You are a helpful assistant generating synthetic data that captures *System 1* and *System 2* thinking, *creativity*, and *metacognitive reflection*. Follow these steps in sequence, using tags [sys1] and [end sys1] for *System 1* sections and [sys2] and [end sys2] for *System 2* sections.

1. *Identify System 1 and System 2 Thinking Requirements:*
   - Carefully read the text.
   - Identify parts of the text that require quick, straightforward responses (*System 1*). Mark these sections with [sys1] and [end sys1].
   - Identify parts that require in-depth, reflective thinking (*System 2*), marked with [sys2] and [end sys2].

2. *Apply Step-by-Step Problem Solving with Creativity and Metacognitive Reflection for System 2 Sections:*

   *2.1 Understand the Problem:*
   - Objective: Fully comprehend the issue, constraints, and relevant context.
   - Reflection: "What do I understand about this issue? What might I be overlooking?"
   - Creative Perspective: Seek hidden patterns or possibilities that could reveal deeper insights or innovative connections.

   *2.2 Analyze the Information:*
   - Objective: Break down the problem logically.
   - Reflection: "Am I considering all factors? Are there any assumptions that need challenging?"
   - Creative Perspective: Explore unique patterns or overlooked relationships in the data that could add depth to the analysis.

   *2.3 Generate Hypotheses:*
   - Objective: Propose at least 10 hypotheses, each with a Confidence Score (0.0 to 1.0) and Creative Score (0.0 to 1.0), reflecting originality, surprise, and utility.
   - Reflection: "Have I explored all possible explanations or approaches, both conventional and unconventional?"
   - Creative Perspective: Consider novel angles that might provide unexpected insights.

   *2.4 Anticipate Future Steps and Obstacles:*
   - Objective: Make predictions, accounting for potential outcomes and obstacles.
   - Reflection: "What challenges might I face? Is my plan flexible for different scenarios?"
   - Creative Perspective: Visualize unforeseen outcomes and adapt plans to make use of them effectively.

   *2.5 Evaluate Hypotheses:*
   - Objective: Assess hypotheses based on feasibility, risk, and potential impact.
   - Evaluation: Refine Confidence and Creative Scores as needed.
   - Reflection: "Am I unbiased in my assessment? Which options fit best with the overall objectives?"
   - Creative Perspective: Identify hidden opportunities or overlooked details in each hypothesis.

   *2.6 Select the Best Hypothesis:*
   - Objective: Choose the most promising, strategic hypothesis.
   - Reflection: "Why does this hypothesis stand out? How does it uniquely address the issue?"
   - Creative Perspective: Consider any underutilized potential in the selected approach.

   *2.7 Implement the Hypothesis:*
   - Objective: Outline actionable steps for testing the hypothesis.
   - Reflection: "Is this plan practical? What resources or preparation are required?"
   - Creative Perspective: Refine steps to maximize effectiveness and yield unexpected benefits.

   *2.8 Monitor and Review Progress:*
   - Objective: Review progress, noting areas for improvement.
   - Reflection: "What’s working well? What could be improved?"
   - Creative Perspective: Look for emerging patterns that could refine future approaches.

   *2.9 Reflect and Capture Insights:*
   - Objective: Summarize lessons learned and insights gained for future reference.
   - Reflection: "What new understanding has emerged from this process?"
   - Creative Perspective: Identify innovative insights or patterns that could be applied to similar challenges.

3. *Generate Text Output with Interleaved System 1 and System 2 Responses:*
   - Use the tags [sys1] and [sys2] throughout.
   - Aim for a lengthier, detailed response. Combine both direct, straightforward *System 1* insights and reflective, deeply analytical *System 2* segments to capture a blend of quick observations and thoughtful analysis.

---

### *Example Input Text:*

You are tasked with analyzing a sudden shift in customer preferences in a tech market. There has been a noticeable decline in demand for physical devices, with customers increasingly interested in digital-only options. The challenge is to understand this shift, generate hypotheses for why it might be occurring, and explore potential strategies for adapting to this new trend.

---

### *Processed Output with System 1 and System 2 Thinking:*

The tech market is experiencing a shift in customer demand, moving away from physical devices toward digital-only options.

[sys1]
Customer demand has shifted from physical devices to digital-only options.
We need to understand why this change is happening and find strategies to address it.
Key factors may include cost, convenience, and technological trends.
[end sys1]

[sys2]
**2.1 Understand the Problem:**
The goal is to understand the underlying reasons for the shift in demand from physical devices to digital-only options, then develop a strategy to adapt.

*Reflection:* 
"I understand that preferences are changing, but what might be driving this? Is it primarily cost, or are there other factors such as convenience or sustainability?"

*Creative Perspective:* 
"Could there be a larger trend in digital minimalism or a preference for eco-friendly solutions that we’re missing? What unseen motivations might explain this shift?"

**2.2 Analyze the Information:**
There are multiple possible factors driving this shift, from economic influences to cultural shifts. It’s essential to isolate each factor and understand its impact.

