本文為英文版的機器翻譯版本，如內容有任何歧義或不一致之處，概以英文版為準。
# 通話的範例 Contact Lens 對話分析輸出檔案
以下幾節將舉例說明當 Contact Lens 對話分析已偵測問題、比對類別、指出響度、修訂敏感資料和略過分析時所產生的輸出。
展開每個區段以進一步了解。
## Contact Lens 對話分析所分析之通話的範例原始檔案
下列範例顯示 Contact Lens 對話分析已分析之通話的結構描述。範例顯示響度、問題偵測、通話驅動因素，以及將修訂的資訊。
請注意下列關於分析檔案的事項：
+ 這不表示哪些敏感資料已修訂。所有資料均稱為 PII (個人身分識別資訊)。
+ 只有在包含 PII 時，每次才會包括一個 `Redaction` 部分。
+ 如果 `Redaction` 區段存在，則會包括以毫秒為單位的偏移量。在.wav 檔案中，修改的部分將是靜音。如果需要，您可以使用偏移量將靜音取代為其他內容，例如嗶聲。
+ 如果一個回合存在兩個或多個 PII 修訂，則第一個回合會套用至第一個 PII，第二個回合會套用至第二個 PII，依此類推。
```
{
"Version": "1.1.0",
"AccountId": "your AWS account ID",
"Channel": "VOICE",
"ContentMetadata": {
"Output": "Raw"
},
"JobStatus": "COMPLETED",
"JobDetails": {
"SkippedAnalysis": [
{
"Feature": "CATEGORIZATION",
"ReasonCode": "QUOTA_EXCEEDED",
"SkippedEntities": [
{
"CategoryName": "PotentialFraud"
"RuleId": "a1130485-9529-4249-a1d4-5738b4883748"
},
{
"CategoryName": "Refund"
"RuleId": "bbbbbbb-9529-4249-a1d4-5738b4883748"
}
]
},
{
"Feature": "CATEGORIZATION",
"ReasonCode": "FAILED_SAFETY_GUIDELINES",
"SkippedEntities": [
{
"CategoryName": "ManagerEscalation"
"RuleId": "cccccccc-9529-4249-a1d4-5738b4883748"
},
]
},
]
},
"LanguageCode": "en-US",
"Participants": [
{
"ParticipantId": "CUSTOMER",
"ParticipantRole": "CUSTOMER"
},
{
"ParticipantId": "AGENT",
"ParticipantRole": "AGENT"
}
],
"Categories": {
"MatchedCategories": ["Cancellation"],
"MatchedDetails": {
"Cancellation": {
"PointsOfInterest": [
{
"BeginOffsetMillis": 7370,
"EndOffsetMillis": 11190
}
]
}
}
},
"ConversationCharacteristics": {
"ContactSummary": {
"PostContactSummary": {
"Content": "The customer and agent's conversation did not have any clear issues, outcomes or next steps. Agent verified customer information and finished the call."
