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Repository: benedekrozemberczki/MUSAE
Branch: master
Commit: 5f901232957b
Files: 58
Total size: 44.5 MB
Directory structure:
gitextract_p1w3q4jx/
├── .github/
│ └── FUNDING.yml
├── LICENSE
├── README.md
├── input/
│ ├── attenuated_edges/
│ │ ├── DE_edges.csv
│ │ ├── ENGB_edges.csv
│ │ ├── ES_edges.csv
│ │ ├── FR_edges.csv
│ │ ├── PTBR_edges.csv
│ │ ├── RU_edges.csv
│ │ ├── ZHTW_edges.csv
│ │ ├── chameleon_edges.csv
│ │ ├── crocodile_edges.csv
│ │ ├── facebook_edges.csv
│ │ ├── git_edges.csv
│ │ └── squirrel_edges.csv
│ ├── edges/
│ │ ├── DE_edges.csv
│ │ ├── ENGB_edges.csv
│ │ ├── ES_edges.csv
│ │ ├── FR_edges.csv
│ │ ├── PTBR_edges.csv
│ │ ├── RU_edges.csv
│ │ ├── ZHTW_edges.csv
│ │ ├── chameleon_edges.csv
│ │ ├── crocodile_edges.csv
│ │ ├── facebook_edges.csv
│ │ ├── git_edges.csv
│ │ └── squirrel_edges.csv
│ ├── features/
│ │ ├── DE.json
│ │ ├── ENGB.json
│ │ ├── ES.json
│ │ ├── FR.json
│ │ ├── PTBR.json
│ │ ├── RU.json
│ │ ├── ZHTW.json
│ │ ├── chameleon.json
│ │ ├── crocodile.json
│ │ ├── facebook.json
│ │ ├── git.json
│ │ └── squirrel.json
│ └── target/
│ ├── DE_target.csv
│ ├── ENGB_target.csv
│ ├── ES_target.csv
│ ├── FR_target.csv
│ ├── PTBR_target.csv
│ ├── RU_target.csv
│ ├── ZHTW_target.csv
│ ├── chameleon_target.csv
│ ├── crocodile_target.csv
│ ├── facebook_target.csv
│ ├── git_target.csv
│ └── squirrel_target.csv
├── logs/
│ └── chameleon.json
├── output/
│ └── chameleon_embedding.csv
└── src/
├── main.py
├── musae.py
├── parser.py
├── utils.py
└── walkers.py
================================================
FILE CONTENTS
================================================
================================================
FILE: .github/FUNDING.yml
================================================
github: [benedekrozemberczki]
================================================
FILE: LICENSE
================================================
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================================================
FILE: README.md
================================================
MUSAE
============
[](https://arxiv.org/abs/1909.13021) [](https://codebeat.co/projects/github-com-benedekrozemberczki-musae-master) [](https://github.com/benedekrozemberczki/MUSAE/archive/master.zip) [](https://twitter.com/intent/follow?screen_name=benrozemberczki)
The reference implementation of **Multi-Scale Attributed Node Embedding. (Journal of Complex Networks 2021)**
<p align="center">
<img width="800" src="musae.jpg">
</p>
### Abstract
<p align="justify">
We present network embedding algorithms that capture information about a node from the local distribution over node attributes around it, as observed over random walks following an approach similar to Skip-gram. Observations from neighborhoods of different sizes are either pooled (AE) or encoded distinctly in a multi-scale approach (MUSAE). Capturing attribute-neighborhood relationships over multiple scales is useful for a diverse range of applications, including latent feature identification across disconnected networks with similar attributes. We prove theoretically that matrices of node-feature pointwise mutual information are implicitly factorized by the embeddings. Experiments show that our algorithms are robust, computationally efficient and outperform comparable models on social, web and citation network datasets.</p>
The second-order random walks sampling methods were taken from the reference implementation of [Node2Vec](https://github.com/aditya-grover/node2vec).
The datasets are also available on [SNAP](http://snap.stanford.edu/).
The model is now also available in the package [Karate Club](https://github.com/benedekrozemberczki/karateclub).
This repository provides the reference implementations for **MUSAE** and **AE** as described in the paper:
> Multi-Scale Attributed Node Embedding.
> [Benedek Rozemberczki](http://homepages.inf.ed.ac.uk/s1668259/), [Carl Allen](http://homepages.inf.ed.ac.uk/s1577741/), and [Rik Sarkar](https://homepages.inf.ed.ac.uk/rsarkar/).
> [Journal of Complex Networks 2021](https://arxiv.org/abs/1909.13021)
### Table of Contents
1. [Citing](#citing)
2. [Requirements](#requirements)
3. [Datasets](#datasets)
4. [Logging](#logging)
5. [Options](#options)
6. [Examples](#examples)
### Citing
If you find MUSAE useful in your research, please consider citing the following paper:
```bibtex
>@article{musae,
author = {Rozemberczki, Benedek and Allen, Carl and Sarkar, Rik},
title = {{Multi-Scale Attributed Node Embedding}},
journal = {Journal of Complex Networks},
volume = {9},
number = {2},
year = {2021},
}
```
### Requirements
The codebase is implemented in Python 3.5.2. package versions used for development are just below.
```
networkx 2.4
tqdm 4.28.1
numpy 1.15.4
pandas 0.23.4
texttable 1.5.0
scipy 1.1.0
argparse 1.1.0
gensim 3.6.0
```
### Datasets
### Logging
The models are defined in a way that parameter settings and runtimes are logged. Specifically we log the followings:
```
1. Hyperparameter settings. We save each hyperparameter used in the experiment.
2. Optimization runtime. We measure the time needed for optimization - measured by seconds.
3. Sampling runtime. We measure the time needed for sampling - measured by seconds.
```
### Options
Learning the embedding is handled by the `src/main.py` script which provides the following command line arguments.
#### Input and output options
```
--graph-input STR Input edge list csv. Default is `input/edges/chameleon_edges.csv`.
--features-input STR Input features json. Default is `input/features/chameleon_features.json`.
--output STR Embedding output path. Default is `output/chameleon_embedding.csv`.
--log STR Log output path. Default is `logs/chameleon.json`.
```
#### Random walk options
```
--sampling STR Random walker order (first/second). Default is `first`.
--P FLOAT Return hyperparameter for second-order walk. Default is 1.0
--Q FLOAT In-out hyperparameter for second-order walk. Default is 1.0.
--walk-number INT Walks per source node. Default is 5.
--walk-length INT Truncated random walk length. Default is 80.
```
#### Model options
```
--model STR Pooled or multi-scale model (AE/MUSAE). Default is `musae`.
--base-model STR Use of Doc2Vec base model. Default is `null`.
--approximation-order INT Matrix powers approximated. Default is 3.
--dimensions INT Number of dimensions. Default is 32.
--down-sampling FLOAT Length of random walk per source. Default is 0.001.
--exponent FLOAT Downsampling exponent of frequency. Default is 0.75.
--alpha FLOAT Initial learning rate. Default is 0.05.
--min-alpha FLOAT Final learning rate. Default is 0.025.
--min-count INT Minimal occurence of features. Default is 1.
--negative-samples INT Number of negative samples per node. Default is 5.
--workers INT Number of cores used for optimization. Default is 4.
--epochs INT Gradient descent epochs. Default is 5.
```
### Examples
<p align="center">
<img width="500" src="musae.gif">
</p>
Training a MUSAE model for a 10 epochs.
```sh
$ python src/main.py --epochs 10
```
Changing the dimension size.
