From 74da12da7b492829fd8207577239a4f094b1897f Mon Sep 17 00:00:00 2001 From: Petrus Date: Sat, 25 Oct 2025 18:39:28 +0200 Subject: [PATCH] . --- Analysis.ipynb | 499 ++++++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 474 insertions(+), 25 deletions(-) diff --git a/Analysis.ipynb b/Analysis.ipynb index 9c73cb27..bdcb9865 100644 --- a/Analysis.ipynb +++ b/Analysis.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "557ed2b5", "metadata": {}, "outputs": [ @@ -26,30 +26,479 @@ "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Index: 30162 entries, 1 to 32560\n", - "Data columns (total 13 columns):\n", - " # Column Non-Null Count Dtype\n", - "--- ------ -------------- -----\n", - " 0 age 30162 non-null int64\n", - " 1 workclass 30162 non-null int64\n", - " 2 education.num 30162 non-null int64\n", - " 3 marital.status 30162 non-null int64\n", - " 4 occupation 30162 non-null int64\n", - " 5 relationship 30162 non-null int64\n", - " 6 race 30162 non-null int64\n", - " 7 sex 30162 non-null int64\n", - " 8 capital.gain 30162 non-null int64\n", - " 9 capital.loss 30162 non-null int64\n", - " 10 hours.per.week 30162 non-null int64\n", - " 11 native.country 30162 non-null int64\n", - " 12 income 30162 non-null int64\n", - "dtypes: int64(13)\n", - "memory usage: 3.2 MB\n" - ] + "data": { + "text/html": [ + "
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ageworkclassfnlwgteducationeducation.nummarital.statusoccupationrelationshipracesexcapital.gaincapital.losshours.per.weeknative.countryincome
090?77053HS-grad9Widowed?Not-in-familyWhiteFemale0435640United-States<=50K
182Private132870HS-grad9WidowedExec-managerialNot-in-familyWhiteFemale0435618United-States<=50K
266?186061Some-college10Widowed?UnmarriedBlackFemale0435640United-States<=50K
354Private1403597th-8th4DivorcedMachine-op-inspctUnmarriedWhiteFemale0390040United-States<=50K
441Private264663Some-college10SeparatedProf-specialtyOwn-childWhiteFemale0390040United-States<=50K
534Private216864HS-grad9DivorcedOther-serviceUnmarriedWhiteFemale0377045United-States<=50K
638Private15060110th6SeparatedAdm-clericalUnmarriedWhiteMale0377040United-States<=50K
774State-gov88638Doctorate16Never-marriedProf-specialtyOther-relativeWhiteFemale0368320United-States>50K
868Federal-gov422013HS-grad9DivorcedProf-specialtyNot-in-familyWhiteFemale0368340United-States<=50K
941Private70037Some-college10Never-marriedCraft-repairUnmarriedWhiteMale0300460?>50K
1045Private172274Doctorate16DivorcedProf-specialtyUnmarriedBlackFemale0300435United-States>50K
1138Self-emp-not-inc164526Prof-school15Never-marriedProf-specialtyNot-in-familyWhiteMale0282445United-States>50K
1252Private129177Bachelors13WidowedOther-serviceNot-in-familyWhiteFemale0282420United-States>50K
1332Private136204Masters14SeparatedExec-managerialNot-in-familyWhiteMale0282455United-States>50K
1451?172175Doctorate16Never-married?Not-in-familyWhiteMale0282440United-States>50K
1546Private45363Prof-school15DivorcedProf-specialtyNot-in-familyWhiteMale0282440United-States>50K
1645Private17282211th7DivorcedTransport-movingNot-in-familyWhiteMale0282476United-States>50K
1757Private317847Masters14DivorcedExec-managerialNot-in-familyWhiteMale0282450United-States>50K
