17128 lines
1.3 MiB
17128 lines
1.3 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"jupyter": {
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"source_hidden": true
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}
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},
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"outputs": [],
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"source": [
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"# Setup and initialization\n",
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"import pandas as pd\n",
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"import plotly.express as px\n",
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"import plotly.graph_objects as go\n",
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"import numpy as np\n",
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"\n",
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"# Load CSV file into a raw dataframe\n",
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"df = pd.read_csv('churn.csv')\n",
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"\n",
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"# Pull some quick stats\n",
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"category_totals = df.groupby('category').size()\n",
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"\n",
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"user_category_labels = {\n",
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" 'quick-exit': 'Free trial only',\n",
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" 'fair-trial': '74 day churn',\n",
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" 'short-termer': '6 month churn',\n",
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" 'active-user': 'No churn'\n",
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"}\n",
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"metric_timeframe_labels = {\n",
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" 'short term': 'During free trial',\n",
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" 'medium term': 'After trial, before 90 days',\n",
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" 'long term': 'After 90 days, first 6 months'\n",
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"}\n",
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"\n",
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"category_order = {\n",
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" 'category': list(user_category_labels.keys())\n",
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"}\n",
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"\n",
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"def metric_label(metric_key):\n",
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" parts = metric_key.split('_')\n",
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" if \"term\" in parts:\n",
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" timeframe = metric_timeframe_labels[\" \".join(parts[-2:])]\n",
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" name = \" \".join(parts[0:-2]).title()\n",
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" else:\n",
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" timeframe = 'Lifetime'\n",
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" name = parts.join(\" \").title()\n",
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" return f\"{name}: {timeframe}\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"jupyter": {
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"source_hidden": true
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}
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},
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"outputs": [],
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"source": [
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"# Averages chart renderer\n",
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"def averages_chart(metric_name, title):\n",
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" user_categories_to_include = ['quick-exit', 'fair-trial', 'short-termer', 'active-user']\n",
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" metrics_to_include = [f'{metric_name}_short_term', f'{metric_name}_medium_term', f'{metric_name}_long_term']\n",
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" metric_labels = [metric_label(key) for key in metrics_to_include]\n",
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" # Get our averages\n",
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" grouped = df.groupby('category')[metrics_to_include].mean().reset_index()\n",
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" # Pivot the data to a form Plotly will understand\n",
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" melted = grouped.melt(id_vars='category', var_name='timeframe', value_name='value')\n",
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" # Set up the basics of the chart\n",
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" bar_chart = px.bar(\n",
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" melted,\n",
