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]


# -*- coding: utf-8 -*-

from __future__ import unicode_literals, absolute_import
from future.standard_library import install_aliases
install_aliases()
from past.builtins import basestring

from jinja2 import Environment, PackageLoader

import json, uuid
import re
import datetime
import urllib.request, urllib.error, urllib.parse
import html
from collections import Iterable
from .options import BaseOptions, ChartOptions, ColorAxisOptions, \
    ColorsOptions, CreditsOptions, DrilldownOptions, ExportingOptions, \
    GlobalOptions, LabelsOptions, LangOptions, \
    LegendOptions, LoadingOptions, NavigationOptions, PaneOptions, \
    PlotOptions, SeriesData, SubtitleOptions, TitleOptions, \
    TooltipOptions, xAxisOptions, yAxisOptions, zAxisOptions, MultiAxis

from .highchart_types import Series, SeriesOptions
from .common import Levels, Formatter, CSSObject, SVGObject, JSfunction, RawJavaScriptText, \
    CommonObject, ArrayObject, ColorObject

CONTENT_FILENAME = "content.html"
PAGE_FILENAME = "page.html"

pl = PackageLoader('highcharts.highcharts', 'templates')
jinja2_env = Environment(lstrip_blocks=True, trim_blocks=True, loader=pl)

template_content = jinja2_env.get_template(CONTENT_FILENAME)
template_page = jinja2_env.get_template(PAGE_FILENAME)
    

class Highchart(object):
    """
    Highcharts Base class.
    """
    #: chart count
    count = 0

    # this attribute is overriden by children of this
    # class
    CHART_FILENAME = None
    template_environment = Environment(lstrip_blocks=True, trim_blocks=True,
                                       loader=pl)

    def __init__(self, **kwargs):
        """
        This is the base class for all the charts. The following keywords are
        accepted:
        :keyword: **display_container** - default: ``True``
                  **offline - default: ``False``
                            If True, download all .js and .css file and put them
                            into the generated .html so it can be viewed offline.
        """
        # set the model
        self.model = self.__class__.__name__  #: The chart model,
        self.div_name = kwargs.get("renderTo", "container")

        # an Instance of Jinja2 template
        self.template_page_highcharts = template_page
        self.template_content_highcharts = template_content

        
        # set Javascript src, Highcharts lib needs to make sure it's up to date
        self.JSsource = [
                'https://ajax.googleapis.com/ajax/libs/jquery/1.9.1/jquery.min.js',
                'https://code.highcharts.com/6/highcharts.js',
                'https://code.highcharts.com/6/highcharts-more.js',
                'https://code.highcharts.com/6/modules/heatmap.js',
                'https://code.highcharts.com/6/modules/exporting.js'
            ]

        # set CSS src
        self.CSSsource = [
                'https://www.highcharts.com/highslide/highslide.css',

            ]

        self.offline = kwargs.get("offline", False)

        # set data
        self.data = []
        self.data_temp = []
        # Data from jsonp
        self.jsonp_data_flag = False
        self.jsonp_data_url_list = [] # DEM 2017/07/27: List of JSON data sources

        # set drilldown data
        self.drilldown_data = []
        self.drilldown_data_temp = []

        # javascript
        self.jscript_head_flag = False
        self.jscript_head = kwargs.get('jscript_head', None)
        self.jscript_end_flag = False
        self.jscript_end = kwargs.get('jscript_end', None)

        # accepted keywords
        self.div_style = kwargs.get('style', '')
        self.drilldown_flag = kwargs.get('drilldown_flag', False)

        # None keywords attribute that should be modified by methods
        # We should change all these to _attr

        self._htmlcontent = ''  #: written by buildhtml
        self.htmlheader = ''
        #: Place holder for the graph (the HTML div)
        #: Written by ``buildcontainer``
        self.container = u''
        #: Header for javascript code
        self.containerheader = u''
        # Loading message
        self.loading = 'Loading....'

