From e3c2fac4f49859268d2f337ecaa64c41e3a6bd1d Mon Sep 17 00:00:00 2001 From: navanchauhan Date: Wed, 8 Feb 2023 17:40:27 -0700 Subject: new post --- ...3-02-08-Interact-with-siri-from-the-terminal.md | 229 ++++++++++++++++ ...-02-08-Interact-with-siri-from-the-terminal.png | Bin 0 -> 31881 bytes docs/feed.rss | 249 ++++++++++++++++- ...-02-08-Interact-with-siri-from-the-terminal.png | Bin 0 -> 31881 bytes docs/index.html | 21 ++ ...02-08-Interact-with-siri-from-the-terminal.html | 300 +++++++++++++++++++++ docs/posts/index.html | 21 ++ 7 files changed, 818 insertions(+), 2 deletions(-) create mode 100644 Content/posts/2023-02-08-Interact-with-siri-from-the-terminal.md create mode 100644 Resources/images/opengraph/posts/2023-02-08-Interact-with-siri-from-the-terminal.png create mode 100644 docs/images/opengraph/posts/2023-02-08-Interact-with-siri-from-the-terminal.png create mode 100644 docs/posts/2023-02-08-Interact-with-siri-from-the-terminal.html diff --git a/Content/posts/2023-02-08-Interact-with-siri-from-the-terminal.md b/Content/posts/2023-02-08-Interact-with-siri-from-the-terminal.md new file mode 100644 index 0000000..78de77c --- /dev/null +++ b/Content/posts/2023-02-08-Interact-with-siri-from-the-terminal.md @@ -0,0 +1,229 @@ +--- +date: 2023-02-08 17:21 +description: Code snippet to interact with Siri by issuing commands from the command-line. +tags: Tutorial, Code-Snippet, Python, Siri, macOS, AppleScript +--- + +# Interacting with Siri using the command line + +My main objective was to see if I could issue multi-intent commands in one go. Obviously, Siri cannot do that (neither can Alexa, Cortana, or Google Assistant). The script here can issue either a single command, or use the help of OpenAI's DaVinci model to extract multiple commands and pass them onto siri. + +## Prerequisites + +* Run macOS +* Enable type to Siri (Settings > Accessibility -> Type to Siri) +* Enable the Terminal to control System Events (The first time you run the script, it will prompt you to enable it) + +## Show me ze code + +If you are here just for the code: + +```python +import argparse +import applescript +import openai + +from os import getenv + +openai.api_key = getenv("OPENAI_KEY") +engine = "text-davinci-003" + +def execute_with_llm(command_text: str) -> None: + llm_prompt = f"""You are provided with multiple commands as a single command. Break down all the commands and return them in a list of strings. If you are provided with a single command, return a list with a single string, trying your best to understand the command. + + Example: + Q: "Turn on the lights and turn off the lights" + A: ["Turn on the lights", "Turn off the lights"] + + Q: "Switch off the lights and then play some music" + A: ["Switch off the lights", "Play some music"] + + Q: "I am feeling sad today, play some music" + A: ["Play some cheerful music"] + + Q: "{command_text}" + A: + """ + + completion = openai.Completion.create(engine=engine, prompt=llm_prompt, max_tokens=len(command_text.split(" "))*2) + + for task in eval(completion.choices[0].text): + execute_command(task) + + +def execute_command(command_text: str) -> None: + """Execute a Siri command.""" + + script = applescript.AppleScript(f""" + tell application "System Events" to tell the front menu bar of process "SystemUIServer" + tell (first menu bar item whose description is "Siri") + perform action "AXPress" + end tell + end tell + + delay 2 + + tell application "System Events" + set textToType to "{command_text}" + keystroke textToType + key code 36 + end tell + """) + + script.run() + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("command", nargs="?", type=str, help="The command to pass to Siri", default="What time is it?") + parser.add_argument('--openai', action=argparse.BooleanOptionalAction, help="Use OpenAI to detect multiple intents", default=False) + args = parser.parse_args() + + if args.openai: + execute_with_llm(args.command) + else: + execute_command(args.command) +``` + +Usage: + +```bash +python3 main.py "play some taylor swift" +python3 main.py "turn off the lights and play some music" --openai +``` + +## ELI5 + +I am not actually going to explain it as if I am explaining to a five-year old kid. + +### AppleScript + +In the age of Siri Shortcuts, AppleScript can still do more. It is a scripting language created by Apple that can help you automate pretty much anything you see on your screen. + +We use the following AppleScript to trigger Siri and then type in our command: + +```applescript +tell application "System Events" to tell the front menu bar of process "SystemUIServer" + tell (first menu bar item whose description is "Siri") + perform action "AXPress" + end tell +end tell + +delay 2 + +tell application "System