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" x='category',\n",
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" y='value',\n",
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" color='timeframe',\n",
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" barmode='group',\n",
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" title=title,\n",
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" category_orders=category_order,\n",
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" labels=metric_labels\n",
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" )\n",
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" # Make some UX tweaks\n",
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" bar_chart.update_layout(\n",
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" xaxis_title='User Group',\n",
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" yaxis_title='Average Created',\n",
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" legend_title='Creation Timeframe'\n",
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" )\n",
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" bar_chart.update_xaxes(\n",
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" ticktext=list(user_category_labels.values()),\n",
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" tickvals=list(user_category_labels.keys())\n",
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" )\n",
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" for idx, name in enumerate(metric_labels):\n",
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" bar_chart.data[idx].name = name\n",
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" # Go!!!\n",
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" \n",
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" bar_chart.show()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"jupyter": {
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"source_hidden": true
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}
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},
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"outputs": [],
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"source": [
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"# Cumulative averages chart renderer\n",
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"def cumulative_averages_chart(metric_name, title):\n",
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" user_categories_to_include = ['quick-exit', 'fair-trial', 'short-termer', 'active-user']\n",
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" metrics_to_include = [f'{metric_name}_short_term', f'{metric_name}_medium_term', f'{metric_name}_long_term']\n",
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" metric_labels = [metric_label(key) for key in metrics_to_include]\n",
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" # Get our averages\n",
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" grouped = df.groupby('category')[metrics_to_include].mean().reset_index()\n",
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" # Make each column represent itself plus the total of its predecessors to represet a \"snapshot\" at that point.\n",
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" for i in range(1, len(metrics_to_include)):\n",
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" grouped[metrics_to_include[i]] += grouped[metrics_to_include[i - 1]]\n",
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" # Pivot the data to a form Plotly will understand\n",
|
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" melted = grouped.melt(id_vars='category', var_name='timeframe', value_name='value')\n",
|
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" # Set up the basics of the chart\n",
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" bar_chart = px.bar(\n",
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" melted,\n",
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" x='category',\n",
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" y='value',\n",
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" color='timeframe',\n",
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" barmode='group',\n",
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" title=title,\n",
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" category_orders=category_order,\n",
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" labels=metric_labels\n",
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" )\n",
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" # Make some UX tweaks\n",
|
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" bar_chart.update_layout(\n",
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" xaxis_title='User Group',\n",
|
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" yaxis_title='Average Created',\n",
|
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" legend_title='Creation Timeframe'\n",
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" )\n",
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" bar_chart.update_xaxes(\n",
