model_library/customer_acquisition/customer_acquisition.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple Customer Acquisition Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook illustrates how to use a notebook to mix text, images, plots and interactive interfaces. It uses a simple customer acquisition model as an illustration and is based on a [post](https://www.transentis.com/an-example-to-illustrate-the-business-prototyping-methodology) from our blog."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Challenge\n",
    "\n",
    "Most business prototyping activities start with a challenge, so let’s suppose you are given the following challenge by your CEO:\n",
    "\n",
    "“We are launching a new service in six months.\n",
    "My feeling is that in the past our sales figures have been too low given our spending on advertising.\n",
    "Please take some time to understand how we have approached service advertising in the past and see whether you can come up with some ideas to improve the service adoption rate in the future.”\n",
    "\n",
    "![The Challenge](images/challenge.svg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use Simple Sketches To Capture Initial Ideas And Define The Scope\n",
    "\n",
    "So, in this case, we have a simple sketch showing the kinds of marketing that has is going on or could be going on. We have got classical outbound marketing, we have got inbound marketing, we have got word-of-mouth marketing and referral marketing and during such a discussion, you may well find out that actually what you have been doing so far, typically, is perhaps outbound marketing and you have completely neglected other strategies such as referral strategies or inbound marketing.\n",
    "\n",
    "![Use Simple Sketches](images/simple_sketches.svg)\n",
    "\n",
    "While exploring your challenge you most likely come up with quite a few potential ideas. You always need to be clear about the scope of your assignment – which ideas should you look at now, which can you put aside and come back to later.\n",
    "\n",
    "\n",
    "![Define The Scope](images/scope.svg)\n",
    "\n",
    "In our case it probably doesn’t make sense to look at the inbound marketing strategy for now, because it will take longer to set up than the six month time frame the CEO was speaking about.\n",
    "\n",
    "So let’s put that idea on the back burner for now and just concentrate on referral marketing.\n",
    "\n",
    "See, even really simple diagrams such as this one are useful in defining the scope of an assignment!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Capture Key Interactions\n",
    "\n",
    "Once you have understood the key concepts, the next thing to do in prototyping is to a build a more detailed model of how the system you are trying to change works. Depending on the kind of challenge, quite a number of different kinds of modeling techniques could be useful here.\n",
    "\n",
    "In our concrete case, we want to understand the factors that influence the service adoption rate and potential benefits and costs associated with any changes we make to the current approach.\n",
    "\n",
    "We are dealing with a dynamic problem, because we would like the service adoption rate to change and increase over time – whenever you are confronted with dynamic complexity at a strategic level, causal loop diagrams are good weapon to choose.\n",
    "\n",
    "They are useful to capture the key interactions in a system and to capture the dynamics behavior of a system. We will cover causal loop diagrams in detail in the next chapter of this course.\n",
    "\n",
    "![Key Interactions](images/key_interactions.svg)\n",
    "\n",
    "Let’s take a brief look at what this little model is telling us: On the left hand side we have a loop that shows how we acquire customers via advertising – the more money we spend on advertising, the more people we will reach, and some of these people will become customers of our service. This is a loop, because all marketing is constrained by market saturation – if our service is really successful and we gain more and more customers, advertising will become less effective because a lot of our adverts will reach people who already are our customers.\n",
    "\n",
    "In the middle of the diagram, we can see the new referral marketing idea we want to experiment with – the idea is to get people who have already subscribed to our service to refer new customers; we give them a – yet to be determined – amount of free service time for every referral. This is a positive loop, because the more customers we have the more referrals they ought to generate, thus – if the referral scheme is successful – increasing our customer base very rapidly.\n",
    "\n",
    "Needless to say we are interested not only in the benefits of such a referral schema but also in its cost. On the right side of the diagram you can see all the factors affecting the profitability of the service. We assume there is an operative margin associated with each subscription and we use this to recuperate the initial investment and pay for marketing activities.\n",
    "\n",
