diff --git a/HW2/HW2.ipynb b/HW2/HW2.ipynb new file mode 100644 index 0000000..b1d56ea --- /dev/null +++ b/HW2/HW2.ipynb @@ -0,0 +1,621 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# HW2 – Using APIs for UniProt and Ensembl\n", + "**Author:** Victoria Orlova " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "import json\n", + "import re\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def http_function(endpoint, **kwargs):\n", + " \"\"\"\n", + " Generic HTTP GET function that returns the JSON response.\n", + " \"\"\"\n", + " headers = kwargs.get('headers', {})\n", + " kwargs['headers'] = headers\n", + " response = requests.get(endpoint, **kwargs)\n", + " return response" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def get_uniprot(accession):\n", + " \"\"\"\n", + " Retrieve protein data from UniProt REST API for a single accession.\n", + " Returns a Response object.\n", + " \"\"\"\n", + " endpoint = f\"https://rest.uniprot.org/uniprotkb/{accession}\"\n", + " return http_function(endpoint, headers={'Accept': 'application/json'})" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def uniprot_parse_response(resp):\n", + " \"\"\"\n", + " Parse UniProt JSON response (requests.Response object) and extract:\n", + " organism, geneInfo, sequenceInfo, type.\n", + " Returns a dictionary with those fields, or {'error': ...} on failure.\n", + " \"\"\"\n", + " try:\n", + " data = resp.json()\n", + " except Exception as e:\n", + " return {'error': f'Failed to parse JSON: {str(e)}'}\n", + "\n", + " try:\n", + " organism = data.get('organism', {}).get('scientificName', 'N/A')\n", + " geneInfo = data.get('genes', [])\n", + " seq = data.get('sequence', {})\n", + " sequenceInfo = {\n", + " 'value': seq.get('value', ''),\n", + " 'length': seq.get('length', 'N/A'),\n", + " 'molWeight': seq.get('molWeight', 'N/A'),\n", + " 'crc64': seq.get('crc64', 'N/A'),\n", + " 'md5': seq.get('md5', 'N/A')\n", + " }\n", + " entry_type = 'protein'\n", + " return {\n", + " 'organism': organism,\n", + " 'geneInfo': geneInfo,\n", + " 'sequenceInfo': sequenceInfo,\n", + " 'type': entry_type\n", + " }\n", + " except Exception as e:\n", + " return {'error': f'UniProt parsing failed: {str(e)}'}" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def get_ensembl(id):\n", + " \"\"\"\n", + " Retrieve gene/transcript/protein data from Ensembl REST API.\n", + " Returns a Response object.\n", + " \"\"\"\n", + " endpoint = f\"https://rest.ensembl.org/lookup/id/{id}\"\n", + " headers = {'Content-Type': 'application/json'}\n", + " return http_function(endpoint, headers=headers)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def ensembl_parse_response(resp: dict):\n", + " \"\"\"\n", + " Parse Ensembl JSON response and extract:\n", + " object_type, assembly_name, species, db_type, biotype,\n", + " display_name, id, description, canonical_transcript, source\n", + " \"\"\"\n", + " \n", + " try:\n", + " resp = resp.json()\n", + " except Exception as e:\n", + " return {'error': f'Failed to parse JSON: {str(e)}'}\n", + " \n", + " try:\n", + " if 'error' in resp:\n", + " return {'error': resp['error']}\n", + " \n", + " return {\n", + " 'object_type': resp.get('object_type', 'N/A'),\n", + " 'assembly_name': resp.get('assembly_name', 'N/A'),\n", + " 'species': resp.get('species', 'N/A'),\n", + " 'db_type': resp.get('db_type', 'N/A'),\n", + " 'biotype': resp.get('biotype', 'N/A'),\n", + " 'display_name': resp.get('display_name', 'N/A'),\n", + " 'id': resp.get('id', 'N/A'),\n", + " 'description': resp.get('description', 'N/A'),\n", + " 'canonical_transcript': resp.get('canonical_transcript', 'N/A'),\n", + " 'source': resp.get('source', 'N/A')\n", + " }\n", + " except Exception as e:\n", + " return {'error': f'Ensembl parsing failed: {str(e)}'}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def main(ids):\n", + " \"\"\"\n", + " Accepts a list of IDs, determines their type (UniProt or Ensembl) using regex,\n", + " fetches and parses data from the appropriate API, and returns a pandas DataFrame.\n", + " If an ID is invalid or an error occurs, an error column is added.