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" ticktext=list(user_category_labels.values()),\n",
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" tickvals=list(user_category_labels.keys())\n",
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" )\n",
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" for idx, name in enumerate(metric_labels):\n",
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" bar_chart.data[idx].name = name\n",
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" # Go!!!\n",
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" \n",
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" bar_chart.show()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"jupyter": {
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"source_hidden": true
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}
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},
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"outputs": [
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{
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"data": {
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"application/vnd.plotly.v1+json": {
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"config": {
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"plotlyServerURL": "https://plot.ly"
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},
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"data": [
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"alignmentgroup": "True",
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"hovertemplate": "timeframe=booking_forms_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
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"pattern": {
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"averages_chart('booking_forms', 'Average # of Booking Forms Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=booking_forms_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "booking_forms_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Booking Forms: During free trial",
|
|
"offsetgroup": "booking_forms_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cumulative_averages_chart('booking_forms', 'Cumulative average # of Booking Forms Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=bookings_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "bookings_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Bookings: During free trial",
|
|
"offsetgroup": "bookings_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "7Dk92DWvtz+g64RH5HfJP+xni5XhG8E/iL/+UYVj0T8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=bookings_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "bookings_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Bookings: After trial, before 90 days",
|
|
"offsetgroup": "bookings_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "V3TbSh9Z4D9LtTwGRWKtPwAAAAAAAAAAENY68oW61j8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=bookings_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "bookings_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Bookings: After 90 days, first 6 months",
|
|
"offsetgroup": "bookings_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "+I6/EloPAUCiiVlWd/VjPwAAAAAAAAAAogUPKMBVzz8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
}
|
|
],
|
|
"layout": {
|
|
"barmode": "group",
|
|
"legend": {
|
|
"title": {
|
|
"text": "Creation Timeframe"
|
|
},
|
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}
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},
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"title": {
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"text": "Average # of Bookings Created"
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"averages_chart('bookings', 'Average # of Bookings Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
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{
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cumulative_averages_chart('bookings', 'Cumulative average # of Bookings Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"averages_chart('employees', 'Average # of Employees Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=employees_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "employees_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Employees: During free trial",
|
|
"offsetgroup": "employees_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "rp4QjcGW8z+Xx6BIrIP2P8vwjSgw6fQ/YFbmEC14+D8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=employees_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "employees_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Employees: After trial, before 90 days",
|
|
"offsetgroup": "employees_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "O6mLJLXg9j8opwawRg73P8vwjSgw6fQ/gKsep735+z8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=employees_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "employees_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Employees: After 90 days, first 6 months",
|
|
"offsetgroup": "employees_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "hO+7Ij1SAEAkh9f70RP3P8vwjSgw6fQ/ZQ7RggcU/j8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
