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raw/client-side-action-paths-2021/experiments/data/analysis/visualize/overlap2.txt

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+user12 [0.0909, 0.0526, 0.0488, 0.0645, 0.0500, 0.0541, 0.0455, 0.0667, 0.0556, 0.0714, 0.0857, 0.0000, 0.1020, 0.0500, 0.0732, 0.0606, 0.0408, 0.1034, 0.9730, 0.0588, 0.0435],
+user13 [0.0545, 0.0333, 0.0317, 0.0377, 0.0323, 0.0339, 0.0462, 0.0385, 0.0526, 0.0400, 0.0345, 0.1020, 0.0000, 0.0323, 0.0645, 0.0364, 0.0282, 0.0385, 0.9828, 0.0545, 0.0294],
+user14 [0.0698, 0.0638, 0.0600, 0.0750, 0.0833, 0.0652, 0.0566, 0.1053, 0.0435, 0.0526, 0.0909, 0.0500, 0.0323, 0.0000, 0.0588, 0.0714, 0.0339, 0.0769, 0.9787, 0.0455, 0.0741],
+user15 [0.0667, 0.0612, 0.0784, 0.0714, 0.0588, 0.0408, 0.0357, 0.0732, 0.0638, 0.0500, 0.0638, 0.0732, 0.0645, 0.0588, 0.0000, 0.0444, 0.0500, 0.0476, 0.9792, 0.0667, 0.0345],
+user16 [0.0541, 0.0488, 0.0455, 0.0588, 0.0714, 0.0769, 0.0652, 0.0938, 0.0513, 0.0645, 0.0789, 0.0606, 0.0364, 0.0714, 0.0444, 0.0000, 0.0385, 0.0938, 0.9750, 0.0541, 0.0625],
+user17 [0.0377, 0.0351, 0.0333, 0.0400, 0.0339, 0.0357, 0.0317, 0.0408, 0.0364, 0.0426, 0.0364, 0.0408, 0.0282, 0.0339, 0.0500, 0.0385, 0.0000, 0.0408, 0.9818, 0.0577, 0.0308],
+user18 [0.0588, 0.0526, 0.0488, 0.0645, 0.0769, 0.0833, 0.0698, 0.0667, 0.0556, 0.0714, 0.0857, 0.1034, 0.0385, 0.0769, 0.0476, 0.0938, 0.0408, 0.0000, 0.9730, 0.0588, 0.0667],
+user19 [0.5610, 0.5111, 0.4894, 0.6053, 0.4894, 0.5227, 0.4510, 0.6216, 0.5476, 0.6571, 0.5349, 0.6216, 0.3966, 0.4894, 0.4792, 0.5750, 0.4182, 0.6216, 0.9565, 0.5897, 0.4340],
+user20 [0.0526, 0.0476, 0.0682, 0.0571, 0.0455, 0.0488, 0.0417, 0.0588, 0.0769, 0.0625, 0.0500, 0.0588, 0.0545, 0.0455, 0.0667, 0.0541, 0.0577, 0.0588, 0.9744, 0.0000, 0.0400],
+user21 [0.0400, 0.0370, 0.0351, 0.0426, 0.0741, 0.0577, 0.0508, 0.0435, 0.0385, 0.0698, 0.0588, 0.0435, 0.0294, 0.0741, 0.0345, 0.0625, 0.0308, 0.0667, 0.9811, 0.0400, 0.0000],