\n", + " \"\"\"\n", + " uniprot_pattern = r'^[A-Z][0-9][A-Z0-9]{3,}[0-9]$'\n", + " ensembl_pattern = r'^ENS[A-Z]*[GTEP][0-9]{11}$'\n", + "\n", + " records = []\n", + "\n", + " for raw_id in ids:\n", + " acc = raw_id.strip()\n", + " record = {'ID': acc}\n", + "\n", + " try:\n", + " if re.match(uniprot_pattern, acc):\n", + " resp = get_uniprot(acc)\n", + " info = uniprot_parse_response(resp)\n", + " if 'error' in info:\n", + " record['error'] = info['error']\n", + " else:\n", + " record.update(info)\n", + " record['geneInfo'] = json.dumps(record['geneInfo'])\n", + " record['sequenceInfo'] = json.dumps(record['sequenceInfo'])\n", + "\n", + " elif re.match(ensembl_pattern, acc):\n", + " resp = get_ensembl(acc)\n", + " info = ensembl_parse_response(resp)\n", + " if 'error' in info:\n", + " record['error'] = info['error']\n", + " else:\n", + " record.update(info)\n", + "\n", + " else:\n", + " record['error'] = 'ID format not recognized'\n", + "\n", + " except requests.exceptions.HTTPError as e:\n", + " error_msg = f'HTTP error: {e.response.status_code}'\n", + " try:\n", + " err_data = e.response.json()\n", + " if 'messages' in err_data:\n", + " error_msg += ' - ' + ', '.join(err_data['messages'])\n", + " elif 'error' in err_data:\n", + " error_msg += ' - ' + err_data['error']\n", + " except:\n", + " pass\n", + " record['error'] = error_msg\n", + " except Exception as e:\n", + " record['error'] = f'Unexpected error: {str(e)}'\n", + "\n", + " records.append(record)\n", + "\n", + " df = pd.DataFrame(records)\n", + " if 'error' in df.columns:\n", + " cols = [c for c in df.columns if c != 'error'] + ['error']\n", + " df = df[cols]\n", + " return df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Testing with the example IDs from test_data.txt" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_uniprot('P11473')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_uniprot('helloworld')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'url': 'http://rest.uniprot.org/uniprotkb/helloworld',\n", + " 'messages': [\"The 'accession' value has invalid format. It should be a valid UniProtKB accession\"]}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_uniprot('helloworld').json()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'organism': 'Homo sapiens',\n", + " 'geneInfo': [{'geneName': {'evidences': [{'evidenceCode': 'ECO:0000312',\n", + " 'source': 'HGNC',\n", + " 'id': 'HGNC:12679'}],\n", + " 'value': 'VDR'},\n", + " 'synonyms': [{'value': 'NR1I1'}]}],\n", + " 'sequenceInfo': {'value': 'MEAMAASTSLPDPGDFDRNVPRICGVCGDRATGFHFNAMTCEGCKGFFRRSMKRKALFTCPFNGDCRITKDNRRHCQACRLKRCVDIGMMKEFILTDEEVQRKREMILKRKEEEALKDSLRPKLSEEQQRIIAILLDAHHKTYDPTYSDFCQFRPPVRVNDGGGSHPSRPNSRHTPSFSGDSSSSCSDHCITSSDMMDSSSFSNLDLSEEDSDDPSVTLELSQLSMLPHLADLVSYSIQKVIGFAKMIPGFRDLTSEDQIVLLKSSAIEVIMLRSNESFTMDDMSWTCGNQDYKYRVSDVTKAGHSLELIEPLIKFQVGLKKLNLHEEEHVLLMAICIVSPDRPGVQDAALIEAIQDRLSNTLQTYIRCRHPPPGSHLLYAKMIQKLADLRSLNEEHSKQYRCLSFQPECSMKLTPLVLEVFGNEIS',\n", + " 'length': 427,\n", + " 'molWeight': 48289,\n", + " 'crc64': 'F95F300D042C4CB7',\n", + " 'md5': '0D963ACD4A34674368324EE026023597'},\n", + " 'type': 'protein'}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "uniprot_parse_response(get_uniprot('P11473'))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_ensembl('ENSMUSG00000041147')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_ensembl('helloworld')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'error': \"ID 'helloworld' not found\"}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_ensembl('helloworld').json()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'object_type': 'Gene',\n", + " 'assembly_name': 'GRCm39',\n", + " 'species': 'mus_musculus',\n", + " 'db_type': 'core',\n", + " 'biotype': 'protein_coding',\n", + " 'display_name': 'Brca2',\n", + " 'id': 'ENSMUSG00000041147',\n", + " 'description': 'breast cancer 2, early onset [Source:MGI Symbol;Acc:MGI:109337]',\n", + " 'canonical_transcript': 'ENSMUST00000044620.11',\n", + " 'source': 'ensembl_havana'}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ensembl_parse_response(get_ensembl('ENSMUSG00000041147'))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IDorganismgeneInfosequenceInfotypeobject_typeassembly_namespeciesdb_typebiotypedisplay_nameiddescriptioncanonical_transcriptsourceerror
