{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "i0pT8B6JgGwJ"
},
"source": [
"## Prerequisites\n",
"\n",
"Run this cell to prepare the environment. This step is obligatory."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "1pq3WjDNYkR8"
},
"outputs": [],
"source": [
"!pip install retentioneering"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "kNJ3aTwQx7JZ"
},
"outputs": [],
"source": [
"import retentioneering\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "H3k8X6xCbWgD"
},
"source": [
"The full text of [Cohorts](https://doc.retentioneering.com/stable/doc/user_guides/cohorts.html) user guide is available on the retentioneering website."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SYAJcPtB5PM5"
},
"source": [
"# Cohorts"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EEpx2ESm5PM8"
},
"source": [
"## Cohorts intro"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 394
},
"executionInfo": {
"elapsed": 8,
"status": "ok",
"timestamp": 1682593556372,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "YGssGOWbE72e",
"outputId": "5e09c048-289c-4774-abf7-e13e296132e9"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" user_id | \n",
" event | \n",
" timestamp | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" event | \n",
" 2021-01-28 00:01:00 | \n",
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" \n",
" 1 | \n",
" 2 | \n",
" event | \n",
" 2021-01-30 00:01:00 | \n",
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" \n",
" 2 | \n",
" 1 | \n",
" event | \n",
" 2021-02-03 00:01:00 | \n",
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" 3 | \n",
" 3 | \n",
" event | \n",
" 2021-02-04 00:01:00 | \n",
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" 4 | \n",
" 4 | \n",
" event | \n",
" 2021-02-05 00:01:00 | \n",
"
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" \n",
" 5 | \n",
" 4 | \n",
" event | \n",
" 2021-03-06 00:01:00 | \n",
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" 6 | \n",
" 1 | \n",
" event | \n",
" 2021-03-07 00:01:00 | \n",
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" 7 | \n",
" 2 | \n",
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" 3 | \n",
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" 2021-03-29 00:01:00 | \n",
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" 5 | \n",
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" 2021-03-30 00:01:00 | \n",
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" 10 | \n",
" 4 | \n",
" event | \n",
" 2021-04-06 00:01:00 | \n",
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"text/plain": [
" user_id event timestamp\n",
"0 1 event 2021-01-28 00:01:00\n",
"1 2 event 2021-01-30 00:01:00\n",
"2 1 event 2021-02-03 00:01:00\n",
"3 3 event 2021-02-04 00:01:00\n",
"4 4 event 2021-02-05 00:01:00\n",
"5 4 event 2021-03-06 00:01:00\n",
"6 1 event 2021-03-07 00:01:00\n",
"7 2 event 2021-03-07 00:01:00\n",
"8 3 event 2021-03-29 00:01:00\n",
"9 5 event 2021-03-30 00:01:00\n",
"10 4 event 2021-04-06 00:01:00"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"simple_df = pd.DataFrame(\n",
" [\n",
" [1, \"event\", \"2021-01-28 00:01:00\"],\n",
" [2, \"event\", \"2021-01-30 00:01:00\"],\n",
" [1, \"event\", \"2021-02-03 00:01:00\"],\n",
" [3, \"event\", \"2021-02-04 00:01:00\"],\n",
" [4, \"event\", \"2021-02-05 00:01:00\"],\n",
" [4, \"event\", \"2021-03-06 00:01:00\"],\n",
" [1, \"event\", \"2021-03-07 00:01:00\"],\n",
" [2, \"event\", \"2021-03-07 00:01:00\"],\n",
" [3, \"event\", \"2021-03-29 00:01:00\"],\n",
" [5, \"event\", \"2021-03-30 00:01:00\"],\n",
" [4, \"event\", \"2021-04-06 00:01:00\"]\n",
" ],\n",
" columns=[\"user_id\", \"event\", \"timestamp\"]\n",
")\n",
"simple_df"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
},
"executionInfo": {
"elapsed": 566,
"status": "ok",
"timestamp": 1682593646575,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "k0_4brKpHUPL",