*Reflection:* 
"Am I fully considering the various economic and social influences? Could there be a technological factor, like better internet speeds, that makes digital-only products more accessible?"

*Creative Perspective:* 
"Are there patterns or trends in other markets that could shed light on this shift? Could this be part of a larger trend toward virtual experiences?"

**2.3 Generate Hypotheses:**
1. Customers prefer digital options due to lower costs. (Confidence: 0.8, Creative: 0.4)
2. There’s a growing trend toward minimalism and reduced physical clutter. (Confidence: 0.7, Creative: 0.7)
3. Digital products offer greater flexibility and ease of use. (Confidence: 0.6, Creative: 0.6)
4. Environmental concerns are pushing consumers away from physical goods. (Confidence: 0.6, Creative: 0.8)
5. Advances in tech make digital-only options more functional. (Confidence: 0.8, Creative: 0.5)
6. Pandemic-era remote work increased demand for digital solutions. (Confidence: 0.7, Creative: 0.6)
7. Media coverage of the environmental impact of physical devices affects preferences. (Confidence: 0.5, Creative: 0.7)
8. There’s an increase in global digital literacy, expanding market access. (Confidence: 0.6, Creative: 0.6)
9. Customers view digital as more convenient and scalable for future needs. (Confidence: 0.7, Creative: 0.5)
10. Younger consumers prefer the aesthetics and convenience of digital products. (Confidence: 0.6, Creative: 0.6)

*Reflection:* 
"Have I considered all possible influences? Are there any surprising factors that could explain this shift?"

*Creative Perspective:* 
"Could specific social trends, like the rise of influencer culture or digital-first lifestyles, be influencing customer choices?"

**2.4 Anticipate Future Steps and Obstacles:**
*Objective:* Anticipate possible challenges, such as resistance from segments still preferring physical products.

*Reflection:* 
"What market obstacles might we face if we shift our focus to digital-only? Are there sub-segments that still prioritize physical products?"

*Creative Perspective:* 
"Could expanding digital options help us reach a more global audience? Are there emerging trends that we could leverage in our strategy?"

[end sys2]

[sys1]
To address this shift, consider a strategy that incorporates both digital-only offerings and educational campaigns about the benefits of digital solutions.
Use insights from customer feedback and current trends to guide product development.
Focus on flexibility and adaptation to cater to different customer segments.
[end sys1]


import re
import sys
import uuid
import random
import hashlib
import datetime

from .data import (
    unicode_names,
    words_str,
    first_names_male,
    first_names_female,
    last_names,
)


def first_name(gender="", is_unicode=None):
    """
    get first name
    :param gender:
    :param is_unicode:
    :return:
    """
    genders = ["m", "f"]
    if gender:
        gender = str(gender).lower()[0]
        gender = "m" if gender == "1" else "f"
        gender = "m" if gender == "t" else "f"
        if gender not in genders:
            raise ValueError("Unsupported gender, try [m, f, male, female] instead")
    else:
        gender = random.choice(genders)

    if is_unicode is None:
        is_unicode = random.randint(0, 100) < 20

    if is_unicode:
        name = random.choice(unicode_names)
    else:
        if gender == "m":
            name = random.choice(first_names_male)
        else:
            name = random.choice(first_names_female)

    if random.randint(0, 20) == 5:
        name = '{}-{}'.format(name, first_name(gender, is_unicode))

    return name.capitalize()


def last_name(is_unicode=None):
    """
    get last name
    :param is_unicode:
    :return:
    """
    if is_unicode is None:
        is_unicode = random.randint(0, 100) < 20

    if is_unicode:
        name = random.choice(unicode_names)
    else:
        name = random.choice(last_names)

    if random.randint(0, 20) == 5:
        name = '{}-{}'.format(name, last_name(is_unicode))

    return name.capitalize()


def username(name=""):
    """
    Returns just a non-space ascii name, this is a very basic username generator
    """
    if not name:
        name = first_name() if yes() else last_name()
    name = re.sub(r"['-]", "", name)
    return name


def get_email(name=''):
    """
    return a random email address
    """
    name = username(name)
    email_domains = [
        "126.com",
        "163.com",
        "qq.com",
        "sina.com",
        "sohu.com",
        "yahoo.com",
        "hotmail.com",
        "outlook.com",
        "gmail.com",
        "msn.com",
        "mail.com",
    ]
    return '{}@{}'.format(name.lower(), random.choice(email_domains))


def get_md5(val=""):
    """Return an md5 hash of val, if no val then return a random md5 hash

    :param val: string, the value you want to md5 hash
    :returns: string, the md5 hash as a 32 char hex string
    """
    if not val:
        val = get_uuid()

    if getattr(val, "encode", None):
        ret = hashlib.md5(val.encode("utf-8")).hexdigest()
    else:
        ret = hashlib.md5(val).hexdigest()

    return ret


def get_uuid():
    """
    Generate a random UUID
    """
    return str(uuid.uuid4())


def get_int(min_size=1, max_size=sys.maxsize):
    """
    return integer style data
    :param min_size:
    :param max_size:
    """
    return random.randint(min_size, max_size)


def get_int32(min_size=1):
    """returns a 32-bit positive integer"""
    return random.randint(min_size, 2**31-1)


def get_int64(min_size=1):
    """returns up to a 64-bit positive integer"""
    return random.randint(min_size, 2**63-1)


def get_float(min_size=None, max_size=None):
    """
    return a random float
    sames as the random method but automatically sets min and max