raw/client-side-action-paths-2021/experiments/data/analysis/visualize/pertask.go

@@ -0,0 +1,293 @@
+package main
+
+import (
+	"encoding/json"
+	"flag"
+	"fmt"
+	"io/ioutil"
+	"strconv"
+	"strings"
+	"unicode/utf8"
+)
+
+type ClickObject struct {
+	UserID      int     `json:"user_id"`
+	PreviousURL string  `json:"previous_url"`
+	CurrentURL  string  `json:"current_url"`
+	StaySeconds float64 `json:"stay_seconds"`
+}
+
+type TaskClickstream struct {
+	TaskID      int           `json:"task_id"`
+	Clickstream []ClickObject `json:"clickstream"`
+}
+
+type Target struct {
+	Nodes []Node `json:"nodes"`
+	Links []Link `json:"links"`
+}
+
+type Node struct {
+	Index       int     `json:"id"`
+	URL         string  `json:"url"`
+	Label       string  `json:"label"`
+	Group       int     `json:"group"`
+	StaySeconds float64 `json:"stay_seconds"`
+	CommonNode  bool    `json:"common_node"`
+}
+type Link struct {
+	Source int `json:"source"`
+	Target int `json:"target"`
+	// SourceURL   string  `json:"source_url"`
+	// TargetURL   string  `json:"target_url"`
+	StaySeconds float64 `json:"stay_seconds"`
+}
+
+// Change node property: length to the point
+
+var users []int
+var taskid = 9
+var similarity = 0.98
+
+func init() {
+	t := flag.Int("tid", 1, "task id")
+	u := flag.String("users", "1", "totoal users")
+	s := flag.Float64("sim", 0.98, "similarity")
+	flag.Parse()
+	if *t > 9 || *t < 1 {
+		panic("wrong task id")
+	}
+	if *u == "" {
+		panic("wrong users")
+	}
+	if *s > 1 || *s < 0 {
+		panic("wrong similarity")
+	}
+	taskid = *t
+	us := strings.Split(*u, ",")
+	for _, v := range us {
+		uid, _ := strconv.Atoi(v)
+		users = append(users, uid)
+	}
+	similarity = *s
+	// fmt.Printf("params: %d, %d, %f\n", taskid, totalusers, similarity)
+}
+
+func main() {
+	target := Target{}
+	index := 0
+
+	nodes := map[string]*struct {
+		index  int
+		label  string
+		group  int
+		stay   float64
+		common bool
+	}{}
+	for userIndex, userid := range users {
+
+		raw, err := ioutil.ReadFile(fmt.Sprintf("../dataset/%d.json", userid))
+		if err != nil {
+			panic(err)
+		}
+
+		var t []TaskClickstream
+		err = json.Unmarshal(raw, &t)
+		if err != nil {
+			panic(err)
+		}
+
+		label := 0
+		for _, obj := range t[taskid-1].Clickstream {
+			if v, ok := nodes[obj.PreviousURL]; !ok { // 新节点
+				label++ // 记录节点的标签序号
+				// labelChanged = true
+				index++ // 记录全局唯一的序号
+				nodes[obj.PreviousURL] = &struct {
+					index  int
+					label  string
+					group  int
+					stay   float64
+					common bool
+				}{
+					index:  index,
+					label:  fmt.Sprintf("%d", label),
+					group:  userIndex, // 按用户分组
+					stay:   obj.StaySeconds,
+					common: false, // 首次添加的节点不是公共节点
+				}
+				var maxFuzzy float64
+				for url := range nodes {
+					ratio := ComputeFuzzyRatio(obj.PreviousURL, url)
+					if ratio > maxFuzzy {
+						maxFuzzy = ratio
+					}
+				}
+				if maxFuzzy > similarity {
+					nodes[obj.PreviousURL].common = true
+				}
+			} else { // 发现原有的节点
+				// 将停留时间增加到原有节点上，如果当前的 stream id
+				v.stay = v.stay + obj.StaySeconds
+				// v.label += fmt.Sprintf(",%d", label)
+				if userIndex != v.group {
+					v.common = true
+				}
+			}
+			if v, ok := nodes[obj.CurrentURL]; !ok { // new node
+				label++
+				// labelChanged = true
+				index++
+				nodes[obj.CurrentURL] = &struct {
+					index  int
+					label  string
+					group  int
+					stay   float64
+					common bool
+				}{
+					index:  index,
+					label:  fmt.Sprintf("%d", label),
+					group:  userIndex,
+					stay:   obj.StaySeconds,
+					common: false,
+				}
+				var maxFuzzy float64
+				for url := range nodes {
+					ratio := ComputeFuzzyRatio(obj.PreviousURL, url)
+					if ratio > maxFuzzy {
+						maxFuzzy = ratio
+					}
+				}
+				if maxFuzzy > similarity {
+					nodes[obj.CurrentURL].common = true
+				}
+			} else { // old node
+				v.stay += obj.StaySeconds
+				// v.label += fmt.Sprintf(",%d", label)
+				if userIndex != v.group {
+					v.common = true
+				}
+			}
+
+			// compute link
+			link := Link{
+				Source:      nodes[obj.PreviousURL].index,
+				Target:      nodes[obj.CurrentURL].index,
+				StaySeconds: obj.StaySeconds,
+			}
+			target.Links = append(target.Links, link)
+		}
+
+	}
+
+	for k := range nodes {
+		node := Node{
+			Index:       nodes[k].index,
+			URL:         k,
+			Group:       nodes[k].group,
+			Label:       nodes[k].label,
+			StaySeconds: nodes[k].stay,
+			CommonNode:  nodes[k].common,
+		}
+		target.Nodes = append(target.Nodes, node)
+	}
+
+	b, err := json.Marshal(target)
+	if err != nil {
+		panic(err)
+	}
+
+	commonNodes := 0
+	for _, v := range nodes {
+		if v.common {
+			commonNodes++
+		}
+	}
+
+	// intersection ratio  = common node / total nodes
+	fmt.Printf("task %d total %d users, intersection ratio: %.4f\n", taskid, len(users), float64(commonNodes)/float64(len(nodes)))
+
+	ioutil.WriteFile(fmt.Sprintf("js/clickstream-task-%d-all.js", taskid), []byte("var graph = "+string(b)), 0777)
+}
+
+// task 9 intersection ratio: 0.2475
+
+// ComputeFuzzyRatio ...
+func ComputeFuzzyRatio(a, b string) float64 {
+	d := ComputeDistance(a, b)
+	return float64(d) / float64(max(len(a), len(b)))
+}
+
+// ComputeDistance computes the levenshtein distance between the two
+// strings passed as an argument. The return value is the levenshtein distance
+//
+// Works on runes (Unicode code points) but does not normalize
+// the input strings. See https://blog.golang.org/normalization
+// and the golang.org/x/text/unicode/norm pacage.
+func ComputeDistance(a, b string) int {
+	if len(a) == 0 {
+		return utf8.RuneCountInString(b)
+	}
+
+	if len(b) == 0 {
+		return utf8.RuneCountInString(a)
+	}
+
+	if a == b {
+		return 0
+	}
+
+	// We need to convert to []rune if the strings are non-ascii.
+	// This could be avoided by using utf8.RuneCountInString
+	// and then doing some juggling with rune indices.
+	// The primary challenge is keeping track of the previous rune.
+	// With a range loop, its not that easy. And with a for-loop
+	// we need to keep track of the inter-rune width using utf8.DecodeRuneInString
+	s1 := []rune(a)
+	s2 := []rune(b)
+
+	// swap to save some memory O(min(a,b)) instead of O(a)
+	if len(s1) > len(s2) {
+		s1, s2 = s2, s1
+	}
+	lenS1 := len(s1)
+	lenS2 := len(s2)
+
+	// init the row
+	x := make([]int, lenS1+1)
+	for i := 0; i <= lenS1; i++ {
+		x[i] = i
+	}
+
+	// fill in the rest
+	for i := 1; i <= lenS2; i++ {
+		prev := i
+		var current int
+
+		for j := 1; j <= lenS1; j++ {
+
+			if s2[i-1] == s1[j-1] {
+				current = x[j-1] // match
+			} else {
+				current = min(min(x[j-1]+1, prev+1), x[j]+1)
+			}
+			x[j-1] = prev
+			prev = current
+		}
+		x[lenS1] = prev
+	}
+	return x[lenS1]
+}
+
+func min(a, b int) int {
+	if a < b {
+		return a
+	}
+	return b
+}
+func max(a, b int) int {
+	if a > b {
+		return a
+	}
+	return b
+}