        # Bind Base Classes to self
        self.options = {
            "chart": ChartOptions(),
            #"colorAxis" : ColorAxisOptions(),
            "colors": ColorsOptions(),
            "credits": CreditsOptions(),
            #"data": #NotImplemented
            "drilldown": DrilldownOptions(),
            "exporting": ExportingOptions(),
            "labels": LabelsOptions(),
            "legend": LegendOptions(),
            "loading": LoadingOptions(),
            "navigation": NavigationOptions(),
            "pane": PaneOptions(),
            "plotOptions": PlotOptions(),
            "series": SeriesData(),
            "subtitle": SubtitleOptions(),
            "title": TitleOptions(),
            "tooltip": TooltipOptions(),
            "xAxis": xAxisOptions(),
            "yAxis": yAxisOptions(),   
        }

        self.setOptions = {
            "global": GlobalOptions(),
            "lang": LangOptions(),
        }

        self.__load_defaults__()

        # Process kwargs
        allowed_kwargs = [
            "width",
            "height",
            "renderTo",
            "backgroundColor",
            "events",
            "marginBottom",
            "marginTop",
            "marginRight",
            "marginLeft"
        ]

        for keyword in allowed_kwargs:
            if keyword in kwargs:
                self.options['chart'].update_dict(**{keyword:kwargs[keyword]})
        # Some Extra Vals to store:
        self.data_set_count = 0
        self.drilldown_data_set_count = 0


    def __load_defaults__(self):
        self.options["chart"].update_dict(renderTo='container')
        self.options["title"].update_dict(text='A New Highchart')
        self.options["credits"].update_dict(enabled=False)


    def add_JSsource(self, new_src):
        """add additional js script source(s)"""
        if isinstance(new_src, list):
            for h in new_src:
                self.JSsource.append(h)
        elif isinstance(new_src, basestring):
            self.JSsource.append(new_src)
        else:
            raise OptionTypeError("Option: %s Not Allowed For Series Type: %s" % type(new_src))


    def add_CSSsource(self, new_src):
        """add additional css source(s)"""
        if isinstance(new_src, list):
            for h in new_src:
                self.CSSsource.append(h)
        elif isinstance(new_src, basestring):
            self.CSSsource.append(new_src)
        else:
            raise OptionTypeError("Option: %s Not Allowed For Series Type: %s" % type(new_src))


    def add_3d_rotation(self):
        self.options3d_rotation_flag = True

    def add_data_set(self, data, series_type="line", name=None, **kwargs):
        """set data for series option in highcharts"""

        self.data_set_count += 1
        if not name:
            name = "Series %d" % self.data_set_count
        kwargs.update({'name':name})

        if series_type == 'treemap':
            self.add_JSsource('http://code.highcharts.com/modules/treemap.js')

        series_data = Series(data, series_type=series_type, **kwargs)
       
        series_data.__options__().update(SeriesOptions(series_type=series_type, **kwargs).__options__())
        self.data_temp.append(series_data)


    def add_drilldown_data_set(self, data, series_type, id, **kwargs):
        """set data for drilldown option in highcharts"""

        self.drilldown_data_set_count += 1
        if self.drilldown_flag == False:
            self.drilldown_flag = True

        kwargs.update({'id':id})
        series_data = Series(data, series_type=series_type, **kwargs)

        series_data.__options__().update(SeriesOptions(series_type=series_type, **kwargs).__options__())
        self.drilldown_data_temp.append(series_data)


    def add_data_from_jsonp(self, data_src, data_name='json_data', series_type="line", name=None, **kwargs):
        """set map data directly from a https source
        the data_src is the https link for data
        and it must be in jsonp format
        """
        if not self.jsonp_data_flag:
            self.jsonp_data_flag = True

            if data_name == 'data':
                data_name = 'json_'+ data_name

            self.jsonp_data = data_name
        self.add_data_set(RawJavaScriptText(data_name), series_type, name=name, **kwargs)
        # DEM 2017/07/27: Append new JSON data source to a list instead of
        #                 replacing whatever already exists
        self.jsonp_data_url_list.append(json.dumps(data_src))