Events" + set textToType to "Play some rock music" + keystroke textToType + key code 36 +end tell +``` + +This first triggers Siri, waits for a couple of seconds, and then types in our command. In the script, this functionality is handled by the `execute_command` function. + +```python +import applescript + +def execute_command(command_text: str) -> None: + """Execute a Siri command.""" + + script = applescript.AppleScript(f""" + tell application "System Events" to tell the front menu bar of process "SystemUIServer" + tell (first menu bar item whose description is "Siri") + perform action "AXPress" + end tell + end tell + + delay 2 + + tell application "System Events" + set textToType to "{command_text}" + keystroke textToType + key code 36 + end tell + """) + + script.run() +``` + +### Multi-Intent Commands + +We can call OpenAI's API to autocomplete our prompt and extract multiple commands. We don't need to use OpenAI's API, and can also simply use Google's Flan-T5 model using HuggingFace's transformers library. + +#### Ze Prompt + +```text +You are provided with multiple commands as a single command. Break down all the commands and return them in a list of strings. If you are provided with a single command, return a list with a single string, trying your best to understand the command. + + Example: + Q: "Turn on the lights and turn off the lights" + A: ["Turn on the lights", "Turn off the lights"] + + Q: "Switch off the lights and then play some music" + A: ["Switch off the lights", "Play some music"] + + Q: "I am feeling sad today, play some music" + A: ["Play some cheerful music"] + + Q: "{command_text}" + A: +``` + +This prompt gives the model a few examples to increase the generation accuracy, along with instructing it to return a Python list. + + +#### Ze Code + +```python +import openai + +from os import getenv + +openai.api_key = getenv("OPENAI_KEY") +engine = "text-davinci-003" + +def execute_with_llm(command_text: str) -> None: + llm_prompt = f"""You are provided with multiple commands as a single command. Break down all the commands and return them in a list of strings. If you are provided with a single command, return a list with a single string, trying your best to understand the command. + + Example: + Q: "Turn on the lights and turn off the lights" + A: ["Turn on the lights", "Turn off the lights"] + + Q: "Switch off the lights and then play some music" + A: ["Switch off the lights", "Play some music"] + + Q: "I am feeling sad today, play some music" + A: ["Play some cheerful music"] + + Q: "{command_text}" + A: + """ + + completion = openai.Completion.create(engine=engine, prompt=llm_prompt, max_tokens=len(command_text.split(" "))*2) + + for task in eval(completion.choices[0].text): # NEVER EVAL IN PROD RIGHT LIKE THIS + execute_command(task) +``` + + +### Gluing together code + +To finish it all off, we can use argparse to only send the input command to OpenAI when asked to do so. + +```python +import argparse + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("command", nargs="?", type=str, help="The command to pass to Siri", default="What time is it?") + parser.add_argument('--openai', action=argparse.BooleanOptionalAction, help="Use OpenAI to detect multiple intents", default=False) + args = parser.parse_args() + + if args.openai: + execute_with_llm(args.command) + else: + execute_command(args.command) +``` + +## Conclusion + +Siri is still dumb. When I ask it to `Switch off the lights`, it default to the home thousands of miles away. But, this code snippet definitely does work! \ No newline at end of file diff --git a/Resources/images/opengraph/posts/2023-02-08-Interact-with-siri-from-the-terminal.png b/Resources/images/opengraph/posts/2023-02-08-Interact-with-siri-from-the-terminal.png new file mode 100644 index 0000000..54c04a4 Binary files /dev/null and b/Resources/images/opengraph/posts/2023-02-08-Interact-with-siri-from-the-terminal.png differ diff --git a/docs/feed.rss b/docs/feed.rss index d81a885..22944f0 100644 --- a/docs/feed.rss +++ b/docs/feed.rss @@ -4,8 +4,8 @@ Navan's Archive Rare Tips, Tricks and Posts https://web.navan.dev/en - Wed, 01 Feb 2023 12:29:22 -0000 - Wed, 01 Feb 2023 12:29:22 -0000 + Wed, 08 Feb 2023 17:38:18 -0000 + Wed, 08 Feb 2023 17:38:18 -0000 250 @@ -4268,6 +4268,251 @@ return path(str, boost::filesystem::native); ]]> + + + https://web.navan.dev/posts/2023-02-08-Interact-with-siri-from-the-terminal.html + + + Interacting with Siri using the command line + + + Code snippet to interact with Siri by issuing commands from the command-line. + + https://web.navan.dev/posts/2023-02-08-Interact-with-siri-from-the-terminal.html + Wed, 08 Feb 2023 17:21:00 -0000 + Interacting with Siri using the command line + +