0P11473Homo sapiens[{\"geneName\": {\"evidences\": [{\"evidenceCode\": ...{\"value\": \"MEAMAASTSLPDPGDFDRNVPRICGVCGDRATGFH...proteinNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1Q91XI3Ictidomys tridecemlineatus[{\"geneName\": {\"value\": \"INS\"}}]{\"value\": \"MALWTRLLPLLALLALLGPDPAQAFVNQHLCGSHL...proteinNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2helloNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNID format not recognized
3ENSG00000157764NaNNaNNaNNaNGeneGRCh38homo_sapienscoreprotein_codingBRAFENSG00000157764B-Raf proto-oncogene, serine/threonine kinase ...ENST00000646891.2ensembl_havanaNaN
4ENSG00000139618NaNNaNNaNNaNGeneGRCh38homo_sapienscoreprotein_codingBRCA2ENSG00000139618BRCA2 DNA repair associated [Source:HGNC Symbo...ENST00000380152.8ensembl_havanaNaN
\n", + "
" + ], + "text/plain": [ + " ID organism \\\n", + "0 P11473 Homo sapiens \n", + "1 Q91XI3 Ictidomys tridecemlineatus \n", + "2 hello NaN \n", + "3 ENSG00000157764 NaN \n", + "4 ENSG00000139618 NaN \n", + "\n", + " geneInfo \\\n", + "0 [{\"geneName\": {\"evidences\": [{\"evidenceCode\": ... \n", + "1 [{\"geneName\": {\"value\": \"INS\"}}] \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "\n", + " sequenceInfo type object_type \\\n", + "0 {\"value\": \"MEAMAASTSLPDPGDFDRNVPRICGVCGDRATGFH... protein NaN \n", + "1 {\"value\": \"MALWTRLLPLLALLALLGPDPAQAFVNQHLCGSHL... protein NaN \n", + "2 NaN NaN NaN \n", + "3 NaN NaN Gene \n", + "4 NaN NaN Gene \n", + "\n", + " assembly_name species db_type biotype display_name \\\n", + "0 NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN \n", + "3 GRCh38 homo_sapiens core protein_coding BRAF \n", + "4 GRCh38 homo_sapiens core protein_coding BRCA2 \n", + "\n", + " id description \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 ENSG00000157764 B-Raf proto-oncogene, serine/threonine kinase ... \n", + "4 ENSG00000139618 BRCA2 DNA repair associated [Source:HGNC Symbo... \n", + "\n", + " canonical_transcript source error \n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN ID format not recognized \n", + "3 ENST00000646891.2 ensembl_havana NaN \n", + "4 ENST00000380152.8 ensembl_havana NaN " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "main(['P11473', 'Q91XI3', 'hello', 'ENSG00000157764', 'ENSG00000139618'])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/HW3/HW3.ipynb b/HW3/HW3.ipynb new file mode 100644 index 0000000..ce360be --- /dev/null +++ b/HW3/HW3.ipynb @@ -0,0 +1,460 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# HW3 " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#!pip install openmeteo_requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import openmeteo_requests\n", + "from datetime import datetime" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Iterator classes" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "class IncreaseSpeed:\n", + " \"\"\"\n", + " Iterator for increasing speed step by step.\n", + " \"\"\"\n", + " def __init__(self, current_speed: int, max_speed: int, step: int = 10):\n", + " self.current = current_speed\n", + " self.max_speed = max_speed\n", + " self.step = step\n", + "\n", + " def __iter__(self):\n", + " return self\n", + "\n", + " def __next__(self):\n", + " if self.current + self.step > self.max_speed:\n", + " raise StopIteration\n", + " self.current += self.step\n", + " return self.current" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "class DecreaseSpeed:\n", + " \"\"\"\n", + " Iterator for decreasing speed step by step.\n", + " \"\"\"\n", + " def __init__(self, current_speed: int, min_speed: int = 0, step: int = 10):\n", + " self.current = current_speed\n", + " self.min_speed = min_speed\n", + " self.step = step\n", + "\n", + " def __iter__(self):\n", + " return self\n", + "\n", + " def __next__(self):\n", + " if self.current - self.step < self.min_speed:\n", + " raise StopIteration\n", + " self.current -= self.step\n", + " return self.current" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Car class" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "class Car:\n", + " _total_cars_on_road = 0\n", + "\n", + " def __init__(self, max_speed: int, current_speed: int = 0):\n", + " self.max_speed = max_speed\n", + " self.current_speed = current_speed\n", + " # Car is considered on the road if its speed > 0\n", + " self.state = current_speed > 0\n", + " if self.state:\n", + " Car._total_cars_on_road += 1\n", + "\n", + " # --- regular methods ---\n", + " def accelerate(self, upper_border=None, step=10):\n", + " \"\"\"Increase speed, optionally to a given border.