{
"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": 1,
"metadata": {
"id": "kNJ3aTwQx7JZ",
"tags": []
},
"outputs": [],
"source": [
"!pip install retentioneering"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "ag4WxemCAtRM",
"tags": []
},
"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": 3,
"metadata": {
"id": "A0LjLPJ8q5zk",
"tags": []
},
"outputs": [],
"source": [
"from retentioneering import datasets\n",
"\n",
"# load sample user behavior data:\n",
"stream = datasets.load_simple_shop()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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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" 2 | \n",
" e71839cc-4d6e-4e04-968f-6abdc5f2ab2c | \n",
" raw | \n",
" 1 | \n",
" product1 | \n",
" 2019-11-01 17:59:28.459271 | \n",
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" \n",
" 3 | \n",
" efb3dda5-1be9-41ea-8fa4-404bc65ee454 | \n",
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"text/plain": [
" event_id event_type event_index event \\\n",
"0 f60c27ac-9594-4dfc-a1da-e4c582c2b454 path_start 0 path_start \n",
"1 f60c27ac-9594-4dfc-a1da-e4c582c2b454 raw 0 catalog \n",
"2 e71839cc-4d6e-4e04-968f-6abdc5f2ab2c raw 1 product1 \n",
"3 efb3dda5-1be9-41ea-8fa4-404bc65ee454 raw 2 cart \n",
"4 5a216c24-7c89-42c1-a468-054149812654 raw 3 catalog \n",
"\n",
" timestamp user_id \n",
"0 2019-11-01 17:59:13.273932 219483890 \n",
"1 2019-11-01 17:59:13.273932 219483890 \n",
"2 2019-11-01 17:59:28.459271 219483890 \n",
"3 2019-11-01 17:59:29.502214 219483890 \n",
"4 2019-11-01 17:59:32.557029 219483890 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stream.to_dataframe().head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preparing the data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
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\n",
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" \n",
" | \n",
" event_id | \n",
" event_type | \n",
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" event | \n",
" timestamp | \n",
" user_id | \n",
" session_id | \n",
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\n",
" \n",
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" \n",
" 0 | \n",
" f60c27ac-9594-4dfc-a1da-e4c582c2b454 | \n",
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" 2 | \n",
" f60c27ac-9594-4dfc-a1da-e4c582c2b454 | \n",
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\n",
" \n",
" 3 | \n",
" e71839cc-4d6e-4e04-968f-6abdc5f2ab2c | \n",
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" product1 | \n",
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\n",
" \n",
" 4 | \n",
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"text/plain": [
" event_id event_type event_index \\\n",
"0 f60c27ac-9594-4dfc-a1da-e4c582c2b454 path_start 0 \n",
"1 863ac884-8c5f-4805-9421-458627998ae7 session_start 0 \n",
"2 f60c27ac-9594-4dfc-a1da-e4c582c2b454 raw 0 \n",
"3 e71839cc-4d6e-4e04-968f-6abdc5f2ab2c raw 1 \n",
"4 efb3dda5-1be9-41ea-8fa4-404bc65ee454 raw 2 \n",
"\n",
" event timestamp user_id session_id \n",
"0 path_start 2019-11-01 17:59:13.273932 219483890 219483890_1 \n",
"1 session_start 2019-11-01 17:59:13.273932 219483890 219483890_1 \n",
"2 catalog 2019-11-01 17:59:13.273932 219483890 219483890_1 \n",
"3 product1 2019-11-01 17:59:28.459271 219483890 219483890_1 \n",
"4 cart 2019-11-01 17:59:29.502214 219483890 219483890_1 "
]
},
"execution_count": 5,
"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": 6,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stream.transition_graph()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step matrix"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"stream.step_matrix(\n",