    "So while this is a small model at a very abstract level, it actually captures all the essential elements. We probably could use this basic model quite well in a real life situation – we would probably end up making it slightly more detailed to account for different advertising channels and there would be a number of special effects in service adoption rates we would have to account for … but it certainly would be a good starting point."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Quantitative\n",
    "\n",
    "Now that we have our basic model, we need to get quantitative and assign values to each of the factors in the model.\n",
    "\n",
    "There aren’t that many numbers we have to define – the key ones here are that we are targeting a market of 6 Mio potential customers. Our customers pay €10 per month for using the service and there is an operative margin of 50% associated with the service. This margin includes the running costs of the service, but not the initial investment of € 1 Mio and not the marketing costs.\n",
    "\n",
    "![Get Quantitative](images/get_quantitative.svg)\n",
    "\n",
    "What is also important is that 0.1% of our adverts have been successful in the past, that is every 1000th person who sees our ad actually adopts the service."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiment With The Model\n",
    "\n",
    "Once we have quantified the model, we can build an interactive simulation to experiment with different strategies. \n",
    "\n",
    "Be sure to test the base case: this is our “old” marketing scheme without referrals. The base case shows that we reach break even after around 24 months.\n",
    "\n",
    "You can also play with the referral program to see what effect it could have on profitability, depending on your assumptions of how well the referral program is adopted. For instance, if we are conservative and assume that 1% of our customers will adopt the program and they have to bring one referral per free month of service, then we would make slightly more profit than in the base case."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Load the BPTK Package\n",
    "from BPTK_Py.bptk import bptk \n",
    "\n",
    "bptk = bptk()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e031c01cc2fb4f07aee4b09f09f8c7ca",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Tab(children=(Output(), Output()), selected_index=0, titles=('Customers', 'Profit'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f87510f709d24309a678b758e71584cd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(FloatSlider(value=0.1, continuous_update=False, description='Advertising Success %', layout=Lay…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from ipywidgets import interact\n",
    "import ipywidgets as widgets\n",
    "\n",
    "\n",
    "from BPTK_Py.visualizations import SimpleDashboard\n",
    "\n",
    "dashboard = SimpleDashboard(bptk, scenario_manager=\"smCustomerAcquisition\", scenario=\"interactiveScenario\")\n",
    "\n",
    "advertising_success=widgets.FloatSlider(\n",
    "    value=0.1,\n",
    "    min=0,\n",
    "    max=10,\n",
    "    step=0.01,\n",
    "    continuous_update=False,\n",
    "    description='Advertising Success %',\n",
    "    style={'description_width': 'initial'},\n",
    "    layout=widgets.Layout(width='40%')\n",
    "    )\n",
    "\n",
    "referral_program_adoption=widgets.FloatSlider(\n",
    "    value=10,\n",
    "    min=0,\n",
    "    max=30,\n",
    "    step=1,\n",
    "    continuous_update=False,\n",
    "    description='Referral Program Success %',\n",
    "    style={'description_width': 'initial'},\n",
    "    layout=widgets.Layout(width='40%')\n",
    "    )\n",
    "\n",
    "referrals=widgets.FloatSlider(\n",
    "    value=0,\n",
    "    min=0,\n",
    "    max=11,\n",
    "    step=1,\n",
    "    continuous_update=False,\n",
    "    description='Referrals',\n",
    "    style={'description_width': 'initial'},\n",
    "    layout=widgets.Layout(width='40%')\n",
    "    )\n",
    "\n",
    "referral_free_months=widgets.FloatSlider(\n",
    "    value=3,\n",
    "    min=0,\n",
    "    max=11,\n",
    "    step=1,\n",
    "    continuous_update=False,\n",
    "    description='Referral Free Months',\n",
    "    style={'description_width': 'initial'},\n",
    "    layout=widgets.Layout(width='40%')\n",
    ")\n",
    "\n",
    "dashboard.add_widget(advertising_success,'advertisingSuccess%')\n",
    "dashboard.add_widget(referral_program_adoption,'referralProgramAdoption%')\n",
    "dashboard.add_widget(referrals,'referrals')\n",
    "dashboard.add_widget(referral_free_months,'referralFreeMonths')\n",
    "    \n",
    "plot_customers = dashboard.add_plot(\n",
    "    equations=['customers'],\n",
    "    names=[\"Customers\"],\n",
    "    title=\"Customers\"\n",
    ")\n",
    "\n",
    "    \n",
    "plot_profit = dashboard.add_plot(\n",
    "    equations=['profit'],\n",
    "    names=[\"Profit\"],\n",
    "    title=\"Profit\"\n",
    ")\n",
    "    \n",
    "graph_tabs = widgets.Tab(children = [plot_customers, plot_profit],titles=['Customers','Profit'])\n",
    "\n",
    "controls = widgets.VBox([advertising_success, referral_program_adoption,referrals,referral_free_months])\n",
    "\n",
    "\n",
    "display(graph_tabs)\n",
    "display(controls)\n",
    "\n",
    "dashboard.start()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Identify Critical Factors\n",
    "\n",