```sh
$ python src/main.py --dimensions 32
```
------------------------------
**License**
- [GNU](https://github.com/benedekrozemberczki/MUSAE/blob/master/LICENSE)
================================================
FILE: input/attenuated_edges/DE_edges.csv
================================================
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1608,1727
1609,1820
1612,8992
1613,6937
1614,3748
1614,7105
1615,8568
1616,7521
1617,6177
1618,8841
1618,2157
1618,8626
1618,4062
1618,3941
1620,6441
1620,7023
1624,2351
1624,3504
1624,6456
1624,7409
1624,4987
1625,7334
1625,9312
1626,6697
1629,4554
1630,7130
1631,2980
1634,7424
1637,3187
1637,6253
1638,8272
1638,4177
1638,4239
1638,8418
1638,8455
1638,4366
1638,8471
1638,4390
1638,8518
1638,4436
1638,8621
1638,4539
1638,8663
1638,4599
1638,4663
1638,8772
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1638,4701
1638,4703
1638,8854
1638,8883
1638,4794
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1638,9144
1638,5064
1638,9231
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1638,5213
1638,9329
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1638,4270
1638,9459
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1638,5420
1638,5429
1638,5448
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1638,5567
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1638,5755
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1638,2105
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1638,2120
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1638,2588
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1644,8590
1645,7212
1647,7753
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1652,6484
1653,8665
1653,7897
1655,9401
1657,1832
1658,2123
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1660,3086
1662,8761
1663,2835
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1663,7725
1663,3169
1663,3785
1664,5658
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1664,7201
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1664,2717
1664,9385
1664,7354
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1664,7387
1664,5394
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1664,4459
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1664,3960
1664,4997
1664,7614
1664,6609
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1664,4075
1664,5614
1667,2112
1670,3088
1671,3686
1671,5059
1671,6331
1675,7195
1675,2452
1676,3296
1677,7216
1678,2145
1681,7913
1684,7856
1686,9169
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1687,3027
1688,6864
1691,7785
1691,4216
1691,7986
1691,1881
1692,7828
1694,3127
1696,7053
1696,6760
1697,7243
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1698,4894
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1698,7575
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1698,6595
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1704,2684
1706,8931
1706,7380
1707,6041
1708,8810
1709,4481
1709,3138
1709,3212
1712,6777
1714,6549
1715,8753
1719,8379
1719,7787
1721,7321
1722,8636
1722,6773
1724,5731
1724,3674
1724,7933
1726,1955
1729,7787
1730,7938
1730,3219
1731,9282
1733,8763
1735,3184
1736,3725
1742,7787
1743,8299
1747,4900
1749,3913
1749,3090
1751,3234
1754,6600
1754,9145
1757,2145
1757,3681
1763,8817
1765,6617
1767,5866
1767,3885
1768,6169
1770,8288
1770,6013
1771,8228
1771,2117
1771,2577
1771,4309
1771,2393
1771,1890
1771,8816
1771,5756
1771,1772
1771,7970
1771,9302
1771,6053
1771,6205
1773,3720
1780,9206
1781,3651
1784,4023
1790,6344
1793,9304
1795,2733
1796,3315
1796,2116
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1797,6583
1797,4604
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1798,6044
1798,3490
1798,2098
1798,4910
1798,5066
1798,6516
1803,8640
1803,3601
1804,5272
1804,2897
1804,5490
1808,1937
1811,8859
1812,9117
1813,2657
1820,5598
1821,3977
1821,7572
1821,2239
1821,4302
1821,9054
1822,2914
1822,7531
1823,7264
1824,7289
1825,5461
1825,8286
1828,3008
1829,1966
1831,7422
1832,8072
1832,6693
1834,6041
1834,5353
1835,9007
1837,2975
1837,9129
1837,8426
1839,6765
1840,6668
1840,5555
1840,9036
1840,4600
1841,2542
1842,3582
1843,7312
1843,8706
1844,3408
1844,4634
1844,9022
1846,8497
1849,3571
1850,8188
1853,2064
1853,3865
1854,2657
1854,6146
1854,3059
1857,5123
1860,8945
1860,9324
1864,2816
1864,8771
1865,6481
1865,3046
1865,4069
1867,6017
1868,2592
1869,6689
1869,8830
1870,7913
1872,6996
1872,8074
1874,5591
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1874,7832
1874,8178
1878,4358
1878,5975
1881,3089
1883,6300
1883,9449
1885,9001
1885,7973
1885,6286
1886,7117
1886,3285
1887,8913
1888,4874
1891,8769
1892,6965
1892,8843
1893,3362
1895,8010
1900,2045
1901,9345
1901,5250
1901,8373
1901,3791
1901,6352
1901,6691
1901,8703
1901,5369
1901,5503
1901,8596
1901,4693
1901,8768
1901,5790
1901,5916
1901,4919
1901,5987
1901,2890
1901,6648
1901,3583
1902,2816
1906,2031
1908,9102
1913,8746
1913,5086
1914,6289
1914,8901
1915,8753
1917,5233
1918,2422
1920,5960
1925,4308
1926,5675
1928,4934
1929,8425
1929,8372
1932,3848
1934,5414
1934,6156
1934,3697
1935,6979
1935,2452
1938,6302
1940,7395
1940,2103
1941,4895
1942,5252
1944,8501
1945,7592
1945,5288
1946,6930
1950,5195
1951,2929
1953,6481
1958,3067
1960,8871
1965,5836
1969,4318
1973,2617
1974,3245
1975,4928
1975,9442
1977,7341
1981,6728
1982,4498
1983,6035
1984,5043
1984,2838
1985,8775
1987,5765
1987,5451
1993,5536
1993,8586
1995,2251
1996,4422
1999,5107
1999,5367
2001,5328
2003,2106
2003,4961
2003,5499
2003,3202
2004,5568
2005,2864
2007,3145
2007,9206
2009,9048
2011,5876
2012,7787
2014,4640
2015,2999
2017,2816
2020,2844
2021,6457
2022,7216
2024,9469
2025,3905
2025,5839
2026,6790
2027,5576
2029,9398
2032,4112
2032,7508
2032,4730
2037,3812
2039,4451
2040,8511
2042,2896
2043,2572
2046,8803
2048,5152
2048,5416
2048,4287
2048,7370
2048,6010
2052,4944
2053,4001
2054,7113
2055,9091
2057,8912
2059,2818
2059,8624
2062,7787
2064,3077
2064,4234
2064,8500
2064,3403
2065,5443
2065,2563
2066,2440
2068,6614
2069,4034
2072,7216
2072,4502
2073,3345
2078,9174
2083,5498
2084,5126
2084,5285
2084,5909
2085,2145
2087,7225
2088,4378
2090,4569
2092,6030
2092,9461
2092,4157
2094,3363
2096,8375
2097,9327
2100,4756
2100,2379
2100,6743
2101,7984
2102,4226
2102,4582
2103,8398
2104,8433
2107,8653
2109,4866
2110,5703
2116,6179
2116,3123
2119,6665
2120,2252
2121,6430
2121,6452
2127,8375
2128,6007
2130,7912
2130,7645
2131,5566
2136,5096
2139,8973
2140,8544
2143,7318
2143,5610
2143,5532
2143,7146
2145,8536
2145,6167
2145,9221
2145,2401
2145,6259
2145,8356
2145,8384
2145,4324
2145,4352
2145,4386
2145,2386
2145,6488
2145,6495
2145,4464
2145,2421
2145,2510
2145,8684
2145,2541
2145,6651
2145,6655
2145,2566
2145,2570
2145,2575
2145,4659
2145,4666
2145,4727
2145,7274
2145,5911
2145,6828
2145,2764
2145,8997
2145,4849
2145,4881
2145,9027
2145,7076
2145,5031
2145,5063
2145,9218
2145,7172
2145,3095
2145,3130
2145,5256
2145,5277
2145,3251
2145,5549
2145,3525
2145,3319
2145,7682
2145,7688
2145,7777
2145,8130
2145,5792
2145,5844
2145,5864
2145,4733
2145,7929
2145,7977
2145,5952
2145,2858
2145,8026
2145,5999
2145,8237
2145,8160
2146,2980
2147,7821
2148,4169
2148,6605
2151,7676
2153,6788
2155,8227
2156,4040
2156,2529
2158,2980
2159,3084
2161,6333
2162,8753
2166,2947
2166,9172
2167,3054
2169,7361
2172,6532
2172,7498
2174,4960
2174,3074
2178,3920
2179,8593
2179,7793
2182,5932
2184,5474
2189,9275
2192,5490
2198,8224
2199,2777
2201,6598
2201,3680
2203,7216
2203,3230
2204,9347
2205,2562
2205,8784
2206,5166
2209,4187
2209,6238
2209,3390
2209,7556
2209,4938
2209,8075
2209,2961
2209,2511
2209,5105
2212,2491
2213,7177
2213,6318
2215,9206
2217,4672
2218,3792
2223,3246
2226,2734
2226,2614
2227,5889
2227,5011
2232,7679
2233,9423
2233,6735
2234,3597
2234,6698
2234,8383
2234,7389
2234,3045
2239,4848
