{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Quick start with Retentioneering"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "otIrjsdVpY0S"
},
"source": [
"## Prerequisites\n",
"\n",
"Run this cell to prepare the environment. This step is obligatory."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "kNJ3aTwQx7JZ"
},
"outputs": [],
"source": [
"!pip install retentioneering"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "ag4WxemCAtRM"
},
"outputs": [],
"source": [
"import retentioneering\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Lyu6d1rzEKYR"
},
"source": [
"The full text of [Quick start](https://doc.retentioneering.com/stable/doc/getting_started/quick_start.html) user guide is available on the retentioneering website."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "60Nwmt6EIknq"
},
"source": [
"## Loading data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "A0LjLPJ8q5zk"
},
"outputs": [],
"source": [
"from retentioneering import datasets\n",
"\n",
"# load sample user behavior data:\n",
"stream = datasets.load_simple_shop()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"executionInfo": {
"elapsed": 961,
"status": "ok",
"timestamp": 1682593380095,
"user": {
"displayName": "Julia Ostanina",
"userId": "13687663492290466770"
},
"user_tz": -120
},
"id": "7oonQd-Ln313",
"outputId": "673d3bc6-d466-41e5-f473-fd8a302a5112"
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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\n",
" \n",
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" | \n",
" event_id | \n",
" event_type | \n",
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" event | \n",
" timestamp | \n",
" user_id | \n",
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\n",
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" product1 | \n",
" 2019-11-01 17:59:28.459271 | \n",
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" 2 | \n",
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" 2 | \n",
" cart | \n",
" 2019-11-01 17:59:29.502214 | \n",
" 219483890 | \n",
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" 3 | \n",
" 5c9fcb17-98fb-488b-8e17-2f0b5ca25cb7 | \n",
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" catalog | \n",
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"text/plain": [
" event_id event_type event_index event \\\n",
"0 67ef5d7c-3ff7-4832-92d1-c876e239a069 raw 0 catalog \n",
"1 6e679d54-827a-420f-8217-3b7cc1220e56 raw 1 product1 \n",
"2 3d78d94c-075f-4ed7-a65b-1298a87def25 raw 2 cart \n",
"3 5c9fcb17-98fb-488b-8e17-2f0b5ca25cb7 raw 3 catalog \n",
"4 2cbd873d-43af-4087-9661-4eaf36ae8800 raw 4 catalog \n",
"\n",
" timestamp user_id \n",
"0 2019-11-01 17:59:13.273932 219483890 \n",
"1 2019-11-01 17:59:28.459271 219483890 \n",
"2 2019-11-01 17:59:29.502214 219483890 \n",
"3 2019-11-01 17:59:32.557029 219483890 \n",
"4 2019-11-01 21:38:19.283663 964964743 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stream.to_dataframe().head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preparing the data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" event_id | \n",
" event_type | \n",
" event_index | \n",
" event | \n",
" timestamp | \n",
" user_id | \n",
" session_id | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 36259c2f-de3e-4440-a9d8-0f5917d7c774 | \n",
" session_start | \n",
" 0 | \n",
" session_start | \n",
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" 219483890 | \n",
" 219483890_1 | \n",
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" 1 | \n",
" 67ef5d7c-3ff7-4832-92d1-c876e239a069 | \n",
" raw | \n",
" 1 | \n",
" catalog | \n",
" 2019-11-01 17:59:13.273932 | \n",
" 219483890 | \n",
" 219483890_1 | \n",
"
\n",
" \n",
" 2 | \n",
" 6e679d54-827a-420f-8217-3b7cc1220e56 | \n",
" raw | \n",
" 2 | \n",
" product1 | \n",
" 2019-11-01 17:59:28.459271 | \n",
" 219483890 | \n",
" 219483890_1 | \n",
"
\n",
" \n",
" 3 | \n",
" 3d78d94c-075f-4ed7-a65b-1298a87def25 | \n",
" raw | \n",
" 3 | \n",
" cart | \n",
" 2019-11-01 17:59:29.502214 | \n",
" 219483890 | \n",
" 219483890_1 | \n",
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\n",
" \n",
" 4 | \n",
" 5c9fcb17-98fb-488b-8e17-2f0b5ca25cb7 | \n",
" raw | \n",
" 4 | \n",
" catalog | \n",
" 2019-11-01 17:59:32.557029 | \n",
" 219483890 | \n",
" 219483890_1 | \n",
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\n",
" \n",
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\n",