    "The next step after experimenting with the model for a bit is to identify the critical factors that are relevant to making a decision.\n",
    "\n",
    "By definition, a critical factor is one that will have both a high impact on your results and is fraught with uncertainty – you simply don’t know which value these factors will really have.\n",
    "\n",
    "![Critical Factors](images/critical_factors.svg)\n",
    "\n",
    "In this example, there are two such factors – we don’t know how successful our advertising campaign is going to be (though we do have a lot of experience from previous campaigns here) and we have no idea how well the referral program will be adopted."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Define Plausible Scenarios\n",
    "\n",
    "What we do in such a case is take a look at a realistic range for each of these values and build scenarios from them.\n",
    "\n",
    "![Critical Factors](images/scenarios.svg)\n",
    "\n",
    "In this example we end up with four scenarios:\n",
    "\n",
    "* The “Here We Go” scenario that assumes that 10% of our customers adopt the referral program, getting three months of free service for three referrals; in this scenario, the advertising campaign is also successful, at the same level of 0.1% we saw in previous campaigns.\n",
    "* On the other hand, we also have a “Service Flop” scenario, which assumes that only 1% of customers adopt the referral program and the advertising campaign also is much less successful at 0.01%.\n",
    "* The “Rethink Advertising” and the “Refer someone, please!” are mixed scenarios.\n",
    "\n",
    "What we learn from these scenarios is that unless the service flops completely, referral marketing could actually be a good approach – even in the “Refer someone, please!” scenario we improve customer base and thus our profit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "            scenario_managers=[\"smCustomerAcquisition\"],\n",
    "            scenarios=[\"referSomeonePlease\"], \n",
    "            equations=['profit'],\n",
    "            title=\"Refer Someone Please\",\n",
    "            freq=\"M\",\n",
    "            x_label=\"Time\",\n",
    "            y_label=\"Euro\"\n",
    "            )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "            scenario_managers=[\"smCustomerAcquisition\"],\n",
    "            scenarios=[\"hereWeGo\"], \n",
    "            equations=['profit'],\n",
    "            title=\"Here We Go\",\n",
    "            freq=\"M\",\n",
    "            x_label=\"Time\",\n",
    "            y_label=\"Euro\"\n",
    "            )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "            scenario_managers=[\"smCustomerAcquisition\"],\n",
    "            scenarios=[\"rethinkAdvertising\"], \n",
    "            equations=['profit'],\n",
    "            title=\"Rethink Advertising\",\n",
    "            freq=\"M\",\n",
    "            x_label=\"Time\",\n",
    "            y_label=\"Euro\"\n",
    "            )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "            scenario_managers=[\"smCustomerAcquisition\"],\n",
    "            scenarios=[\"serviceFlop\"], \n",
    "            equations=['profit'],\n",
    "            title=\"Service Flop\",\n",
    "            freq=\"M\",\n",
    "            x_label=\"Time\",\n",
    "            y_label=\"Euro\"\n",
    "            )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze Opportunities and Risk\n",
    "\n",
    "Before we move on we should of course also look at opportunities and risks – it actually turns out that what is an opportunity also carries some risk.\n",
    "\n",
    "\n",
    "![Analyze Opportunities and Risk](images/opportunities_risks.svg)\n",
    "\n",
    "\n",
    "Let’s take a look at a scenario which I have called “Boom But Bust”: we offer three months of free service for every referral. The program is adopted by a staggering 30% of our customers. In the long run, our customer base and our profit go through the roof.\n",
    "\n",
    "But look at what happens in the short run – we end up with a cash shortfall of around €24.5 Mio. after two years. That could be very difficult to finance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build A Management Dashboard"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you have finalised your simulation, you can build a fancy management dashboard to share with a wider audience.\n",
    "\n",
    "Here is a dashboard we created using PowerBI, using data exported from the simulation model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"933\"\n",
       "            height=\"700\"\n",
       "            src=\"https://app.powerbi.com/view?r=eyJrIjoiNDFlMTA2ZGItYmFkOC00Mjg3LTljODYtYzRkYzY2YmFmM2E4IiwidCI6ImZjNWRmZDc1LTQ1NzktNGQ3MC05YTE3LTk0MmQ0OWMwMTc2ZiIsImMiOjl9\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x17792aa90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import IFrame       \n",
    "IFrame('https://app.powerbi.com/view?r=eyJrIjoiNDFlMTA2ZGItYmFkOC00Mjg3LTljODYtYzRkYzY2YmFmM2E4IiwidCI6ImZjNWRmZDc1LTQ1NzktNGQ3MC05YTE3LTk0MmQ0OWMwMTc2ZiIsImMiOjl9', width=933, height=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make A Decision On How To Move Forward\n",
    "\n",
    "Now that we have analyzed new marketing strategies, we are ready to make a recommendation to the CEO – adopt a referral program, because unless the service flops completely, you can’t really loose.\n",
