diff --git a/Project Part 1 (Template).ipynb b/Project Part 1 (Template).ipynb index c624e47..75aeaeb 100644 --- a/Project Part 1 (Template).ipynb +++ b/Project Part 1 (Template).ipynb @@ -1,6 +1,7 @@ { "cells": [ { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -26,6 +27,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -34,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -45,6 +47,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -53,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -371,8 +374,8 @@ "" ], "text/plain": [ - " Age Number of sexual partners First sexual intercourse \n", - "0 18 4.0 15.0 \\\n", + " Age Number of sexual partners First sexual intercourse \\\n", + "0 18 4.0 15.0 \n", "1 15 1.0 14.0 \n", "2 34 1.0 ? \n", "3 52 5.0 16.0 \n", @@ -384,8 +387,8 @@ "856 33 2.0 24.0 \n", "857 29 2.0 20.0 \n", "\n", - " Num of pregnancies Smokes Smokes (years) Smokes (packs/year) \n", - "0 1.0 0.0 0.0 0.0 \\\n", + " Num of pregnancies Smokes Smokes (years) Smokes (packs/year) \\\n", + "0 1.0 0.0 0.0 0.0 \n", "1 1.0 0.0 0.0 0.0 \n", "2 1.0 0.0 0.0 0.0 \n", "3 4.0 1.0 37.0 37.0 \n", @@ -397,8 +400,8 @@ "856 2.0 0.0 0.0 0.0 \n", "857 1.0 0.0 0.0 0.0 \n", "\n", - " Hormonal Contraceptives Hormonal Contraceptives (years) IUD ... \n", - "0 0.0 0.0 0.0 ... \\\n", + " Hormonal Contraceptives Hormonal Contraceptives (years) IUD ... \\\n", + "0 0.0 0.0 0.0 ... \n", "1 0.0 0.0 0.0 ... \n", "2 0.0 0.0 0.0 ... \n", "3 1.0 3.0 0.0 ... \n", @@ -410,8 +413,8 @@ "856 1.0 0.08 0.0 ... \n", "857 1.0 0.5 0.0 ... \n", "\n", - " STDs: Time since first diagnosis STDs: Time since last diagnosis \n", - "0 ? ? \\\n", + " STDs: Time since first diagnosis STDs: Time since last diagnosis \\\n", + "0 ? ? \n", "1 ? ? \n", "2 ? ? \n", "3 ? ? \n", @@ -439,7 +442,7 @@ "[858 rows x 36 columns]" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -450,6 +453,150 @@ ] }, { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 858 entries, 0 to 857\n", + "Data columns (total 36 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Age 858 non-null int64 \n", + " 1 Number of sexual partners 858 non-null object\n", + " 2 First sexual intercourse 858 non-null object\n", + " 3 Num of pregnancies 858 non-null object\n", + " 4 Smokes 858 non-null object\n", + " 5 Smokes (years) 858 non-null object\n", + " 6 Smokes (packs/year) 858 non-null object\n", + " 7 Hormonal Contraceptives 858 non-null object\n", + " 8 Hormonal Contraceptives (years) 858 non-null object\n", + " 9 IUD 858 non-null object\n", + " 10 IUD (years) 858 non-null object\n", + " 11 STDs 858 non-null object\n", + " 12 STDs (number) 858 non-null object\n", + " 13 STDs:condylomatosis 858 non-null object\n", + " 14 STDs:cervical condylomatosis 858 non-null object\n", + " 15 STDs:vaginal condylomatosis 858 non-null object\n", + " 16 STDs:vulvo-perineal condylomatosis 858 non-null object\n", + " 17 STDs:syphilis 858 non-null object\n", + " 18 STDs:pelvic inflammatory disease 858 non-null object\n", + " 19 STDs:genital herpes 858 non-null object\n", + " 20 STDs:molluscum contagiosum 858 non-null object\n", + " 21 STDs:AIDS 858 non-null object\n", + " 22 STDs:HIV 858 non-null object\n", + " 23 STDs:Hepatitis B 858 non-null object\n", + " 24 STDs:HPV 858 non-null object\n", + " 25 STDs: Number of diagnosis 