{
"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": {
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" event_id event_type event_index event \\\n",
"0 adcae8bd-6049-4407-b27e-3a9d9f8bf301 path_start 0 path_start \n",
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]
},
"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": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/v.kukushkin/rete/retentioneering-tools-new-arch/retentioneering/data_processors_lib/split_sessions.py:318: FutureWarning: The provided callable is currently using SeriesGroupBy.cumsum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"cumsum\" instead.\n",
" df[session_col] = df.groupby(user_col)[self.IS_SESSION_START_COL].transform(np.cumsum)\n"
]
},
{
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"text/plain": [
" event_id event_type event_index \\\n",
"0 adcae8bd-6049-4407-b27e-3a9d9f8bf301 path_start 0 \n",
"1 129292c8-af85-46c7-9c8f-bfa27be39ad6 session_start 0 \n",
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" event timestamp user_id session_id \n",
"0 path_start 2019-11-01 17:59:13.273932 219483890 219483890_1 \n",
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"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 = stream.split_sessions(timeout=(30, 'm'))\n",
"\n",
"stream\\\n",
" .filter_events(func=lambda _df: _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": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/v.kukushkin/rete/retentioneering-tools-new-arch/retentioneering/nodelist/nodelist.py:96: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
" self.nodelist_df = pd.concat([self.nodelist_df, new_nodes])\n"
]
},
{
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""
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},
"metadata": {},
"output_type": "display_data"
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{
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""
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},
"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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\n",
"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": [
"## Transition matrix"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def session_count_segment(df):\n",
" df['session_count'] = df['session_id'].str.split('_').str[1]\n",
" return df['session_count']\n",
"\n",
"stream = stream.add_segment(session_count_segment, 'session_count')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/v.kukushkin/rete/retentioneering-tools-new-arch/retentioneering/nodelist/nodelist.py:96: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
" self.nodelist_df = pd.concat([self.nodelist_df, new_nodes])\n",
"/Users/v.kukushkin/rete/retentioneering-tools-new-arch/retentioneering/tooling/transition_matrix/transition_matrix.py:137: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
" frame = pd.DataFrame(columns=event_list, index=event_list).fillna(self.__fill_value)\n",
"/Users/v.kukushkin/rete/retentioneering-tools-new-arch/retentioneering/nodelist/nodelist.py:96: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
" self.nodelist_df = pd.concat([self.nodelist_df, new_nodes])\n",
"/Users/v.kukushkin/rete/retentioneering-tools-new-arch/retentioneering/nodelist/nodelist.py:96: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
" self.nodelist_df = pd.concat([self.nodelist_df, new_nodes])\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"stream.transition_matrix(norm_type='node', groups=['session_count', '1', '_OUTER_'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step Sankey diagram"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
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"/Users/v.kukushkin/rete/retentioneering-tools-new-arch/retentioneering/tooling/step_sankey/step_sankey.py:265: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