    def add_JSscript(self, js_script, js_loc):
        """add (highcharts) javascript in the beginning or at the end of script
        use only if necessary
        """
        if js_loc == 'head':
            self.jscript_head_flag = True
            if self.jscript_head:
                self.jscript_head = self.jscript_head + '\n' +  js_script
            else:
                self.jscript_head = js_script
        elif js_loc == 'end':
            self.jscript_end_flag = True
            if self.jscript_end:
                self.jscript_end = self.jscript_end + '\n' +  js_script
            else:
                self.jscript_end = js_script
        else:
            raise OptionTypeError("Not An Accepted script location: %s, either 'head' or 'end'" 
                                % js_loc)


    def set_options(self, option_type, option_dict, force_options=False):
        """set plot options """
        if force_options:
            self.options[option_type].update(option_dict)
        elif (option_type == 'yAxis' or option_type == 'xAxis') and isinstance(option_dict, list):
            # For multi-Axis
            self.options[option_type] = MultiAxis(option_type)
            for each_dict in option_dict:
                self.options[option_type].update(**each_dict)
        elif option_type == 'colors':
            self.options["colors"].set_colors(option_dict) # option_dict should be a list
        elif option_type == 'zAxis':
            self.options.update({'zAxis': zAxisOptions()})
            self.options[option_type].update_dict(**option_dict)
        elif option_type in ["global" , "lang"]: #Highcharts.setOptions: 
            self.setOptions[option_type].update_dict(**option_dict)
        elif option_type == 'colorAxis':
            self.options.update({'colorAxis': ColorAxisOptions()})
            self.options[option_type].update_dict(**option_dict)
        else:
            self.options[option_type].update_dict(**option_dict)

        if option_type == 'chart' and 'options3d' in option_dict:
            # Add 3d.js into Javascript source header
            self.add_JSsource("http://code.highcharts.com/highcharts-3d.js")


    def set_dict_options(self, options):
        """for dictionary-like inputs (as object in Javascript)
        options must be in python dictionary format
        """
        if isinstance(options, dict):
            for key, option_data in options.items():
                self.set_options(key, option_data)
        else:
            raise OptionTypeError("Not An Accepted Input Format: %s. Must be Dictionary" %type(options))


    def buildcontent(self):
        """build HTML content only, no header or body tags"""

        self.buildcontainer()
        self.option = json.dumps(self.options, cls = HighchartsEncoder)
        self.setoption = json.dumps(self.setOptions, cls = HighchartsEncoder)
        self.data = json.dumps(self.data_temp, cls = HighchartsEncoder)

        # DEM 2017/04/25: Make 'data' available as an array
        # ... this permits jinja2 array access to each data definition
        # ... which is useful for looping over multiple data sources
        self.data_list = [json.dumps(x, cls = HighchartsEncoder) for x in self.data_temp]

        if self.drilldown_flag: 
            self.drilldown_data = json.dumps(self.drilldown_data_temp, cls = HighchartsEncoder)
        self._htmlcontent = self.template_content_highcharts.render(chart=self).encode('utf-8')


    def buildhtml(self):
        """build the HTML page
        create the htmlheader with css / js
        create html page
        """
        self.buildcontent()
        self.buildhtmlheader()
        self.content = self._htmlcontent.decode('utf-8') # need to ensure unicode
        self._htmlcontent = self.template_page_highcharts.render(chart=self)
        return self._htmlcontent
        

    def buildhtmlheader(self):
        """generate HTML header content"""
        
        if self.drilldown_flag:
            self.add_JSsource('http://code.highcharts.com/modules/drilldown.js')



        if self.offline:
            opener = urllib.request.build_opener()
            opener.addheaders = [('User-Agent', 'Mozilla/5.0')]

            self.header_css = [
                '<style>%s</style>' % opener.open(h).read() for h in self.CSSsource
            ]

            self.header_js = [
                '<script type="text/javascript">%s</script>' % opener.open(h).read() for h in self.JSsource
            ]
        else:
            self.header_css = [
                '<link href="%s" rel="stylesheet" />' % h for h in self.CSSsource
            ]

            self.header_js = [
                '<script type="text/javascript" src="%s"></script>' % h for h in self.JSsource
            ]

        self.htmlheader = ''
        for css in self.header_css:
            self.htmlheader += css
        for js in self.header_js:
            self.htmlheader += js