}
|
|
],
|
|
"layout": {
|
|
"barmode": "group",
|
|
"legend": {
|
|
"title": {
|
|
"text": "Creation Timeframe"
|
|
},
|
|
"tracegroupgap": 0
|
|
},
|
|
"template": {
|
|
"data": {
|
|
"bar": [
|
|
{
|
|
"error_x": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"error_y": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "bar"
|
|
}
|
|
],
|
|
"barpolar": [
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cumulative_averages_chart('employees', 'Cumulative average # of Employees Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=contacts_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "contacts_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Contacts: During free trial",
|
|
"offsetgroup": "contacts_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "EshGkZg7IkACJTNpv70jQJC7frZYGSBAj9Pe/EzNJEA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=contacts_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "contacts_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Contacts: After trial, before 90 days",
|
|
"offsetgroup": "contacts_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "WkxCKCvrG0CsJt/6gqn3P/vZYmX4RoQ/qnAsIQMzFEA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=contacts_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "contacts_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Contacts: After 90 days, first 6 months",
|
|
"offsetgroup": "contacts_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "PGyCwBGYJkACJTNpv72BPwAAAAAAAAAAgFThWEIG/j8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
}
|
|
],
|
|
"layout": {
|
|
"barmode": "group",
|
|
"legend": {
|
|
"title": {
|
|
"text": "Creation Timeframe"
|
|
},
|
|
"tracegroupgap": 0
|
|
},
|
|
"template": {
|
|
"data": {
|
|
"bar": [
|
|
{
|
|
"error_x": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"error_y": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "bar"
|
|
}
|
|
],
|
|
"barpolar": [
|
|
{
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "barpolar"
|
|
}
|
|
],
|
|
"carpet": [
|
|
{
|
|
"aaxis": {
|
|
"endlinecolor": "#2a3f5f",
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"minorgridcolor": "white",
|
|
"startlinecolor": "#2a3f5f"
|
|
},
|
|
"baxis": {
|
|
"endlinecolor": "#2a3f5f",
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"minorgridcolor": "white",
|
|
"startlinecolor": "#2a3f5f"
|
|
},
|
|
"type": "carpet"
|
|
}
|
|
],
|
|
"choropleth": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"type": "choropleth"
|
|
}
|
|
],
|
|
"contour": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"colorscale": [
|
|
[
|
|
0,
|
|
"#0d0887"
|
|
],
|
|
[
|
|
0.1111111111111111,
|
|
"#46039f"
|
|
],
|
|
[
|
|
0.2222222222222222,
|
|
"#7201a8"
|
|
],
|
|
[
|
|
0.3333333333333333,
|
|
"#9c179e"
|
|
],
|
|
[
|
|
0.4444444444444444,
|
|
"#bd3786"
|
|
],
|
|
[
|
|
0.5555555555555556,
|
|
"#d8576b"
|
|
],
|
|
[
|
|
0.6666666666666666,
|
|
"#ed7953"
|
|
],
|
|
[
|
|
0.7777777777777778,
|
|
"#fb9f3a"
|
|
],
|
|
[
|
|
0.8888888888888888,
|
|
"#fdca26"
|
|
],
|
|
[
|
|
1,
|
|
"#f0f921"
|
|
]
|
|
],
|
|
"type": "contour"
|
|
}
|
|
],
|
|
"contourcarpet": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"type": "contourcarpet"
|
|
}
|
|
],
|
|
"heatmap": [
|
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{
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|
"colorbar": {
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"outlinewidth": 0,
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"yaxis": {
|
|
"anchor": "x",
|
|
"domain": [
|
|
0,
|
|
1
|
|
],
|
|
"title": {
|
|
"text": "Average Created"
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"averages_chart('contacts', 'Average # of Contacts Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=contacts_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "contacts_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Contacts: During free trial",
|
|
"offsetgroup": "contacts_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "EshGkZg7IkACJTNpv70jQJC7frZYGSBAj9Pe/EzNJEA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=contacts_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "contacts_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Contacts: After trial, before 90 days",
|
|
"offsetgroup": "contacts_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "IPezEpcYMEDYCY/I77ImQEYUmHRqHiBA5At1jc7mLkA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=contacts_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "contacts_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Contacts: After 90 days, first 6 months",
|
|
"offsetgroup": "contacts_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "Pi318p9kO0ChVmk4X7cmQEYUmHRqHiBAOptIbMtTMUA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
}
|
|
],
|
|
"layout": {
|
|
"barmode": "group",
|
|
"legend": {
|
|
"title": {
|
|
"text": "Creation Timeframe"
|
|
},
|
|
"tracegroupgap": 0
|
|
},
|
|
"template": {
|
|
"data": {
|
|
"bar": [
|
|
{
|
|
"error_x": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"error_y": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "bar"
|
|
}
|
|