" 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",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step Sankey diagram"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
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"data": {
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"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": 9,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/v.kukushkin/rete/retentioneering-tools-new-arch/retentioneering/tooling/clusters/clusters.py:922: UserWarning:\n",
"\n",
"FixedFormatter should only be used together with FixedLocator\n",
"\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"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": 10,
"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
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"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": 11,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"stream.cohorts(\n",
" cohort_start_unit='M',\n",
" cohort_period=(1, 'M'),\n",
" average=False,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"jupyter": {
"outputs_hidden": false
}
},
"source": [
"## Sequences"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" | \n",
" user_id | \n",
" user_id_share | \n",
" count | \n",
" count_share | \n",
" sequence_type | \n",
" user_id_sample | \n",
"
\n",
" \n",
" Sequence | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" path_start -> catalog | \n",
" 2 686 | \n",
" 0.72 | \n",
" 2 686 | \n",
" 0.04 | \n",
" other | \n",
" [897102454, 878510489, 412811698] | \n",
"
\n",
" \n",
" main -> catalog | \n",
" 2 015 | \n",
" 0.54 | \n",
" 4 064 | \n",
" 0.06 | \n",
" other | \n",
" [301697656, 956300272, 67729645] | \n",
"
\n",
" \n",
" catalog -> catalog | \n",
" 2 004 | \n",
" 0.53 | \n",
" 4 857 | \n",
" 0.07 | \n",
" loop | \n",
" [926535651, 884923269, 938154525] | \n",
"
\n",
" \n",
" catalog -> path_end | \n",
" 1 720 | \n",
" 0.46 | \n",
" 1 720 | \n",
" 0.03 | \n",
" other | \n",
" [911296236, 854111186, 783072473] | \n",
"
\n",
" \n",
" catalog -> main | \n",
" 1 480 | \n",
" 0.39 | \n",
" 2 545 | \n",
" 0.04 | \n",
" other | \n",
" [592146569, 355963954, 436539847] | \n",
"
\n",
" \n",
" catalog -> product2 | \n",
" 1 430 | \n",
" 0.38 | \n",
" 2 172 | \n",
" 0.03 | \n",
" other | \n",
" [10847418, 962952209, 94203208] | \n",
"
\n",
" \n",
" cart -> delivery_choice | \n",
" 1 356 | \n",
" 0.36 | \n",
" 1 686 | \n",
" 0.02 | \n",
" other | \n",
" [41262013, 78179456, 887241248] | \n",
"
\n",
" \n",
" catalog -> cart | \n",
" 1 324 | \n",
" 0.35 | \n",
" 1 709 | \n",
" 0.03 | \n",
" other | \n",
" [172739514, 953220488, 963317178] | \n",
"
\n",
" \n",
" catalog -> main -> catalog | \n",
" 1 156 | \n",
" 0.31 | \n",
" 1 934 | \n",
" 0.03 | \n",
" cycle | \n",
" [202613130, 745823431, 127392406] | \n",
"
\n",
" \n",
" catalog -> product1 | \n",
" 1 122 | \n",
" 0.30 | \n",
" 1 515 | \n",
" 0.02 | \n",
" other | \n",
" [968662055, 136126845, 778558635] | \n",
"
\n",
" \n",
" main -> catalog -> catalog | \n",
" 980 | \n",
" 0.26 | \n",
" 1 361 | \n",
" 0.02 | \n",
" other | \n",
" [30299063, 864914775, 319777267] | \n",
"
\n",
" \n",
" catalog -> product2 -> catalog | \n",
" 934 | \n",
" 0.25 | \n",
" 1 298 | \n",
" 0.02 | \n",
" cycle | \n",
" [366038436, 250019975, 898448648] | \n",
"
\n",
" \n",
" product2 -> catalog | \n",
" 934 | \n",
" 0.25 | \n",
" 1 298 | \n",
" 0.02 | \n",
" other | \n",
" [250670916, 995217902, 146954644] | \n",
"
\n",
" \n",
" catalog -> catalog -> catalog | \n",
" 904 | \n",
" 0.24 | \n",
" 1 651 | \n",
" 0.02 | \n",
" loop | \n",
" [504508293, 30043331, 779990437] | \n",
"
\n",
" \n",
"
\n"
],
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