2239,8264
2243,5928
2243,7470
2243,9495
2246,5624
2246,5441
2248,5417
2250,7328
2250,6745
2251,8481
2251,8032
2251,4064
2256,6779
2256,4326
2262,4420
2262,4409
2262,7057
2262,5151
2262,3881
2263,9317
2265,8928
2275,4482
2281,3446
2281,8809
2281,2724
2283,2969
2284,3933
2284,3947
2285,3107
2286,6287
2288,7521
2288,8778
2289,7008
2292,8936
2294,6272
2294,5677
2296,2500
2304,7378
2307,6140
2309,7521
2319,6547
2319,4628
2319,4307
2323,6451
2325,7787
2327,7010
2330,4080
2332,8903
2334,8753
2335,7599
2335,3263
2336,7787
2338,7720
2339,3663
2340,8958
2342,3103
2342,8877
2347,2348
2349,8793
2350,4042
2355,8036
2355,2809
2360,3652
2360,7478
2361,3958
2362,8315
2364,2950
2366,3670
2366,9315
2367,8746
2367,7156
2368,3611
2374,8173
2377,7817
2380,4246
2381,4411
2383,3794
2384,7500
2384,8524
2384,8542
2394,5193
2397,7432
2397,8473
2399,8459
2399,8707
2400,2816
2404,4394
2404,7066
2406,5153
2407,9256
2409,2950
2413,6588
2414,7324
2418,7720
2419,6701
2423,9092
2423,4405
2423,5094
2425,5524
2425,3527
2425,3638
2429,8737
2430,5334
2431,8327
2433,4515
2433,9363
2442,6632
2442,9206
2445,6146
2446,9351
2447,6486
2447,7472
2447,8447
2450,6158
2451,9175
2452,2739
2452,6216
2452,9292
2452,4183
2452,5268
2452,7364
2452,6865
2452,4333
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2452,2792
2452,3479
2452,2469
2452,2495
2452,2530
2452,6732
2452,3667
2452,8292
2452,6750
2452,4710
2452,2728
2452,8918
2452,6776
2452,2690
2452,7971
2452,8002
2452,7139
2452,4954
2452,6037
2452,8095
2452,4005
2452,4225
2452,4022
2452,5050
2452,3744
2452,7107
2452,9195
2452,3053
2453,4912
2454,3588
2454,9127
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2460,8955
2466,7554
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2470,3167
2472,3098
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2476,3328
2478,3663
2480,6184
2480,3599
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2481,8748
2482,4912
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2486,7890
2490,8753
2498,6239
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2498,3282
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2498,5752
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2498,7124
2498,5890
2498,2721
2498,7999
2498,6007
2498,6024
2501,6882
2501,6385
2503,6545
2503,3171
2507,4632
2507,2757
2508,3238
2509,2571
2509,4407
2514,4513
2514,4647
2519,8712
2521,8341
2522,8075
2523,2775
2523,9460
2525,4388
2528,3892
2530,4679
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2532,4030
2537,7216
2538,5267
2545,8546
2548,4395
2548,9479
2551,7643
2559,7465
2565,5893
2568,4129
2569,3032
2576,6843
2579,7032
2583,6186
2585,6761
2586,6467
2590,6011
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2594,7216
2596,2901
2597,5358
2602,7152
2603,2607
2604,8681
2604,6597
2606,4659
2608,5089
2615,5296
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2618,4912
2621,7051
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2626,5089
2629,8645
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2635,3136
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2641,5370
2648,6002
2650,2816
2650,8738
2651,6107
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2655,9434
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2656,7549
2667,7601
2669,7517
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2671,7342
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2680,4535
2684,4108
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2684,8755
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2684,8896
2684,5118
2684,5155
2684,6335
2684,9367
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2684,6068
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2684,8387
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2684,6908
2684,2943
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2684,7231
2684,4478
2684,3541
2684,7803
2684,3774
2684,8822
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2684,8004
2684,8082
2685,4554
2687,5034
2688,5089
2689,2816
2691,4897
2697,8401
2700,6603
2700,6814
2703,7787
2703,9369
2704,7612
2706,3137
2716,6290
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2716,7495
2716,8018
2716,5472
2716,3492
2716,3391
2716,4596
2729,8131
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2730,9265
2733,3267
2740,5917
2743,6445
2743,3915
2743,9389
2743,6137
2750,8467
2751,8834
2753,7067
2754,2921
2762,4379
2765,5416
2766,4592
2768,4654
2769,7216
2772,4104
2779,5647
2781,9442
2782,3980
2782,7706
2783,6491
2783,8434
2789,7545
2791,8070
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2791,7699
2791,5674
2794,4888
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2805,9045
2807,3363
2808,8032
2810,3363
2811,7767
2813,3558
2814,2938
2816,8206
2816,8415
2816,8483
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2816,8594
2816,5833
2816,5297
2816,5557
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2816,3683
2816,4222
2831,8868
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2832,5354
2834,8769
2837,7245
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2839,3971
2845,3370
2845,9244
2846,4941
2862,3805
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2881,8364
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2902,7787
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2905,3943
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2916,3937
2924,4908
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2931,7331
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2933,9112
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2940,3635
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2943,6493
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2968,4977
2971,6159
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2974,7275
2977,7078
2978,3624
2980,8255
2980,6375
2980,4642
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1986,5809
6225,6535
4607,5227
8753,8821
2068,7720
2196,2352
9123,9206
435,472
2684,8030
770,7900
5078,9197
1740,3465
4527,7697
6818,7787
6089,8639
5622,7275
4927,7539
858,6112
1960,3359
2687,8108
4348,5597
1638,4001
3909,5893
8949,9227
1956,4361
848,9115
8175,9060
3693,6764
4186,5640
7968,8017
529,4320
1710,1901
5573,7516
819,7373
4406,8700
8143,8936
2816,5141
5089,5808
224,7980
1075,6220
3900,7998
631,8529
360,3061
5654,9060
4080,9488
3387,5706
853,1173
3058,5287
4004,8973
898,6757
8287,9050
5542,5812
3855,6652
4452,6728
2454,8257
350,390
4933,6749
2938,5293
422,693
789,1297
5605,6270
1603,2816
4788,8453
2850,7833
716,9048
4614,8250
4591,8262
6989,7012
1114,9105
869,4066
5604,8353
821,2684
2642,5388
3126,7278
3045,3637
3801,4927
3534,8992
6652,8121
1665,4927
2435,3173
7438,8422
3698,4237
6407,8614
4814,5548
3336,4998
4523,9423
830,8521
7127,8262
7401,8795
1454,3722
250,6652
413,3173
3017,8614
9058,9188
3115,7665
3234,7865
7714,7720
503,4042
5208,8421
3169,5342
4658,6652
6119,7900
8080,8597
4626,8554
2174,6945
1931,3173
9048,9137
918,6535
4530,6000
2143,7326
1638,5767
5401,7011
4513,6540
5308,8134
985,5724
2963,7399
2498,7173
3234,4458
1073,3336
1276,4768
4467,5358
2914,5435
3845,8086
4927,6309
2519,2686
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5449,5581
4110,4377
364,8788
2037,8287
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4622,9154
572,8753
1276,8073
1664,2271
7218,9070
309,6954
2578,6728
1766,2353
1515,4051
2459,6154
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5573,7697
376,1268
6320,7398
4815,6652
1821,3761
3526,6155
3656,8700
653,8949
2684,2851
6808,6866
1095,8353
3494,7301
2941,6487
3575,6837
864,9358
7275,8852
1235,6920
5743,6228
3322,9206
657,1638
2854,5822
680,1987
5427,8810
1904,2452
849,1608
2738,4806
3218,7840
3340,7036
2991,8206
739,7286
8365,9057
1584,7062
2234,4751
1099,2758
3234,6821
4038,8271
4042,8557
2425,3570
3453,8259
7787,8844