"The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
"\n",
"For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
"\n",
"\n",
" data[\"time_to_next\"].fillna(data[\"time_to_next\"].min(), inplace=True)\n"
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"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": 11,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"features = stream.extract_features(feature_type='count', ngram_range=(1, 1))\n",
"stream = stream.get_clusters(method='kmeans', n_clusters=8, X=features, segment_name='kmeans_clusters')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"coloraxis": "coloraxis",
"hovertemplate": "kmeans_clusters: %{x} feature: %{y} ",
"text": [
[
"0.395",
"0.646",
"1.324",
"0.565",
"2.144",
"1.697",
"3.481",
"7.308"
],
[
"1.313",
"3.88",
"7.437",
"2.745",
"13.18",
"8.258",
"18.81",
"34.77"
],
[
"0.273",
"0.347",
"0.757",
"0.343",
"1.192",
"0.909",
"2.185",
"4.0"
],
[
"0.145",
"0.162",
"0.372",
"0.148",
"0.589",
"0.409",
"1.074",
"2.0"
],
[
"0.09",
"0.112",
"0.213",
"0.106",
"0.253",
"0.273",
"0.611",
"1.308"
],
[
"0.503",
"0.94",
"2.37",
"3.417",
"4.74",
"7.258",
"9.574",
"14.0"
],
[
"1.0",
"1.0",
"1.0",
"1.0",
"1.0",
"1.0",
"1.0",
"1.0"
],
[
"1.0",
"1.0",
"1.0",
"1.0",
"1.0",
"1.0",
"1.0",
"1.0"
],
[
"0.103",
"0.117",
"0.235",
"0.116",
"0.356",
"0.364",
"0.685",
"0.769"
],
[
"0.032",
"0.029",
"0.067",
"0.051",
"0.144",
"0.136",
"0.426",
"1.0"
],
[
"0.196",
"0.223",
"0.472",
"0.218",
"0.719",
"0.576",
"1.37",
"2.846"
],
[
"0.134",
"0.141",
"0.285",
"0.134",
"0.466",
"0.409",
"0.815",
"1.385"
],
[
"0.134",
"0.382",
"0.792",
"0.282",
"1.527",
"1.0",
"1.87",
"3.231"
],
[
"0.194",
"0.572",
"1.229",
"0.278",
"1.801",
"1.045",
"2.907",
"6.385"
],
[
"1.089",
"1.282",
"2.089",
"3.481",
"3.267",
"6.652",
"7.481",
"10.31"
],
[
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],
"range": [
-0.5,
2.5
],
"type": "category"
}
}
},
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",
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""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"custom_metrics = [\n",
" ('segment_size', 'mean', 'segment size'),\n",
" ('has:cart', 'mean', 'Conversion rate: cart'),\n",
" ('has:payment_done', 'mean', 'Conversion rate: payment_done'),\n",
"]\n",
"\n",
"stream.clusters_overview('kmeans_clusters', features, aggfunc='mean', metrics=custom_metrics)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Funnel analysis"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"name": "all_users",
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"type": "funnel",
"x": [
3611,
1924,
653
],
"y": [
"catalog",
"cart",
"payment_done"
]
}
],
"layout": {
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"funnelmode": "stack",
"hovermode": "closest",
"legend": {
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"font": {
"size": 12
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"orientation": "v",
"xanchor": "left"
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"pad": 0,
"r": 0,
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"showlegend": true,
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"type": "barpolar"
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"linecolor": "white",
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"startlinecolor": "#2a3f5f"
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"type": "choropleth"
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"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": 14,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/v.kukushkin/rete/retentioneering-tools-new-arch/retentioneering/tooling/cohorts/cohorts.py:77: FutureWarning:\n",
"\n",
"The provided callable is currently using SeriesGroupBy.min. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"min\" instead.\n",