My main objective was to see if I could issue multi-intent commands in one go. Obviously, Siri cannot do that (neither can Alexa, Cortana, or Google Assistant). The script here can issue either a single command, or use the help of OpenAI's DaVinci model to extract multiple commands and pass them onto siri.

+ +

Prerequisites

+ +
    +
  • Run macOS
    • +
  • Enable type to Siri (Settings > Accessibility -> Type to Siri)
    • +
  • Enable the Terminal to control System Events (The first time you run the script, it will prompt you to enable it)
    • +
+ +

Show me ze code

+ +

If you are here just for the code:

+ +
+
import argparse
+import applescript
+import openai
+
+from os import getenv
+
+openai.api_key = getenv("OPENAI_KEY")
+engine = "text-davinci-003"
+
+def execute_with_llm(command_text: str) -> None:
+    llm_prompt = f"""You are provided with multiple commands as a single command. Break down all the commands and return them in a list of strings. If you are provided with a single command, return a list with a single string, trying your best to understand the command.
+
+    Example:
+    Q: "Turn on the lights and turn off the lights"
+    A: ["Turn on the lights", "Turn off the lights"]
+
+    Q: "Switch off the lights and then play some music"
+    A: ["Switch off the lights", "Play some music"]
+
+    Q: "I am feeling sad today, play some music"
+    A: ["Play some cheerful music"]
+
+    Q: "{command_text}"
+    A: 
+    """
+
+    completion = openai.Completion.create(engine=engine, prompt=llm_prompt, max_tokens=len(command_text.split(" "))*2)
+
+    for task in eval(completion.choices[0].text):
+        execute_command(task)
+
+
+def execute_command(command_text: str) -> None:
+    """Execute a Siri command."""
+
+    script = applescript.AppleScript(f"""
+        tell application "System Events" to tell the front menu bar of process "SystemUIServer"
+            tell (first menu bar item whose description is "Siri")
+                perform action "AXPress"
+            end tell
+        end tell
+
+        delay 2
+
+        tell application "System Events"
+            set textToType to "{command_text}"
+            keystroke textToType
+            key code 36
+        end tell
+    """)
+
+    script.run()
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("command", nargs="?", type=str, help="The command to pass to Siri", default="What time is it?")
+    parser.add_argument('--openai', action=argparse.BooleanOptionalAction, help="Use OpenAI to detect multiple intents", default=False)
+    args = parser.parse_args()
+
+    if args.openai:
+        execute_with_llm(args.command)
+    else:
+        execute_command(args.command)
+
+
+ +

Usage:

+ +
+
python3 main.py "play some taylor swift"
+python3 main.py "turn off the lights and play some music" --openai
+
+
+ +

ELI5

+ +

I am not actually going to explain it as if I am explaining to a five-year old kid.

+ +

AppleScript

+ +

In the age of Siri Shortcuts, AppleScript can still do more. It is a scripting language created by Apple that can help you automate pretty much anything you see on your screen.

