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# Contact Lens 会話分析で分析されたチャットの Contact Lens 出力ファイルの例
このセクションでは、Contact Lens 会話分析が分析したチャット会話のスキーマ例を示します。この例では、推測した感情、一致したカテゴリ、コンタクトの要約、応答時間を示しています。
分析済みのオリジナルファイルには、チャットの全記録が含まれています。**[コンタクトの詳細]** ページのチャットの **[トランスクリプト]** フィールドに存在するのと同じコンテンツが、オリジナルの Contact Lens 分析ファイルの `Transcript` フィールドにも存在します。さらに、分析ファイルには、秘匿化済み分析ファイルに秘匿化済みデータがあることを示す `Redaction` セクションなど、さらに多くのフィールドが含まれる場合があります。
**注記**
一部の `ConversationCharacteristics` には、参加者のロールをキーとする `DetailsByParticipantRole` マップが含まれています。ただし、`Participants` リストのすべてのロール (`CUSTOMER` または `AGENT` など) が `DetailsByParticipantRole` オブジェクトに対応するキーを持つことが保証されているわけではありません。参加者にとってキーの有無は、Contact Lens 分析の対象となるデータがあったかどうかによって異なります。
## カテゴリ
`PointsOfInterest` は、チャット後と通話後のカテゴリでは異なります。
+ 通話後 `PointsOfInterest` には、ミリ秒単位のオフセットがあります。
+ チャット後 `PointsOfInterest` には `TranscriptItems` の配列があり、各項目には `id` と `CharacterOffset` があります。
`PointsOfInterest` の配列があります。各配列は `TranscriptItems` の配列があります。各 `PointOfInterest` はカテゴリ一致用ですが、各マッチが複数のトランスクリプト項目にまたがることもあります。
通話とチャットの両方で、`PointsOfInterest` 配列は空でもかまいません。つまり、カテゴリはコンタクト全体で一致していることになります。例えば、コンタクトに `Hello` が記載されていないカテゴリに一致するルールを作成した場合、トランスクリプトにはこの条件に一致する部分がないことになります。
**注記**
現在、`text/plain`、`text/markdown` チャットメッセージのみのカテゴリが推定されます。
## 主なハイライト
**主なハイライト**は `ConversationCharacteristics.ContactSummary.SummaryItemsDetected` 配列にあります。配列に含めることができる項目は 1 つだけで、`Issue`、`Outcome`、`Action` 項目のセットは 1 つしか見つからないことに注意してください。
配列内の各オブジェクトには、`IssuesDetected`、`OutcomesDetected`、`ActionItemsDetected` のフィールドがあります。
各フィールドには、`Id` と `CharacterOffsets` を持つ `TranscriptItems` の配列があります。これらには、コンタクトの要約である問題、結果、アクション項目を含むように特定された `TranscriptItems` と具体的な部分を記述しています。
**注記**
現在、主なハイライトは `text/plain` チャットメッセージについてのみ推測されます。
## 感情
### 全体的な感情
`DetailsByParticipantRole` フィールドの感情スコアは、Contact Lens 音声分析ファイルのスコアと同様です。
`DetailsByInteraction` フィールドには、`WithAgent` と `WithoutAgent` のチャットのやり取りの一部の `CUSTOMER` 感情スコアがあります。これらの部分のやり取りに顧客のメッセージがない場合、それぞれのフィールドは表示されません。
**注記**
現在、`text/plain`、`text/markdown` チャットメッセージのみの感情が推定されます。
### 感情シフト
`DetailsByParticipantRole` フィールドには、コンタクトの参加者 (つまり、`AGENT` と `CUSTOMER`) の感情の変化を説明するオブジェクトである `BeginScore` および `EndScore` が含まれます。
`DetailsByInteraction` フィールドには、`WithAgent` と `WithoutAgent` のチャットのやり取りの一部の `CUSTOMER` 感情シフトがあります。これらの部分のやり取りに顧客のメッセージがない場合、それぞれのフィールドは表示されません。
感情シフトは、チャットのやり取り中に参加者の感情がどのように変化したかについての情報を提供します。
## 応答時間
`AgentGreetingTimeMillis` では、`AGENT` がチャットに参加してから顧客への最初のメッセージを終了するまでの時間を測定します。
`DetailsByParticipantRole` には、参加者ごとに次のような特徴があります。
+ `Average`: 参加者の平均応答時間。
+ `Maximum`: 参加者の最長応答時間。最大応答時間が同じトランスクリプト項目が複数ある場合、どれが該当するか。
指定された参加者 `Average` および `Maximum` の応答時間を計算するには、他の参加者からのメッセージに応答する必要があります (`AGENT` は `CUSTOMER` に応答する必要があります。逆も同様です)。
例えば、`CUSTOMER` からのメッセージが 1 通だけで、チャットが終了するまでに `AGENT` からのメッセージが 1 通だけだった場合、Contact Lens は `AGENT` に対する応答時間を計算しますが、`CUSTOMER` に対する応答時間は計算しません。
**注記**
現在、` text/plain`、`text/markdown` チャットメッセージのみの応答時間が推定されます。
## リダクション
チャットのオリジナルの分析ファイルについて、以下の点に注意してください。
+ トランスクリプト項目には、秘匿化されるデータがある場合にのみ `Redaction` セクションが含まれます。このセクションには、秘匿化済みの分析ファイルで秘匿化されるデータの文字オフセットが含まれています。
+ メッセージの 2 つ以上の部分が秘匿化された場合、最初のオフセットは最初に秘匿化された部分に、2 番目のオフセットは 2 番目に秘匿化された部分に適用され、以下も同様です。
`AGENT` および `CUSTOMER` の `DisplayNames` には、PII が含まれているため秘匿化されています。これは、`AttachmentName` にも適用されます。
`CharacterOffsets` は、秘匿済みの分析ファイル内の `Content` の長さについて、秘匿化の変化を考慮します。`CharacterOffsets` は、オリジナルのコンテンツではなく、秘匿化済みのコンテンツについて記述します。
## オリジナルチャットファイルの例
```
{
"AccountId": "123456789012",
"Categories": {
"MatchedCategories": [
"agent-intro"
],
"MatchedDetails": {
"agent-intro": {
"PointsOfInterest": [
{
"TranscriptItems": [
{
"CharacterOffsets": {
"BeginOffsetChar": 0,
"EndOffsetChar": 73
},
"Id": "e4949dd1-aaa1-4fbd-84e7-65c95b2d3d9a"
}
]
}
]
}
}
},
"Channel": "CHAT",
"ChatTranscriptVersion": "2019-08-26",
"ContentMetadata": {
"Output": "Raw"
},
"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."
}
},
"SummaryItemsDetected": [
{
"ActionItemsDetected": [],
"IssuesDetected": [
{
"TranscriptItems": [
{
"CharacterOffsets": {
"BeginOffsetChar": 72,
"EndOffsetChar": 244
},
"Id": "2b8ba020-53ee-4053-b5b7-35364ac1c7df"
}
]
}
]
"OutcomesDetected": [
{
"TranscriptItems": [
{
"CharacterOffsets": {