"\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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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": 15,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
" \n",
" \n",
" \n",
" user_id \n",
" user_id_share \n",
" count \n",
" count_share \n",
" avg_count \n",
" sequence_type \n",
" user_id_sample \n",
" \n",
" \n",
" Sequence \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" path_start->session_start \n",
" 3 751 \n",
" 1.00 \n",
" 3 751 \n",
" 0.04 \n",
" 1.00 \n",
" other \n",
" [572097469, 288154448, 881033048] \n",
" \n",
" \n",
" session_end->path_end \n",
" 3 751 \n",
" 1.00 \n",
" 3 751 \n",
" 0.04 \n",
" 1.00 \n",
" other \n",
" [572097469, 288154448, 881033048] \n",
" \n",
" \n",
" path_start->session_start->catalog \n",
" 2 686 \n",
" 0.72 \n",
" 2 686 \n",
" 0.03 \n",
" 1.00 \n",
" other \n",
" [257476387, 326886366, 144549978] \n",
" \n",
" \n",
" session_start->catalog \n",
" 2 686 \n",
" 0.72 \n",
" 2 686 \n",
" 0.03 \n",
" 1.00 \n",
" other \n",
" [257476387, 326886366, 144549978] \n",
" \n",
" \n",
" catalog->session_end \n",
" 2 177 \n",
" 0.58 \n",
" 2 852 \n",
" 0.03 \n",
" 1.31 \n",
" other \n",
" [141569266, 229040983, 612431393] \n",
" \n",
" \n",
" main->catalog \n",
" 2 015 \n",
" 0.54 \n",
" 4 064 \n",
" 0.04 \n",
" 2.02 \n",
" other \n",
" [599136872, 273545649, 206875587] \n",
" \n",
" \n",
" session_start->main \n",
" 2 008 \n",
" 0.54 \n",
" 3 768 \n",
" 0.04 \n",
" 1.88 \n",
" other \n",
" [789069142, 273931370, 207580913] \n",
" \n",
" \n",
" catalog->catalog \n",
" 2 004 \n",
" 0.53 \n",
" 4 857 \n",
" 0.05 \n",
" 2.42 \n",
" loop \n",
" [296840866, 639193593, 919482587] \n",
" \n",
" \n",
" catalog->session_end->path_end \n",
" 1 720 \n",
" 0.46 \n",
" 1 720 \n",
" 0.02 \n",
" 1.00 \n",
" other \n",
" [362576250, 879206756, 76763265] \n",
" \n",
" \n",
" session_start->main->catalog \n",
" 1 587 \n",
" 0.42 \n",
" 2 619 \n",
" 0.03 \n",
" 1.65 \n",
" other \n",
" [374774742, 866329449, 900739025] \n",
" \n",
" \n",
" catalog->product2 \n",
" 1 430 \n",
" 0.38 \n",
" 2 172 \n",
" 0.02 \n",
" 1.52 \n",
" other \n",
" [90644948, 831095347, 334624953] \n",
" \n",
" \n",
" cart->delivery_choice \n",
" 1 356 \n",
" 0.36 \n",
" 1 686 \n",
" 0.02 \n",
" 1.24 \n",
" other \n",
" [46668818, 666790097, 972827978] \n",
" \n",
" \n",
" catalog->cart \n",
" 1 324 \n",
" 0.35 \n",
" 1 709 \n",
" 0.02 \n",
" 1.29 \n",
" other \n",
" [669372874, 582600393, 872755595] \n",
" \n",
" \n",
" session_end->session_start \n",
" 1 302 \n",
" 0.35 \n",
" 2 703 \n",
" 0.03 \n",
" 2.08 \n",
" other \n",
" [372865166, 563011381, 246689997] \n",
" \n",
" \n",
" session_end->session_start->main \n",
" 1 302 \n",
" 0.35 \n",
" 2 703 \n",
" 0.03 \n",
" 2.08 \n",
" other \n",
" [372865166, 563011381, 246689997] \n",
" \n",
" \n",
" catalog->product1 \n",
" 1 122 \n",
" 0.30 \n",
" 1 515 \n",
" 0.02 \n",
" 1.35 \n",
" other \n",
" [858537514, 735180869, 101388936] \n",
" \n",
" \n",
" catalog->main \n",
" 1 020 \n",
" 0.27 \n",
" 1 413 \n",
" 0.02 \n",
" 1.39 \n",
" other \n",
" [520621399, 594693610, 522697289] \n",
" \n",
" \n",
" main->catalog->catalog \n",
" 980 \n",
" 0.26 \n",
" 1 361 \n",
" 0.01 \n",
" 1.39 \n",
" other \n",
" [808680822, 451718019, 149721169] \n",
" \n",
" \n",
" product2->catalog \n",
" 934 \n",
" 0.25 \n",
" 1 298 \n",
" 0.01 \n",
" 1.39 \n",
" other \n",
" [352536680, 70531100, 242138253] \n",
" \n",
" \n",
" catalog->product2->catalog \n",
" 934 \n",
" 0.25 \n",
" 1 298 \n",
" 0.01 \n",
" 1.39 \n",
" cycle \n",
" [352536680, 70531100, 242138253] \n",
" \n",
" \n",
" catalog->catalog->catalog \n",
" 904 \n",
" 0.24 \n",
" 1 651 \n",
" 0.02 \n",
" 1.83 \n",
" loop \n",
" [80642220, 470221946, 224982454] \n",
" \n",
" \n",
"
\n"
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