{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gl2vvLgXQRuQ"
   },
   "source": [
    "## Prerequisites\n",
    "\n",
    "Run this cell to prepare the environment. This step is obligatory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "i2kJfUdGfq11"
   },
   "outputs": [],
   "source": [
    "!pip install retentioneering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9uYlSINMdBGD"
   },
   "source": [
    "The full text of [Step Matrix](https://doc.retentioneering.com/stable/doc/user_guides/step_matrix.html) user guide is available on the retentioneering website."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "g7wB2ZZcghky"
   },
   "source": [
    "# StepMatrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CprY4wIMpURz"
   },
   "source": [
    "## Step matrix definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "Zgd6n2nm4PE2"
   },
   "outputs": [],
   "source": [
    "from retentioneering.eventstream import Eventstream\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 393
    },
    "executionInfo": {
     "elapsed": 1264,
     "status": "ok",
     "timestamp": 1682530286418,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "CerCGDf_4dsh",
    "outputId": "e79dd234-7c35-44a4-e606-6eab7774ae0e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 500x400 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "simple_example = pd.DataFrame(\n",
    "    [\n",
    "        ['user1', 'main', 0],\n",
    "        ['user2', 'main', 0],\n",
    "        ['user3', 'main', 0],\n",
    "        ['user4', 'catalog', 0],\n",
    "        ['user1', 'catalog', 1],\n",
    "        ['user3', 'catalog', 1],\n",
    "        ['user4', 'product', 1],\n",
    "        ['user1', 'product', 2],\n",
    "        ['user3', 'catalog', 2],\n",
    "        ['user4', 'main', 2],\n",
    "        ['user1', 'cart', 3],\n",
    "        ['user3', 'product', 3],\n",
    "        ['user4', 'catalog', 3],\n",
    "        ['user1', 'catalog', 5],\n",
    "        ['user3', 'cart', 5],\n",
    "        ['user3', 'order', 6]\n",
    "    ],\n",
    "    columns=['user_id', 'event', 'timestamp']\n",
    ")\n",
    "\n",
    "\n",
    "Eventstream(simple_example).step_matrix(max_steps=7, threshold=0);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "tyyxVTHVp3ox"
   },
   "outputs": [],
   "source": [
    "from retentioneering import datasets\n",
    "\n",
    "stream = datasets.load_simple_shop()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_dYfJYSwpUR4"
   },
   "source": [
    "## Basic example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 718
    },
    "executionInfo": {
     "elapsed": 1546,
     "status": "ok",
     "timestamp": 1682530295587,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "NQQou1z3qSQY",
    "outputId": "68866e26-23e6-40d4-b65a-5605c6af2972"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<retentioneering.tooling.step_matrix.step_matrix.StepMatrix at 0x2861817c0>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream.step_matrix(max_steps=12, threshold=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "blLR3bsjqmqI"
   },
   "source": [
    "Collapsing rare events\n",
    "------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 470
    },
    "executionInfo": {
     "elapsed": 1252,
     "status": "ok",
     "timestamp": 1682530300668,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "QAIdcyB9q-Pb",
    "outputId": "086ffb08-ff08-440b-89da-bdb4a045d2ff"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream.step_matrix(max_steps=16, threshold=0.05);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "I_-8IjxbsQRF"
   },
   "source": [
    "## Target events analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 487
    },
    "executionInfo": {
     "elapsed": 2179,
     "status": "ok",
     "timestamp": 1682530306457,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "HCCLgkmisQRF",
    "outputId": "c0cacf76-3b35-462c-ab15-ec52e3a3c86d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<retentioneering.tooling.step_matrix.step_matrix.StepMatrix at 0x2874bb2b0>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1100x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream.step_matrix(\n",
    "    max_steps=16,\n",
    "    threshold=0.05,\n",
    "    targets=['payment_done']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 624
    },
    "executionInfo": {
     "elapsed": 2238,
     "status": "ok",
     "timestamp": 1682530308918,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "bKCGLWM4sQRF",
    "outputId": "15004395-a196-4e6e-8eef-59a5f2b5bcfa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x700 with 4 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream.step_matrix(\n",
    "    max_steps=16,\n",
    "    threshold=0.05,\n",
    "    targets=['product1', 'cart', 'payment_done']\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 624
    },
    "executionInfo": {
     "elapsed": 1865,
     "status": "ok",