    def buildcontainer(self):
        """generate HTML div"""
        if self.container:
            return
        # Create HTML div with style
        if self.options['chart'].width:
            if str(self.options['chart'].width)[-1] != '%':
                self.div_style += 'width:%spx;' % self.options['chart'].width
            else:
                self.div_style += 'width:%s;' % self.options['chart'].width
        if self.options['chart'].height:
            if str(self.options['chart'].height)[-1] != '%':
                self.div_style += 'height:%spx;' % self.options['chart'].height
            else:
                self.div_style += 'height:%s;' % self.options['chart'].height

        self.div_name = self.options['chart'].__dict__['renderTo'] # recheck div name
        self.container = self.containerheader + \
            '<div id="%s" style="%s">%s</div>\n' % (self.div_name, self.div_style, self.loading)

    @property
    def htmlcontent(self):
        return self.buildhtml()

    @property
    def iframe(self):
        htmlsrcdoc = html.escape(self.htmlcontent)
        htmlsrcdoc = re.sub('\\n', ' ', htmlsrcdoc)
        htmlsrcdoc = re.sub(' +', ' ', htmlsrcdoc)
        width = int(self.options['chart'].__dict__['width']) if self.options['chart'].__dict__.get('width') else 820
        height = int(self.options['chart'].__dict__['height']) if self.options['chart'].__dict__.get('height') else 520
        
        if self.options['chart'].__dict__.get('options3d'):
            if len(htmlsrcdoc) < 99965000 :
                return '<iframe style="border:0;outline:none;overflow:hidden" src="data:text/html,'+ htmlsrcdoc + '" height=' + str(height) + \
                        ' width=' + str(width) + '></iframe>'
            else:
                return '<iframe style="border:0;outline:none;overflow:hidden" srcdoc="'+ htmlsrcdoc + '" height='+ str(height) + ' width=' + str(width) + '></iframe>'
        else:
            return '<iframe style="border:0;outline:none;overflow:hidden" srcdoc="'+ htmlsrcdoc + '" height='+ str(height) + ' width=' + str(width) + '></iframe>'
    

    def __str__(self):
        """return htmlcontent"""
        #self.buildhtml()
        return self.htmlcontent

    def save_file(self, filename = 'Chart'):
        """ save htmlcontent as .html file """
        filename = filename + '.html'
        
        with open(filename, 'w') as f:
            #self.buildhtml()
            f.write(self.htmlcontent)
        
        f.closed

class HighchartsEncoder(json.JSONEncoder):
    def __init__(self, *args, **kwargs):
        json.JSONEncoder.__init__(self, *args, **kwargs)
        self._replacement_map = {}

    def default(self, obj):
        if isinstance(obj, RawJavaScriptText):
            key = uuid.uuid4().hex
            self._replacement_map[key] = obj.get_jstext()
            return key
        elif isinstance(obj, datetime.datetime):
            utc = obj.utctimetuple()
            obj = (u"Date.UTC({year},{month},{day},{hours},{minutes},{seconds},{millisec})"
                    .format(year=utc[0], month=utc[1]-1, day=utc[2], hours=utc[3],
                            minutes=utc[4], seconds=utc[5], millisec=obj.microsecond/1000))
            return RawJavaScriptText(obj)
        elif isinstance(obj, BaseOptions) or isinstance(obj, MultiAxis):
            return obj.__jsonable__()
        elif isinstance(obj, CSSObject) or isinstance(obj, Formatter) or isinstance(obj, JSfunction): 
            return obj.__jsonable__()
        elif isinstance(obj, SeriesOptions) or isinstance(obj, Series):
            return obj.__jsonable__()
        elif isinstance(obj, CommonObject) or isinstance(obj, ArrayObject) or isinstance(obj, ColorObject):
            return obj.__jsonable__()
        else:
            return json.JSONEncoder.default(self, obj)

    def encode(self, obj):
        result = json.JSONEncoder.encode(self, obj)
        for k, v in self._replacement_map.items():
            result = result.replace('"{}"'.format(k), v)
        return result


class OptionTypeError(Exception):

    def __init__(self,*args):
        self.args = args