Created
March 31, 2018 01:44
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package main | |
import ( | |
"bufio" | |
"fmt" | |
"io" | |
"math" | |
"os" | |
"sort" | |
"strings" | |
) | |
type key struct { | |
t, c string | |
} | |
type kv struct { | |
k key | |
v float64 | |
} | |
func calcPPMI(N, tc, t, c int) float64 { | |
if tc < 10 { | |
return 0.0 | |
} | |
v := 0.0 | |
v = math.Log(float64(N*tc) / float64(t*c)) | |
if v > 0 { | |
return v | |
} | |
return 0.0 | |
} | |
func main() { | |
f, err := os.Open("../data/q82.out.txt") | |
defer f.Close() | |
if err != nil { | |
panic(err) | |
} | |
r := bufio.NewReaderSize(f, 4096) | |
m := make(map[key]int) | |
Nt := make(map[string]int) | |
Nc := make(map[string]int) | |
for { | |
l, _, err := r.ReadLine() | |
if err == io.EOF { | |
break | |
} | |
if err != nil { | |
panic(err) | |
} | |
str := strings.Split(string(l), "\t") | |
k := key{ | |
t: str[0], | |
c: str[1], | |
} | |
m[k]++ | |
Nt[k.t]++ | |
Nc[k.c]++ | |
} | |
X := make(map[key]float64) | |
for k := range m { | |
X[k] = calcPPMI(len(m), m[k], Nt[k.t], Nc[k.t]) | |
} | |
fmt.Println("the number of the word: ", len(Nt)) | |
fmt.Println("the number of contex word: ", len(Nc)) | |
fmt.Println("length of X: ", len(X)) | |
fmt.Println("n(X)/(n(t) * n(c)): ", float64(len(X))/float64(len(Nt)*len(Nc))) | |
fmt.Println("------------------") | |
Xs := make([]kv, len(X)) | |
i := 0 | |
for k, v := range X { | |
Xs[i] = kv{k, v} | |
i++ | |
} | |
sort.Slice(Xs, func(i, j int) bool { | |
return Xs[i].v > Xs[j].v | |
}) | |
for _, v := range Xs[:10] { | |
fmt.Println(v) | |
} | |
} |
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