}
},
"TotalConversationDurationMillis": 32110,
"Sentiment": {
"OverallSentiment": {
"AGENT": 0,
"CUSTOMER": 3.1
},
"SentimentByPeriod": {
"QUARTER": {
"AGENT": [
{
"BeginOffsetMillis": 0,
"EndOffsetMillis": 7427,
"Score": 0
},
{
"BeginOffsetMillis": 7427,
"EndOffsetMillis": 14855,
"Score": -5
},
{
"BeginOffsetMillis": 14855,
"EndOffsetMillis": 22282,
"Score": 0
},
{
"BeginOffsetMillis": 22282,
"EndOffsetMillis": 29710,
"Score": 5
}
],
"CUSTOMER": [
{
"BeginOffsetMillis": 0,
"EndOffsetMillis": 8027,
"Score": -2.5
},
{
"BeginOffsetMillis": 8027,
"EndOffsetMillis": 16055,
"Score": 5
},
{
"BeginOffsetMillis": 16055,
"EndOffsetMillis": 24082,
"Score": 5
},
{
"BeginOffsetMillis": 24082,
"EndOffsetMillis": 32110,
"Score": 5
}
]
}
}
},
"Interruptions": {
"InterruptionsByInterrupter": {
"CUSTOMER": [
{
"BeginOffsetMillis": 10710,
"DurationMillis": 3790,
"EndOffsetMillis": 14500
}
],
"AGENT": [
{
"BeginOffsetMillis": 10710,
"DurationMillis": 3790,
"EndOffsetMillis": 14500
}
]
},
"TotalCount": 2,
"TotalTimeMillis": 7580
},
"NonTalkTime": {
"TotalTimeMillis": 0,
"Instances": []
},
"TalkSpeed": {
"DetailsByParticipant": {
"AGENT": {
"AverageWordsPerMinute": 239
},
"CUSTOMER": {
"AverageWordsPerMinute": 163
}
}
},
"TalkTime": {
"TotalTimeMillis": 28698,
"DetailsByParticipant": {
"AGENT": {
"TotalTimeMillis": 15079
},
"CUSTOMER": {
"TotalTimeMillis": 13619
}
}
}
},
"CustomModels": [
{ // set via https://docs.aws.amazon.com/connect/latest/adminguide/add-custom-vocabulary.html
"Type": "TRANSCRIPTION_VOCABULARY",
"Name": "ProductNames",
"Id": "4e14b0db-f00a-451a-8847-f6dbf76ae415" // optional field
}
],
"Transcript": [
{
"BeginOffsetMillis": 0,
"Content": "Okay.",
"EndOffsetMillis": 90,
"Id": "the ID of the turn",
"ParticipantId": "AGENT",
"Sentiment": "NEUTRAL",
"LoudnessScore": [
79.27
]
},
{
"BeginOffsetMillis": 160,
"Content": "Just hello. My name is Peter and help.",
"EndOffsetMillis": 4640,
"Id": "the ID of the turn",
"ParticipantId": "CUSTOMER",
"Sentiment": "NEUTRAL",
"LoudnessScore": [
66.56,
40.06,
85.27,
82.22,
77.66
],
"Redaction": {
"RedactedTimestamps": [
{
"BeginOffsetMillis": 3290,
"EndOffsetMillis": 3620
}
]
}
},
{
"BeginOffsetMillis": 4640,
"Content": "Hello. Peter, how can I help you?",
"EndOffsetMillis": 6610,
"Id": "the ID of the turn",
"ParticipantId": "AGENT",
"Sentiment": "NEUTRAL",
"LoudnessScore": [
70.23,
73.05,
71.8
],
"Redaction": {
"RedactedTimestamps": [
{
"BeginOffsetMillis": 5100,
"EndOffsetMillis": 5450
}
]
}
},
{
"BeginOffsetMillis": 7370,
"Content": "I need to cancel. I want to cancel my plan subscription.",
"EndOffsetMillis": 11190,
"Id": "the ID of the turn",
"ParticipantId": "CUSTOMER",
"Sentiment": "NEGATIVE",
"LoudnessScore": [
77.18,
79.59,
85.23,
81.08,
73.99
],
"IssuesDetected": [
{
"CharacterOffsets": {
"BeginOffsetChar": 0,
"EndOffsetChar": 55
},
"Text": "I need to cancel. I want to cancel my plan subscription"
}
]
},
{
"BeginOffsetMillis": 11220,
"Content": "That sounds very bad. I can offer a 20% discount to make you stay with us.",
"EndOffsetMillis": 15210,
"Id": "the ID of the turn",
"ParticipantId": "AGENT",
"Sentiment": "NEGATIVE",
"LoudnessScore": [
75.92,
75.79,
80.31,
80.44,
76.31
]
},
{
"BeginOffsetMillis": 15840,
"Content": "That sounds interesting. Thank you accept.",
"EndOffsetMillis": 18120,
"Id": "the ID of the turn",
