000001
0.00%
0.0010
42.86%
0.0090
47.54%
0.000835
31.50%
0.0000073
-22.34%
0.00005
0.00%
0.00000000000044
-12.00%
0.0011
0.00%
0.0452
-7.00%
1.465
-5.61%
1.1124
-4.61%
0.01361
-4.49%
0.1073
-5.04%
0.0547
10.28%
0.01505
-2.59%
0.10601
1.10%
0.00692
-1.00%
0.3857
-8.49%
0.6252
-4.52%
0.002396
4.86%
0.2120
-3.15%
0.03334
-6.90%
58.5600
0.00%
0.00004273
-4.85%
0.0579
-11.20%
0.2379
-4.42%
0.000570
-8.65%
0.0954
-4.02%
0.000840
-8.99%
0.5104
-6.06%
0.005504
-6.60%
0.001939
-2.32%
0.0868
-7.86%
0.0003122
0.00%
0.08664
5.77%
0.0009082
0.00%
0.003177
-7.65%
0.00600
0.00%
0.0966
-2.13%
0.0007993
0.00%
6.183
-0.05%
0.0000331
0.00%
0.2127
-4.02%
0.0001026
2.60%
0.0001300
0.00%
0.000010
0.00%
3.6824
3.06%
0.00603
-0.33%
0.01996
-1.53%
0.0000466
0.00%
0.007473
2.91%
0.00294
-1.01%
0.0046
0.00%
0.7584
-6.02%
0.00618
-12.34%
1906.32
0.00%
0.1216
-10.72%
1.05
-19.85%
0.03772
-10.15%
0.0425
-7.81%
0.00325
-1.52%
0.00208
-1.42%
0.247
-6.44%
0.0919
-5.84%
0.0683
-2.43%
0.00919
-5.26%
0.2558
-5.12%
2.0001
0.00%
0.399
-5.90%
0.1114
8.68%
1.000000
0.00%
0.3771
0.00%
0.5732
0.00%
5.40
-4.76%
2.852
-4.36%
0.000000185
0.00%
0.0001030
0.00%
0.05100
0.49%
0.00092
0.00%
0.667
-4.99%
0.6259
1.36%
0.00000082
-1.20%
0.000216
0.00%
0.00000000000900
0.00%
2.179
0.00%
1.771
-3.59%
1.5000
0.00%
3.9889
0.00%
0.4424
0.00%
0.0843
-3.99%
0.1232
-3.75%
0.0421
-2.32%
0.000407
-3.55%
0.05664
-6.70%
0.9746
0.00%
0.0069
0.00%
0.000210
0.00%
14.67
-13.40%
0.0671
-6.28%
0.1788
-2.30%
7.26
-5.47%
0.1842
-3.26%
0.3310
-3.89%
0.0150
0.00%
0.00000010912
0.00%
0.00000045
0.00%
0.1204
0.00%
1.049
-0.94%
0.006000
0.00%
0.00089
0.00%
0.000300
0.00%
0.00066
0.00%
0.0025
0.00%
0.00035
0.00%
0.0112
0.00%
0.000000036
-2.70%
0.0005
0.00%
0.00033
0.00%
0.026075
0.00%
0.0000151
0.00%
0.000021
0.00%
0.001593
0.00%
0.000365
0.00%
0.0061
0.00%
0.0000002593
0.00%
0.00003000
0.00%
0.000009
0.00%
0.00001584
0.00%
0.0000001012
0.00%
0.00033000
0.00%
0.01720
0.00%
0.00006187
0.00%
0.000161
0.00%
0.001405
0.00%
0.2459
-0.20%
0.000500
1.42%
0.000902
0.00%
0.0001
0.00%
0.001989
0.00%
0.0009
0.00%
0.0560
0.00%
0.00012800
0.00%
0.000454
-2.37%
0.004025
0.00%
0.0000000104
0.00%
0.00000000001675
0.00%
0.001000
0.00%
0.0000000137
0.00%
0.0000000033
0.00%
0.00001626
0.00%
0.000000000375
0.00%
0.000000003000
0.00%
0.000433
0.00%
0.0087
0.00%
0.000310
0.00%
0.3284
0.00%
0.9977
0.00%
0.0066
0.00%
0.000405
0.00%
----
0.001290
0.00%
0.0000006033
0.00%
0.000757
0.00%
0.001045
0.00%
0.000044
0.00%
1.6799
0.00%
0.000105
0.00%
0.00000000002387
0.00%
0.00425
0.00%
0.00001
0.00%
0.00004
0.00%
0.0015
0.00%
0.0010
0.00%
0.0000248
-1.20%
0.00030
0.00%
0.00000560
0.00%
0.3000
0.00%
0.00006767
0.00%
0.0055
0.00%
0.00209
0.00%
0.001263
0.00%
0.00000000000780
2.77%
0.00172
0.00%
0.0137
0.00%
0.0001000
0.00%
0.000000000141
-12.42%
0.05056
0.00%
1.3575
0.00%
0.00136
0.00%
0.00006
0.00%
0.000141
0.00%
0.000025
0.00%
0.000024
0.00%
0.001234
0.00%
0.00037
0.00%
0.000451
0.00%
0.0066
0.00%
0.0004
0.00%
0.0007
0.00%
0.0240
0.00%
0.000522
0.00%
0.0013
0.00%
0.021211
0.00%