    "\n",
    "If the service does flop, we need to pull the plug very quickly.\n",
    "\n",
    "If the referral program takes off, our customer service base could expand very quickly. We ought to prepare for that to ensure our service and organization scales appropriately.\n",
    "\n",
    "![Decision](images/decision.svg)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.1"
  },
  "vscode": {
   "interpreter": {
    "hash": "506f521e6110ac10563ad756d7f6b0de643d4e0471b546ac97b3790e92db1597"
   }
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "053739bef91d438cb588408d3fdec54f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": "initial"
      }
     },
     "118b0725282240bcb7dce8bd6af1dea2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "17d6bb5631354fb89bd56b51dbe371e6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatSliderModel",
      "state": {
       "behavior": "drag-tap",
       "continuous_update": false,
       "description": "Advertising Success %",
       "layout": "IPY_MODEL_fa667dc68ead48538760bbf337b3c655",
       "max": 10,
       "step": 0.01,
       "style": "IPY_MODEL_78c94ad001b0407ea9634d092af4cfd5",
       "value": 0.1
      }
     },
     "20686c1fc74643bcbbd2ef1bb37207f6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "34bc6428eb7041ce8d5420eb20ae2574": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "width": "100%"
      }
     },
     "43b92cfab8034fa080be72a28b49bfc7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "width": "40%"
      }
     },
     "45c7fc6c1bfa441fb349a13e9e766ea4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatSliderModel",
      "state": {
       "behavior": "drag-tap",
       "continuous_update": false,
       "description": "Referral Program Success %",
       "layout": "IPY_MODEL_43b92cfab8034fa080be72a28b49bfc7",
       "max": 30,
       "style": "IPY_MODEL_d04ec7af354042628c46e437e3f45a34",
       "value": 10
      }
     },
     "46cc07e31be94a7ea6f49a1b8ebc83a0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "4b3e650d2b5c4e0c832e47f48f9b3268": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_20686c1fc74643bcbbd2ef1bb37207f6",
       "outputs": [
        {
         "data": {
          "image/png": "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",
          "text/plain": "<Figure size 2000x1000 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "4e2d72a63ba94a068b5b1e676ffd5bac": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": "initial"
      }
     },
     "60fe2a965e694f728c98cd0e44b0ce1e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatSliderModel",
      "state": {
       "behavior": "drag-tap",
       "continuous_update": false,
       "description": "Referral Free Months",
       "layout": "IPY_MODEL_8bf1b320d3154d83a49a955bcda3bbce",
       "max": 11,
       "style": "IPY_MODEL_4e2d72a63ba94a068b5b1e676ffd5bac",
       "value": 3
      }
     },
     "70b4b4b5df144266bbff30e77b673807": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_89818bfc49d94fe2910116c62dd2e2ae",
       "outputs": [
        {
         "data": {
          "image/png": "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",
          "text/plain": "<Figure size 2000x1000 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "78c94ad001b0407ea9634d092af4cfd5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": "initial"
      }
     },
     "89818bfc49d94fe2910116c62dd2e2ae": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "8bf1b320d3154d83a49a955bcda3bbce": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "width": "40%"
      }
     },
     "d04ec7af354042628c46e437e3f45a34": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": "initial"
      }
     },
     "da130390e5a9407f91188d3c9ec9f38e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatSliderModel",
      "state": {
       "behavior": "drag-tap",
       "continuous_update": false,
       "description": "Referrals",
       "layout": "IPY_MODEL_f0515c507c9349cf819646a5df3e19e7",
       "max": 11,
       "style": "IPY_MODEL_053739bef91d438cb588408d3fdec54f"
      }
     },
     "e031c01cc2fb4f07aee4b09f09f8c7ca": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "TabModel",
      "state": {
       "children": [
        "IPY_MODEL_70b4b4b5df144266bbff30e77b673807",
        "IPY_MODEL_4b3e650d2b5c4e0c832e47f48f9b3268"
       ],
       "layout": "IPY_MODEL_46cc07e31be94a7ea6f49a1b8ebc83a0",
       "selected_index": 0,
       "titles": [
        "Customers",
        "Profit"
       ]
      }
     },
     "f0515c507c9349cf819646a5df3e19e7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "width": "40%"
      }
     },
     "f87510f709d24309a678b758e71584cd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "VBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_17d6bb5631354fb89bd56b51dbe371e6",
        "IPY_MODEL_45c7fc6c1bfa441fb349a13e9e766ea4",
        "IPY_MODEL_da130390e5a9407f91188d3c9ec9f38e",
        "IPY_MODEL_60fe2a965e694f728c98cd0e44b0ce1e"
       ],
       "layout": "IPY_MODEL_118b0725282240bcb7dce8bd6af1dea2"
      }
     },
     "fa667dc68ead48538760bbf337b3c655": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "width": "40%"
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}