1822Private119592Assoc-acdm12Never-marriedHandlers-cleanersNot-in-familyBlackMale0282440?>50K
1934Private203034Bachelors13SeparatedSalesNot-in-familyWhiteMale0282450United-States>50K
\n", + "
" + ], + "text/plain": [ + " age workclass fnlwgt education education.num marital.status \\\n", + "0 90 ? 77053 HS-grad 9 Widowed \n", + "1 82 Private 132870 HS-grad 9 Widowed \n", + "2 66 ? 186061 Some-college 10 Widowed \n", + "3 54 Private 140359 7th-8th 4 Divorced \n", + "4 41 Private 264663 Some-college 10 Separated \n", + "5 34 Private 216864 HS-grad 9 Divorced \n", + "6 38 Private 150601 10th 6 Separated \n", + "7 74 State-gov 88638 Doctorate 16 Never-married \n", + "8 68 Federal-gov 422013 HS-grad 9 Divorced \n", + "9 41 Private 70037 Some-college 10 Never-married \n", + "10 45 Private 172274 Doctorate 16 Divorced \n", + "11 38 Self-emp-not-inc 164526 Prof-school 15 Never-married \n", + "12 52 Private 129177 Bachelors 13 Widowed \n", + "13 32 Private 136204 Masters 14 Separated \n", + "14 51 ? 172175 Doctorate 16 Never-married \n", + "15 46 Private 45363 Prof-school 15 Divorced \n", + "16 45 Private 172822 11th 7 Divorced \n", + "17 57 Private 317847 Masters 14 Divorced \n", + "18 22 Private 119592 Assoc-acdm 12 Never-married \n", + "19 34 Private 203034 Bachelors 13 Separated \n", + "\n", + " occupation relationship race sex capital.gain \\\n", + "0 ? Not-in-family White Female 0 \n", + "1 Exec-managerial Not-in-family White Female 0 \n", + "2 ? Unmarried Black Female 0 \n", + "3 Machine-op-inspct Unmarried White Female 0 \n", + "4 Prof-specialty Own-child White Female 0 \n", + "5 Other-service Unmarried White Female 0 \n", + "6 Adm-clerical Unmarried White Male 0 \n", + "7 Prof-specialty Other-relative White Female 0 \n", + "8 Prof-specialty Not-in-family White Female 0 \n", + "9 Craft-repair Unmarried White Male 0 \n", + "10 Prof-specialty Unmarried Black Female 0 \n", + "11 Prof-specialty Not-in-family White Male 0 \n", + "12 Other-service Not-in-family White Female 0 \n", + "13 Exec-managerial Not-in-family White Male 0 \n", + "14 ? Not-in-family White Male 0 \n", + "15 Prof-specialty Not-in-family White Male 0 \n", + "16 Transport-moving Not-in-family White Male 0 \n", + "17 Exec-managerial Not-in-family White Male 0 \n", + "18 Handlers-cleaners Not-in-family Black Male 0 \n", + "19 Sales Not-in-family White Male 0 \n", + "\n", + " capital.loss hours.per.week native.country income \n", + "0 4356 40 United-States <=50K \n", + "1 4356 18 United-States <=50K \n", + "2 4356 40 United-States <=50K \n", + "3 3900 40 United-States <=50K \n", + "4 3900 40 United-States <=50K \n", + "5 3770 45 United-States <=50K \n", + "6 3770 40 United-States <=50K \n", + "7 3683 20 United-States >50K \n", + "8 3683 40 United-States <=50K \n", + "9 3004 60 ? >50K \n", + "10 3004 35 United-States >50K \n", + "11 2824 45 United-States >50K \n", + "12 2824 20 United-States >50K \n", + "13 2824 55 United-States >50K \n", + "14 2824 40 United-States >50K \n", + "15 2824 40 United-States >50K \n", + "16 2824 76 United-States >50K \n", + "17 2824 50 United-States >50K \n", + "18 2824 40 ? >50K \n", + "19 2824 50 United-States >50K " + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" } ], "source": [