\"\"\"\n", + " old_speed = self.current_speed\n", + "\n", + " if not self.state: # car is parked\n", + " self.state = True\n", + " Car._total_cars_on_road += 1\n", + " target = upper_border if upper_border is not None else step\n", + " if target > self.max_speed:\n", + " target = self.max_speed\n", + " self.current_speed = target\n", + " print(f\"INFO: The speed of this car has been increased from {old_speed} to {self.current_speed}\")\n", + " return\n", + " \n", + " inc = IncreaseSpeed(self.current_speed, self.max_speed, step) # Car on road\n", + " if upper_border is not None:\n", + " # gradually increase up to upper_border\n", + " for new_speed in inc:\n", + " if new_speed > upper_border:\n", + " break\n", + " self.current_speed = new_speed\n", + " print(f\"INFO: Speed increases by {step}\")\n", + " if self.current_speed < upper_border: # ensure final speed == upper_border\n", + " self.current_speed = upper_border\n", + " else:\n", + " try: # increase by one step\n", + " self.current_speed = next(inc)\n", + " print(f\"INFO: Speed increases by {step}\")\n", + " except StopIteration:\n", + " pass\n", + " print(f\"INFO: The speed of this car has been increased from {old_speed} to {self.current_speed}\")\n", + "\n", + " def brake(self, lower_border=None, step=10):\n", + " \"\"\"Decrease speed, optionally to a given border.\"\"\"\n", + " if not self.state:\n", + " print(\"INFO: Car is already parked.\")\n", + " return\n", + "\n", + " old_speed = self.current_speed\n", + " dec = DecreaseSpeed(self.current_speed, min_speed=0, step=step)\n", + " if lower_border is not None:\n", + " for new_speed in dec:\n", + " if new_speed < lower_border:\n", + " break\n", + " self.current_speed = new_speed\n", + " print(f\"INFO: Speed decreases by {step}\")\n", + " if self.current_speed > lower_border:\n", + " self.current_speed = max(lower_border, 0)\n", + " else:\n", + " try:\n", + " self.current_speed = next(dec)\n", + " print(f\"INFO: Speed decreases by {step}\")\n", + " except StopIteration:\n", + " pass\n", + " print(f\"INFO: The speed of this car has been decreased from {old_speed} to {self.current_speed}\")\n", + "\n", + "\n", + " def parking(self):\n", + " \"\"\"Take the car off the road (speed must be 0).\"\"\"\n", + " if not self.state:\n", + " print(\"INFO: Car is already parked.\")\n", + " return\n", + " # bring speed to 0 if needed\n", + " if self.current_speed > 0:\n", + " self.brake(lower_border=0)\n", + " else:\n", + " print(f\"INFO: The speed of this car has been decreased from {self.current_speed} to {self.current_speed}\")\n", + " self.state = False\n", + " Car._total_cars_on_road -= 1\n", + " print(\"Parking the car...\")\n", + "\n", + " @classmethod\n", + " def total_cars(cls):\n", + " \"\"\"Return the total number of cars currently on the road.\"\"\"\n", + " return cls._total_cars_on_road\n", + "\n", + " @staticmethod\n", + " def show_weather():\n", + " \"\"\"Fetch and display current weather in St. Petersburg.\"\"\"\n", + " openmeteo = openmeteo_requests.Client()\n", + " url = \"https://api.open-meteo.com/v1/forecast\"\n", + " params = {\n", + " \"latitude\": 59.9386,\n", + " \"longitude\": 30.3141,\n", + " \"current\": [\"temperature_2m\", \"apparent_temperature\", \"rain\", \"wind_speed_10m\"],\n", + " \"wind_speed_unit\": \"ms\",\n", + " \"timezone\": \"Europe/Moscow\"\n", + " }\n", + " try:\n", + " response = openmeteo.weather_api(url, params=params)[0]\n", + " current = response.Current()\n", + " temp = current.Variables(0).Value()\n", + " apparent_temp = current.Variables(1).Value()\n", + " rain = current.Variables(2).Value()\n", + " wind = current.Variables(3).Value()\n", + "\n", + " print(f\"Current temperature: {round(temp, 0)} C\")\n", + " print(f\"Current apparent_temperature: {round(apparent_temp, 