     "timestamp": 1682530313373,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "PcqJZEOFsQRG",
    "outputId": "86b5d7c5-33c8-4118-cccf-fd54d12bf474"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x700 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream.step_matrix(max_steps=16,\n",
    "    threshold=0.05,\n",
    "    targets=['product1',['cart','payment_done']]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 624
    },
    "executionInfo": {
     "elapsed": 2121,
     "status": "ok",
     "timestamp": 1682530317872,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "kewmKANssQRG",
    "outputId": "250be6f8-b620-4254-a4e1-9dde1ce484fa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x700 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream.step_matrix(\n",
    "    max_steps=16,\n",
    "    threshold=0.05,\n",
    "    targets=['product1', ['cart', 'payment_done']],\n",
    "    accumulated='only'\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 701
    },
    "executionInfo": {
     "elapsed": 4524,
     "status": "ok",
     "timestamp": 1682530325385,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "vdexQ6kRsQRG",
    "outputId": "19bb3e98-079a-4e07-f107-3e7e8f8aaa71"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x900 with 5 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream.step_matrix(\n",
    "    max_steps=16,\n",
    "    threshold=0.05,\n",
    "    targets=['product1', ['cart', 'payment_done']],\n",
    "    accumulated='both'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7PxKRaJSsQRG"
   },
   "source": [
    "## Centered step matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 723
    },
    "executionInfo": {
     "elapsed": 6482,
     "status": "ok",
     "timestamp": 1682530339871,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "rq5iHBxusQRG",
    "outputId": "8185798e-90fa-4b8b-8ec0-e45d8adaf580"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x700 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "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",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 800
    },
    "executionInfo": {
     "elapsed": 2140,
     "status": "ok",
     "timestamp": 1682530342008,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "jYDLISFUmLAb",
    "outputId": "d5e9b7a0-9ebb-4d07-c585-bb375abb9598"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x700 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "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': 2\n",
    "    }\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 800
    },
    "executionInfo": {
     "elapsed": 6405,
     "status": "ok",
     "timestamp": 1682530354071,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "b1fReRdksQRP",
    "outputId": "34c46366-3a0a-4a41-aaa6-60b676344aa8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x700 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "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": {
    "id": "amknnwMBsQRP"
   },
   "source": [
    "## Events sorting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 393
    },
    "executionInfo": {
     "elapsed": 697,
     "status": "ok",
     "timestamp": 1682530364699,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "G67CnKIAsQRP",
    "outputId": "082a2f1e-1794-45b1-c1e5-d08f45956470"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream.step_matrix(max_steps=16, threshold=0.07);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 393
    },
    "executionInfo": {
     "elapsed": 1805,
     "status": "ok",
     "timestamp": 1682530368824,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "yuvDY3tgsQRP",
    "outputId": "d27c2b1c-1995-4e87-bc04-62c3417115e4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "custom_order = [\n",
    "    'path_start',\n",
    "    'main',\n",
    "    'catalog',\n",
    "    'product1',\n",
    "    'product2',\n",
    "    'cart',\n",
    "    'THRESHOLDED_7',\n",
    "    'ENDED'\n",
    "]\n",
    "\n",
    "stream.step_matrix(\n",
    "    max_steps=16,\n",
    "    threshold=0.07,\n",
    "    sorting=custom_order\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZgXjwse7sQRP"
   },
   "source": [
    "## Differential step_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cb4S-FNhCa6k"
   },
   "source": [
    "### Definition and general usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 956
    },
    "executionInfo": {
     "elapsed": 5730,
     "status": "ok",
     "timestamp": 1682530378465,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "wrhNVzhLsQRQ",
    "outputId": "e924f35d-4dca-41f0-8ef7-84fb8b51ef57"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x700 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream_df = stream.to_dataframe()\n",
    "\n",
    "g1 = set(stream_df[stream_df['event'] == 'payment_done']['user_id'])\n",
    "g2 = set(stream_df['user_id']) - g1\n",
    "\n",
    "stream.step_matrix(\n",
    "    max_steps=16,\n",
    "    threshold=0.05,\n",
    "    centered={\n",