"outputId": "666f8602-2527-49c8-9820-8cb41aad2eb3"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from retentioneering.eventstream import Eventstream\n",
"\n",
"simple_stream = Eventstream(simple_df)\n",
"simple_stream.cohorts(\n",
" cohort_start_unit='M',\n",
" cohort_period=(1, 'M'),\n",
" average=False\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "IsGDflME5PNC"
},
"outputs": [],
"source": [
"from retentioneering import datasets\n",
"\n",
"stream = datasets.load_simple_shop()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "30xNlphtwApQ"
},
"source": [
"## Cohort start unit and cohort period"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 470
},
"executionInfo": {
"elapsed": 818,
"status": "ok",
"timestamp": 1682593844792,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "YhIcVPfOwZVF",
"outputId": "6a3a9cb6-fb0f-4188-b636-ac46be6ab6e1"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"stream.cohorts(\n",
" cohort_start_unit='M',\n",
" cohort_period=(1, 'M')\n",
");"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 641
},
"executionInfo": {
"elapsed": 1217,
"status": "ok",
"timestamp": 1682594153700,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "e82TsBs6xqTL",
"outputId": "b10fee6c-7a71-48e2-85ce-d82ba996cb0f"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 2,
"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='W',\n",
" cohort_period=(3, 'W'),\n",
" width=7.0, height=7.0\n",
")\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "O8fnEMaFUWkg"
},
"source": [
"\n",
"Average values\n",
"--------------"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
},
"executionInfo": {
"elapsed": 1020,
"status": "ok",
"timestamp": 1682594156081,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "vC5XmJPcUcRS",
"outputId": "5ce5e1fb-7ce9-4ed8-f390-760eb4d7b8f0"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"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": "markdown",
"metadata": {
"id": "kpZfXe21U34l"
},
"source": [
"Cut matrix\n",
"----------"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
},
"executionInfo": {
"elapsed": 941,
"status": "ok",
"timestamp": 1682594160384,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "SW5X-lWe5PNG",
"outputId": "4b2f5fe7-ff44-477d-8d27-407bfaa1552e"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"stream.cohorts(\n",
" cohort_start_unit='M',\n",
" cohort_period=(1, 'M'),\n",
" average=True,\n",
" cut_bottom=1\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
},
"executionInfo": {
"elapsed": 1427,
"status": "ok",
"timestamp": 1682594162507,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "sk0kax6p5PNH",
"outputId": "bb3b7601-3171-420c-d2a3-9a6f7806b58b"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"stream.cohorts(\n",
" cohort_start_unit='M',\n",
" cohort_period=(1, 'M'),\n",
" average=True,\n",
" cut_bottom=1,\n",
" cut_right=1\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
},
"executionInfo": {
"elapsed": 590,
"status": "ok",
"timestamp": 1682594181640,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "OOWSU-FV5PNH",
"outputId": "bac56f90-07b0-4679-d4e6-83c4617b00b2"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"stream.cohorts(\n",
" cohort_start_unit='M',\n",
" cohort_period=(1, 'M'),\n",
" average=True,\n",
" cut_diagonal=1\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Jwj4ecKD5PNH"
},
"source": [
"\n",
"Using a separate instance\n",
"-------------------------"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
},
"executionInfo": {
"elapsed": 1121,
"status": "ok",
"timestamp": 1682594288984,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "b0WXJMYi5PNH",
"outputId": "946f2e45-75ab-4698-8f4d-2be456570b4d"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from retentioneering.tooling.cohorts import Cohorts\n",
"\n",
"cohorts = Cohorts(eventstream=stream)\n",
"cohorts.fit(\n",
" cohort_start_unit='M',\n",
" cohort_period=(1, 'M'),\n",
" average=False\n",
")\n",
"\n",
"cohorts.heatmap()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QVGGT3rTXcf2"