2684,3719
3115,8614
2054,9206
3841,7275
3617,7036
1851,5851
1964,3770
3206,3770
4918,8665
635,2980
2980,6759
2498,6477
4161,5989
2716,3298
2449,9111
1057,8863
378,3097
3633,9209
1337,7301
2948,7613
7750,8467
2681,2813
5676,8810
4350,5123
6719,6788
2982,6984
7264,8677
4139,8949
4392,8849
553,1575
4918,6665
2732,5241
2546,7011
3120,8803
3949,4532
5504,7787
7731,8631
2669,5095
2892,8769
1952,8262
750,2816
3143,7980
472,1096
854,8458
7964,8522
8222,8810
1825,2172
3909,5907
3080,5274
5860,7593
1638,9454
4982,9066
1276,9443
3617,3831
2854,7733
2145,9146
4817,7442
2938,9206
2361,9057
8539,9114
2632,7011
4414,8208
1746,8658
2145,6060
674,3909
2175,6263
678,4313
6112,7629
257,4139
1901,5443
1120,3234
2381,8140
2054,6652
1402,4461
4042,5589
4164,6913
889,6175
94,3072
3068,4282
6557,8268
1402,2425
227,6837
5892,9058
6031,8662
3014,7733
3496,5102
4219,5027
4271,8810
1290,9206
6083,9408
153,7525
472,1030
7122,9206
4139,4406
3698,7162
6163,7050
1075,4526
2914,3149
5904,7462
6545,8753
934,7787
3560,4341
5421,9188
1619,6320
110,6591
1696,3900
6242,9438
898,7730
4632,5045
142,7787
617,8935
6798,9029
3734,6366
3140,9057
2464,2839
7689,8796
2454,5236
2839,9093
2365,8468
3136,6045
2489,2551
6652,8842
1163,6868
3771,4977
2839,7228
2914,7736
6307,8992
1821,7685
2638,7787
1048,5342
2557,4298
6337,7787
3363,4865
617,2889
224,6288
5421,6949
4526,9204
1584,7616
4166,4927
2349,8911
932,2841
738,9057
5458,8106
1201,3258
2684,3772
4556,6643
2412,6020
421,462
4320,8348
2684,5449
6991,9184
1766,2933
4038,6319
2388,8614
4259,7524
144,3617
2545,3522
4440,5951
2360,3912
2813,7508
1545,5893
1745,4051
2053,4310
5159,7787
5970,9264
1095,3698
1043,4004
4485,7353
2914,3875
3126,8702
5495,9317
4298,4319
6673,7853
3573,4161
524,2684
4275,7913
1114,4791
1800,3173
2387,3431
2454,8376
227,5160
4747,5198
2816,8424
5589,7453
815,9206
7685,8353
1687,2684
1437,7787
5578,6904
4461,8589
3771,8556
421,2474
3841,6837
654,5211
4101,5769
5421,7212
6547,8287
713,2003
1296,4927
4935,8597
1638,4159
4525,6867
2051,5560
8024,9206
5680,7324
1759,3421
3106,7499
4298,7800
7357,8121
2684,5800
2939,5845
5931,7787
1153,3704
1125,9206
4530,7125
5160,9430
3969,4418
4201,7884
1798,3950
4299,8171
6654,7125
2498,6088
8301,8470
5025,7787
1897,7286
4490,5286
3804,9206
2800,4839
1115,2452
1678,6989
2916,3061
8935,9209
1792,8825
3117,7057
3663,6277
1550,4853
6407,7913
3363,7404
4780,7963
6005,8753
7561,8262
4166,7275
2684,3439
6267,8753
3945,6320
2935,8141
7499,9227
1030,7696
718,5996
7523,9206
1560,4154
5996,9354
2541,8803
2967,6855
6654,8239
3032,7879
430,9481
3126,8428
733,3270
7787,7816
4313,6825
2121,9421
5208,8917
179,2454
3048,3895
5358,7432
3976,9166
3256,3455
7131,8992
1748,9163
4235,8665
1730,6162
4004,6763
607,4038
491,7514
5475,8422
2498,6365
1338,6719
4337,7303
2791,4684
7159,7462
5552,7297
177,8949
2221,8468
2816,4217
5663,7161
1909,3340
1173,4958
3162,7913
2092,7112
2862,4001
2999,7787
2145,7386
1073,5822
467,1476
4927,8935
899,9227
2684,8096
765,7958
7061,9388
5954,7201
2914,6454
4564,8470
4825,5245
1952,6041
3173,4248
8782,8909
1064,2416
2135,5767
2498,6327
4602,9057
3076,3352
6198,7162
3185,7797
3122,4038
214,1436
1901,8782
7822,8244
7731,9101
1880,4330
894,4465
2083,8708
3026,8580
6628,7398
3850,6902
2875,6233
823,3352
5583,6540
1638,2625
2665,5769
6629,6978
343,3601
3186,8753
1901,8938
74,5893
2877,4135
8943,9206
4686,6083
7089,8052
2938,9030
4298,8700
7993,8954
358,3520
4754,4858
1771,6982
1195,5798
1202,7127
1765,9354
4790,7316
4008,9384
7787,9323
6250,6320
2269,7278
4297,8658
130,3085
5984,6797
1088,3032
1971,7797
364,1954
3173,4216
7555,9025
6324,8060
4927,6964
3604,6330
1497,7296
6961,8262
8301,8454
1173,6932
8050,8516
4038,6223
4528,8803
5842,8497
95,7787
407,568
1189,3009
1048,8769
7857,8700
6432,9105
6232,7738
2716,5071
2177,5565
412,4927
1727,6041
1369,7884
2777,6593
3383,7787
3487,7787
3459,8468
7179,7895
1233,8878
278,6573
652,4162
5467,8614
7782,8389
43,8614
1454,4521
5123,7900
5620,6193
2013,6409
7647,7913
5769,8479
3223,4048
2733,6275
2684,7787
3260,3535
1760,7787
188,4899
7031,8769
538,619
5923,7711
1731,7341
8106,9402
1969,8753
7521,9360
931,6359
3292,5573
3458,4139
405,3900
8882,8924
2883,6964
746,6652
1560,8363
5403,8162
7254,8614
7397,8301
1470,7191
494,3101
5342,8545
2835,5498
443,6925
518,8878
3255,4038
3631,9206
2429,9251
4311,6883
5331,8992
101,5421
4846,9272
7451,7894
5170,7879
1900,6496
1804,7888
4740,8044
6684,7839
6067,8378
1646,7286
2452,9391
460,4406
1260,9424
7844,9475
295,8027
7367,9206
3606,4001
1583,9057
1338,8106
4908,6384
199,2300
4144,5358
1095,5148
4801,6652
2862,7436
1974,7234
130,8742
5117,8170
1801,2234
3431,4271
1952,5388
727,8680
2684,4815
1135,2604
3215,7514
1052,4547
6200,7130
1691,7787
2254,7720
1804,2284
430,2843
789,5032
4467,7275
3922,3986
4161,9268
1638,7710
8301,9334
7787,8652
3851,3987
2839,5203
2498,4163
3140,8700
4811,5447
1617,4658
3092,7055
5900,7787
2088,2636
328,7398
3803,8724
2032,6117
1625,4909
3634,6669
5137,6551
7275,7802
3586,5388
7655,7840
5561,7415
5141,6969
325,3173
375,4555
2684,6903
6982,8606
6571,9105
70,7787
6322,7158
5495,8287
2976,6931
4190,7787
9097,9417
4957,9152
6193,7058
3289,5798
2340,5690
1504,2304
3373,8954
277,4361
4235,8287
4038,6722
6515,6886
5460,5667
2289,2844
1698,7900
2228,8574
5924,8175
2670,8111
1508,7924
114,1490
6728,8863
7275,7714
2145,3253
2980,8794
1664,4106
953,2145
3457,4410
3931,7840
1276,9467
3751,8521
8731,9476
2311,2735
4819,7787
5655,6477
1705,8262
7001,7301
2175,3904
7693,9206
1163,7755
5308,7077
2262,7143
6476,7744
3918,4377
6611,6874
841,3032
184,9206
5568,8413
653,4927
7149,9348
4957,7913
460,6434
3481,4038
2284,8915
1957,4380
2164,4196
3575,7797
3603,9206
4713,9227
1201,8614
6309,7561
3480,7520
4101,7453
89,5019
1680,1886
9032,9339
6496,8708
2145,4061
2452,7454
1173,5970
355,7521
4788,7894
214,6041
7999,9241
4912,6535
2031,2342
708,3148
657,2398
3994,7968
4298,9266
4546,7280
4659,8262
4633,5924
5475,7524
9080,9114
8754,9272
4683,5956
1771,8003
4479,6280
4846,6989
5160,6089
3709,9227
2452,6466
1538,5042
4423,5474
3798,6739
7011,9447
4912,8411
2848,7664
325,7787
5377,6982
1372,9130
1276,2493
4602,4957
2839,6373
5375,8935
1242,4313
413,6652
1436,8175
1161,8782
1878,4249
4017,4533
1094,3157
5712,6611
32,8803
986,3193
6053,6171
4927,6903
7705,9057
4150,8355
2701,3633
5693,9323
7216,9333
668,3694
5659,7802
1663,6040
4705,5382
4547,6252
5573,9058
1370,3038
2716,4985
4918,9057
269,2221
3734,4904
2180,8614
4093,7043
657,4935
7629,8262
5869,7125
2684,7435
1276,8365
4538,8554
6432,7900
1134,5226
924,8753
669,1426
7529,7958
4670,9272
2791,9273
2732,9220
4912,6084
7275,9003
2584,2914
7733,9116
1714,3499
343,1614
4538,4927
2091,9096
1202,1501
3971,7297
3379,4927
5798,6041
5474,9391
3261,4228
1458,2684
9285,9478
1690,2452
789,4595
1648,6003
2684,9162
933,8630
1945,5303
3828,8659
4530,7228
1638,3076
4534,5304
2669,3152
1667,5058
606,8781
1578,8782
3138,5822
3496,7944
418,821
2363,9179
3305,8466
1436,4500
1309,6618
1233,1758
6309,8604
3066,3138
5438,8287
2831,9227
2145,8092
5365,7787
1119,8803
5522,8389
1625,4859
2643,7047
412,7296
5474,8003
4298,4775
4841,8530
1638,3226
33,7787
5656,9206
5447,7275
2636,7180
898,6373
1184,6966
1771,4211
4971,6678
8262,8274
6706,7353
6040,7944
3729,5427
824,7319
1132,6741
3224,6174
607,6046
5298,7275
4811,8353
8992,9184
4008,6241
137,5020
4965,9164
3717,3722
5377,7675
2816,6642
6008,8484
2498,9463
7854,9209
193,789
1590,7524
1986,3891
2301,4927
2914,3995
3458,6991
7787,8350
4711,7239
3034,9492
5943,8287
627,4004
5798,6540
1224,8090
3663,6187
2914,8700
1771,3136
5421,8299
2733,6652
109,5853
1665,4912
3234,4068
6364,8938
7054,8803
861,3173
674,9206
805,4455
4218,8529
2405,7867
5565,7159
783,5458
4629,7525
1766,6358
3735,5751
941,8127
899,5904
2209,8024
350,8731
460,2662
1296,3593
5406,5875
2315,6734
8328,8810
1095,6566
4034,4146
4537,9287