"BeginOffsetChar": 0,
"EndOffsetChar": 150
},
"Id": "72cc8c8d-2199-422a-b363-01d6d3fdc851"
}
]
}
]
}
],
"ResponseTime": {
"AgentGreetingTimeMillis": 2511,
"DetailsByParticipantRole": {
"AGENT": {
"Average": {
"ValueMillis": 5575
},
"Maximum": {
"TranscriptItems": [
{
"Id": "21acf0fc-7259-4a08-b4cd-688eb56587d3"
}
],
"ValueMillis": 7309
}
},
"CUSTOMER": {
"Average": {
"ValueMillis": 5875
},
"Maximum": {
"TranscriptItems": [
{
"Id": "c71ad383-f876-4bb3-b254-7837b6a3d395"
}
],
"ValueMillis": 11366
}
}
}
},
"Sentiment": {
"DetailsByTranscriptItemGroup": [
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "e4949dd1-aaa1-4fbd-84e7-65c95b2d3d9a"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "3673d926-6e75-4620-a6f0-7ea571790a15"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "46d37141-32d8-4f2e-a664-bcd3f34a68b3"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "3c4a2a1e-6790-46a6-8ad4-4a0980b04795"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "f9cd41b6-3f68-4e83-a47d-664395f324c0"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "POSITIVE",
"TranscriptItems": [
{
"Id": "21acf0fc-7259-4a08-b4cd-688eb56587d3"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "2b8ba020-53ee-4053-b5b7-35364ac1c7df"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "28d0a1ce-64d1-4625-bbef-4cfeb97b6742"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "ef9b8622-32d5-4cfd-9ccc-a242502267bc"
},
{
"Id": "03a9de67-f9e1-4884-a1a3-ecea78a4ce9e"
},
{
"Id": "cfee5ece-a671-4a11-9ec2-89aba4b7d688"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "72cc8c8d-2199-422a-b363-01d6d3fdc851"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "POSITIVE",
"TranscriptItems": [
{
"Id": "61bb2591-fe87-44e4-bba0-a3619c4cef1f"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "1761f27e-0989-4b6d-a046-fc03d2c6bc9c"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 3.3333333333333335,
"Sentiment": "POSITIVE",
"TranscriptItems": [
{
"Id": "8cdff161-dc25-44e6-986f-fc0e08ee0a7d"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": -1.6666666666666667,
"Sentiment": "NEGATIVE",
"TranscriptItems": [
{
"Id": "bcc51949-3a79-4398-be1b-a27345a8a8ad"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": -3.75,
"Sentiment": "NEGATIVE",
"TranscriptItems": [
{
"Id": "7d5c07d7-3d26-4b34-ae91-39aeaeef685c"
},
{
"Id": "e0efbd17-9139-439b-8c80-ebf2b9b703b9"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": -3.75,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "8fbb8dd4-9fd4-4991-83dc-5f06eeead9aa"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": -2.5,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "3b856fd9-0eeb-4fb2-93ed-95ec4aeae3a6"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "ecb8c498-96d7-448b-8360-366eeddb4090"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "d334058f-e3de-4cf1-a361-32e4e61f1839"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "3ec6adb5-3f11-409c-af39-40cf7ba6f078"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "c71ad383-f876-4bb3-b254-7837b6a3d395"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "4b292b64-4a33-45ff-89df-d5a175d16d70"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "2da5a3c2-9d1b-458c-ae53-759a4e63198d"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "POSITIVE",
"TranscriptItems": [
{
"Id": "e23a2331-f3fc-4d3c-8a51-1541451186c9"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 3.75,
"Sentiment": "POSITIVE",
"TranscriptItems": [
{
"Id": "5a27cc39-9b73-4ebe-9275-5e6723788a1b"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 3.75,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "540368c7-ec19-4fc0-8c86-0a5ee62d31a0"
}
]
}
],
"OverallSentiment": {
"DetailsByInteraction": {
"DetailsByParticipantRole": {
"CUSTOMER": {
"WithAgent": 0
}
}
},
"DetailsByParticipantRole": {
"AGENT": 1.1538461538461537,
"CUSTOMER": 0
}
},
"SentimentShift": {
"DetailsByInteraction": {
"DetailsByParticipantRole": {
"CUSTOMER": {
"WithAgent": {
"BeginScore": -3,
"EndScore": 3.75
}
}
}
},
"DetailsByParticipantRole": {
"AGENT": {
"BeginScore": 0,
"EndScore": 2.5
},
"CUSTOMER": {