0)} C\")\n", + " print(f\"Current rain: {rain} mm\")\n", + " print(f\"Current wind_speed: {round(wind, 1)} m/s\")\n", + " except Exception as e:\n", + " print(f\"Weather service error: {e}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Testing with the provided example" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total cars on road: 2\n" + ] + } + ], + "source": [ + "car1 = Car(100, 20) # max_speed = 100, initial speed = 5\n", + "car2 = Car(60, 30) # max_speed = 60, initial speed = 30\n", + "car3 = Car(100, 0) # a car that is off road upon creation\n", + "print(f\"Total cars on road: {Car.total_cars()}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: Speed increases by 10\n", + "INFO: Speed increases by 10\n", + "INFO: Speed increases by 10\n", + "INFO: Speed increases by 10\n", + "INFO: Speed increases by 10\n", + "INFO: Speed increases by 10\n", + "INFO: Speed increases by 10\n", + "INFO: Speed increases by 10\n", + "INFO: The speed of this car has been increased from 20 to 100\n" + ] + } + ], + "source": [ + "car1.accelerate(100)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: Speed increases by 10\n", + "INFO: Speed increases by 10\n", + "INFO: The speed of this car has been increased from 30 to 50\n" + ] + } + ], + "source": [ + "car2.accelerate(50)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Speed of car 1: 100\n" + ] + } + ], + "source": [ + "print(\"Speed of car 1:\", car1.current_speed)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Speed of car 2: 50\n" + ] + } + ], + "source": [ + "print(\"Speed of car 2:\", car2.current_speed)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: The speed of this car has been decreased from 100 to 10\n" + ] + } + ], + "source": [ + "car1.brake(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: Speed decreases by 10\n", + "INFO: The speed of this car has been decreased from 50 to 0\n", + "Total cars on road: 2\n", + "INFO: The speed of this car has been decreased from 0 to 0\n", + "Parking the car...\n", + "Total cars on road: 1\n" + ] + } + ], + "source": [ + "car2.brake(0)\n", + "print(\"Total cars on road:\", Car.total_cars())\n", + "car2.parking()\n", + "print(\"Total cars on road:\", Car.total_cars())" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The speed of this car has been increased from 0 to 80\n", + "Current temperature: 6.0 C\n", + "Current apparent_temperature: 1.0 C\n", + "Current rain: 0.0 mm\n", + "Current wind_speed: 5.9 m/s\n", + "Total cars on road: 2\n" + ] + } + ], + "source": [ + "car3.accelerate(80)# car3 is now on the road\n", + "car3.show_weather()\n", + "print(\"Total cars on road:\", Car.total_cars())" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: The speed of this car has been increased from 0 to 10\n", + "Total cars on road: 3\n" + ] + } + ], + "source": [ + "car2.accelerate(10) # # car2 goes from parking on the road\n", + "print(\"Total cars on road:\", Car.total_cars())" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current temperature: 6.0 C\n", + "Current apparent_temperature: 1.0 C\n", + "Current rain: 0.0 mm\n", + "Current wind_speed: 5.9 m/s\n" + ] + } + ], + "source": [ + "Car.show_weather()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/HW4/HW4.ipynb b/HW4/HW4.ipynb new file mode 100644 index 0000000..1c22519 --- /dev/null +++ b/HW4/HW4.ipynb @@ -0,0 +1,1118 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "01aeccd3", + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "import json\n", + "import subprocess\n", + "import requests\n", + "import os\n", + "from Bio import SeqIO\n", + "from Bio.Seq import Seq\n", + "from Bio.SeqRecord import SeqRecord\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "60bcff78", + "metadata": {}, + "outputs": [], + "source": [ + "class MyFastaParser:\n", + " def __init__(self, file_name):\n", + " self.filename = file_name\n", + "\n", + " # API helpers (from HW2)\n", + " def _http_function(self, endpoint, **kwargs):\n", + " \"\"\"Generic HTTP GET function returning response object.