6105,9182
262,2684
4154,5270
2595,9206
2998,7673
1880,2598
7141,8162
1849,8810
3877,6522
2980,6477
4530,7415
3561,9360
4139,4194
4473,7720
1407,6347
1638,6737
906,3882
893,2600
4754,6089
7046,7228
1695,4689
6550,7216
5706,6724
7787,9447
4912,8755
4867,8262
3135,3646
1608,8545
4155,7208
5111,5514
3588,6784
3224,5208
6489,9430
2636,3514
1550,1594
5895,8262
957,5898
3745,8966
7038,8484
727,9058
7384,7900
7475,8262
1030,3617
1618,8363
3511,5900
1173,4383
6669,6883
1976,4935
87,8750
4042,7293
3334,3824
3663,3697
2018,2452
4927,6059
2636,4538
2980,9266
1840,7214
2786,9070
711,2733
5113,5474
332,8581
375,3845
2854,6324
681,7993
4811,7499
1878,3151
3032,8428
2816,6025
977,8610
5434,7477
1268,5178
3742,5576
536,7715
2941,8287
515,7715
3586,3730
3136,6952
2892,8056
1459,7286
3439,5388
2474,5137
4903,9333
2684,6054
430,9179
2944,3378
6123,7876
812,7428
5706,6009
2841,6205
8121,8262
3994,5974
2545,8466
6324,9137
106,1580
4161,8461
664,7787
464,9206
2523,6500
5875,8006
3173,6539
1097,4451
6517,7787
691,9152
4333,7867
1249,3032
109,2684
4527,7892
6133,8700
2187,7525
661,7787
4484,5388
5178,6925
7159,8531
5141,8262
2681,5798
7715,9057
2791,8118
1129,8386
6366,7208
546,1015
1660,2262
1073,1798
2583,8828
3375,6984
8781,9116
4349,5959
4110,5089
4201,8753
4568,8835
3534,7873
2686,4957
7028,8970
4508,7787
1696,5442
5404,6602
4865,8614
2078,2145
1550,2300
704,2816
1550,5891
6660,8310
5559,8055
2498,5449
7278,9146
6006,7127
1296,9086
830,9402
1306,4885
4912,7801
3633,4832
4747,7442
3265,4530
430,4602
4722,5375
2914,6455
6935,8676
2915,5893
359,1771
2482,5648
3181,6041
3080,4460
6250,7787
682,7787
5231,7962
2456,9206
3215,6989
3230,7720
1103,7239
7093,7787
4943,7787
6041,8887
1618,9015
1979,3283
1584,5236
3193,7216
615,5566
1490,2894
4433,6539
1638,6154
1886,2289
617,8301
6009,8810
847,6494
2918,9209
4159,5893
2494,5542
2436,7900
6041,9056
6535,8460
1261,9070
3023,4805
1276,3917
1311,6451
3617,9083
2802,5427
5459,7787
5955,7900
343,3271
1804,3601
6190,7968
257,3745
1094,2791
3088,5485
3741,8857
3291,3351
3663,7674
3828,7541
3519,9057
2179,4885
7755,8287
1698,6713
4042,8270
6602,8023
2030,9481
4155,8992
2823,5762
1237,4313
5411,7286
4909,6665
1715,7787
5200,9031
1687,8507
1999,2791
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8440,9206
3032,7315
209,2298
212,3828
3223,5163
3617,3719
4912,9206
2684,4698
1930,2636
3384,8287
6757,7679
2813,6982
388,3457
1276,1808
9430,9441
430,2080
416,8185
472,7797
554,1516
6041,7655
4173,7617
4756,7116
5062,6264
4101,7213
973,5421
2794,3921
8465,8529
1783,3170
4489,7460
2941,4889
3575,7787
1342,7801
6907,9057
1335,7012
2645,5335
5358,8802
2919,3866
5831,7296
6270,7077
2316,8531
257,8810
4235,7833
80,7787
7275,9256
924,7787
224,7797
1511,9152
2322,4740
8803,8934
3264,4300
1294,2929
1814,2839
1436,5759
953,2499
5875,6293
2287,5924
675,7802
2839,6230
6874,7306
3198,7900
642,8924
5804,8262
513,5421
4702,8195
6154,9160
4241,5123
3019,4042
1901,1971
1906,3606
2601,3955
6314,8753
1959,8262
894,9165
6564,8101
183,7362
7161,8056
2914,5578
4606,6475
309,9206
3173,9402
7787,8632
120,3234
436,5495
3194,7508
7310,9227
5160,7301
1638,8363
458,8803
9057,9225
4320,5683
1335,8125
3066,7301
278,7399
2616,3173
1587,9206
5404,7787
2436,7453
2975,4154
4961,7275
2454,6309
1094,3243
623,5208
2714,3726
389,2980
6660,7514
4383,7958
7840,8911
7275,9134
3009,7210
1757,5358
1335,4500
6782,7191
4423,5358
1406,8708
2008,9294
2914,5004
5685,5759
2816,5460
5709,7275
3368,6562
1320,6117
2250,6466
1642,9392
6637,7792
1618,5458
6400,6952
3187,4927
617,6767
2364,4460
527,5236
6626,7787
2229,4821
803,1615
2441,7279
4938,5713
1664,5017
2914,3080
657,3208
358,6197
7956,8813
1666,7436
2627,8127
508,3909
3052,8424
6368,8052
3132,4385
669,9060
4828,6040
1665,7036
8481,8750
5895,7900
705,8262
1296,6250
628,8810
3032,4898
4419,4665
1355,6470
3751,7159
3204,3940
617,6089
1539,2914
1173,8686
154,3032
2865,3413
1320,5033
1798,6088
4041,6047
504,2763
7802,8222
426,1073
3037,7787
1129,8287
1691,9058
8468,8855
1536,8753
5296,7891
574,3828
2425,5587
2567,7913
5499,7442
1173,5449
604,4038
6515,9058
2794,4560
5319,5331
789,4350
6690,9050
1554,3587
4051,5974
5861,6570
6719,7787
5660,6904
7184,9057
4038,9079
2869,5832
6361,8873
2423,3306
1821,2048
1829,4542
1646,5100
6622,7485
2632,8614
5751,5854
572,3663
4004,4008
5024,6350
6775,8066
177,844
1804,2941
4328,8992
6896,8832
974,2377
1758,6652
2516,2854
5335,7913
5455,7685
2026,8287
541,2397
628,1638
2816,8374
3326,8915
4605,6728
3170,4851
509,1276
3032,3118
5738,7524
1624,5100
6444,8287
1894,2914
1276,9152
6628,7294
5036,5117
6682,9060
7787,9188
7180,7275
5573,7130
7720,8281
1891,5769
3114,6718
7787,8843
8082,9206
3742,5421
7295,8527
488,1583
6734,7787
1584,4985
2876,4059
2816,2935
3994,5463
5045,5210
4817,7511
5749,7594
1673,9206
2816,8667
4686,6652
3032,9298
3173,5993
2008,2630
1619,8108
885,9403
80,7158
2182,5585
643,3179
4038,7807
1837,7240
4139,7891
2684,4744
4072,7286
7460,9058
1173,1954
477,1638
3387,6949
4637,5458
7082,8348
8700,8892
2289,7520
1011,4348
1761,4912
7091,8158
1011,8301
1400,2251
798,9402
3282,5342
2467,2914
288,6131
585,8961
5519,9166
1483,7720
144,6154
5548,8700
1771,2967
426,7278
22,1771
5468,6379
2749,4139
1782,4042
3691,7633
1638,4845
7920,9360
1945,7496
2733,6683
1696,6858
2145,3959
683,6369
919,1002
611,3743
3173,9444
6849,7011
488,8810
5961,6263
4008,9179
1758,9354
2914,8451
3723,5326
2071,7787
2914,8615
4669,9057
2980,7060
4038,4469
5048,8589
414,6193
978,8992
4053,8579
3360,5818
7787,9206
3132,7275
1045,2025
497,8468
151,168
1173,2412
3097,7787
4592,6093
703,4533
5955,8810
1310,5421
2816,3398
3500,9294
7525,8614
589,6347
1062,2452
2277,7968
477,1276
4566,6435
7157,8489
1193,9101
5225,8980
164,389
5893,7915
6941,8268
5006,7282
4021,9206
2536,7997
1011,8262
1584,7762
2431,3433
2357,7894
2519,2684
1879,7011
4008,4698
355,5123
3812,3817
2425,8725
3734,4606
2457,7894
2733,5237
2335,4410
199,7350
1061,7787
1235,9152
4527,4967
1117,7693
6571,9033
2894,9057
4677,8000
3719,4889
4798,5847
5455,9116
5516,8121
8835,8951
2911,4008
1385,2914
8056,8782
1638,7239
629,5574
1480,9014
2705,6047
1941,4113
1766,4677
1522,7982
759,9147
2172,4703
6903,9227
3115,8296
2399,4381
2371,5898
1584,4192
950,6911
5062,6060
2523,5141
5342,8755
3529,4957
5863,9287
3499,5588
2145,2371
2262,7021
6554,8693
5530,8836
4069,9206
2930,7126
3085,7275
1648,3234
3709,4912
3834,8297
5631,7130
3630,6041
6699,7130
3028,6232
430,8056
4643,8873
8296,8807
6728,7602
854,4242
8025,9168
4408,8680
1127,3340
1173,1691
4136,5824
98,3080
4297,7224
4042,6284
1835,5706
4352,7286
6270,9476
1560,2802
5259,8781
2145,7907
2914,7805
2782,7787
7795,8391
60,2145
4139,8527
6982,9120
1404,3182
6205,8981
5875,8498
1638,6224
4490,7343
6989,7398
7787,8044
1101,5893
1820,5491
2849,3223
3032,6874
3868,4560
392,8175
3080,9137
1320,8284
3264,7778
1428,4803
1928,4115
5217,9109
4773,5352
3670,7789
255,4541
1189,8338
1837,3163
347,1276
1165,4912
6561,8784
3755,3765
3431,3794
5266,9057
4889,7453
1621,8803
1994,5875
503,2560
2643,3126
5759,6042
1920,3633
3730,4385
39,364
531,7844
5552,7064
6020,9265
2735,9358
4460,9469
193,8287
2646,8287
3496,4313
5974,8050
5972,9423
5943,6041
6006,8700
1974,6394
7664,8317
462,6784
597,1950
4277,6647
4918,6920
7802,8961
3589,5909
6067,6915
247,6878
4467,8215
7551,7787
829,5342
2289,8810
5145,7697
848,1511
4454,6521
6683,7720
4123,5091
3352,5867
5264,5899
7802,9057
176,8949
3188,4837
2201,5997
2684,3776
7217,7442
5895,8907
4669,5342
580,4375
6534,7720
3193,5832
1993,4008
3270,7232
843,2558
7112,7216
7674,7749
4998,6960
4220,5749
821,2889
2025,2839
5768,7617
721,3222
2872,4355
154,4929
1522,9264
2283,7728
4728,7233
2684,3458
3509,4001
6904,9288
3336,4139
3868,8562
2735,8424
1964,4042
5204,8039
2914,9384
3851,8139
4500,6935
3617,8169
5706,9252
1011,9057
2452,4458
1820,2419
4500,8209
1819,2684
2290,6652
412,4313
2425,6020