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cumulative_averages_chart('contacts', 'Cumulative average # of Contacts Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=emails_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "emails_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Emails: During free trial",
|
|
"offsetgroup": "emails_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "mNrRzsUwB0B7ql7TzeUCQN+IApNOzQNAIlrwgAJcBUA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=emails_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "emails_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Emails: After trial, before 90 days",
|
|
"offsetgroup": "emails_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "alTYu5xPLECUN4nucYb6P5sHuetni7U/aRhBWOtII0A=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=emails_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "emails_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Emails: After 90 days, first 6 months",
|
|
"offsetgroup": "emails_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "7gaLejbZU0D77Y0A5IW2PwAAAAAAAAAAUS4mu53kJEA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
}
|
|
],
|
|
"layout": {
|
|
"barmode": "group",
|
|
"legend": {
|
|
"title": {
|
|
"text": "Creation Timeframe"
|
|
},
|
|
"tracegroupgap": 0
|
|
},
|
|
"template": {
|
|
"data": {
|
|
"bar": [
|
|
{
|
|
"error_x": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"error_y": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "bar"
|
|
}
|
|
],
|
|
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"yaxis": {
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"backgroundcolor": "#E5ECF6",
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"gridwidth": 2,
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"line": {
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},
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"title": {
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"x": 0.05
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"xaxis": {
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"title": {
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}
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},
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"title": {
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"text": "Average # of Emails Created"
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"categoryarray": [
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"averages_chart('emails', 'Average # of Emails Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=emails_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "emails_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Emails: During free trial",
|
|
"offsetgroup": "emails_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "mNrRzsUwB0B7ql7TzeUCQN+IApNOzQNAIlrwgAJcBUA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=emails_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "emails_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Emails: After trial, before 90 days",
|
|
"offsetgroup": "emails_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "iGXGF+cNMUAio1FlgxQQQBxRYNKpeQRA8i59+OufKEA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=emails_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "emails_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Emails: After 90 days, first 6 months",
|
|
"offsetgroup": "emails_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cumulative_averages_chart('emails', 'Cumulative average # of Emails Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"averages_chart('sms', 'Average # of SMS Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=sms_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "sms_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Sms: During free trial",
|
|
"offsetgroup": "sms_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "OgDP0QvPHEDgV6rlMSgCQELu+tliZfA/e5z25mdqF0A=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=sms_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "sms_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Sms: After trial, before 90 days",
|
|
"offsetgroup": "sms_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "gQq4oFftR0CAQy8tFqATQC5Whm9EgfE/4wa9olyMP0A=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cumulative_averages_chart('sms', 'Cumulative average # of SMS Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=appointments_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "appointments_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Appointments: During free trial",
|
|
"offsetgroup": "appointments_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "1+2MeLLvPEBhY+U/5cY3QLTFyvCNKClAam9+pmY8Q0A=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=appointments_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "appointments_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Appointments: After trial, before 90 days",
|
|
"offsetgroup": "appointments_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "GZDKK5WaT0Db2lP1mm4WQHBEgUmn5uE/4wa9olzMS0A=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=appointments_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "appointments_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Appointments: After 90 days, first 6 months",