"BeginScore": -3.75,
"EndScore": 3.75
},
"SYSTEM": {
"BeginScore": 2.5,
"EndScore": 0
}
}
}
}
},
"CustomerMetadata": {
"ContactId": "b49644f6-672f-445c-b209-f76b36482830",
"InputS3Uri": "{{path to the json file in s3}}",
"InstanceId": "f23fc323-3d6d-48aa-95dc-EXAMPLE012"
},
"JobStatus": "COMPLETED",
"LanguageCode": "en-US",
"Participants": [
{
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER"
},
{
"ParticipantId": "2b2288b4-ff6e-4996-8d8e-260fd5a8ac02",
"ParticipantRole": "SYSTEM"
},
{
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT"
}
],
"Transcript": [
{
"AbsoluteTime": "2022-10-27T03:31:50.735Z",
"ContentType": "application/vnd.amazonaws.connect.event.participant.joined",
"DisplayName": "John",
"Id": "740c494d-9df7-4400-91c0-3e4df33922c8",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "EVENT"
},
{
"AbsoluteTime": "2022-10-27T03:31:53.390Z",
"Content": "Hello, thanks for contacting us. This is an example of what the Amazon Connect virtual contact center can enable you to do.",
"ContentType": "text/plain",
"DisplayName": "SYSTEM_MESSAGE",
"Id": "78aa8229-714a-4c87-916b-ce7d8d567ab2",
"ParticipantId": "2b2288b4-ff6e-4996-8d8e-260fd5a8ac02",
"ParticipantRole": "SYSTEM",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:31:55.131Z",
"Content": "The time in queue is less than 5 minutes.",
"ContentType": "text/plain",
"DisplayName": "SYSTEM_MESSAGE",
"Id": "1276382b-facb-49c5-8d34-62e3b0f50002",
"ParticipantId": "2b2288b4-ff6e-4996-8d8e-260fd5a8ac02",
"ParticipantRole": "SYSTEM",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:31:56.618Z",
"Content": "You are now being placed in queue to chat with an agent.",
"ContentType": "text/plain",
"DisplayName": "SYSTEM_MESSAGE",
"Id": "88c2363e-8206-4781-a353-c15e1ccacc12",
"ParticipantId": "2b2288b4-ff6e-4996-8d8e-260fd5a8ac02",
"ParticipantRole": "SYSTEM",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:00.951Z",
"ContentType": "application/vnd.amazonaws.connect.event.participant.joined",
"DisplayName": "Jane",
"Id": "c05cca74-d50b-4aa5-b46c-fdb5ae8c814c",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "EVENT"
},
{
"AbsoluteTime": "2022-10-27T03:32:03.462Z",
"Content": "Hello, thanks for reaching Example Corp. This is Jane. How may I help you?",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "e4949dd1-aaa1-4fbd-84e7-65c95b2d3d9a",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Redaction": {
"CharacterOffsets": [
{
"BeginOffsetChar": 46,
"EndOffsetChar": 53
}
]
},
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:08.102Z",
"Content": "I'd like to see if I can get a refund or an exchange, because I ordered one of your grow-it-yourself indoor herb garden kits and nothing sprouted after a couple weeks so I think something is wrong with the seeds and this product may be defective.",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "bcc51949-3a79-4398-be1b-a27345a8a8ad",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:14.137Z",
"Content": "My wife is blind and sensitive to the sun so I was going to surprise her for her birthday with all the herbs that she loves so you guys actually really let me down.",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "7d5c07d7-3d26-4b34-ae91-39aeaeef685c",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:18.781Z",
"Content": "I should be taking my business elsewhere. I don't see why I should be giving money to a company that isn't even going to sell a product that works.",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "e0efbd17-9139-439b-8c80-ebf2b9b703b9",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:24.123Z",
"Content": "Ok. Can I get your first and last name please?",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "3673d926-6e75-4620-a6f0-7ea571790a15",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:29.879Z",
"Content": "Yeah. My first name is John and last name is Doe.",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "8fbb8dd4-9fd4-4991-83dc-5f06eeead9aa",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Redaction": {
"CharacterOffsets": [
{
"BeginOffsetChar": 21,