+ +

We use the following AppleScript to trigger Siri and then type in our command:

+ +
+
tell application "System Events" to tell the front menu bar of process "SystemUIServer"
+    tell (first menu bar item whose description is "Siri")
+        perform action "AXPress"
+    end tell
+end tell
+
+delay 2
+
+tell application "System Events"
+    set textToType to "Play some rock music"
+    keystroke textToType
+    key code 36
+end tell
+
+
+ +

This first triggers Siri, waits for a couple of seconds, and then types in our command. In the script, this functionality is handled by the execute_command function.

+ +
+
import applescript
+
+def execute_command(command_text: str) -> None:
+    """Execute a Siri command."""
+
+    script = applescript.AppleScript(f"""
+        tell application "System Events" to tell the front menu bar of process "SystemUIServer"
+            tell (first menu bar item whose description is "Siri")
+                perform action "AXPress"
+            end tell
+        end tell
+
+        delay 2
+
+        tell application "System Events"
+            set textToType to "{command_text}"
+            keystroke textToType
+            key code 36
+        end tell
+    """)
+
+    script.run()
+
+
+ +

Multi-Intent Commands

+ +

We can call OpenAI's API to autocomplete our prompt and extract multiple commands. We don't need to use OpenAI's API, and can also simply use Google's Flan-T5 model using HuggingFace's transformers library.

+ +

Ze Prompt

+ +
+
You are provided with multiple commands as a single command. Break down all the commands and return them in a list of strings. If you are provided with a single command, return a list with a single string, trying your best to understand the command.
+
+    Example:
+    Q: "Turn on the lights and turn off the lights"
+    A: ["Turn on the lights", "Turn off the lights"]
+
+    Q: "Switch off the lights and then play some music"
+    A: ["Switch off the lights", "Play some music"]
+
+    Q: "I am feeling sad today, play some music"
+    A: ["Play some cheerful music"]
+
+    Q: "{command_text}"
+    A:
+
+
+ +

This prompt gives the model a few examples to increase the generation accuracy, along with instructing it to return a Python list.

+ +

Ze Code

+ +
+
import openai
+
+from os import getenv
+
+openai.api_key = getenv("OPENAI_KEY")
+engine = "text-davinci-003"
+
+def execute_with_llm(command_text: str) -> None:
+    llm_prompt = f"""You are provided with multiple commands as a single command. Break down all the commands and return them in a list of strings. If you are provided with a single command, return a list with a single string, trying your best to understand the command.
+
+    Example:
+    Q: "Turn on the lights and turn off the lights"
+    A: ["Turn on the lights", "Turn off the lights"]
+
+    Q: "Switch off the lights and then play some music"
+    A: ["Switch off the lights", "Play some music"]
+
+    Q: "I am feeling sad today, play some music"
+    A: ["Play some cheerful music"]
+
+    Q: "{command_text}"
+    A: 
+    """
+
+    completion = openai.Completion.create(engine=engine, prompt=llm_prompt, max_tokens=len(command_text.split(" "))*2)
+
+    for task in eval(completion.choices[0].text): # NEVER EVAL IN PROD RIGHT LIKE THIS
+        execute_command(task)
+
+
+ +

Gluing together code

+ +

To finish it all off, we can use argparse to only send the input command to OpenAI when asked to do so.

+ +
+
import argparse
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("command", nargs="?", type=str, help="The command to pass to Siri", default="What time is it?")
+    parser.add_argument('--openai', action=argparse.BooleanOptionalAction, help="Use OpenAI to detect multiple intents", default=False)
+    args = parser.parse_args()
+
+    if args.openai:
+        execute_with_llm(args.command)
+    else:
+        execute_command(args.command)
+
+
+ +

Conclusion

+ +

Siri is still dumb. When I ask it to Switch off the lights, it default to the home thousands of miles away. But, this code snippet definitely does work!