|
|
"offsetgroup": "appointments_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "D9gp1KdecEDG5vkzP4i/PwAAAAAAAAAA2D+qcCwhR0A=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
}
|
|
],
|
|
"layout": {
|
|
"barmode": "group",
|
|
"legend": {
|
|
"title": {
|
|
"text": "Creation Timeframe"
|
|
},
|
|
"tracegroupgap": 0
|
|
},
|
|
"template": {
|
|
"data": {
|
|
"bar": [
|
|
{
|
|
"error_x": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"error_y": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "bar"
|
|
}
|
|
],
|
|
"barpolar": [
|
|
{
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "barpolar"
|
|
}
|
|
],
|
|
"carpet": [
|
|
{
|
|
"aaxis": {
|
|
"endlinecolor": "#2a3f5f",
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"minorgridcolor": "white",
|
|
"startlinecolor": "#2a3f5f"
|
|
},
|
|
"baxis": {
|
|
"endlinecolor": "#2a3f5f",
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"minorgridcolor": "white",
|
|
"startlinecolor": "#2a3f5f"
|
|
},
|
|
"type": "carpet"
|
|
}
|
|
],
|
|
"choropleth": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"type": "choropleth"
|
|
}
|
|
],
|
|
"contour": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"colorscale": [
|
|
[
|
|
0,
|
|
"#0d0887"
|
|
],
|
|
[
|
|
0.1111111111111111,
|
|
"#46039f"
|
|
],
|
|
[
|
|
0.2222222222222222,
|
|
"#7201a8"
|
|
],
|
|
[
|
|
0.3333333333333333,
|
|
"#9c179e"
|
|
],
|
|
[
|
|
0.4444444444444444,
|
|
"#bd3786"
|
|
],
|
|
[
|
|
0.5555555555555556,
|
|
"#d8576b"
|
|
],
|
|
[
|
|
0.6666666666666666,
|
|
"#ed7953"
|
|
],
|
|
[
|
|
0.7777777777777778,
|
|
"#fb9f3a"
|
|
],
|
|
[
|
|
0.8888888888888888,
|
|
"#fdca26"
|
|
],
|
|
[
|
|
1,
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|
"#f0f921"
|
|
]
|
|
],
|
|
"type": "contour"
|
|
}
|
|
],
|
|
"contourcarpet": [
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|
{
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|
"colorbar": {
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|
"outlinewidth": 0,
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|
"ticks": ""
|
|
},
|
|
"type": "contourcarpet"
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|
}
|
|
],
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|
"heatmap": [
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{
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"colorbar": {
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"outlinewidth": 0,
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"ticks": ""
|
|
},
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|
|
"domain": [
|
|
0,
|
|
1
|
|
],
|
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"title": {
|
|
"text": "Average Created"
|
|
}
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}
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}
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},
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"averages_chart('appointments', 'Average # of Appointments Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=appointments_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "appointments_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Appointments: During free trial",
|
|
"offsetgroup": "appointments_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "1+2MeLLvPEBhY+U/5cY3QLTFyvCNKClAam9+pmY8Q0A=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=appointments_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "appointments_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Appointments: After trial, before 90 days",
|
|
"offsetgroup": "appointments_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "goMINDcJV0AYWjr9i2I9QPvZYmX4RipAJrudpGGEV0A=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=appointments_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "appointments_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Appointments: After 90 days, first 6 months",
|
|
"offsetgroup": "appointments_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "8PgrofUgdkD/U248FII9QPvZYmX4RipAiW157nuKYUA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
}
|
|
],
|
|
"layout": {
|
|
"barmode": "group",
|
|
"legend": {
|
|
"title": {
|
|
"text": "Creation Timeframe"
|
|
},
|
|
"tracegroupgap": 0
|
|
},
|
|
"template": {
|
|
"data": {
|
|
"bar": [
|
|
{
|
|
"error_x": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"error_y": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "bar"
|
|
}
|
|
],
|
|
"barpolar": [
|
|
{
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "barpolar"
|
|
}
|
|
],
|
|
"carpet": [
|
|
{
|
|
"aaxis": {
|
|
"endlinecolor": "#2a3f5f",
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"minorgridcolor": "white",
|
|
"startlinecolor": "#2a3f5f"
|
|
},
|
|
"baxis": {
|
|
"endlinecolor": "#2a3f5f",
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"minorgridcolor": "white",
|
|
"startlinecolor": "#2a3f5f"
|
|
},
|
|
"type": "carpet"
|
|
}
|
|
],
|
|
"choropleth": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"type": "choropleth"
|
|
}
|
|
],
|
|