"EndOffsetChar": 26
},
{
"BeginOffsetChar": 44,
"EndOffsetChar": 49
}
]
},
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:34.670Z",
"Content": "Could you please provide me with the order ID number?",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "46d37141-32d8-4f2e-a664-bcd3f34a68b3",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:39.726Z",
"Content": "Yes, just . Looking ...",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "3b856fd9-0eeb-4fb2-93ed-95ec4aeae3a6",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:44.887Z",
"Content": "Not a problem, take your time.",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "3c4a2a1e-6790-46a6-8ad4-4a0980b04795",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:52.978Z",
"Content": "Okay, that should be #5376897. You know, if the product was fine I wouldn't have to scrounge through emails.",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "ecb8c498-96d7-448b-8360-366eeddb4090",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:32:59.441Z",
"Content": "alright, perfect. And could you also just confirm the shipping address for me?",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "f9cd41b6-3f68-4e83-a47d-664395f324c0",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Redaction": {
"CharacterOffsets": [
{
"BeginOffsetChar": 77,
"EndOffsetChar": 78
}
]
},
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:33:05.455Z",
"Content": "123 Any Street, Any Town, and the zip code is 98109.",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "d334058f-e3de-4cf1-a361-32e4e61f1839",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Redaction": {
"CharacterOffsets": [
{
"BeginOffsetChar": 0,
"EndOffsetChar": 27
},
{
"BeginOffsetChar": 49,
"EndOffsetChar": 54
}
]
},
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:33:12.764Z",
"Content": "Thank you very much. Just waiting on my system here. .. I'll also need the last four digits of your debit card.",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "21acf0fc-7259-4a08-b4cd-688eb56587d3",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:33:17.412Z",
"Content": "Ok. Last four for my debit care are 9008",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "3ec6adb5-3f11-409c-af39-40cf7ba6f078",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Redaction": {
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{
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"EndOffsetChar": 31
}
]
},
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:33:22.486Z",
"Content": "It's just too bad. I thought this was going to be the best gift idea. How can you guys be sending out defective seeds? Isn't that your whole business?",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "2b8ba020-53ee-4053-b5b7-35364ac1c7df",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:33:38.961Z",
"Content": "I apologize for the experience you had Mr. Doe, its very uncommon that our customer will have this issue. We will look into this and get this sorted out for you right away.",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "28d0a1ce-64d1-4625-bbef-4cfeb97b6742",
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"ParticipantRole": "AGENT",
"Redaction": {
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{
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"EndOffsetChar": 46
}
]
},
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:33:44.192Z",
"Content": "Well, my wife's birthday already passed, so. There's not too much you can do. But I would still like to grow the herbs for her, if possible.",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "4b292b64-4a33-45ff-89df-d5a175d16d70",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:33:51.310Z",
"Content": "Totally understandable. Let me see what we can do for you. Please give me couple of minutes as I check the system.",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "ef9b8622-32d5-4cfd-9ccc-a242502267bc",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:33:56.287Z",