858 non-null int64 \n", + " 26 STDs: Time since first diagnosis 858 non-null object\n", + " 27 STDs: Time since last diagnosis 858 non-null object\n", + " 28 Dx:Cancer 858 non-null int64 \n", + " 29 Dx:CIN 858 non-null int64 \n", + " 30 Dx:HPV 858 non-null int64 \n", + " 31 Dx 858 non-null int64 \n", + " 32 Hinselmann 858 non-null int64 \n", + " 33 Schiller 858 non-null int64 \n", + " 34 Citology 858 non-null int64 \n", + " 35 Biopsy 858 non-null int64 \n", + "dtypes: int64(10), object(26)\n", + "memory usage: 241.4+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 858 entries, 0 to 857\n", + "Data columns (total 35 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Age 858 non-null int64 \n", + " 1 Number of sexual partners 858 non-null object\n", + " 2 First sexual intercourse 858 non-null object\n", + " 3 Num of pregnancies 858 non-null object\n", + " 4 Smokes 858 non-null object\n", + " 5 Smokes (years) 858 non-null object\n", + " 6 Smokes (packs/year) 858 non-null object\n", + " 7 Hormonal Contraceptives 858 non-null object\n", + " 8 Hormonal Contraceptives (years) 858 non-null object\n", + " 9 IUD 858 non-null object\n", + " 10 IUD (years) 858 non-null object\n", + " 11 STDs 858 non-null object\n", + " 12 STDs (number) 858 non-null object\n", + " 13 STDs:condylomatosis 858 non-null object\n", + " 14 STDs:cervical condylomatosis 858 non-null object\n", + " 15 STDs:vaginal condylomatosis 858 non-null object\n", + " 16 STDs:vulvo-perineal condylomatosis 858 non-null object\n", + " 17 STDs:syphilis 858 non-null object\n", + " 18 STDs:pelvic inflammatory disease 858 non-null object\n", + " 19 STDs:genital herpes 858 non-null object\n", + " 20 STDs:molluscum contagiosum 858 non-null object\n", + " 21 STDs:AIDS 858 non-null object\n", + " 22 STDs:HIV 858 non-null object\n", + " 23 STDs:Hepatitis B 858 non-null object\n", + " 24 STDs:HPV 858 non-null object\n", + " 25 STDs: Number of diagnosis 858 non-null int64 \n", + " 26 STDs: Time since first diagnosis 858 non-null object\n", + " 27 STDs: Time since last diagnosis 858 non-null object\n", + " 28 Dx:Cancer 858 non-null int64 \n", + " 29 Dx:CIN 858 non-null int64 \n", + " 30 Dx:HPV 858 non-null int64 \n", + " 31 Dx 858 non-null int64 \n", + " 32 Hinselmann 858 non-null int64 \n", + " 33 Schiller 858 non-null int64 \n", + " 34 Citology 858 non-null int64 \n", + "dtypes: int64(9), object(26)\n", + "memory usage: 234.7+ KB\n" + ] + } + ], + "source": [ + "X = df.drop('Biopsy', axis = 1)\n", + "X.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 858 entries, 0 to 857\n", + "Series name: Biopsy\n", + "Non-Null Count Dtype\n", + "-------------- -----\n", + "858 non-null int64\n", + "dtypes: int64(1)\n", + "memory usage: 6.8 KB\n" + ] + } + ], + "source": [ + "y = df['Biopsy']\n", + "y.info()" + ] + }, + { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -459,16 +606,15 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "#split into 80:10:10\n", - "\n", - "\n" + "#split into 80:10:10\n" ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -486,6 +632,7 @@ "source": [] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -503,6 +650,7 @@ "source": [] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -520,6 +668,7 @@ "source": [] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [