Пример #1
0
func main() {
	classifier := c.Classifier()

	names := []string{
		"hank",
		"mark",
		"hannah",
		"rachael",
		"edward",
		"norah",
		"henry",
		"charlie",
		"ben",
		"claire",
		"matt",
		"lauren",
		"marsha",
	}

	for i, _ := range names {
		name := names[i]
		gender, probability := c.Classify(classifier, name)
		fmt.Println(name, gender, probability)
	}
}
Пример #2
0
func predictGenderStats(names []string) (f, m float64) {
	classifier := c.Classifier()

	var numFemale int
	var femaleNames []string

	var numMale int
	var maleNames []string

	for _, name := range names {
		gender, _ := c.Classify(classifier, name)

		if gender == string(c.Girl) {
			numFemale += 1
			femaleNames = append(femaleNames, name)
		}

		if gender == string(c.Boy) {
			numMale += 1
			maleNames = append(maleNames, name)
		}
	}

	printNames(maleNames, femaleNames)

	numTotal := len(names)

	f = percent(numFemale, numTotal)
	m = percent(numMale, numTotal)

	return
}
Пример #3
0
func main() {
	classifier := c.Classifier()
	year := 2000
	filename := fmt.Sprintf("names/yob%d.txt", year)
	file, _ := os.Open(filename)
	defer file.Close()

	reader := csv.NewReader(file)
	wrong := 0.0
	rows := 0.0
	for {
		record, err := reader.Read()
		if err == io.EOF {
			break
		}

		name := strings.ToLower(record[0])
		gender := c.Gender(record[1])
		guess, _ := c.Classify(classifier, name)
		if guess != string(gender) {
			// fmt.Println(name, gender, guess)
			wrong++
		}
		rows++
	}
	// Calculate the accuracy of the classifier
	// based a sample of the Census data.
	accuracy := 1. - wrong/rows
	fmt.Println("Rows:", rows)
	fmt.Println("Wrong:", wrong)
	fmt.Println("Accuracy:", accuracy)
}
Пример #4
0
func main() {
	file, _ := os.Open("startup_weekend/sw.csv")
	defer file.Close()
	classifier := c.Classifier()

	reader := csv.NewReader(file)
	reader.TrailingComma = true
	i := 0
	genders := make(map[string]map[string]map[string]int)
	// fmt.Println(genders)
	genders["Organizer"] = genderMap()
	genders["Mentor"] = genderMap()
	genders["Speaker"] = genderMap()
	genders["Judge"] = genderMap()
	for {
		i++
		record, err := reader.Read()
		if err == io.EOF {
			break
		} else if err != nil {
			// fmt.Println(err)
		}
		role := record[0]
		// fmt.Println(record)
		year := record[2]
		if year == "Date" {
			continue
		}
		name := strings.Split(record[1], " ")[0]
		name = strings.Split(record[1], "-")[0]
		gender, _ := c.Classify(classifier, name)
		// fmt.Println(name, gender)
		if genders[role] == nil {
			fmt.Println("setup", year)
		} else {
			genders[role][year][gender]++
		}
	}
	// fmt.Println(genders)
	for role, years := range genders {
		fmt.Println()
		fmt.Println(role)
		for year, genderCounts := range years {
			fmt.Println(year)
			total := float64(genderCounts["Male"] + genderCounts["Female"] + genderCounts["N/A"])
			fmt.Println("Total:", total)
			fmt.Println("N/A:", genderCounts["N/A"])
			females := float64(genderCounts["Female"])
			diff := females / total
			fmt.Println("Female:", females, "(", diff*100, "%)")
			fmt.Println("Male:", genderCounts["Male"])
		}
	}
}
Пример #5
0
func main() {
	file, _ := os.Open("attendees/attendees.csv")
	defer file.Close()
	classifier := c.Classifier()

	reader := csv.NewReader(file)
	reader.TrailingComma = true
	i := 0
	genders := map[string]map[string]int{}
	years := []string{
		"2009",
		"2010",
		"2011",
		"2012",
		"2013",
		"2014",
	}
	for _, year := range years {
		genders[year] = map[string]int{
			"Female": 0,
			"Male":   0,
			"N/A":    0,
		}
	}

	for {
		i++
		record, err := reader.Read()
		if err == io.EOF {
			break
		} else if err != nil {
			fmt.Println("ERROR: ", err)
		}
		if len(record) == 0 {
			continue
		}
		name := strings.Split(record[0], " ")[0]
		year := strings.Split(record[1], "-")[0]
		gender, _ := c.Classify(classifier, name)
		genders[year][gender]++
	}
	for year, genderCounts := range genders {
		fmt.Println(year)
		total := float64(genderCounts["Male"] + genderCounts["Female"])
		fmt.Println("Total:", total)
		fmt.Println("N/A:", genderCounts["N/A"])
		females := float64(genderCounts["Female"])
		diff := females / total
		fmt.Println("Female:", females, "(", diff*100, "%)")
		fmt.Println("Male:", genderCounts["Male"])
		fmt.Println()
	}
}
Пример #6
0
func classify(res http.ResponseWriter, req *http.Request) {
	name := req.URL.Path[len("/classify/"):]
	gender, prob := c.Classify(classifier, name)
	prob = prob * 100
	probability := strconv.FormatFloat(prob, 'f', 6, 64)
	jsonMap := map[string]string{
		"name":        name,
		"gender":      gender,
		"probability": probability,
	}
	json, _ := json.Marshal(jsonMap)
	fmt.Println(jsonMap)
	res.Header().Set("Content-Type", "application/json; charset=utf-8")
	res.Write(json)
}