"ParticipantId": "CUSTOMER",
"Sentiment": "POSITIVE",
"LoudnessScore": [
73.77,
79.17,
77.97,
79.29
]
},
{
"BeginOffsetMillis": 18310,
"Content": "Alright, I made all the changes to the account and now these discounts applied.",
"EndOffsetMillis": 21820,
"Id": "the ID of the turn",
"ParticipantId": "AGENT",
"Sentiment": "NEUTRAL",
"LoudnessScore": [
83.88,
86.75,
86.97,
86.11
],
"OutcomesDetected": [
{
"CharacterOffsets": {
"BeginOffsetChar": 9,
"EndOffsetChar": 77
},
"Text": "I made all the changes to the account and now these discounts applied"
}
]
},
{
"BeginOffsetMillis": 22610,
"Content": "Awesome. Thank you so much.",
"EndOffsetMillis": 24140,
"Id": "the ID of the turn",
"ParticipantId": "CUSTOMER",
"Sentiment": "POSITIVE",
"LoudnessScore": [
79.11,
81.7,
78.15
]
},
{
"BeginOffsetMillis": 24120,
"Content": "No worries. I will send you all the details later today and call you back next week to check up on you.",
"EndOffsetMillis": 29710,
"Id": "the ID of the turn",
"ParticipantId": "AGENT",
"Sentiment": "POSITIVE",
"LoudnessScore": [
87.07,
83.96,
76.38,
88.38,
87.69,
76.6
],
"ActionItemsDetected": [
{
"CharacterOffsets": {
"BeginOffsetChar": 12,
"EndOffsetChar": 102
},
"Text": "I will send you all the details later today and call you back next week to check up on you"
}
]
},
{
"BeginOffsetMillis": 30580,
"Content": "Thank you. Sir. Have a nice evening.",
"EndOffsetMillis": 32110,
"Id": "the ID of the turn",
"ParticipantId": "CUSTOMER",
"Sentiment": "POSITIVE",
"LoudnessScore": [
81.42,
82.29,
73.29
]
}
]
}
}
```
## Contact Lens 對話分析所分析之通話的範例修訂檔案
本節會舉例說明通話經過 Contact Lens 對話分析的分析之後的修訂檔案。檔案為原始分析檔案的相似版。唯一的區別是敏感資料經過修訂。在此範例中，選擇了三個實體進行修訂：「`CREDIT_DEBIT_NUMBER`」、「`NAME`」、「`USERNAME`」。
在這個範例中，`RedactionMaskMode` 設定為 PII。修訂實體時，Contact Lens 會將其取代為 `[PII]`。如果設定為 `ENTITY_TYPE`，Contact Lens 會以實體的名稱取代資料，例如 `[CREDIT_DEBIT_NUMBER]`。
```
{
"Version": "1.1.0",
"AccountId": "your AWS account ID",
"ContentMetadata": {
"Output": "Redacted",
"RedactionTypes": ["PII"],
"RedactionTypesMetadata": {
"PII": {
"RedactionEntitiesRequested": ["CREDIT_DEBIT_NUMBER", "NAME", "USERNAME"],
"RedactionMaskMode": "PII" // if you were to choose ENTITY_TYPE instead, the redaction would say, for example, [NAME]
}
}
},
"Channel": "VOICE",
"JobStatus": "COMPLETED",
"JobDetails": {
"SkippedAnalysis": [
{
"Feature": "CATEGORIZATION",
"ReasonCode": "QUOTA_EXCEEDED",
"SkippedEntities": [
{
"CategoryName": "PotentialFraud"
"RuleId": "a1130485-9529-4249-a1d4-5738b4883748"
},
{
"CategoryName": "Refund"
"RuleId": "bbbbbbb-9529-4249-a1d4-5738b4883748"
}
]
},
{
"Feature": "CATEGORIZATION",
"ReasonCode": "FAILED_SAFETY_GUIDELINES",
"SkippedEntities": [
{
"CategoryName": "ManagerEscalation"
"RuleId": "cccccccc-9529-4249-a1d4-5738b4883748"
},
]
},
]
},
"LanguageCode": "en-US",
"Participants": [
{
"ParticipantId": "CUSTOMER",
"ParticipantRole": "CUSTOMER"
},
{
"ParticipantId": "AGENT",
"ParticipantRole": "AGENT"
}
],
"Categories": {
"MatchedCategories": ["Cancellation"],
"MatchedDetails": {
"Cancellation": {
"PointsOfInterest": [
{
"BeginOffsetMillis": 7370,
"EndOffsetMillis": 11190
}
]
}
}
},
"ConversationCharacteristics": {
"ContactSummary": {
"PostContactSummary": {
"Content": "The customer and agent's conversation did not have any clear issues, outcomes or next steps. Agent verified customer information and finished the call."