\"\"\"\n", + " headers = kwargs.get('headers', {})\n", + " if 'User-Agent' not in headers:\n", + " headers['User-Agent'] = 'HW4/1.0 (student@example.com)'\n", + " kwargs['headers'] = headers\n", + " response = requests.get(endpoint, **kwargs)\n", + " return response\n", + "\n", + " def _get_uniprot(self, accession):\n", + " \"\"\"Get UniProt entry for a single accession.\"\"\"\n", + " endpoint = f\"https://rest.uniprot.org/uniprotkb/{accession}\"\n", + " return self._http_function(endpoint, headers={'Accept': 'application/json'})\n", + "\n", + " def _get_ensembl(self, id):\n", + " \"\"\"Get Ensembl entry for a single ID.\"\"\"\n", + " endpoint = f\"https://rest.ensembl.org/lookup/id/{id}\"\n", + " headers = {'Content-Type': 'application/json'}\n", + " return self._http_function(endpoint, headers=headers)\n", + "\n", + " def _uniprot_parse_response(self, resp):\n", + " \"\"\"Parse UniProt JSON response.\"\"\"\n", + " try:\n", + " data = resp.json()\n", + " except Exception as e:\n", + " return {'error': f'Failed to parse JSON: {str(e)}'}\n", + "\n", + " try:\n", + " organism = data.get('organism', {}).get('scientificName', 'N/A')\n", + " geneInfo = data.get('genes', [])\n", + " seq = data.get('sequence', {})\n", + " sequenceInfo = {\n", + " 'value': seq.get('value', ''),\n", + " 'length': seq.get('length', 'N/A'),\n", + " 'molWeight': seq.get('molWeight', 'N/A'),\n", + " 'crc64': seq.get('crc64', 'N/A'),\n", + " 'md5': seq.get('md5', 'N/A')\n", + " }\n", + " entry_type = 'protein'\n", + " return {\n", + " 'organism': organism,\n", + " 'geneInfo': geneInfo,\n", + " 'sequenceInfo': sequenceInfo,\n", + " 'type': entry_type\n", + " }\n", + " except Exception as e:\n", + " return {'error': f'UniProt parsing failed: {str(e)}'}\n", + "\n", + " def _ensembl_parse_response(self, resp):\n", + " \"\"\"Parse Ensembl JSON response.\"\"\"\n", + " try:\n", + " data = resp.json()\n", + " except Exception as e:\n", + " return {'error': f'Failed to parse JSON: {str(e)}'}\n", + "\n", + " try:\n", + " if 'error' in data:\n", + " return {'error': data['error']}\n", + " return {\n", + " 'object_type': data.get('object_type', 'N/A'),\n", + " 'assembly_name': data.get('assembly_name', 'N/A'),\n", + " 'species': data.get('species', 'N/A'),\n", + " 'db_type': data.get('db_type', 'N/A'),\n", + " 'biotype': data.get('biotype', 'N/A'),\n", + " 'display_name': data.get('display_name', 'N/A'),\n", + " 'id': data.get('id', 'N/A'),\n", + " 'description': data.get('description', 'N/A'),\n", + " 'canonical_transcript': data.get('canonical_transcript', 'N/A'),\n", + " 'source': data.get('source', 'N/A')\n", + " }\n", + " except Exception as e:\n", + " return {'error': f'Ensembl parsing failed: {str(e)}'}\n", + "\n", + " def _access_database(self, id, database, seq_description, seq_sequence):\n", + " \"\"\"\n", + " Call the appropriate API and parse the response.\n", + " Returns a dictionary with database info.\n", + " \"\"\"\n", + " if database == 'uniprot':\n", + " resp = self._get_uniprot(id)\n", + " info = self._uniprot_parse_response(resp)\n", + " return {'DB_name': 'uniprot', 'info': info}\n", + " elif database == 'ensembl':\n", + " resp = self._get_ensembl(id)\n", + " info = self._ensembl_parse_response(resp)\n", + " return {'DB_name': 'ensembl', 'info': info}\n", + " else:\n", + " return {'error': f'Unknown database: {database}'}\n", + "\n", + " # fallback stats with biopython\n", + " def _compute_stats_biopython(self):\n", + " \"\"\"Compute FASTA statistics using Biopython (fallback if seqkit not found).\"\"\"\n", + " sequences = list(SeqIO.parse(self.filename, 'fasta'))\n", + " if not sequences:\n", + " return {'error': 'No sequences found in file'}\n", + "\n", + " lengths = [len(rec.seq) for rec in sequences]\n", + " lengths_sorted = sorted(lengths)\n", + " n = len(lengths_sorted)\n", + "\n", + " # Basic stats\n", + " total_len = sum(lengths)\n", + " min_len = min(lengths)\n", + " max_len = max(lengths)\n", + " avg_len = total_len / n\n", + "\n", + " # Quartiles\n", + " q1_index = n // 4\n", + " q2_index = n // 2\n", + " q3_index = 3 * n // 4\n", + " q1 = lengths_sorted[q1_index]\n", + " q2 = lengths_sorted[q2_index] if n % 2 == 0 else lengths_sorted[q2_index]\n", + " q3 = lengths_sorted[q3_index]\n", + "\n", + " # N50\n", + " half_total = total_len / 2\n", + " cum = 0\n", + " n50 = 0\n", + " for l in