"Content": "Thank you sir one moment please.",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "03a9de67-f9e1-4884-a1a3-ecea78a4ce9e",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:34:01.224Z",
"Content": "Alright are you still there Mr Doe?",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "cfee5ece-a671-4a11-9ec2-89aba4b7d688",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Redaction": {
"CharacterOffsets": [
{
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"EndOffsetChar": 35
}
]
},
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:34:07.093Z",
"Content": "Yeah.",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "2da5a3c2-9d1b-458c-ae53-759a4e63198d",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:34:12.562Z",
"Content": "We are not only refunding the cost of the grow-it-yourself indoor herb kit but we will also be sending you a replacement. Would you be okay with this?",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "72cc8c8d-2199-422a-b363-01d6d3fdc851",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:34:17.029Z",
"Content": "Yeah! That would be great. I just want my wife to be able to have these herbs in her room. And I'm always happy to get my money back!",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "e23a2331-f3fc-4d3c-8a51-1541451186c9",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:34:22.269Z",
"Content": "Awesome! We really want to keep our customers happy and satisfied, and again I want to apologize for your less than satisfactory experience with the last product you ordered from us.",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "61bb2591-fe87-44e4-bba0-a3619c4cef1f",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:34:26.353Z",
"Content": "Okay! No problem. Sounds great. Thank you for all your help!",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "5a27cc39-9b73-4ebe-9275-5e6723788a1b",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:34:31.431Z",
"Content": "Is there anything else I can help you out with John?",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "1761f27e-0989-4b6d-a046-fc03d2c6bc9c",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Redaction": {
"CharacterOffsets": [
{
"BeginOffsetChar": 48,
"EndOffsetChar": 53
}
]
},
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:34:36.704Z",
"Content": "Nope!",
"ContentType": "text/markdown",
"DisplayName": "John",
"Id": "540368c7-ec19-4fc0-8c86-0a5ee62d31a0",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:34:41.448Z",
"Content": "Ok great! Have a great day.",
"ContentType": "text/markdown",
"DisplayName": "Jane",
"Id": "8cdff161-dc25-44e6-986f-fc0e08ee0a7d",
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:34:42.799Z",
"ContentType": "application/vnd.amazonaws.connect.event.participant.left",
"DisplayName": "John",
"Id": "d1ba54ba-61d4-4a48-9a9a-6cd17d70b8fb",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "EVENT"
},
{
"AbsoluteTime": "2022-10-27T03:34:43.192Z",
"ContentType": "application/vnd.amazonaws.connect.event.chat.ended",
"Id": "2d9a0e4f-faec-485f-97af-2767dde1f30a",
"Type": "EVENT"
}
],
"Version": "CHAT-2022-11-30"
}
```
## 秘匿化済みチャットファイルの例
```
{
"AccountId": "123456789012",
"Categories": {
"MatchedCategories": [
"agent-intro"
],
"MatchedDetails": {
"agent-intro": {
"PointsOfInterest": [
{
"TranscriptItems": [
{
"CharacterOffsets": {
"BeginOffsetChar": 0,
"EndOffsetChar": 71
},
"Id": "e4949dd1-aaa1-4fbd-84e7-65c95b2d3d9a"
}
]
}
]
}
}
},
"Channel": "CHAT",
"ChatTranscriptVersion": "2019-08-26",
"ContentMetadata": {
"Output": "Redacted",
"RedactionTypes": [
"PII"
],
"RedactionTypesMetadata": {
"PII": {
"RedactionMaskMode": "PII"
}
}
},
"ConversationCharacteristics": {
"ContactSummary": {
"SummaryItemsDetected": [
{
"ActionItemsDetected": [],
"IssuesDetected": [
{
"TranscriptItems": [
{
"CharacterOffsets": {
"BeginOffsetChar": 72,
"EndOffsetChar": 244
},
"Id": "2b8ba020-53ee-4053-b5b7-35364ac1c7df"
}
]
}
],
"OutcomesDetected": [
{
"TranscriptItems": [
{
"CharacterOffsets": {
"BeginOffsetChar": 0,
"EndOffsetChar": 150
},
"Id": "72cc8c8d-2199-422a-b363-01d6d3fdc851"
}
]
}
]
}
]
"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."