5358,6920
3463,7278
2926,7373
2794,8828
1436,6660
6382,9267
3173,5506
255,695
2304,5191
3032,9162
4473,5467
8922,9057
1997,6041
4328,6472
1607,4889
3205,6399
4523,8262
847,8078
2991,3729
5019,6413
2268,8665
134,9206
5397,6253
744,7521
2459,2914
5087,9490
2130,7696
685,7962
6719,8097
4059,8810
2098,7125
488,8110
4452,9320
1173,5784
6212,7711
1161,2980
5758,7527
3234,3580
1484,5187
1545,7935
3434,8199
4154,7600
6539,8262
4658,6678
4456,5568
5549,7286
4276,7787
2196,7131
3554,8614
409,7888
418,5203
6466,8935
2366,9206
2697,6560
1306,8781
5117,8461
238,6509
621,3457
1275,7185
727,4452
1964,4385
1771,7993
3737,7158
392,5178
2145,5642
4298,7451
5482,7787
8121,9013
3499,5854
430,7901
1490,4421
5317,9057
4004,7536
2145,2752
2980,8215
3703,7399
6420,7787
2687,5996
2892,5613
554,8863
3689,7787
4468,7091
4547,9114
1638,9165
2102,9435
4912,7636
2498,2546
8782,9384
6075,6399
875,2684
6219,9227
5676,7809
2634,5304
1459,7275
1966,7787
4821,8753
5866,5977
7296,7451
1068,7453
2930,4212
713,4555
1910,8726
2053,3115
5450,6203
1888,7011
8141,8992
4747,7525
663,6652
1095,8924
1337,1642
6537,6564
2514,4661
1297,6181
7787,8463
912,8892
1638,3325
2919,6989
2791,8232
1184,4297
278,2816
2543,8938
3914,8493
927,5712
6048,9206
5834,7524
6715,6859
270,8781
1072,9086
1758,1901
1454,6652
2914,8445
5893,6465
3634,9178
2092,3509
5061,7619
830,1505
304,6804
1771,4935
888,4280
1324,6266
1061,5249
2092,3392
4791,5639
1954,4829
1534,6692
7913,8108
4501,7228
1444,7787
5686,6475
1503,8250
1101,6337
2401,2816
772,1025
472,3830
1003,1044
7066,8318
3160,9471
4811,5710
565,5685
1901,4140
3006,6535
3270,6045
4954,5650
4139,9305
1963,3290
436,8287
2766,8262
164,9206
2081,2892
1520,6728
172,5358
2733,4839
6281,6282
1710,4885
983,2684
4773,8753
3455,5587
7747,8262
8498,8797
4280,7353
5449,7301
7399,9152
5551,7705
6652,7654
5616,9161
2164,5453
1365,9053
7720,9318
7714,8299
2347,2914
2533,2826
1638,7571
508,3234
657,2081
953,1218
6320,7617
1897,4530
114,3080
5229,9322
5866,9298
5389,8665
812,6982
2068,5185
2366,2791
877,2872
2914,6682
200,4154
1594,3860
1883,8175
2790,7256
1826,3804
1820,9283
2665,2859
2426,5893
6674,8468
718,7266
3034,7349
4038,6989
1457,6041
8790,9187
3336,3350
7275,7654
5384,6618
2848,5469
7527,8659
2558,8221
1528,8052
897,3173
4145,5421
898,8287
8262,8829
4135,7322
4526,8123
1901,8090
2024,5388
3185,3722
2980,7186
1368,2145
2314,6815
2265,7787
184,6451
1276,5893
536,1212
8247,8769
1901,7756
4885,6925
387,8450
4927,5623
2684,9408
1775,4957
3757,6379
781,2933
6574,7720
6353,6753
4201,4942
2030,2998
2684,5511
5811,6932
2399,4627
2498,6332
5904,7968
5236,8645
6652,7865
4128,6426
4271,5893
3647,3828
288,5388
4300,6154
1765,7840
2791,3178
974,4912
1043,3234
3336,7047
4038,8949
1767,2306
4289,5966
6294,6628
1422,2498
491,7787
1274,1276
4491,7602
1357,6322
3382,4912
196,7844
2209,6020
1115,8285
4884,6841
4313,8141
7278,9398
1456,9070
5461,7672
6672,8954
1311,3580
4139,8402
2687,3400
2881,5013
2040,6935
5578,9056
7024,7297
5533,7520
3274,7787
5597,6515
8498,8832
4967,5798
2534,3718
5282,6652
5083,7744
657,8244
5236,6991
3247,6009
6904,7348
5875,8559
858,8060
2051,6522
4702,5335
4542,5506
2892,9206
4174,9319
2206,7016
4328,7296
7238,9057
6069,6834
251,5286
1196,7521
2356,7038
6563,8803
2180,4761
128,7714
8803,9217
2024,4340
2282,6522
2234,7460
2998,7900
4004,7924
2894,6618
5458,7993
7637,9057
250,7787
5178,7002
3061,6727
2498,4322
1160,2816
957,4963
3579,4347
1466,9032
718,4369
1201,6371
1393,2402
4527,9398
2816,4811
4312,6250
2639,6041
3458,5178
1235,6395
192,4004
5231,8631
4126,9190
1814,6989
1049,9181
7132,7464
6333,8013
5299,9117
1370,7011
67,8287
4927,6827
821,9082
4315,7373
343,6646
4237,7215
383,7286
4578,7980
582,5811
3106,9057
4455,8312
4347,4985
422,3529
4494,8108
7685,7797
1228,9227
1664,3459
8769,9139
4353,4615
2839,9179
4670,8470
4247,4355
82,374
4148,5834
2883,3363
3670,6918
3473,5850
4565,5950
6780,8616
721,2504
1318,8630
1246,8221
5893,8181
1354,7913
1629,8810
116,1030
1901,8378
3633,6830
1728,4084
2121,4927
7720,8427
4274,4778
5459,8803
1629,8468
2816,2839
2914,8310
6414,7303
821,4927
2059,4793
3264,3536
7828,8775
2340,6083
3010,4927
398,7280
2671,4792
3363,4347
1603,6764
2633,8938
3088,4601
885,5044
1886,7166
3126,4613
2684,9487
5160,7373
682,3363
4927,7011
474,1451
2465,5761
2636,5842
2188,9206
4665,7714
3026,8371
1061,6966
2687,4716
82,7720
7208,8800
3396,6321
1976,7755
3032,7260
3718,9022
2519,6250
730,9227
1638,6576
2121,8773
7958,8812
8324,8803
1943,3115
617,7794
6767,6925
2208,8491
7789,9382
357,8071
8468,8782
5957,7127
1316,8203
6741,7494
1642,7892
2813,4345
2387,2705
2854,7846
3094,5893
6031,8980
2430,2684
1642,7603
5786,9220
1011,5667
5467,7181
6065,6638
2145,6971
848,4162
7934,8407
3234,6982
4008,7435
2116,8080
6266,8287
1349,8847
101,8614
6505,8753
2568,6200
7157,8465
2472,5668
3766,6309
2113,7787
2512,7162
5899,6723
2349,4677
4385,7494
6904,7958
798,1417
5261,5326
5467,7634
3172,7715
738,4889
1901,5241
3023,3906
4487,9355
318,8851
1480,7055
6749,6982
322,1540
2823,8512
785,4150
1740,8810
3221,8262
3269,3813
5402,7563
4377,6135
332,657
8232,9207
2134,8810
3242,8851
4996,7345
992,2980
662,1486
72,4792
779,7280
2749,5388
6853,7216
459,3520
1095,6400
5663,8314
3088,3198
2425,2783
3427,6126
6652,8875
5347,7205
1522,7059
657,4322
6360,8954
4202,8287
3589,4130
2780,9021
2914,6896
1839,6630
2506,3671
1992,5633
1023,1172
1199,7720
2359,4402
5667,8803
5003,8512
1638,4508
200,9331
1701,4297
8256,9167
1801,8614
3785,9122
304,6271
8987,9206
5241,7787
2435,5956
2941,3243
4008,7715
2755,8470
2281,2763
2520,9124
7275,8369
4929,9057
3434,3874
674,2145
2751,7092
8753,9418
2498,3143
4957,8949
2832,5923
5286,8470
1926,7145
3904,8185
3901,7913
2684,3466
1862,5667
3663,3768
2175,2888
6122,7787
4402,8533
560,2003
2135,6642
3172,6764
430,7062
443,5832
3559,5178
4912,5970
4823,7480
6020,8411
2919,8732
1436,5893
2365,5358
727,2872
4275,8123
3080,9080
2914,6167
7765,9003
7629,8924
8753,9194
5809,7453
1028,3627
3617,9130
5573,9354
4893,7844
898,4613
966,8750
6549,9206
512,9206
743,9206
4823,5215
2892,8581
3070,6230
1641,5776
2494,8221
3719,8301
5458,7338
1116,4042
8445,9057
4527,6003
7648,7787
3900,6288
7125,7956
3691,9105
2213,3973
4107,7724
2736,6496
5663,9039
325,9057
5862,8397
3298,7208
6614,6638
4347,6574
843,3034
2347,6176
2595,7326
1269,3676
2379,4293
90,7278
5225,8554
7104,8125
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4969,5893
412,7338
4261,6042
815,8287
1133,2735
681,6952
3542,8287
3326,7993
5893,7103
2631,6885
2133,3630
876,1150
1550,2652
570,1540
7326,8121
2212,5388
5687,7020
4139,8106
4004,8202
6298,6337
1638,5893
4818,5811
8262,8572
1721,6991
1347,8803
3097,6728
5393,7787
364,6197
3277,7326
4124,7714
3751,7714
401,6642
4004,4670
2909,5421
4677,4927
513,1614
6724,8359
4885,5683
1402,4912
3493,7525
4689,7459
1771,8694
5455,8782
1274,2839
3566,6563
2914,9048
8262,8665
3617,8863
1073,2816
4912,8896
1276,4217
1490,1901
6235,7658
9147,9360
369,2816
2756,9394
1563,2791
2542,2802
430,6113
5256,6977
1882,7091
1276,3644
3176,4927
357,6324
1312,7787
4487,9105
2980,7538
3198,7275
3804,6764
6749,6869
2167,2794
1758,1771
2753,2914
3771,7905
1680,6837
1408,7968
7900,8459
1790,5358
6721,9224
1431,5331
1703,4320
1638,8208
1201,7453
3826,8803
7488,9070
1638,4629
3163,3634
4816,6364
2928,5304
1370,9057
7166,8457
1804,1907
7514,8665
2286,5342
4555,8693
2267,4467
3822,6619
6507,7787
357,2919
5598,6534
4877,8769
3617,9241
8466,9197
619,1285
5589,9262
4344,7087
1614,4076
2716,7892
2206,4414
1892,8562
362,7735
6281,7914
1782,2049
2518,8863
3945,9058
1117,1235
3115,8071
1862,4377
5157,8104
2919,5458
7787,8246
1560,2145
7296,9019
3520,5961
7782,7787
8103,8857
208,2037
2946,8121
1771,7802
2914,3119
5140,9206
3126,8122
2209,3094
7189,8287
6006,8081
7638,8810
5710,7449
5686,9014
5892,8694
8040,8726
935,4811
1685,7562
2763,4754
5382,5749
144,7162