+]]> + + https://web.navan.dev/posts/2020-01-16-Image-Classifier-Using-Turicreate.html diff --git a/docs/images/opengraph/posts/2023-02-08-Interact-with-siri-from-the-terminal.png b/docs/images/opengraph/posts/2023-02-08-Interact-with-siri-from-the-terminal.png new file mode 100644 index 0000000..54c04a4 Binary files /dev/null and b/docs/images/opengraph/posts/2023-02-08-Interact-with-siri-from-the-terminal.png differ diff --git a/docs/index.html b/docs/index.html index 335b013..c414507 100644 --- a/docs/index.html +++ b/docs/index.html @@ -59,6 +59,27 @@
    +
  • Interacting with Siri using the command line
    • +
      +
    • Code snippet to interact with Siri by issuing commands from the command-line.
      • +
    • Published On: 2023-02-08 17:21
      • +
    • Tags: + + Tutorial, + + Code-Snippet, + + Python, + + Siri, + + macOS, + + AppleScript + +
    + +
  • Posting blogs as Mastodon Toots
    • Cross posting blog posts to Mastodon
      • diff --git a/docs/posts/2023-02-08-Interact-with-siri-from-the-terminal.html b/docs/posts/2023-02-08-Interact-with-siri-from-the-terminal.html new file mode 100644 index 0000000..2db536b --- /dev/null +++ b/docs/posts/2023-02-08-Interact-with-siri-from-the-terminal.html @@ -0,0 +1,300 @@ + + + + + + + + + Interacting with Siri using the command line + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
      + +

      Interacting with Siri using the command line

      + +

      My main objective was to see if I could issue multi-intent commands in one go. Obviously, Siri cannot do that (neither can Alexa, Cortana, or Google Assistant). The script here can issue either a single command, or use the help of OpenAI's DaVinci model to extract multiple commands and pass them onto siri.

      + +

      Prerequisites

      + +
        +
      • Run macOS
        • +
      • Enable type to Siri (Settings > Accessibility -> Type to Siri)
        • +
      • Enable the Terminal to control System Events (The first time you run the script, it will prompt you to enable it)
        • +
      + +

      Show me ze code

      + +

      If you are here just for the code:

      + +
      +
      import argparse
+import applescript
+import openai
+
+from os import getenv
+
+openai.api_key = getenv("OPENAI_KEY")
+engine = "text-davinci-003"
+
+def execute_with_llm(command_text: str) -> None:
+    llm_prompt = f"""You are provided with multiple commands as a single command. Break down all the commands and return them in a list of strings. If you are provided with a single command, return a list with a single string, trying your best to understand the command.
+
+    Example:
+    Q: "Turn on the lights and turn off the lights"
+    A: ["Turn on the lights", "Turn off the lights"]
+
+    Q: "Switch off the lights and then play some music"
+    A: ["Switch off the lights", "Play some music"]
+
+    Q: "I am feeling sad today, play some music"
+    A: ["Play some cheerful music"]
+
+    Q: "{command_text}"
+    A: 
+    """
+
+    completion = openai.Completion.create(engine=engine, prompt=llm_prompt, max_tokens=len(command_text.split(" "))*2)
+
+    for task in eval(completion.choices[0].text):
+        execute_command(task)
+
+
+def execute_command(command_text: str) -> None:
+    """Execute a Siri command."""
+
+    script = applescript.AppleScript(f"""
+        tell application "System Events" to tell the front menu bar of process "SystemUIServer"
+            tell (first menu bar item whose description is "Siri")
+                perform action "AXPress"
+            end tell
+        end tell
+
+        delay 2
+
+        tell application "System Events"
+            set textToType to "{command_text}"
+            keystroke textToType
+            key code 36
+        end tell
+    """)
+
+    script.run()
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("command", nargs="?", type=str, help="The command to pass to Siri", default="What time is it?")
+    parser.add_argument('--openai', action=argparse.BooleanOptionalAction, help="Use OpenAI to detect multiple intents", default=False)
+    args = parser.parse_args()
+
+    if args.openai:
+        execute_with_llm(args.command)
+    else:
+        execute_command(args.command)
+
      +
      + +

      Usage:

      + +
      +
      python3 main.py "play some taylor swift"
+python3 main.py "turn off the lights and play some music" --openai
+
      +
      + +

      ELI5

      + +

      I am not actually going to explain it as if I am explaining to a five-year old kid.

      + +

      AppleScript

      + +

      In the age of Siri Shortcuts, AppleScript can still do more. It is a scripting language created by Apple that can help you automate pretty much anything you see on your screen.