lengths_sorted[::-1]:\n", + " cum += l\n", + " if cum >= half_total:\n", + " n50 = l\n", + " break\n", + " n50_num = sum(1 for l in lengths if l >= n50)\n", + "\n", + " # GC content\n", + " all_seq = ''.join(str(rec.seq) for rec in sequences)\n", + " gc_count = all_seq.count('G') + all_seq.count('C')\n", + " gc_percent = (gc_count / len(all_seq) * 100) if all_seq else 0\n", + "\n", + " # type (DNA/Protein)\n", + " allowed_dna = set('ATGCUatgcuNn')\n", + " is_dna = True\n", + " for rec in sequences:\n", + " if any(ch not in allowed_dna for ch in str(rec.seq).upper()):\n", + " is_dna = False\n", + " break\n", + " seq_type = 'DNA' if is_dna else 'Protein'\n", + "\n", + " return {\n", + " 'fasta_seqkit_stat_info': {\n", + " 'format': 'FASTA',\n", + " 'type': seq_type,\n", + " 'num_seqs': n,\n", + " 'sum_len': total_len,\n", + " 'min_len': min_len,\n", + " 'avg_len': round(avg_len, 2),\n", + " 'max_len': max_len,\n", + " 'Q1': q1,\n", + " 'Q2': q2,\n", + " 'Q3': q3,\n", + " 'sum_gap': 0, # not computed\n", + " 'N50': n50,\n", + " 'N50_num': n50_num,\n", + " 'Q20(%)': 0, # not relevant for FASTA\n", + " 'Q30(%)': 0,\n", + " 'AvgQual': 0,\n", + " 'GC(%)': round(gc_percent, 2),\n", + " 'sum_n': all_seq.upper().count('N')\n", + " },\n", + " 'fasta_type': seq_type,\n", + " 'fasta_num_seqs': n\n", + " }\n", + "\n", + " def seqkit_stats(self):\n", + " \"\"\"Call seqkit stats; if seqkit not found, use biopython fallback.\"\"\"\n", + " try:\n", + " result = subprocess.run(\n", + " ['seqkit', 'stats', self.filename],\n", + " capture_output=True,\n", + " text=True,\n", + " check=False\n", + " )\n", + " if result.returncode != 0:\n", + " # seqkit returned an error – fall back to biopython\n", + " return self._compute_stats_biopython()\n", + "\n", + " # parse the tab-separated output\n", + " lines = result.stdout.strip().split('\\n')\n", + " if len(lines) < 2:\n", + " return self._compute_stats_biopython()\n", + " \n", + " # the header line: file format type num_seqs sum_len min_len avg_len max_len\n", + " header = lines[0].split('\\t')\n", + " data = lines[1].split('\\t')\n", + " stats = dict(zip(header, data))\n", + "\n", + " # determine file type: \"DNA\" or \"Protein\" from the 'type' column\n", + " file_type = stats.get('type', 'Unknown').strip()\n", + " if file_type not in ('DNA', 'Protein', 'RNA'):\n", + " file_type = 'Unknown'\n", + "\n", + " numeric_fields = ['num_seqs', 'sum_len', 'min_len', 'avg_len', 'max_len',\n", + " 'Q1', 'Q2', 'Q3', 'sum_gap', 'N50', 'N50_num',\n", + " 'Q20(%)', 'Q30(%)', 'AvgQual', 'GC(%)', 'sum_n']\n", + " for field in numeric_fields:\n", + " if field in stats:\n", + " try:\n", + " stats[field] = int(stats[field]) if '.' not in stats[field] else float(stats[field])\n", + " except:\n", + " pass\n", + "\n", + " return {\n", + " 'fasta_seqkit_stat_info': stats,\n", + " 'fasta_type': file_type,\n", + " 'fasta_num_seqs': int(stats.get('num_seqs', 0))\n", + " }\n", + "\n", + " except FileNotFoundError:\n", + " # seqkit not installed – use Biopython fallback\n", + " return self._compute_stats_biopython()\n", + " except Exception as e:\n", + " return {'error': str(e)}\n", + "\n", + " def biopython_parser(self, seqkit_result):\n", + " \"\"\"\n", + " Parse FASTA file with Biopython, extract IDs from descriptions,\n", + " and call the appropriate database.\n", + " Returns dictionary with results.\n", + " \"\"\"\n", + " # determine which regex to use based on file type\n", + " file_type = seqkit_result.get('fasta_type', 'Unknown')\n", + " if file_type == 'Protein':\n", + " # uniProt pattern: [A-Z][0-9][A-Z0-9]{3,}[0-9]\n", + " id_pattern = re.compile(r'[A-Z][0-9][A-Z0-9]{3,}[0-9]')\n", + " database = 'uniprot'\n", + " elif file_type == 'DNA':\n", + " # ensembl pattern: ENS[A-Z]*[GTEP][0-9]{11}\n", + " id_pattern = re.compile(r'ENS[A-Z]*[GTEP][0-9]{11}')\n", + " database = 'ensembl'\n", + " else:\n", + " id_pattern = None\n", + " database = None\n", + "\n", + " output = {}\n", + " warnings = []\n", + "\n", + " try:\n", + " for record in SeqIO.parse(self.filename, 'fasta'):\n", + " desc = record.description\n", + " seq = str(record.seq)\n", + "\n", + " # for known ID patterns\n", + " id_found = None\n", + " if