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Fix table corruption #3

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56 changes: 29 additions & 27 deletions README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -19,33 +19,35 @@ Both HyperLogLog and MinHash require a precision
parameter. Basic guidelines are available as follows,
and `HLLCounter.MIN_P = 4 <= p <= 18 = HLLCounter.MAX_P`.

####HyperLogLog p @ 99.7% Confidence
p | Relative Error
---:|---:
4 | 75%
5 | 65%
6 | 47%
7 | 32%
8 | 23%
9 | 16%
10 | 10%
11 | 8%
12 | 5%
13 | 4%
14 | 2.5%
15 | 2%
16 | 1.3%
17 | 1%
18 | 0.7%
#### HyperLogLog p @ 99.7% Confidence

####MinHash k @ 99% Confidence
**Relative Error** | **Intersection Size -->** | | | | *
:------------------|--------------------------:|-------:|-----:|------:|-----:
- | 0.01% | 0.1% |1.0% | 5.0% |10.0%
100% | 90000 | 9000 |900 | 170 |75
50% | 313334 | 31334 |3134 | 587 |280
25% | - | 116800 |11520 | 2208 |1040
10% | - | - |68455 | 13128 |6210
|p | Relative Error|
|---:|---:|
|4 | 75%|
|5 | 65%|
|6 | 47%|
|7 | 32%|
|8 | 23%|
|9 | 16%|
|10 | 10%|
|11 | 8%|
|12 | 5%|
|13 | 4%|
|14 | 2.5%|
|15 | 2%|
|16 | 1.3%|
|17 | 1%|
|18 | 0.7%|

#### MinHash k @ 99% Confidence

|**Relative Error** | **Intersection Size -->** | | | | * |
|:------------------|--------------------------:|-------:|-----:|------:|-----:|
|- | 0.01% | 0.1% |1.0% | 5.0% |10.0%|
|100% | 90000 | 9000 |900 | 170 |75|
|50% | 313334 | 31334 |3134 | 587 |280|
|25% | - | 116800 |11520 | 2208 |1040|
|10% | - | - |68455 | 13128 |6210|

This MinHash k table can be generated by using `minhash_k.py` in the `utils`
directory. For now, the only requirement is scipy, which you can install with
Expand All @@ -63,4 +65,4 @@ MinHash k: 4800
Error at k: 0.25
```

Additional information is available with `./utils/minhash_k.py --help`.
Additional information is available with `./utils/minhash_k.py --help`.