3044,6047
2832,3242
1784,9340
4313,9407
3494,7278
1010,8432
2980,7177
3955,8844
2908,8360
4298,8547
7787,9246
2816,3321
2980,5627
2212,2285
519,5893
3634,9187
2179,8700
5750,6352
1094,5148
617,1276
2797,5662
1096,1460
3440,4418
2705,6019
82,7555
772,1094
3513,7720
1561,5501
830,8108
724,4337
4538,8121
1996,4811
4902,6669
963,7250
2053,4008
7275,8548
4974,7787
2816,4528
7483,8875
4137,5367
3283,4410
1490,7988
6660,7141
1388,7216
5791,9206
776,2356
4056,5977
2816,5777
3032,7231
5943,7724
2658,5781
8724,8842
2980,4217
2985,4121
7229,8706
8241,9219
4797,6678
6406,6781
286,7275
965,3181
2234,5554
4716,7228
654,6501
4572,9206
3692,8803
4750,6383
1958,2397
2684,3537
1455,4125
7362,7715
4551,7520
691,8851
4256,4912
5331,8584
2387,4551
2684,7715
790,7844
2509,8296
4111,6316
2560,7297
4259,7275
2674,4912
430,2889
8262,9148
3421,3580
549,6394
117,1285
4036,4590
849,3080
2736,9272
824,2316
2437,2452
2684,5249
1765,5197
125,6522
1566,3728
5777,5893
1642,8770
5560,5666
5358,9134
4237,8638
1276,7131
5850,7054
4473,7524
8262,8492
531,4038
4935,7536
5237,7091
5762,7286
1887,4280
341,8803
3032,8550
3126,7730
1354,7159
4698,8700
1501,2941
4579,4751
2057,5919
4461,8680
7950,9032
1143,7216
3115,3995
2364,4060
8123,8425
2366,4751
1624,3386
8803,9136
889,5743
2684,8837
27,3234
674,4322
2813,6652
1509,6181
6891,7373
4506,6041
5364,7527
5853,6250
1688,8152
1484,7012
3922,7158
2140,4927
3247,7772
4139,9483
3973,4754
4689,7036
2946,7043
2366,5327
1230,2278
1453,6117
1153,1450
4421,6841
460,890
154,5676
3177,3496
657,5853
1098,9227
2224,5474
385,2655
3529,4927
1540,6276
2816,7306
3433,9267
1374,7043
2221,8992
2927,7326
1638,4970
2230,5227
3770,8769
3584,7782
2946,6437
954,4452
7530,9206
5560,8567
1900,7913
1072,7617
642,2733
4798,7047
2736,6135
4990,7787
3455,8175
6349,9477
7802,9188
1471,7477
2255,8810
2929,4788
3841,7520
1288,9130
3394,9137
838,7685
627,7715
6306,6749
944,2516
562,7787
830,5170
1601,7301
278,5565
2746,6059
7011,8090
7400,7787
1445,4927
3173,9120
3050,5045
2839,6697
2498,4625
2630,3139
1760,7125
519,2914
2033,7362
4010,5769
3094,4139
1560,9156
4983,7818
1099,7787
3222,7602
4298,6989
5710,6264
4413,8803
1624,9028
7287,7564
2025,7913
5846,7171
1250,7720
361,8363
499,8753
2356,7765
2228,8060
519,3126
1416,7208
5389,6273
3450,8185
589,7946
3400,6399
3138,8705
8527,8810
1276,7002
3242,3439
2352,2397
6758,7521
128,7326
3034,3298
1436,9083
7900,9481
3900,7674
2684,3457
5842,8632
3381,3603
2839,7312
5659,8935
5145,8450
4348,7913
2498,5299
8139,8897
4612,8769
7787,8516
2413,8262
524,2636
2816,7055
885,4544
2298,8301
3634,8992
1663,1835
6989,7162
3717,5893
6168,6252
1611,3022
1276,6230
1664,9467
1126,1901
3940,5358
4794,6319
5295,7958
6539,8310
1583,3457
7749,8290
4518,6925
2686,5956
4568,6722
1837,2816
2919,4038
1901,3537
989,7373
4350,6767
5017,7047
3149,5260
617,4532
4121,8427
898,1370
2143,6360
1469,3170
1687,9266
2591,2666
195,7286
1332,7693
2671,3901
2064,3125
7787,8983
5896,7375
2914,3692
857,1980
4130,8209
3088,8956
2919,7038
1338,3770
497,6281
5974,8135
2686,9057
3455,4622
5605,8837
1663,5507
2783,2914
2273,6977
1027,6663
5947,8693
7167,9061
1365,8262
3633,8209
8162,8671
2104,6275
7574,9179
1845,5401
2476,9206
222,891
4500,8925
2733,7180
2708,4967
208,1642
6041,7590
1971,3526
2266,8935
6003,8132
7787,8862
82,7727
2356,9057
2919,8606
6522,8047
3430,4957
1402,8762
4927,7979
2340,5095
2980,7230
7617,9058
4677,7787
3710,3797
1411,3243
5307,7787
2140,7802
7629,8287
227,1883
2837,5893
3545,7958
7266,8484
7462,8992
3173,8024
1160,7787
2549,8614
4929,7145
534,2630
1664,2000
3617,7308
4471,8753
101,7913
9101,9256
3728,7021
2533,3870
5122,8504
866,2498
1429,6567
3825,6867
6496,8694
2594,4927
2839,8232
7698,8957
5148,7494
3435,8810
436,9325
1490,4406
3584,5447
1276,6859
7527,8011
472,6904
827,8810
6009,7399
1436,7056
7130,7903
8351,9354
851,3163
7787,9186
7874,9427
6294,6370
6767,6949
189,2498
4121,9325
3127,4708
5388,6429
2398,2425
4139,5381
2121,6045
4300,8761
3486,6690
1849,4313
7724,8155
5358,5791
3034,6350
1705,9267
1699,7697
3223,3462
4957,8630
2262,4918
2941,7497
2988,8893
7040,7787
3408,4691
6230,7631
4154,6849
1202,5568
6643,9204
2735,6638
5961,6696
7451,8810
1501,4927
3205,3604
6869,8239
5067,9206
199,9227
127,5974
1892,6642
3628,8422
5790,7720
3464,7968
242,680
1905,5335
4986,7525
6652,7887
1039,3173
4754,7259
4496,5117
376,2175
782,4962
3526,6963
1614,2274
4556,8397
1684,9156
2759,4377
2067,5893
1698,2449
3689,4038
3114,7114
2034,2823
5308,7459
3173,8153
3499,7787
2427,7913
3777,5893
449,5680
3378,5837
2813,4957
5356,7720
8632,9206
570,1766
82,8468
3617,8331
1871,3170
3999,4336
6992,8221
1561,2839
5352,8810
7602,9183
2234,7826
8810,9061
6108,8365
1250,1402
2889,3114
2455,8353
820,5516
607,8119
5974,8123
3884,6270
3718,6994
7104,7275
1231,6893
1423,7958
3590,7763
812,4490
2566,7286
2794,7857
2839,7103
3861,9070
3634,7720
6886,8265
4121,8455
3321,5286
4004,5239
4798,8257
5504,8262
3173,4348
2684,4976
679,3828
2624,3359
167,2636
1404,2684
2591,7228
3088,5455
1095,1748
1436,5449
1832,8173
5773,9490
3450,4038
1837,5849
3866,8158
2839,8644
3405,8837
7787,8146
2684,5044
589,5388
2779,4229
3723,7815
256,7326
5176,7326
2145,7974
3983,7936
5421,8760
5794,7216
3032,5354
4965,7308
721,3974
3234,8287
4683,8031
4139,7054
986,3743
2498,2741
5893,6805
1990,2582
3519,5330
4920,4957
1426,9276
1315,8141
596,6834
7936,8596
3519,4008
6932,8287
7309,9206
5377,5795
3023,8090
7103,7715
4038,7857
474,3125
5846,6706
3304,5893
2121,9259
2235,7787
2980,4854
2560,5651
3170,8582
4573,6845
2216,8935
1296,3032
3450,5573
421,6291
7787,9108
2064,8585
5225,9057
850,8825
6624,6628
1638,5460
6835,9057
4573,7397
4061,9206
6757,7913
7787,8967
3234,9288
5208,8801
4867,7424
4233,4669
5846,8271
3138,4315
2283,8468
5505,7791
2872,2919
4050,8301
5565,6358
504,1490
6907,9021
6659,8019
7011,7921
5351,5459
2142,9316
1073,3771
150,1276
3703,9057
2980,7717
6645,7787
728,8110
1901,5756
2684,4322
1471,8674
918,3330
2008,7594
2791,7857
4792,8242
789,3542
3450,3994
5447,7697
7787,9212
789,2366
6334,8753
1436,9142
1331,8753
1886,5487
4340,9206
6454,7787
2172,4519
3092,5358
4493,9219
7711,7787
5099,9072
36,7787
4593,5920
3234,4978
4702,8820
7380,8651
2498,6353
7163,8757
4480,9391
755,3617
897,5342
2805,4139
2815,8614
1488,9070
3408,6919
7617,8915
1801,3948
617,6766
789,3804
4722,5212
7082,8136
2145,8516
4133,5875
1520,8631
3948,6460
2298,9206
662,2980
482,6764
7744,8224
2349,9154
1099,2759
3488,8971
2145,7920
1490,6792
4647,6739
1614,4967
4312,6793
2630,7388
3529,6270
4682,8185
3352,4480
4946,7229
251,7362
2998,8556
3279,5229
2145,3457
1134,7047
3061,6180
3361,4761
4190,7435
1898,3080
4754,5834
154,7840
4150,6107
1901,7086
395,7012
6749,8061
1899,7787
733,2377
2918,7655
1829,4038
1326,5111
2498,4670
4198,4811
2338,8655
2554,6220
6054,9233
376,6255
2183,7724
4341,7840
6069,6093
1561,2011
5635,8465
3250,6031
2914,5550
2498,4051
981,3173
545,6652
2121,8119
1173,9105
6816,7453
3711,3877
2498,9492
6767,7011
2723,5665
3900,8718
6902,9206
8172,8810
5234,8810
3325,6652
1051,8468
5931,9137
7393,9187
2794,7918
1051,7913
3826,6652
2584,5421
3528,7714
5893,8464
3127,8753
1306,7521
2980,7239
5012,7720
7867,8821
1638,1705
2436,3243
5415,8554
3949,8924
2452,5559
4929,9206
2914,5865
4657,7840
515,3173
3080,8122
7098,8135
2172,6031
1438,2082
6045,8427
369,2032
8135,9116
2285,6989
9058,9190
2356,2872
1710,3994
6123,6576
4755,5267
1523,8257
2684,6055
870,4042
1561,2415
4927,5699
2464,2655
630,1771
1547,7275
5624,6041
657,8454
2627,3340
4751,6787
2786,3032
2082,2311
8199,8803
4051,7715
1665,2172
2816,6496
460,8661
6077,7191
2294,4193
3331,5123
1285,6256
3126,5084
5170,7297
1901,7655
2250,2515
6904,7799
6663,7350
3936,5358
5795,7275
4150,5569
4004,5268
5893,8519
8433,8842
4298,6816
772,7278
5923,8262
4038,6334
4050,6739
2234,4158
8803,9446
4306,4418
699,2716
6905,8803
1538,5838
6281,8278
2180,3450