}
}
],
},
"ResponseTime": {
"AgentGreetingTimeMillis": 2511,
"DetailsByParticipantRole": {
"AGENT": {
"Average": {
"ValueMillis": 5575
},
"Maximum": {
"TranscriptItems": [
{
"Id": "21acf0fc-7259-4a08-b4cd-688eb56587d3"
}
],
"ValueMillis": 7309
}
},
"CUSTOMER": {
"Average": {
"ValueMillis": 5875
},
"Maximum": {
"TranscriptItems": [
{
"Id": "c71ad383-f876-4bb3-b254-7837b6a3d395"
}
],
"ValueMillis": 11366
}
}
}
},
"Sentiment": {
"DetailsByTranscriptItemGroup": [
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "e4949dd1-aaa1-4fbd-84e7-65c95b2d3d9a"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "3673d926-6e75-4620-a6f0-7ea571790a15"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "46d37141-32d8-4f2e-a664-bcd3f34a68b3"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "3c4a2a1e-6790-46a6-8ad4-4a0980b04795"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "f9cd41b6-3f68-4e83-a47d-664395f324c0"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "POSITIVE",
"TranscriptItems": [
{
"Id": "21acf0fc-7259-4a08-b4cd-688eb56587d3"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "2b8ba020-53ee-4053-b5b7-35364ac1c7df"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "28d0a1ce-64d1-4625-bbef-4cfeb97b6742"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "ef9b8622-32d5-4cfd-9ccc-a242502267bc"
},
{
"Id": "03a9de67-f9e1-4884-a1a3-ecea78a4ce9e"
},
{
"Id": "cfee5ece-a671-4a11-9ec2-89aba4b7d688"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "72cc8c8d-2199-422a-b363-01d6d3fdc851"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "POSITIVE",
"TranscriptItems": [
{
"Id": "61bb2591-fe87-44e4-bba0-a3619c4cef1f"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "1761f27e-0989-4b6d-a046-fc03d2c6bc9c"
}
]
},
{
"ParticipantRole": "AGENT",
"ProgressiveScore": 3.3333333333333335,
"Sentiment": "POSITIVE",
"TranscriptItems": [
{
"Id": "8cdff161-dc25-44e6-986f-fc0e08ee0a7d"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": -1.6666666666666667,
"Sentiment": "NEGATIVE",
"TranscriptItems": [
{
"Id": "bcc51949-3a79-4398-be1b-a27345a8a8ad"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": -3.75,
"Sentiment": "NEGATIVE",
"TranscriptItems": [
{
"Id": "7d5c07d7-3d26-4b34-ae91-39aeaeef685c"
},
{
"Id": "e0efbd17-9139-439b-8c80-ebf2b9b703b9"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": -3.75,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "8fbb8dd4-9fd4-4991-83dc-5f06eeead9aa"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": -2.5,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "3b856fd9-0eeb-4fb2-93ed-95ec4aeae3a6"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "ecb8c498-96d7-448b-8360-366eeddb4090"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "d334058f-e3de-4cf1-a361-32e4e61f1839"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "3ec6adb5-3f11-409c-af39-40cf7ba6f078"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "c71ad383-f876-4bb3-b254-7837b6a3d395"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "4b292b64-4a33-45ff-89df-d5a175d16d70"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 0,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "2da5a3c2-9d1b-458c-ae53-759a4e63198d"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 1.6666666666666667,
"Sentiment": "POSITIVE",
"TranscriptItems": [
{
"Id": "e23a2331-f3fc-4d3c-8a51-1541451186c9"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 3.75,
"Sentiment": "POSITIVE",
"TranscriptItems": [
{
"Id": "5a27cc39-9b73-4ebe-9275-5e6723788a1b"
}
]
},
{
"ParticipantRole": "CUSTOMER",
"ProgressiveScore": 3.75,
"Sentiment": "NEUTRAL",
"TranscriptItems": [
{
"Id": "540368c7-ec19-4fc0-8c86-0a5ee62d31a0"
}
]
}
],
"OverallSentiment": {
"DetailsByInteraction": {
"DetailsByParticipantRole": {
"CUSTOMER": {
"WithAgent": 0
}
}
},
"DetailsByParticipantRole": {
"AGENT": 1.1538461538461537,
"CUSTOMER": 0
}
},
"SentimentShift": {
"DetailsByInteraction": {
"DetailsByParticipantRole": {
"CUSTOMER": {
"WithAgent": {
"BeginScore": -3,