    "        'event': 'cart',\n",
    "        'left_gap': 5,\n",
    "        'occurrence': 1\n",
    "    },\n",
    "    groups=(g1, g2)\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B_jkXWbNsQRQ"
   },
   "source": [
    "#### Cluster analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 572
    },
    "executionInfo": {
     "elapsed": 1783,
     "status": "ok",
     "timestamp": 1682530384990,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "PhSNCR6JsQRQ",
    "outputId": "302e5172-3d35-434d-ac66-166a908d921b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from retentioneering.tooling.clusters import Clusters\n",
    "\n",
    "clusters = Clusters(eventstream=stream)\n",
    "features = clusters.extract_features(feature_type='count', ngram_range=(1, 1))\n",
    "clusters.fit(method='kmeans', n_clusters=8, X=features, random_state=42)\n",
    "clusters.plot(targets=['payment_done', 'cart']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 1700,
     "status": "ok",
     "timestamp": 1682530389241,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "i9DEnl4ssQRQ",
    "outputId": "2364172a-3d6c-420d-e96e-d84f73b9e4bf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1100x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g1 = clusters.cluster_mapping[1]\n",
    "g2 = clusters.cluster_mapping[4]\n",
    "\n",
    "stream.step_matrix(\n",
    "    max_steps=16,\n",
    "    threshold = 0.05,\n",
    "    centered={\n",
    "        'event': 'cart',\n",
    "        'left_gap': 5,\n",
    "        'occurrence': 1\n",
    "    },\n",
    "    groups=(g1,g2)\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "C2AiKPoTsQRQ"
   },
   "source": [
    "## Weighting step matrix values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "jilriJbIsQRQ"
   },
   "outputs": [],
   "source": [
    "stream_with_sessions = stream.split_sessions((30, 'm'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 795
    },
    "executionInfo": {
     "elapsed": 973,
     "status": "ok",
     "timestamp": 1682530397712,
     "user": {
      "displayName": "Anton Chernyshov",
      "userId": "01981945422758004884"
     },
     "user_tz": -180
    },
    "id": "bx94f8i1sQRR",
    "outputId": "a5a19a4d-c1a8-4f8f-ef73-05a5d7e09b9a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<retentioneering.tooling.step_matrix.step_matrix.StepMatrix at 0x2881c7a90>"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1100x1000 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream_with_sessions.step_matrix(max_steps=16, weight_col='session_id', threshold=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "id": "C2OQXHM0AzDz"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<retentioneering.tooling.step_matrix.step_matrix.StepMatrix at 0x286043580>"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1100x1000 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stream_with_sessions.step_matrix(max_steps=16, weight_col='user_id', threshold=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 701
    },
    "executionInfo": {
     "elapsed": 2300,
     "status": "ok",
     "timestamp": 1682520850114,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "hoFpLZqwsQRR",
    "outputId": "2000a632-5eb6-4c12-e9ca-2e7709d40776"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x900 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from retentioneering.tooling.step_matrix import StepMatrix\n",
    "\n",
    "step_matrix = StepMatrix(stream)\n",
    "step_matrix.fit(max_steps=12, targets=['payment_done'], threshold=0)\n",
    "step_matrix.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_1JXIO19cQQw"
   },
   "source": [
    "## Common tooling properties\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "i3vvPGaGcR7p"
   },
   "source": [
    "### values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 457
    },
    "executionInfo": {
     "elapsed": 455,
     "status": "ok",
     "timestamp": 1682520877537,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "jcPw3n-BcUpU",
    "outputId": "99da10f3-9dd2-415d-e2ec-4cd119c3b6b8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                    1         2         3         4         5         6\npath_start        1.0  0.000000  0.000000  0.000000  0.000000  0.000000\ncatalog           0.0  0.716076  0.445215  0.384164  0.310051  0.251400\nmain              0.0  0.283924  0.162357  0.121834  0.094108  0.085311\ncart              0.0  0.000000  0.089843  0.109571  0.080778  0.064783\ndelivery_choice   0.0  0.000000  0.000000  0.054119  0.061584  0.049054\npayment_choice    0.0  0.000000  0.000000  0.000000  0.000000  0.033591\nproduct1          0.0  0.000000  0.070115  0.045055  0.042655  0.031991\ndelivery_pickup   0.0  0.000000  0.000000  0.000000  0.014396  0.016796\nproduct2          0.0  0.000000  0.114370  0.065849  0.057851  0.045854\ndelivery_courier  0.0  0.000000  0.000000  0.000000  0.025327  0.032791\nENDED             0.0  0.000000  0.118102  0.219408  0.313250  0.388430",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>1</th>\n      <th>2</th>\n      <th>3</th>\n      <th>4</th>\n      <th>5</th>\n      <th>6</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>path_start</th>\n      <td>1.