diff --git a/Examples/PyCaret Association Rule.ipynb b/Examples/PyCaret Association Rule.ipynb deleted file mode 100644 index 871897c5ac93890578f368076980de747d26178b..0000000000000000000000000000000000000000 --- a/Examples/PyCaret Association Rule.ipynb +++ /dev/null @@ -1,5043 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - " | Dataset | \n", - "Data Types | \n", - "Default Task | \n", - "Target Variable | \n", - "# Instances | \n", - "# Attributes | \n", - "Missing Values | \n", - "
---|---|---|---|---|---|---|---|
0 | \n", - "cancer | \n", - "Multivariate | \n", - "Classification | \n", - "Class | \n", - "683 | \n", - "10 | \n", - "N | \n", - "
1 | \n", - "credit | \n", - "Multivariate | \n", - "Classification | \n", - "default | \n", - "24000 | \n", - "24 | \n", - "N | \n", - "
2 | \n", - "employee | \n", - "Multivariate | \n", - "Classification | \n", - "left | \n", - "14999 | \n", - "10 | \n", - "N | \n", - "
3 | \n", - "heart | \n", - "Multivariate | \n", - "Classification | \n", - "DEATH | \n", - "200 | \n", - "17 | \n", - "N | \n", - "
4 | \n", - "hepatitis | \n", - "Multivariate | \n", - "Classification | \n", - "Class | \n", - "154 | \n", - "32 | \n", - "Y | \n", - "
5 | \n", - "income | \n", - "Multivariate | \n", - "Classification | \n", - "income >50K | \n", - "32561 | \n", - "14 | \n", - "Y | \n", - "
6 | \n", - "iris | \n", - "Multivariate | \n", - "Classification | \n", - "Class | \n", - "100 | \n", - "5 | \n", - "N | \n", - "
7 | \n", - "juice | \n", - "Multivariate | \n", - "Classification | \n", - "Purchase | \n", - "1070 | \n", - "15 | \n", - "N | \n", - "
8 | \n", - "heart_disease | \n", - "Multivariate | \n", - "Classification | \n", - "Disease | \n", - "270 | \n", - "14 | \n", - "N | \n", - "
9 | \n", - "glass | \n", - "Multivariate | \n", - "Multiclass Classification | \n", - "Type | \n", - "214 | \n", - "10 | \n", - "N | \n", - "
10 | \n", - "satellite | \n", - "Multivariate | \n", - "Multiclass Classification | \n", - "Class | \n", - "6435 | \n", - "37 | \n", - "N | \n", - "
11 | \n", - "poker | \n", - "Multivariate | \n", - "Multiclass Classification | \n", - "CLASS | \n", - "100000 | \n", - "11 | \n", - "N | \n", - "
12 | \n", - "automobile | \n", - "Multivariate | \n", - "Regression | \n", - "price | \n", - "202 | \n", - "26 | \n", - "Y | \n", - "
13 | \n", - "bike | \n", - "Multivariate | \n", - "Regression | \n", - "cnt | \n", - "17379 | \n", - "15 | \n", - "N | \n", - "
14 | \n", - "boston | \n", - "Multivariate | \n", - "Regression | \n", - "medv | \n", - "506 | \n", - "14 | \n", - "N | \n", - "
15 | \n", - "diamond | \n", - "Multivariate | \n", - "Regression | \n", - "Price | \n", - "6000 | \n", - "8 | \n", - "N | \n", - "
16 | \n", - "gold | \n", - "Multivariate | \n", - "Regression | \n", - "Gold_T+22 | \n", - "2558 | \n", - "121 | \n", - "N | \n", - "
17 | \n", - "tweets | \n", - "Text | \n", - "NLP | \n", - "tweet | \n", - "8594 | \n", - "2 | \n", - "N | \n", - "
18 | \n", - "amazon | \n", - "Text | \n", - "NLP / Classification | \n", - "reviewText | \n", - "20000 | \n", - "2 | \n", - "N | \n", - "
19 | \n", - "kiva | \n", - "Text | \n", - "NLP / Classification | \n", - "en | \n", - "6818 | \n", - "7 | \n", - "N | \n", - "
20 | \n", - "spx | \n", - "Text | \n", - "NLP / Regression | \n", - "text | \n", - "874 | \n", - "4 | \n", - "N | \n", - "
21 | \n", - "germany | \n", - "Multivariate | \n", - "Association Rule Mining | \n", - "InvoiceNo, Description | \n", - "9495 | \n", - "8 | \n", - "N | \n", - "
22 | \n", - "france | \n", - "Multivariate | \n", - "Association Rule Mining | \n", - "InvoiceNo, Description | \n", - "8557 | \n", - "8 | \n", - "N | \n", - "