},
"source": [
"Lineplot\n",
"--------"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 482
},
"executionInfo": {
"elapsed": 934,
"status": "ok",
"timestamp": 1682594343898,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "a9mgt7P05PNH",
"outputId": "4c7a5388-1e4c-450c-a492-4ebd3a4e7dfc"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cohorts.lineplot(width=5, height=5, plot_type='cohorts')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 482
},
"executionInfo": {
"elapsed": 511,
"status": "ok",
"timestamp": 1682594389742,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "6un4wVIh5PNH",
"outputId": "bedecbbc-9f2b-4033-f529-a386827685e4"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cohorts.lineplot(width=7, height=5, plot_type='average')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 482
},
"executionInfo": {
"elapsed": 779,
"status": "ok",
"timestamp": 1682594408349,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "4S4cXVS15PNI",
"outputId": "1f7a682a-d0ad-4996-e5c4-10082f319321"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cohorts.lineplot(width=7, height=5, plot_type='all')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6WblfK8rY7TQ"
},
"source": [
"Common tooling properties\n",
"-------------------------"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7Cd21wiaY9Xa"
},
"source": [
"### values"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"executionInfo": {
"elapsed": 7,
"status": "ok",
"timestamp": 1682594537507,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "HCTFjvYoY8HA",
"outputId": "1c662798-007b-413a-d92b-6d367909702f"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" CohortPeriod | \n",
" 0 | \n",
" 1 | \n",
" 2 | \n",
" 3 | \n",
" 4 | \n",
"
\n",
" \n",
" CohortGroup | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2019-11 | \n",
" 1.0 | \n",
" 0.393822 | \n",
" 0.328185 | \n",
" 0.250965 | \n",
" 0.247104 | \n",
"
\n",
" \n",
" 2019-12 | \n",
" 1.0 | \n",
" 0.333333 | \n",
" 0.257028 | \n",
" 0.232932 | \n",
" NaN | \n",
"
\n",
" \n",
" 2020-01 | \n",
" 1.0 | \n",
" 0.386179 | \n",
" 0.284553 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 2020-02 | \n",
" 1.0 | \n",
" 0.319066 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 2020-03 | \n",
" 1.0 | \n",
" 0.140000 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 2020-04 | \n",
" 1.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
"\n",
" \n",
"
\n",
"
\n",
" "
],
"text/plain": [
"CohortPeriod 0 1 2 3 4\n",
"CohortGroup \n",
"2019-11 1.0 0.393822 0.328185 0.250965 0.247104\n",
"2019-12 1.0 0.333333 0.257028 0.232932 NaN\n",
"2020-01 1.0 0.386179 0.284553 NaN NaN\n",
"2020-02 1.0 0.319066 NaN NaN NaN\n",
"2020-03 1.0 0.140000 NaN NaN NaN\n",
"2020-04 1.0 NaN NaN NaN NaN"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cohorts = stream.cohorts(\n",
" cohort_start_unit='M',\n",
" cohort_period=(1,'M'),\n",
" average=False,\n",
" show_plot=False\n",
")\n",
"cohorts.values"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hc9AsNhZZwp9"
},
"source": [
"### params"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 516,
"status": "ok",
"timestamp": 1682594545701,
"user": {
"displayName": "Anatoliy Zaykovskiy",
"userId": "11710160701524337708"
},
"user_tz": -180
},
"id": "mJo9OODZaQE-",
"outputId": "b306d71a-d9e7-4b99-e5ba-6ac5273de135"
},
"outputs": [
{
"data": {
"text/plain": [
"{'cohort_start_unit': 'M',\n",
" 'cohort_period': (1, 'M'),\n",
" 'average': False,\n",
" 'cut_bottom': 0,\n",
" 'cut_right': 0,\n",
" 'cut_diagonal': 0}"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cohorts.params"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ywpOyPnucs3g"
},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"provenance": [
{
"file_id": "1ZdRG2nmH0i43GUetmgeDjh9fCPH2-G9d",
"timestamp": 1671628555785
}
]
},
"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"
}
},
"nbformat": 4,
"nbformat_minor": 4
}