"EndScore": 3.75
}
}
}
},
"DetailsByParticipantRole": {
"AGENT": {
"BeginScore": 0,
"EndScore": 2.5
},
"CUSTOMER": {
"BeginScore": -3.75,
"EndScore": 3.75
}
}
}
}
},
"CustomerMetadata": {
"ContactId": "b49644f6-672f-445c-b209-f76b36482830",
"InputS3Uri": "{{path to the json file in s3}}",
"InstanceId": "f23fc323-3d6d-48aa-EXAMPLE012"
},
"JobStatus": "COMPLETED",
"LanguageCode": "en-US",
"Participants": [
{
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER"
},
{
"ParticipantId": "2b2288b4-ff6e-4996-8d8e-260fd5a8ac02",
"ParticipantRole": "SYSTEM"
},
{
"ParticipantId": "f36a545d-67b2-4fd4-89fb-896136b609a7",
"ParticipantRole": "AGENT"
}
],
"Transcript": [
{
"AbsoluteTime": "2022-10-27T03:31:50.735Z",
"ContentType": "application/vnd.amazonaws.connect.event.participant.joined",
"DisplayName": "[PII]",
"Id": "740c494d-9df7-4400-91c0-3e4df33922c8",
"ParticipantId": "e9b36a6d-12aa-4c21-9745-1881648ecfc8",
"ParticipantRole": "CUSTOMER",
"Type": "EVENT"
},
{
"AbsoluteTime": "2022-10-27T03:31:53.390Z",
"Content": "Hello, thanks for contacting us. This is an example of what the Amazon Connect virtual contact center can enable you to do.",
"ContentType": "text/plain",
"DisplayName": "SYSTEM_MESSAGE",
"Id": "78aa8229-714a-4c87-916b-ce7d8d567ab2",
"ParticipantId": "2b2288b4-ff6e-4996-8d8e-260fd5a8ac02",
"ParticipantRole": "SYSTEM",
"Type": "MESSAGE"
},
{
"AbsoluteTime": "2022-10-27T03:31:55.131Z",
"Content": "The time in queue is less than 5 minutes.",
"ContentType": "text/plain",
"DisplayName": "SYSTEM_MESSAGE",
"Id": "1276382b-facb-49c5-8d34-62e3b0f50002",
"ParticipantId": "2b2288b4-ff6e-4996-8d8e-260fd5a8ac02",
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{
"AbsoluteTime": "2022-10-27T03:31:56.618Z",
"Content": "You are now being placed in queue to chat with an agent.",
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{
"AbsoluteTime": "2022-10-27T03:32:00.951Z",
"ContentType": "application/vnd.amazonaws.connect.event.participant.joined",
"DisplayName": "[PII]",
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{
"AbsoluteTime": "2022-10-27T03:32:03.462Z",
"Content": "Hello, thanks for reaching Example Corp. This is [PII]. How may I help you?",
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{
"AbsoluteTime": "2022-10-27T03:32:08.102Z",
"Content": "I'd like to see if I can get a refund or an exchange, because I ordered one of your grow-it-yourself indoor herb garden kits and nothing sprouted after a couple weeks so I think something is wrong with the seeds and this product may be defective.",
"ContentType": "text/plain",
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{
"AbsoluteTime": "2022-10-27T03:32:14.137Z",
"Content": "My wife is blind and sensitive to the sun so I was going to surprise her for her birthday with all the herbs that she loves so you guys actually really let me down.",
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{
"AbsoluteTime": "2022-10-27T03:32:18.781Z",
"Content": "I should be taking my business elsewhere. I don't see why I should be giving money to a company that isn't even going to sell a product that works.",
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{
"AbsoluteTime": "2022-10-27T03:32:24.123Z",
"Content": "Ok. Can I get your first and last name please?",
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{
"AbsoluteTime": "2022-10-27T03:32:29.879Z",
"Content": "Yeah. My first name is [PII] and last name [PII].",
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"AbsoluteTime": "2022-10-27T03:32:34.670Z",
"Content": "Could you please provide me with the order ID number?",
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{
"AbsoluteTime": "2022-10-27T03:32:39.726Z",
"Content": "Yes, just . Looking ...",
"ContentType": "text/plain",
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{
"AbsoluteTime": "2022-10-27T03:32:44.887Z",
"Content": "Not a problem, take your time.",
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{
"AbsoluteTime": "2022-10-27T03:32:52.978Z",