raw/client-side-action-paths-2021/experiments/data/analysis/visualize/preprocessing.go

@@ -0,0 +1,115 @@
+package main
+
+import (
+	"encoding/json"
+	"fmt"
+	"io/ioutil"
+)
+
+type ClickObject struct {
+	UserID      int     `json:"user_id"`
+	PreviousURL string  `json:"previous_url"`
+	CurrentURL  string  `json:"current_url"`
+	StaySeconds float64 `json:"stay_seconds"`
+}
+
+type TaskClickstream struct {
+	TaskID      int           `json:"task_id"`
+	Clickstream []ClickObject `json:"clickstream"`
+}
+
+type Target struct {
+	Nodes []Node `json:"nodes"`
+	Links []Link `json:"links"`
+}
+
+type Node struct {
+	Index       int     `json:"id"`
+	URL         string  `json:"url"`
+	Group       int     `json:"group"`
+	StaySeconds float64 `json:"stay_seconds"`
+}
+type Link struct {
+	Source int `json:"source"`
+	Target int `json:"target"`
+	// SourceURL   string  `json:"source_url"`
+	// TargetURL   string  `json:"target_url"`
+	StaySeconds float64 `json:"stay_seconds"`
+}
+
+func main() {
+	for userid := 1; userid < 22; userid++ {
+		for taskid := 1; taskid < 10; taskid++ {
+			target := Target{}
+			index := 0
+
+			raw, err := ioutil.ReadFile(fmt.Sprintf("../dataset/%d.json", userid))
+			if err != nil {
+				panic(err)
+			}
+
+			var t []TaskClickstream
+			err = json.Unmarshal(raw, &t)
+			if err != nil {
+				panic(err)
+			}
+
+			nodes := map[string]struct {
+				index int
+				stay  float64
+			}{}
+
+			for _, obj := range t[taskid-1].Clickstream {
+				if v, ok := nodes[obj.PreviousURL]; !ok {
+					index++
+					nodes[obj.PreviousURL] = struct {
+						index int
+						stay  float64
+					}{
+						index: index,
+						stay:  obj.StaySeconds,
+					}
+				} else {
+					v.stay = nodes[obj.PreviousURL].stay + obj.StaySeconds
+				}
+				if v, ok := nodes[obj.CurrentURL]; !ok {
+					index++
+					nodes[obj.CurrentURL] = struct {
+						index int
+						stay  float64
+					}{
+						index: index,
+						stay:  obj.StaySeconds,
+					}
+				} else {
+					v.stay += obj.StaySeconds
+				}
+
+				link := Link{
+					Source:      nodes[obj.PreviousURL].index,
+					Target:      nodes[obj.CurrentURL].index,
+					StaySeconds: obj.StaySeconds,
+				}
+				target.Links = append(target.Links, link)
+			}
+
+			for k := range nodes {
+				node := Node{
+					Index:       nodes[k].index,
+					URL:         k,
+					Group:       userid,
+					StaySeconds: nodes[k].stay,
+				}
+				target.Nodes = append(target.Nodes, node)
+			}
+
+			b, err := json.Marshal(target)
+			if err != nil {
+				panic(err)
+			}
+
+			ioutil.WriteFile(fmt.Sprintf("js/clickstream-%d-%d.js", userid, taskid), []byte("var graph = "+string(b)), 0777)
+		}
+	}
+
+}