\n", - " | InvoiceNo | \n", - "StockCode | \n", - "Description | \n", - "Quantity | \n", - "InvoiceDate | \n", - "UnitPrice | \n", - "CustomerID | \n", - "Country | \n", - "
---|---|---|---|---|---|---|---|---|
0 | \n", - "536370 | \n", - "22728 | \n", - "ALARM CLOCK BAKELIKE PINK | \n", - "24 | \n", - "12/1/2010 8:45 | \n", - "3.75 | \n", - "12583.0 | \n", - "France | \n", - "
1 | \n", - "536370 | \n", - "22727 | \n", - "ALARM CLOCK BAKELIKE RED | \n", - "24 | \n", - "12/1/2010 8:45 | \n", - "3.75 | \n", - "12583.0 | \n", - "France | \n", - "
2 | \n", - "536370 | \n", - "22726 | \n", - "ALARM CLOCK BAKELIKE GREEN | \n", - "12 | \n", - "12/1/2010 8:45 | \n", - "3.75 | \n", - "12583.0 | \n", - "France | \n", - "
3 | \n", - "536370 | \n", - "21724 | \n", - "PANDA AND BUNNIES STICKER SHEET | \n", - "12 | \n", - "12/1/2010 8:45 | \n", - "0.85 | \n", - "12583.0 | \n", - "France | \n", - "
4 | \n", - "536370 | \n", - "21883 | \n", - "STARS GIFT TAPE | \n", - "24 | \n", - "12/1/2010 8:45 | \n", - "0.65 | \n", - "12583.0 | \n", - "France | \n", - "
Description | Value |
---|---|
session_id | \n", - "1262 | \n", - "
# Transactions | \n", - "461 | \n", - "
# Items | \n", - "1565 | \n", - "
Ignore Items | \n", - "None | \n", - "
\n", - " | antecedents | \n", - "consequents | \n", - "antecedent support | \n", - "consequent support | \n", - "support | \n", - "confidence | \n", - "lift | \n", - "leverage | \n", - "conviction | \n", - "
---|---|---|---|---|---|---|---|---|---|
0 | \n", - "(JUMBO BAG WOODLAND ANIMALS) | \n", - "(POSTAGE) | \n", - "0.0651 | \n", - "0.6746 | \n", - "0.0651 | \n", - "1.0000 | \n", - "1.4823 | \n", - "0.0212 | \n", - "inf | \n", - "
1 | \n", - "(SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET... | \n", - "(SET/6 RED SPOTTY PAPER CUPS) | \n", - "0.0868 | \n", - "0.1171 | \n", - "0.0846 | \n", - "0.9750 | \n", - "8.3236 | \n", - "0.0744 | \n", - "35.3145 | \n", - "
2 | \n", - "(SET/6 RED SPOTTY PAPER CUPS, SET/20 RED RETRO... | \n", - "(SET/6 RED SPOTTY PAPER PLATES) | \n", - "0.0868 | \n", - "0.1085 | \n", - "0.0846 | \n", - "0.9750 | \n", - "8.9895 | \n", - "0.0752 | \n", - "35.6616 | \n", - "
3 | \n", - "(SET/6 RED SPOTTY PAPER PLATES, POSTAGE, SET/2... | \n", - "(SET/6 RED SPOTTY PAPER CUPS) | \n", - "0.0716 | \n", - "0.1171 | \n", - "0.0694 | \n", - "0.9697 | \n", - "8.2783 | \n", - "0.0610 | \n", - "29.1345 | \n", - "
4 | \n", - "(POSTAGE, SET/6 RED SPOTTY PAPER CUPS, SET/20 ... | \n", - "(SET/6 RED SPOTTY PAPER PLATES) | \n", - "0.0716 | \n", - "0.1085 | \n", - "0.0694 | \n", - "0.9697 | \n", - "8.9406 | \n", - "0.0617 | \n", - "29.4208 | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
136 | \n", - "(STRAWBERRY LUNCH BOX WITH CUTLERY) | \n", - "(LUNCH BOX WITH CUTLERY RETROSPOT ) | \n", - "0.1041 | \n", - "0.1236 | \n", - "0.0542 | \n", - "0.5208 | \n", - "4.2124 | \n", - "0.0414 | \n", - "1.8289 | \n", - "
137 | \n", - "(LUNCH BAG APPLE DESIGN) | \n", - "(LUNCH BAG SPACEBOY DESIGN ) | \n", - "0.1085 | \n", - "0.1041 | \n", - "0.0564 | \n", - "0.5200 | \n", - "4.9942 | \n", - "0.0451 | \n", - "1.8664 | \n", - "
138 | \n", - "(LUNCH BAG APPLE DESIGN) | \n", - "(LUNCH BAG RED RETROSPOT) | \n", - "0.1085 | \n", - "0.1323 | \n", - "0.0564 | \n", - "0.5200 | \n", - "3.9298 | \n", - "0.0420 | \n", - "1.8077 | \n", - "
139 | \n", - "(PLASTERS IN TIN CIRCUS PARADE , POSTAGE) | \n", - "(PLASTERS IN TIN SPACEBOY) | \n", - "0.1258 | \n", - "0.1193 | \n", - "0.0629 | \n", - "0.5000 | \n", - "4.1909 | \n", - "0.0479 | \n", - "1.7614 | \n", - "
140 | \n", - "(LUNCH BAG RED RETROSPOT, POSTAGE) | \n", - "(LUNCH BAG APPLE DESIGN) | \n", - "0.1041 | \n", - "0.1085 | \n", - "0.0521 | \n", - "0.5000 | \n", - "4.6100 | \n", - "0.0408 | \n", - "1.7831 | \n", - "
141 rows × 9 columns
\n", - "