"contour": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"colorscale": [
|
|
[
|
|
0,
|
|
"#0d0887"
|
|
],
|
|
[
|
|
0.1111111111111111,
|
|
"#46039f"
|
|
],
|
|
[
|
|
0.2222222222222222,
|
|
"#7201a8"
|
|
],
|
|
[
|
|
0.3333333333333333,
|
|
"#9c179e"
|
|
],
|
|
[
|
|
0.4444444444444444,
|
|
"#bd3786"
|
|
],
|
|
[
|
|
0.5555555555555556,
|
|
"#d8576b"
|
|
],
|
|
[
|
|
0.6666666666666666,
|
|
"#ed7953"
|
|
],
|
|
[
|
|
0.7777777777777778,
|
|
"#fb9f3a"
|
|
],
|
|
[
|
|
0.8888888888888888,
|
|
"#fdca26"
|
|
],
|
|
[
|
|
1,
|
|
"#f0f921"
|
|
]
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|
],
|
|
"ticktext": [
|
|
"Free trial only",
|
|
"74 day churn",
|
|
"6 month churn",
|
|
"No churn"
|
|
],
|
|
"tickvals": [
|
|
"quick-exit",
|
|
"fair-trial",
|
|
"short-termer",
|
|
"active-user"
|
|
],
|
|
"title": {
|
|
"text": "User Group"
|
|
}
|
|
},
|
|
"yaxis": {
|
|
"anchor": "x",
|
|
"domain": [
|
|
0,
|
|
1
|
|
],
|
|
"title": {
|
|
"text": "Average Created"
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cumulative_averages_chart('appointments', 'Cumulative average # of Appointments Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists: During free trial",
|
|
"offsetgroup": "checklists_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "AAAAAAAAAABNvvUFUx/yPxm+EQUmnbo/NjqbSGzL/z8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists: After trial, before 90 days",
|
|
"offsetgroup": "checklists_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "1NgcNwMV8D+HUJ1351bbPwAAAAAAAAAA3KBXlIvJCUA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists: After 90 days, first 6 months",
|
|
"offsetgroup": "checklists_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "1KfuQtKpKECcvZjeFv2iPwAAAAAAAAAAhLWOfKGuBEA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
}
|
|
],
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}
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},
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"title": {
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},
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"averages_chart('checklists', 'Average # of Checklists Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists: During free trial",
|
|
"offsetgroup": "checklists_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "AAAAAAAAAABNvvUFUx/yPxm+EQUmnbo/NjqbSGzL/z8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists: After trial, before 90 days",
|
|
"offsetgroup": "checklists_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cumulative_averages_chart('checklists', 'Cumulative average # of Checklists Created')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_filled_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_filled_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists Filled: During free trial",
|
|
"offsetgroup": "checklists_filled_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "AAAAAAAAAAC/50iexlHuP/Mgd/1ssdI/qcKxhAzM7j8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_filled_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_filled_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists Filled: After trial, before 90 days",
|
|
"offsetgroup": "checklists_filled_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "UN2FpFPl6D+xh7uBaGLmPwAAAAAAAAAAasa79OGvEEA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_filled_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_filled_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists Filled: After 90 days, first 6 months",
|
|
"offsetgroup": "checklists_filled_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "kIFHwQT7N0AAAAAAAAAAAAAAAAAAAAAAeZc+/PWPBkA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
}
|
|
],
|
|
"layout": {
|
|
"barmode": "group",
|
|
"legend": {
|
|
"title": {
|
|
"text": "Creation Timeframe"
|
|
},
|
|
"tracegroupgap": 0
|
|
},
|
|
"template": {
|
|
"data": {
|
|
"bar": [
|
|
{
|
|
"error_x": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"error_y": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "bar"
|
|
}
|
|
],
|
|
"barpolar": [
|
|
{
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "barpolar"
|
|
}
|
|
],
|
|
"carpet": [
|
|
{
|
|
"aaxis": {
|
|
"endlinecolor": "#2a3f5f",
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"minorgridcolor": "white",
|
|
"startlinecolor": "#2a3f5f"
|
|
},
|
|
"baxis": {
|
|
"endlinecolor": "#2a3f5f",
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"minorgridcolor": "white",
|
|
"startlinecolor": "#2a3f5f"
|
|
},
|
|
"type": "carpet"
|
|
}
|
|
],
|
|
"choropleth": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"type": "choropleth"
|
|
}
|
|
],
|
|
"contour": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"colorscale": [
|
|
[
|
|
0,
|
|
"#0d0887"
|
|
],
|
|
[
|
|
0.1111111111111111,
|
|
"#46039f"
|
|
],
|
|
[
|
|
0.2222222222222222,
|
|
"#7201a8"
|
|
],
|
|
[
|
|
0.3333333333333333,
|
|
"#9c179e"
|
|
],
|
|
[
|
|
0.4444444444444444,
|
|
"#bd3786"
|
|
],
|
|
[
|
|
0.5555555555555556,
|
|
"#d8576b"
|
|
],
|
|
[
|
|
0.6666666666666666,
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|
"#ed7953"
|
|
],
|
|
[
|
|
0.7777777777777778,