}
},
"TotalConversationDurationMillis": 32110,
"Sentiment": {
"OverallSentiment": {
"AGENT": 0,
"CUSTOMER": 3.1
},
"SentimentByPeriod": {
"QUARTER": {
"AGENT": [
{
"BeginOffsetMillis": 0,
"EndOffsetMillis": 7427,
"Score": 0
},
{
"BeginOffsetMillis": 7427,
"EndOffsetMillis": 14855,
"Score": -5
},
{
"BeginOffsetMillis": 14855,
"EndOffsetMillis": 22282,
"Score": 0
},
{
"BeginOffsetMillis": 22282,
"EndOffsetMillis": 29710,
"Score": 5
}
],
"CUSTOMER": [
{
"BeginOffsetMillis": 0,
"EndOffsetMillis": 8027,
"Score": -2.5
},
{
"BeginOffsetMillis": 8027,
"EndOffsetMillis": 16055,
"Score": 5
},
{
"BeginOffsetMillis": 16055,
"EndOffsetMillis": 24082,
"Score": 5
},
{
"BeginOffsetMillis": 24082,
"EndOffsetMillis": 32110,
"Score": 5
}
]
}
}
},
"Interruptions": {
"InterruptionsByInterrupter": {
"CUSTOMER": [
{
"BeginOffsetMillis": 10710,
"DurationMillis": 3790,
"EndOffsetMillis": 14500
}
],
"AGENT": [
{
"BeginOffsetMillis": 10710,
"DurationMillis": 3790,
"EndOffsetMillis": 14500
}
]
},
"TotalCount": 2,
"TotalTimeMillis": 7580
},
"NonTalkTime": {
"TotalTimeMillis": 0,
"Instances": []
},
"TalkSpeed": {
"DetailsByParticipant": {
"AGENT": {
"AverageWordsPerMinute": 239
},
"CUSTOMER": {
"AverageWordsPerMinute": 163
}
}
},
"TalkTime": {
"TotalTimeMillis": 28698,
"DetailsByParticipant": {
"AGENT": {
"TotalTimeMillis": 15079
},
"CUSTOMER": {
"TotalTimeMillis": 13619
}
}
}
},
"CustomModels": [
{ // set via https://docs.aws.amazon.com/connect/latest/adminguide/add-custom-vocabulary.html
"Type": "TRANSCRIPTION_VOCABULARY",
"Name": " LNK POPProductNames",
"Id": "4e14b0db-f00a-451a-8847-f6dbf76ae415" // optional field
}
],
"Transcript": [
{
"BeginOffsetMillis": 0,
"Content": "Okay.",
"EndOffsetMillis": 90,
"Id": "the ID of the turn",
"ParticipantId": "AGENT",
"Sentiment": "NEUTRAL",
"LoudnessScore": [
79.27
]
},
{
"BeginOffsetMillis": 160,
"Content": "Just hello. My name is [PII] and help.",
"EndOffsetMillis": 4640,
"Id": "the ID of the turn",
"ParticipantId": "CUSTOMER",
"Sentiment": "NEUTRAL",
"LoudnessScore": [
66.56,
40.06,
85.27,
82.22,
77.66
],
"Redaction": {
"RedactedTimestamps": [
{
"BeginOffsetMillis": 3290,
"EndOffsetMillis": 3620
}
]
}
},
{
"BeginOffsetMillis": 4640,
"Content": "Hello. [PII], how can I help you?",
"EndOffsetMillis": 6610,
"Id": "the ID of the turn",
"ParticipantId": "AGENT",
"Sentiment": "NEUTRAL",
"LoudnessScore": [
70.23,
73.05,
71.8
],
"Redaction": {
"RedactedTimestamps": [
{
"BeginOffsetMillis": 5100,