8106,9331
1413,4297
1456,9206
821,2736
4557,7958
460,9266
1829,3994
6652,9228
2026,4042
286,3080
3735,4852
1256,9057
1453,2914
7400,8357
154,7921
3722,3742
2564,4556
4161,8635
3218,5170
5491,7150
4489,6527
2591,8631
7611,9206
82,4348
2687,9398
2868,6982
6020,7797
3142,5282
6356,6642
5904,7730
4036,6730
5176,8301
3719,4691
2980,8786
3406,4927
1426,7842
120,2081
7270,7369
941,6451
4468,7012
5388,9321
3804,4103
4696,6135
3041,6652
2864,5184
563,5798
4320,8924
3352,8367
3718,6098
6940,8803
849,3457
294,770
1896,2498
5403,8753
5875,8686
4728,8251
2591,7765
1326,4527
7018,9206
2498,5322
7280,8487
5505,7845
1745,2423
6652,6896
3776,8239
5249,8040
5565,6980
1276,2914
3572,9253
8639,9206
1638,1941
6041,8003
3528,6034
8980,9206
1330,1580
5648,6931
4555,9475
5048,8781
6578,7913
6230,9058
8287,8453
4541,7720
3938,6070
1162,8239
2392,7011
121,9354
5993,6489
1116,3234
2180,6303
8753,8889
5388,7840
6234,8262
5687,9179
5358,8581
6834,7974
3203,8285
2204,7787
1825,8334
7864,8468
6535,7406
3751,8121
5266,7980
458,2643
2646,5893
1642,4298
5641,6535
8301,9396
4300,6593
4385,6394
2600,4320
1173,3570
1064,8527
1880,7382
6878,7236
3774,4347
1898,3633
7737,8584
4038,8606
2830,4958
2499,7867
8103,8119
2519,7228
2791,7600
1436,5459
1202,4935
3088,9120
6180,7191
2657,2865
2498,3663
2498,8726
5020,9014
1355,2816
5729,6041
407,5388
2716,6455
7903,8803
3404,8262
6230,7286
4677,9227
4387,4418
2813,5665
232,580
3335,6991
3299,7502
7191,7602
177,2666
7520,8287
5862,8753
4991,9441
2426,6347
7018,7964
2719,9227
2003,9013
1456,2452
2449,7336
5421,5566
4530,9446
3152,5266
4313,8614
4775,9227
4742,8023
1202,4298
3173,7263
1173,5255
5017,8769
3125,8276
4009,6470
2983,7720
529,4927
2416,2684
1321,3627
3691,3882
2862,9056
1642,5892
3619,6364
4927,8082
1876,7840
919,7228
4150,7840
472,6349
1952,1996
5457,7120
778,2684
5447,6683
101,6353
2564,3138
5573,8080
2349,3360
4038,6925
4559,5831
1017,4115
3234,7355
4540,6995
278,2403
4613,6059
465,4828
1099,3115
460,7506
7296,7724
8172,8862
7301,9154
4377,9072
3173,4681
4004,7814
3032,3737
5417,8872
7149,7617
3126,6749
2839,4788
6045,8723
1010,2354
2865,6338
4038,4101
5520,6454
7047,7278
2282,7373
4927,7697
357,1688
5020,7712
3526,6196
7720,8504
2068,4336
6693,9296
3698,4556
4969,7524
2794,4008
3830,9042
3855,7404
4889,5176
2435,6690
2145,2813
5893,6031
4943,5543
7787,9248
3034,8127
1619,4385
2816,8162
2720,9394
1613,6982
2240,2816
1415,7798
6151,6886
5423,8217
3386,7275
2889,6868
888,5875
8363,8803
3671,5606
2675,7453
6989,7420
4308,8614
1026,1638
269,8287
2805,7720
6685,8012
4287,9008
2206,7964
1088,5665
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4918,
gitextract_p1w3q4jx/
├── .github/
│ └── FUNDING.yml
├── LICENSE
├── README.md
├── input/
│ ├── attenuated_edges/
│ │ ├── DE_edges.csv
│ │ ├── ENGB_edges.csv
│ │ ├── ES_edges.csv
│ │ ├── FR_edges.csv
│ │ ├── PTBR_edges.csv
│ │ ├── RU_edges.csv
│ │ ├── ZHTW_edges.csv
│ │ ├── chameleon_edges.csv
│ │ ├── crocodile_edges.csv
│ │ ├── facebook_edges.csv
│ │ ├── git_edges.csv
│ │ └── squirrel_edges.csv
│ ├── edges/
│ │ ├── DE_edges.csv
│ │ ├── ENGB_edges.csv
│ │ ├── ES_edges.csv
│ │ ├── FR_edges.csv
│ │ ├── PTBR_edges.csv
│ │ ├── RU_edges.csv
│ │ ├── ZHTW_edges.csv
│ │ ├── chameleon_edges.csv
│ │ ├── crocodile_edges.csv
│ │ ├── facebook_edges.csv
│ │ ├── git_edges.csv
│ │ └── squirrel_edges.csv
│ ├── features/
│ │ ├── DE.json
│ │ ├── ENGB.json
│ │ ├── ES.json
│ │ ├── FR.json
│ │ ├── PTBR.json
│ │ ├── RU.json
│ │ ├── ZHTW.json
│ │ ├── chameleon.json
│ │ ├── crocodile.json
│ │ ├── facebook.json
│ │ ├── git.json
│ │ └── squirrel.json
│ └── target/
│ ├── DE_target.csv
│ ├── ENGB_target.csv
│ ├── ES_target.csv
│ ├── FR_target.csv
│ ├── PTBR_target.csv
│ ├── RU_target.csv
│ ├── ZHTW_target.csv
│ ├── chameleon_target.csv
│ ├── crocodile_target.csv
│ ├── facebook_target.csv
│ ├── git_target.csv
│ └── squirrel_target.csv
├── logs/
│ └── chameleon.json
├── output/
│ └── chameleon_embedding.csv
└── src/
├── main.py
├── musae.py
├── parser.py
├── utils.py
└── walkers.py
SYMBOL INDEX (31 symbols across 5 files)
FILE: src/main.py
function main (line 7) | def main(args):
FILE: src/musae.py
class MUSAE (line 12) | class MUSAE:
method __init__ (line 19) | def __init__(self, args):
method do_sampling (line 29) | def do_sampling(self):
method _create_single_embedding (line 49) | def _create_single_embedding(self, features):
method _create_documents (line 75) | def _create_documents(self, features):
method _setup_musae_features (line 82) | def _setup_musae_features(self, approximation):
method _setup_ae_features (line 99) | def _setup_ae_features(self):
method _print_approximation_order (line 116) | def _print_approximation_order(self, approximation):
method _learn_musae_embedding (line 123) | def _learn_musae_embedding(self):
method _learn_ae_embedding (line 133) | def _learn_ae_embedding(self):
method learn_embedding (line 141) | def learn_embedding(self):
method save_embedding (line 157) | def save_embedding(self):
method save_logs (line 168) | def save_logs(self):
FILE: src/parser.py
function parameter_parser (line 5) | def parameter_parser():
FILE: src/utils.py
function tab_printer (line 9) | def tab_printer(args):
function load_graph (line 21) | def load_graph(graph_path):
function load_features (line 34) | def load_features(features_path):
function create_documents (line 44) | def create_documents(features):
FILE: src/walkers.py
class SecondOrderRandomWalker (line 7) | class SecondOrderRandomWalker:
method __init__ (line 15) | def __init__(self, G, p, q, num_walks, walk_length):
method node2vec_walk (line 36) | def node2vec_walk(self, start_node):
method simulate_walks (line 61) | def simulate_walks(self):
method get_alias_edge (line 72) | def get_alias_edge(self, src, dst):
method preprocess_transition_probs (line 93) | def preprocess_transition_probs(self):
function alias_setup (line 120) | def alias_setup(probs):
function alias_draw (line 151) | def alias_draw(J, q):
class FirstOrderRandomWalker (line 164) | class FirstOrderRandomWalker:
method __init__ (line 168) | def __init__(self, G, num_walks, walk_length):
method do_walk (line 179) | def do_walk(self, node):
method simulate_walks (line 195) | def simulate_walks(self):
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Download .json
Condensed preview — 58 files, each showing path, character count, and a content snippet. Download the .json file for the full structured content (49,088K chars).
[
{
"path": ".github/FUNDING.yml",
"chars": 31,
"preview": "github: [benedekrozemberczki]\n\n"
},
{
"path": "LICENSE",
"chars": 35149,
"preview": " GNU GENERAL PUBLIC LICENSE\n Version 3, 29 June 2007\n\n Copyright (C) 2007 Free "
},
{
"path": "README.md",
"chars": 6319,
"preview": "MUSAE\n============\n[](https://arxiv.org/abs/1909.13021"
},
{
"path": "input/attenuated_edges/DE_edges.csv",
"chars": 746096,
"preview": "x1,x2\n0,2145\n0,2498\n0,7275\n0,9206\n0,7787\n0,2684\n0,5358\n1,4992\n1,2560\n1,5506\n1,4611\n1,4361\n1,2058\n1,7593\n1,3996\n1,6160\n1,"
},
{
"path": "input/attenuated_edges/ENGB_edges.csv",
"chars": 169020,
"preview": "x1,x2\n0,82\n1,259\n1,5\n1,6343\n1,3180\n1,7051\n1,3532\n1,1115\n1,660\n1,3739\n1,5212\n1,4319\n1,1376\n1,3235\n1,4710\n1,3241\n1,1883\n1,"
},
{
"path": "input/attenuated_edges/ES_edges.csv",
"chars": 279639,
"preview": "x1,x2\n0,2840\n0,1819\n1,4125\n1,1309\n1,1397\n1,357\n1,3497\n1,1351\n1,1492\n1,1565\n1,2677\n2,1728\n2,2753\n2,676\n2,485\n2,214\n2,3719"
},
{
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]
About this extraction
This page contains the full source code of the benedekrozemberczki/MUSAE GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 58 files (44.5 MB), approximately 11.7M tokens, and a symbol index with 31 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.