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|
"#fb9f3a"
|
|
],
|
|
[
|
|
0.8888888888888888,
|
|
"#fdca26"
|
|
],
|
|
[
|
|
1,
|
|
"#f0f921"
|
|
]
|
|
],
|
|
"type": "contour"
|
|
}
|
|
],
|
|
"contourcarpet": [
|
|
{
|
|
"colorbar": {
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|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"type": "contourcarpet"
|
|
}
|
|
],
|
|
"heatmap": [
|
|
{
|
|
"colorbar": {
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"outlinewidth": 0,
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"ticks": ""
|
|
},
|
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"colorscale": [
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[
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0,
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|
|
],
|
|
"title": {
|
|
"text": "Average Created"
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"averages_chart('checklists_filled', 'Average # of Checklists Filled')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {
|
|
"jupyter": {
|
|
"source_hidden": true
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_filled_short_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_filled_short_term",
|
|
"marker": {
|
|
"color": "#636efa",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists Filled: During free trial",
|
|
"offsetgroup": "checklists_filled_short_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "AAAAAAAAAAC/50iexlHuP/Mgd/1ssdI/qcKxhAzM7j8=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_filled_medium_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_filled_medium_term",
|
|
"marker": {
|
|
"color": "#EF553B",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists Filled: After trial, before 90 days",
|
|
"offsetgroup": "checklists_filled_medium_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "UN2FpFPl6D+4NwKQF1r6P/Mgd/1ssdI/v/5RhWOJFEA=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"alignmentgroup": "True",
|
|
"hovertemplate": "timeframe=checklists_filled_long_term<br>category=%{x}<br>value=%{y}<extra></extra>",
|
|
"legendgroup": "checklists_filled_long_term",
|
|
"marker": {
|
|
"color": "#00cc96",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "Checklists Filled: After 90 days, first 6 months",
|
|
"offsetgroup": "checklists_filled_long_term",
|
|
"orientation": "v",
|
|
"showlegend": true,
|
|
"textposition": "auto",
|
|
"type": "bar",
|
|
"x": [
|
|
"active-user",
|
|
"fair-trial",
|
|
"quick-exit",
|
|
"short-termer"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "erBrXi/COEC4NwKQF1r6P/Mgd/1ssdI/fEpxg17RH0A=",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
}
|
|
],
|
|
"layout": {
|
|
"barmode": "group",
|
|
"legend": {
|
|
"title": {
|
|
"text": "Creation Timeframe"
|
|
},
|
|
"tracegroupgap": 0
|
|
},
|
|
"template": {
|
|
"data": {
|
|
"bar": [
|
|
{
|
|
"error_x": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"error_y": {
|
|
"color": "#2a3f5f"
|
|
},
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "bar"
|
|
}
|
|
],
|
|
"barpolar": [
|
|
{
|
|
"marker": {
|
|
"line": {
|
|
"color": "#E5ECF6",
|
|
"width": 0.5
|
|
},
|
|
"pattern": {
|
|
"fillmode": "overlay",
|
|
"size": 10,
|
|
"solidity": 0.2
|
|
}
|
|
},
|
|
"type": "barpolar"
|
|
}
|
|
],
|
|
"carpet": [
|
|
{
|
|
"aaxis": {
|
|
"endlinecolor": "#2a3f5f",
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"minorgridcolor": "white",
|
|
"startlinecolor": "#2a3f5f"
|
|
},
|
|
"baxis": {
|
|
"endlinecolor": "#2a3f5f",
|
|
"gridcolor": "white",
|
|
"linecolor": "white",
|
|
"minorgridcolor": "white",
|
|
"startlinecolor": "#2a3f5f"
|
|
},
|
|
"type": "carpet"
|
|
}
|
|
],
|
|
"choropleth": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"type": "choropleth"
|
|
}
|
|
],
|
|
"contour": [
|
|
{
|
|
"colorbar": {
|
|
"outlinewidth": 0,
|
|
"ticks": ""
|
|
},
|
|
"colorscale": [
|
|
[
|
|
0,
|
|
"#0d0887"
|
|
],
|
|
[
|
|
0.1111111111111111,
|
|
"#46039f"
|
|
],
|
|
[
|
|
0.2222222222222222,
|
|
"#7201a8"
|
|
],
|
|
[
|
|
0.3333333333333333,
|
|
"#9c179e"
|
|
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|
"ticks": "",
|
|
"title": {
|
|
"standoff": 15
|
|
},
|
|
"zerolinecolor": "white",
|
|
"zerolinewidth": 2
|
|
}
|
|
}
|
|
},
|
|
"title": {
|
|
"text": "Cumulative average # of Checklists Filled"
|
|
},
|
|
"xaxis": {
|
|
"anchor": "y",
|
|
"categoryarray": [
|
|
"quick-exit",
|
|
"fair-trial",
|
|
"short-termer",
|
|
"active-user"
|
|
],
|
|
"categoryorder": "array",
|
|
"domain": [
|
|
0,
|
|
1
|
|
],
|
|
"ticktext": [
|
|
"Free trial only",
|
|
"74 day churn",
|
|
"6 month churn",
|
|
"No churn"
|
|
],
|
|
"tickvals": [
|
|
"quick-exit",
|
|
"fair-trial",
|
|
"short-termer",
|
|
"active-user"
|
|
],
|
|
"title": {
|
|
"text": "User Group"
|
|
}
|
|
},
|
|
"yaxis": {
|
|
"anchor": "x",
|
|
"domain": [
|
|
0,
|
|
1
|
|
],
|
|
"title": {
|
|
"text": "Average Created"
|
|
}
|
|
}
|
|
}
|
|
},
|
|
"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cumulative_averages_chart('checklists_filled', 'Cumulative average # of Checklists Filled')"
|
|
]
|
|
}
|
|
],
|
|
"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": "3.13.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|