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>catalog</th>\n      <td>0.0</td>\n      <td>0.716076</td>\n      <td>0.445215</td>\n      <td>0.384164</td>\n      <td>0.310051</td>\n      <td>0.251400</td>\n    </tr>\n    <tr>\n      <th>main</th>\n      <td>0.0</td>\n      <td>0.283924</td>\n      <td>0.162357</td>\n      <td>0.121834</td>\n      <td>0.094108</td>\n      <td>0.085311</td>\n    </tr>\n    <tr>\n      <th>cart</th>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.089843</td>\n      <td>0.109571</td>\n      <td>0.080778</td>\n      <td>0.064783</td>\n    </tr>\n    <tr>\n      <th>delivery_choice</th>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.054119</td>\n      <td>0.061584</td>\n      <td>0.049054</td>\n    </tr>\n    <tr>\n      <th>payment_choice</th>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.033591</td>\n    </tr>\n    <tr>\n      <th>product1</th>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.070115</td>\n      <td>0.045055</td>\n      <td>0.042655</td>\n      <td>0.031991</td>\n    </tr>\n    <tr>\n      <th>delivery_pickup</th>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.014396</td>\n      <td>0.016796</td>\n    </tr>\n    <tr>\n      <th>product2</th>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.114370</td>\n      <td>0.065849</td>\n      <td>0.057851</td>\n      <td>0.045854</td>\n    </tr>\n    <tr>\n      <th>delivery_courier</th>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.025327</td>\n      <td>0.032791</td>\n    </tr>\n    <tr>\n      <th>ENDED</th>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.118102</td>\n      <td>0.219408</td>\n      <td>0.313250</td>\n      <td>0.388430</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stream.step_matrix(\n",
    "    max_steps=6,\n",
    "    targets=['product1', ['cart', 'payment_done']],\n",
    "    threshold=0,\n",
    "    show_plot=False\n",
    ").values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 143
    },
    "executionInfo": {
     "elapsed": 255,
     "status": "ok",
     "timestamp": 1682520907306,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "NWSF_siLcoK8",
    "outputId": "bcebac12-c9d1-4913-e8ea-bbcd3a458de9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                1    2         3         4         5         6\nproduct1      0.0  0.0  0.070115  0.045055  0.042655  0.031991\ncart          0.0  0.0  0.089843  0.109571  0.080778  0.064783\npayment_done  0.0  0.0  0.000000  0.000000  0.000000  0.000000",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>1</th>\n      <th>2</th>\n      <th>3</th>\n      <th>4</th>\n      <th>5</th>\n      <th>6</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>product1</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.070115</td>\n      <td>0.045055</td>\n      <td>0.042655</td>\n      <td>0.031991</td>\n    </tr>\n    <tr>\n      <th>cart</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.089843</td>\n      <td>0.109571</td>\n      <td>0.080778</td>\n      <td>0.064783</td>\n    </tr>\n    <tr>\n      <th>payment_done</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stream.step_matrix(\n",
    "    max_steps=6,\n",
    "    targets=['product1', ['cart', 'payment_done']],\n",
    "    threshold=0,\n",
    "    show_plot=False\n",
    ").values[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JzUR2D6Ycssj"
   },
   "source": [
    "### params\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1245,
     "status": "ok",
     "timestamp": 1682521034367,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "sCwEU1F-cwg9",
    "outputId": "a3a76c8b-4730-453e-ba7f-405b1dcb2161"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "{'max_steps': 6,\n 'weight_col': 'user_id',\n 'precision': 2,\n 'targets': ['product1', ['cart', 'payment_done']],\n 'accumulated': None,\n 'sorting': None,\n 'threshold': 0,\n 'centered': None,\n 'groups': None}"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stream.step_matrix(\n",
    "    max_steps=6,\n",
    "    targets=['product1', ['cart', 'payment_done']],\n",
    "    threshold=0,\n",
    "    show_plot=False\n",
    ").params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": [
    {
     "file_id": "1QOG39hYmhyaXzuqe8sivZWyg9spjFSRy",
     "timestamp": 1671628439987
    }
   ],
   "toc_visible": true
  },
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   "display_name": "Python 3",
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
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    "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
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 },
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 "nbformat_minor": 4
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