"EndOffsetMillis": 5450
}
]
}
},
{
"BeginOffsetMillis": 7370,
"Content": "I need to cancel. I want to cancel my plan subscription.",
"EndOffsetMillis": 11190,
"Id": "the ID of the turn",
"ParticipantId": "CUSTOMER",
"Sentiment": "NEGATIVE",
"LoudnessScore": [
77.18,
79.59,
85.23,
81.08,
73.99
],
"IssuesDetected": [
{
"CharacterOffsets": {
"BeginOffsetChar": 0,
"EndOffsetChar": 55
},
"Text": "I need to cancel. I want to cancel my plan subscription"
}
]
},
{
"BeginOffsetMillis": 11220,
"Content": "That sounds very bad. I can offer a 20% discount to make you stay with us.",
"EndOffsetMillis": 15210,
"Id": "the ID of the turn",
"ParticipantId": "AGENT",
"Sentiment": "NEGATIVE",
"LoudnessScore": [
75.92,
75.79,
80.31,
80.44,
76.31
]
},
{
"BeginOffsetMillis": 15840,
"Content": "That sounds interesting. Thank you accept.",
"EndOffsetMillis": 18120,
"Id": "the ID of the turn",
"ParticipantId": "CUSTOMER",
"Sentiment": "POSITIVE",
"LoudnessScore": [
73.77,
79.17,
77.97,
79.29
]
},
{
"BeginOffsetMillis": 18310,
"Content": "Alright, I made all the changes to the account and now these discounts applied.",
"EndOffsetMillis": 21820,
"Id": "the ID of the turn",
"ParticipantId": "AGENT",
"Sentiment": "NEUTRAL",
"LoudnessScore": [
83.88,
86.75,
86.97,
86.11
],
"OutcomesDetected": [
{
"CharacterOffsets": {
"BeginOffsetChar": 9,
"EndOffsetChar": 77
},
"Text": "I made all the changes to the account and now these discounts applied"
}
]
},
{
"BeginOffsetMillis": 22610,
"Content": "Awesome. Thank you so much.",
"EndOffsetMillis": 24140,
"Id": "the ID of the turn",
"ParticipantId": "CUSTOMER",
"Sentiment": "POSITIVE",
"LoudnessScore": [
79.11,
81.7,
78.15
]
},
{
"BeginOffsetMillis": 24120,
"Content": "No worries. I will send you all the details later today and call you back next week to check up on you.",
"EndOffsetMillis": 29710,
"Id": "the ID of the turn",
"ParticipantId": "AGENT",
"Sentiment": "POSITIVE",
"LoudnessScore": [
87.07,
83.96,
76.38,
88.38,
87.69,
76.6
],
"ActionItemsDetected": [
{
"CharacterOffsets": {
"BeginOffsetChar": 12,
"EndOffsetChar": 102
},
"Text": "I will send you all the details later today and call you back next week to check up on you"
}
]
},
{
"BeginOffsetMillis": 30580,
"Content": "Thank you. Sir. Have a nice evening.",
"EndOffsetMillis": 32110,
"Id": "the ID of the turn",
"ParticipantId": "CUSTOMER",
"Sentiment": "POSITIVE",
"LoudnessScore": [
81.42,
82.29,
73.29
]
}
]
}
```