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"
],
"text/plain": [
" event_id event_type event_index \\\n",
"0 36259c2f-de3e-4440-a9d8-0f5917d7c774 session_start 0 \n",
"1 67ef5d7c-3ff7-4832-92d1-c876e239a069 raw 1 \n",
"2 6e679d54-827a-420f-8217-3b7cc1220e56 raw 2 \n",
"3 3d78d94c-075f-4ed7-a65b-1298a87def25 raw 3 \n",
"4 5c9fcb17-98fb-488b-8e17-2f0b5ca25cb7 raw 4 \n",
"\n",
" event timestamp user_id session_id \n",
"0 session_start 2019-11-01 17:59:13.273932 219483890 219483890_1 \n",
"1 catalog 2019-11-01 17:59:13.273932 219483890 219483890_1 \n",
"2 product1 2019-11-01 17:59:28.459271 219483890 219483890_1 \n",
"3 cart 2019-11-01 17:59:29.502214 219483890 219483890_1 \n",
"4 catalog 2019-11-01 17:59:32.557029 219483890 219483890_1 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# eventstream preprocessing example\n",
"stream \\\n",
" .split_sessions(timeout=(30, 'm')) \\\n",
" .filter_events(func=lambda df_, schema: df_['session_id'].str.endswith('_1')) \\\n",
" .to_dataframe() \\\n",
" .head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Applying path analysis tools"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transition graph"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n",
"\n",
"\n",
" \n",
"\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" Retentioneering Transition Graph Application\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" \n",
"\n",
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""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stream.transition_graph()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step matrix"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"source": [
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" max_steps=16,\n",
" threshold=0.2,\n",
" centered={\n",
" 'event': 'cart',\n",
" 'left_gap': 5,\n",
" 'occurrence': 1\n",
" },\n",
" targets=['payment_done']\n",
")"
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},
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"source": [
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},
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stream.step_sankey(max_steps=6, threshold=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cluster analysis"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/Daria/venv/rete_tools/lib/python3.8/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning:\n",
"\n",
"The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
"\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from retentioneering.tooling.clusters import Clusters\n",
"\n",
"clusters = Clusters(stream)\n",
"features = clusters.extract_features(feature_type='tfidf', ngram_range=(1, 2))\n",
"clusters.fit(method='kmeans', n_clusters=8, X=features)\n",
"clusters.plot(targets=['payment_done', 'cart'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Funnel analysis"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"name": "all users",
"textinfo": "value+percent initial+percent previous",
"type": "funnel",
"x": [
3611,
1924,
653
],
"y": [
"catalog",
"cart",
"payment_done"
]
}
],
"layout": {
"autosize": true,
"funnelmode": "stack",
"hovermode": "closest",
"legend": {
"bgcolor": "#E2E2E2",
"font": {
"size": 12
},
"orientation": "v",
"xanchor": "left"
},
"margin": {
"b": 0,
"l": 180,
"pad": 0,
"r": 0,
"t": 30
},
"showlegend": true,
"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": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
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],
[
0.6666666666666666,
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],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
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],
[
0.5555555555555556,
"#d8576b"
],
[
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stream.funnel(stages=['catalog', 'cart', 'payment_done'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cohort analysis"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"stream.cohorts(\n",
" cohort_start_unit='M',\n",
" cohort_period=(1, 'M'),\n",
" average=False,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"provenance": [
{
"file_id": "1LFbE-fyimqhZLxmeWUeAYnsptSuAOJZI",
"timestamp": 1671628089495
}
],
"toc_visible": true
},
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.15"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": true
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 4
}