      + +

      We use the following AppleScript to trigger Siri and then type in our command:

      + +
      +
      tell application "System Events" to tell the front menu bar of process "SystemUIServer"
+    tell (first menu bar item whose description is "Siri")
+        perform action "AXPress"
+    end tell
+end tell
+
+delay 2
+
+tell application "System Events"
+    set textToType to "Play some rock music"
+    keystroke textToType
+    key code 36
+end tell
+
      +
      + +

      This first triggers Siri, waits for a couple of seconds, and then types in our command. In the script, this functionality is handled by the execute_command function.

      + +
      +
      import applescript
+
+def execute_command(command_text: str) -> None:
+    """Execute a Siri command."""
+
+    script = applescript.AppleScript(f"""
+        tell application "System Events" to tell the front menu bar of process "SystemUIServer"
+            tell (first menu bar item whose description is "Siri")
+                perform action "AXPress"
+            end tell
+        end tell
+
+        delay 2
+
+        tell application "System Events"
+            set textToType to "{command_text}"
+            keystroke textToType
+            key code 36
+        end tell
+    """)
+
+    script.run()
+
      +
      + +

      Multi-Intent Commands

      + +

      We can call OpenAI's API to autocomplete our prompt and extract multiple commands. We don't need to use OpenAI's API, and can also simply use Google's Flan-T5 model using HuggingFace's transformers library.

      + +

      Ze Prompt

      + +
      +
      You are provided with multiple commands as a single command. Break down all the commands and return them in a list of strings. If you are provided with a single command, return a list with a single string, trying your best to understand the command.
+
+    Example:
+    Q: "Turn on the lights and turn off the lights"
+    A: ["Turn on the lights", "Turn off the lights"]
+
+    Q: "Switch off the lights and then play some music"
+    A: ["Switch off the lights", "Play some music"]
+
+    Q: "I am feeling sad today, play some music"
+    A: ["Play some cheerful music"]
+
+    Q: "{command_text}"
+    A:
+
      +
      + +

      This prompt gives the model a few examples to increase the generation accuracy, along with instructing it to return a Python list.

      + +

      Ze Code

      + +
      +
      import openai
+
+from os import getenv
+
+openai.api_key = getenv("OPENAI_KEY")
+engine = "text-davinci-003"
+
+def execute_with_llm(command_text: str) -> None:
+    llm_prompt = f"""You are provided with multiple commands as a single command. Break down all the commands and return them in a list of strings. If you are provided with a single command, return a list with a single string, trying your best to understand the command.
+
+    Example:
+    Q: "Turn on the lights and turn off the lights"
+    A: ["Turn on the lights", "Turn off the lights"]
+
+    Q: "Switch off the lights and then play some music"
+    A: ["Switch off the lights", "Play some music"]
+
+    Q: "I am feeling sad today, play some music"
+    A: ["Play some cheerful music"]
+
+    Q: "{command_text}"
+    A: 
+    """
+
+    completion = openai.Completion.create(engine=engine, prompt=llm_prompt, max_tokens=len(command_text.split(" "))*2)
+
+    for task in eval(completion.choices[0].text): # NEVER EVAL IN PROD RIGHT LIKE THIS
+        execute_command(task)
+
      +
      + +

      Gluing together code

      + +

      To finish it all off, we can use argparse to only send the input command to OpenAI when asked to do so.

      + +
      +
      import argparse
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("command", nargs="?", type=str, help="The command to pass to Siri", default="What time is it?")
+    parser.add_argument('--openai', action=argparse.BooleanOptionalAction, help="Use OpenAI to detect multiple intents", default=False)
+    args = parser.parse_args()
+
+    if args.openai:
+        execute_with_llm(args.command)
+    else:
+        execute_command(args.command)
+
      +
      + +

      Conclusion

      + +

      Siri is still dumb. When I ask it to Switch off the lights, it default to the home thousands of miles away. But, this code snippet definitely does work!

      + +
      If you have scrolled this far, consider subscribing to my mailing list here. You can subscribe to either a specific type of post you are interested in, or subscribe to everything with the "Everything" list.
      + +
      + +
      +
      + + + + + + \ No newline at end of file diff --git a/docs/posts/index.html b/docs/posts/index.html index ace6ce7..5fed354 100644 --- a/docs/posts/index.html +++ b/docs/posts/index.html @@ -62,6 +62,27 @@