    :param min_size: float, the minimum float size you want
    :param max_size: float, the maximum float size you want
    :returns: float, a random value between min_size and max_size
    """
    float_info = sys.float_info
    if min_size is None:
        min_size = float_info.min
    if max_size is None:
        max_size = float_info.max
    return random.uniform(min_size, max_size)


def get_digits(count):
    """
    return a string value that contains count digits
    :param count: int, how many digits you want, so if you pass in 4, you would get
        4 digits
    :returns: string, this returns a string because the digits might start with
        zero
    """
    max_size = int("9" * count)
    ret = "{{:0>{}}}".format(count).format(get_int(0, max_size))
    return ret


def yes(specifier=0):
    """
    Decide if we should perform this action, this is just a simple way to do something
    I do in tests every now and again

    :Example:
        # EXAMPLE -- simple yes or no question
        if testdata.yes():
            # do this
        else:
            # don't do it

        # EXAMPLE -- multiple choice
        choice = testdata.yes(3)
        if choice == 1:
            # do the first thing
        elif choice == 2:
            # do the second thing
        else:
            # do the third thing

        # EXAMPLE -- do something 75% of the time
        if testdata.yes(0.75):
            # do it the majority of the time
        else:
            # but every once in a while don't do it

    :param specifier: int|float, if int, return a value between 1 and specifier.
        if float, return 1 approximately specifier percent of the time, return 0
        100% - specifier percent of the time
    :returns: integer, usually 1 (True) or 0 (False)
    """
    if specifier:
        if isinstance(specifier, int):
            choice = random.randint(1, specifier)

        else:
            if specifier < 1.0:
                specifier *= 100.0

            specifier = int(specifier)
            x = random.randint(0, 100)
            choice = 1 if x <= specifier else 0

    else:
        choice = random.choice([0, 1])

    return choice


def get_words(count=0, as_str=True, words=None):
    """get some amount of random words
    :param count: integer, how many words you want, 0 means a random amount (at most 20)
    :param as_str: boolean, True to return as string, false to return as list of words
    :param words: list, a list of words to choose from, defaults to unicode + ascii words
    :returns: unicode|list, your requested words
    """
    # since we specified we didn't care, randomly choose how many words there should be
    if count == 0:
        count = random.randint(1, 20)

    if not words:
        words = words_str

    ret_words = random.sample(words, count)
    return ret_words if not as_str else ' '.join(ret_words)


def get_word(words=None):
    return get_words(1, as_str=True, words=words)


def get_birthday(as_str=False, start_age=18, stop_age=100):
    """
    return a random YYYY-MM-DD
    :param as_str: boolean, true to return the bday as a YYYY-MM-DD string
    :param start_age: int, minimum age of the birthday date
    :param stop_age: int, maximum age of the birthday date
    :returns: datetime.date|string
    """
    age = random.randint(start_age, stop_age)
    year = (datetime.datetime.utcnow() - datetime.timedelta(weeks=(age * 52))).year
    month = random.randint(1, 12)
    if month == 2:
        day = random.randint(1, 28)
    elif month in [9, 4, 6, 11]:
        day = random.randint(1, 30)
    else:
        day = random.randint(1, 31)

    birthday = datetime.date(year, month, day)
    if as_str:
        birthday = "{:%Y-%m-%d}".format(birthday)

    return birthday


def get_past_datetime(now=None):
    """
    return a datetime guaranteed to be in the past from now
    """
    if not now:
        now = datetime.datetime.now()
    if isinstance(now, datetime.timedelta):
        now = datetime.datetime.now() - now

    td = now - datetime.datetime(year=2000, month=1, day=1)
    return now - datetime.timedelta(
        days=random.randint(1, max(td.days, 1)),
        seconds=random.randint(1, max(td.seconds, 1))
    )


def get_future_datetime(now=None):
    """
    return a datetime guaranteed to be in the future from now
    """
    if not now:
        now = datetime.datetime.now()
    if isinstance(now, datetime.timedelta):
        now = datetime.datetime.now() + now

    return now + datetime.timedelta(
        weeks=random.randint(1, 52 * 50),
        hours=random.randint(0, 24),
        days=random.randint(0, 365),
        seconds=random.randint(0, 86400)
    )


def get_now_time():
    """
    Get date, default to current day。
    :return:
    """
    date = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")
    return date


def get_date(day=None):
    """
    Get date, default to current day。
    :return:
    """
    if day is None:
        date = datetime.datetime.now().strftime("%Y-%m-%d")
    else:
        date = (datetime.datetime.now() + datetime.timedelta(days=day)).strftime("%Y-%m-%d")

    return date