"Content": "Okay, that should be #5376897. You know, if the product was fine I wouldn't have to scrounge through emails.",
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{
"AbsoluteTime": "2022-10-27T03:32:59.441Z",
"Content": "alright, perfect. And could you also just confirm the shipping address for me, [PII]",
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"AbsoluteTime": "2022-10-27T03:33:05.455Z",
"Content": "[PII], and the zip code [PII].",
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{
"AbsoluteTime": "2022-10-27T03:33:12.764Z",
"Content": "Thank you very much. Just waiting on my system here. .. I'll also need the last four digits of your debit card.",
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{
"AbsoluteTime": "2022-10-27T03:33:17.412Z",
"Content": "Ok. Last four for my debit card [PII]",
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{
"AbsoluteTime": "2022-10-27T03:33:33.852Z",
"Content": "It's just too bad. I thought this was going to be the best gift idea. How can you guys be sending out defective seeds? Isn't that your whole business?",
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{
"AbsoluteTime": "2022-10-27T03:33:38.961Z",
"Content": "I apologize for the experience you had Mr [PII], its very uncommon that our customer will have this issue. We will look into this and get this sorted out for you right away.",
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{
"AbsoluteTime": "2022-10-27T03:33:44.192Z",
"Content": "Well, my wife's birthday already passed, so. There's not too much you can do. But I would still like to grow the herbs for her, if possible.",
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{
"AbsoluteTime": "2022-10-27T03:33:51.310Z",
"Content": "Totally understandable. Let me see what we can do for you. Please give me couple of minutes as I check the system.",
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{
"AbsoluteTime": "2022-10-27T03:33:56.287Z",
"Content": "Thank you sir one moment please.",
"ContentType": "text/plain",
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{
"AbsoluteTime": "2022-10-27T03:34:01.224Z",
"Content": "Alright are you still there Mr [PII]?",
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"AbsoluteTime": "2022-10-27T03:34:07.093Z",
"Content": "Yeah.",
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{
"AbsoluteTime": "2022-10-27T03:34:12.562Z",
"Content": "We are not only refunding the cost of the grow-it-yourself indoor herb kit but we will also be sending you a replacement. Would you be okay with this?",
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{
"AbsoluteTime": "2022-10-27T03:34:17.029Z",
"Content": "Yeah! That would be great. I just want my wife to be able to have these herbs in her room. And I'm always happy to get my money back!",
"ContentType": "text/plain",
"DisplayName": "[PII]",
"Id": "e23a2331-f3fc-4d3c-8a51-1541451186c9",
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{
"AbsoluteTime": "2022-10-27T03:34:22.269Z",
"Content": "Awesome! We really want to keep our customers happy and satisfied, and again I want to apologize for your less than satisfactory experience with the last product you ordered from us.",
"ContentType": "text/plain",
"DisplayName": "[PII]",
"Id": "61bb2591-fe87-44e4-bba0-a3619c4cef1f",
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{
"AbsoluteTime": "2022-10-27T03:34:26.353Z",
"Content": "Okay! No problem. Sounds great. Thank you for all your help!",
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{
"AbsoluteTime": "2022-10-27T03:34:31.431Z",
"Content": "Is there anything else I can help you out with Mr [PII]?",
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"AbsoluteTime": "2022-10-27T03:34:36.704Z",
"Content": "Nope!",
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{
"AbsoluteTime": "2022-10-27T03:34:41.448Z",
"Content": "Ok great! Have a great day.",
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}
```