0.4998
0.00%
0.0000111
0.00%
0.00002856
0.00%
0.007000
0.00%
0.000363
0.00%
0.0012
0.00%
0.000803
0.00%
0.001200
0.00%
0.000331
0.00%
0.001050
0.00%
1.1111
0.00%
0.000383
0.00%
0.00012013
0.00%
0.01170
0.00%
0.001000
0.00%
0.0134
0.00%
50.0000
0.00%
0.0004
0.00%
0.0786
0.00%
0.001563
0.00%
1.6349
0.00%
0.002489
0.00%
0.00000000000540
0.00%
0.000028
0.00%
0.000999
0.00%
0.002935
0.00%
0.000369
0.00%
0.0300
0.00%
0.0093
0.00%
0.0006
0.00%
65.1101
0.00%
3.7189
0.00%
0.002955
0.00%
0.000080
0.00%
0.016017
0.00%
4.1000
0.00%
0.0489
0.00%
0.0320
0.00%
0.0130
0.00%
0.0745
0.00%
0.002461
0.00%
0.001137
1.52%
0.003100
0.00%
0.3882
0.00%
0.001000
0.00%
0.076250
0.00%
0.0150
0.00%
0.009589
0.00%
0.0036
0.00%
0.1801
0.00%
2.2915
0.00%
0.000250
0.00%
0.0115
0.00%
0.03000
0.00%
0.000940
0.00%
0.009620
0.00%
0.0002031
0.00%
0.0494
0.00%
0.0096
0.00%
0.000269
0.00%
12.1112
0.00%
1.76670591
0.00%
0.0009
0.00%
0.000399
0.00%
0.0001403
0.00%
0.0000000000261
0.00%
0.0000002850
0.00%
0.0001
0.00%
0.6700
0.00%
0.00010
0.00%
0.000450
0.00%
0.0277
0.00%
0.00007
0.00%
0.01989
0.00%
0.0027
0.00%
0.0015
0.00%
0.2888
0.00%
0.00501
0.00%
0.02700
0.00%
0.00285
0.00%
0.0440
0.00%
0.3515
0.00%
0.00125
0.00%
0.0875
0.81%
0.000445
0.00%
0.4900
0.00%
1.0100
0.00%
0.5000
0.00%
0.010100
0.00%
0.0119
2.59%
0.88686
0.00%
0.00065
0.00%
0.3594
0.00%
0.06609
0.00%
1.1760
0.00%
0.000978
0.00%
0.00697
0.00%
0.1705
0.00%
0.00010
0.00%
0.01463
0.00%
0.01275
0.79%
0.0000102
-0.97%
0.00614
0.00%
0.4606
0.00%
0.00021
0.00%
0.0000017
0.00%
0.000001675
0.00%
0.01200
0.00%
0.00010
0.00%
0.000001000
0.00%
0.00215
0.00%
100.00
0.00%
0.0000008
0.00%
1.3325
-0.36%
0.01050
0.00%
0.00271
0.00%
0.0000203
0.00%
0.0000325
0.00%
1.0000
0.00%
0.34211
0.00%
0.0000079
0.00%
0.0008
0.00%
0.3000
0.00%
0.000688
0.00%
0.00040
0.00%
0.001350
0.00%
0.03520
0.00%
3.3999
0.00%
0.0000031
0.00%
0.000000005
0.00%
0.000658
0.00%
0.00788
0.00%
0.003964
0.00%
0.0341
0.00%
0.000313
0.00%
0.0000031
0.00%
0.0007240
0.00%
0.00096
0.00%
0.00200
0.00%
0.00000007783
0.00%
0.03979
0.00%
0.3167
0.00%
0.000495
0.00%
0.625
0.00%
0.000000000003108
0.00%
0.00021
0.00%
0.00029971
0.00%
0.000000021
0.00%
0.000000046
0.00%
0.00730
0.00%
0.0900
0.00%
0.00004
0.00%
0.000506
0.00%
0.01000
0.00%
0.00086
0.00%
0.004004
0.00%
0.000516
0.00%
54.00
0.00%
0.0000269
0.00%
0.0000996
0.00%
0.0000000500
0.00%
0.0000001300
0.00%
0.0011
0.00%
0.000076
0.00%
0.03494
0.00%
0.7997
0.00%
0.0000814
0.00%
0.000000000127
0.00%
0.000426832
0.00%
0.000003500
0.00%
0.00000006
0.00%
0.00003000
0.00%
0.00911
0.00%
0.0000000025
0.00%
0.1996
0.00%
0.08002
0.00%
0.0616
0.00%
0.00028
0.00%
0.3453
0.00%
0.0000269
0.00%
0.1861
0.00%
0.00052
0.00%
0.0030886
0.00%
19.3000
0.00%
0.000600
0.00%
0.00218
0.00%
0.002700
0.00%
0.0001245
0.00%
0.00087118
0.00%
0.0604
0.00%
0.4600
0.00%
0.00924
0.00%
0.4600
0.00%
0.00625
0.00%
0.250
0.00%
0.3884
-4.43%
0.848
-5.04%
0.0249
0.00%
0.7441
0.00%
0.00500
0.00%
3.79
0.00%
0.01102
-2.48%
0.0020
0.00%
0.00538
0.00%
0.02705
-5.19%
4160.01
0.00%
1.400
-3.65%
0.0091
0.00%