id_pattern:\n", + " # pre-determined pattern\n", + " match = id_pattern.search(desc)\n", + " if match:\n", + " id_found = match.group()\n", + " else:\n", + " # Try both patterns if type unknown\n", + " uniprot_pat = re.compile(r'[A-Z][0-9][A-Z0-9]{3,}[0-9]')\n", + " ensembl_pat = re.compile(r'ENS[A-Z]*[GTEP][0-9]{11}')\n", + " match = uniprot_pat.search(desc)\n", + " if match:\n", + " id_found = match.group()\n", + " database = 'uniprot'\n", + " else:\n", + " match = ensembl_pat.search(desc)\n", + " if match:\n", + " id_found = match.group()\n", + " database = 'ensembl'\n", + "\n", + " if id_found and database:\n", + " # call the API\n", + " result = self._access_database(id_found, database, desc, seq)\n", + " if 'error' in result.get('info', {}):\n", + " warnings.append({'No ID match found.'})\n", + " else:\n", + " output[f'file_info_{id_found}'] = {\n", + " 'description': desc,\n", + " 'sequence': seq\n", + " }\n", + " output[f'database_info_{id_found}'] = result['info']\n", + " else:\n", + " # no ID found\n", + " warnings.append({'No ID match found.'})\n", + "\n", + " if database:\n", + " output['DB_name'] = database\n", + "\n", + " # Add warning(s) as a single dict if exactly one, else as list\n", + " if warnings:\n", + " if len(warnings) == 1:\n", + " output['WARNING'] = warnings[0]\n", + " else:\n", + " output['WARNING'] = warnings\n", + "\n", + " return output\n", + "\n", + " except Exception as e:\n", + " return {'error': str(e)}\n", + "\n", + " def show_output(self, output, indent=0):\n", + " \"\"\"Print the dictionary.\"\"\"\n", + " for key, value in output.items():\n", + " print('\\t' * indent + str(key))\n", + " if isinstance(value, dict):\n", + " self.show_output(value, indent + 1)\n", + " else:\n", + " print('\\t' * (indent + 1) + str(value))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e022fe2b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'fasta_seqkit_stat_info': {'format': 'FASTA',\n", + " 'type': 'Protein',\n", + " 'num_seqs': 2,\n", + " 'sum_len': 456,\n", + " 'min_len': 29,\n", + " 'avg_len': 228.0,\n", + " 'max_len': 427,\n", + " 'Q1': 29,\n", + " 'Q2': 427,\n", + " 'Q3': 427,\n", + " 'sum_gap': 0,\n", + " 'N50': 427,\n", + " 'N50_num': 1,\n", + " 'Q20(%)': 0,\n", + " 'Q30(%)': 0,\n", + " 'AvgQual': 0,\n", + " 'GC(%)': 8.33,\n", + " 'sum_n': 14},\n", + " 'fasta_type': 'Protein',\n", + " 'fasta_num_seqs': 2}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "parser = MyFastaParser('test_file.fasta')\n", + "stats = parser.seqkit_stats()\n", + "stats" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f6d54531", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file_info_P11473\n", + "\tdescription\n", + "\t\tsp|P11473|VDR_HUMAN Vitamin D3 receptor OS=Homo sapiens OX=9606 GN=VDR PE=1 SV=1\n", + "\tsequence\n", + "\t\tMEAMAASTSLPDPGDFDRNVPRICGVCGDRATGFHFNAMTCEGCKGFFRRSMKRKALFTCPFNGDCRITKDNRRHCQACRLKRCVDIGMMKEFILTDEEVQRKREMILKRKEEEALKDSLRPKLSEEQQRIIAILLDAHHKTYDPTYSDFCQFRPPVRVNDGGGSHPSRPNSRHTPSFSGDSSSSCSDHCITSSDMMDSSSFSNLDLSEEDSDDPSVTLELSQLSMLPHLADLVSYSIQKVIGFAKMIPGFRDLTSEDQIVLLKSSAIEVIMLRSNESFTMDDMSWTCGNQDYKYRVSDVTKAGHSLELIEPLIKFQVGLKKLNLHEEEHVLLMAICIVSPDRPGVQDAALIEAIQDRLSNTLQTYIRCRHPPPGSHLLYAKMIQKLADLRSLNEEHSKQYRCLSFQPECSMKLTPLVLEVFGNEIS\n", + "database_info_P11473\n", + "\torganism\n", + "\t\tHomo sapiens\n", + "\tgeneInfo\n", + "\t\t[{'geneName': {'evidences': [{'evidenceCode': 'ECO:0000312', 'source': 'HGNC', 'id': 'HGNC:12679'}], 'value': 'VDR'}, 'synonyms': [{'value': 'NR1I1'}]}]\n", + "\tsequenceInfo\n", + "\t\tvalue\n", + "\t\t\tMEAMAASTSLPDPGDFDRNVPRICGVCGDRATGFHFNAMTCEGCKGFFRRSMKRKALFTCPFNGDCRITKDNRRHCQACRLKRCVDIGMMKEFILTDEEVQRKREMILKRKEEEALKDSLRPKLSEEQQRIIAILLDAHHKTYDPTYSDFCQFRPPVRVNDGGGSHPSRPNSRHTPSFSGDSSSSCSDHCITSSDMMDSSSFSNLDLSEEDSDDPSVTLELSQLSMLPHLADLVSYSIQKVIGFAKMIPGFRDLTSEDQIVLLKSSAIEVIMLRSNESFTMDDMSWTCGNQDYKYRVSDVTKAGHSLELIEPLIKFQVGLKKLNLHEEEHVLLMAICIVSPDRPGVQDAALIEAIQDRLSNTLQTYIRCRHPPPGSHLLYAKMIQKLADLRSLNEEHSKQYRCLSFQPECSMKLTPLVLEVFGNEIS\n", + "\t\tlength\n", + "\t\t\t427\n", + "\t\tmolWeight\n", + "\t\t\t48289\n", + "\t\tcrc64\n", + "\t\t\tF95F300D042C4CB7\n", + "\t\tmd5\n", + "\t\t\t0D963ACD4A34674368324EE026023597\n", + "\ttype\n", + "\t\tprotein\n", + "DB_name\n", + "\tuniprot\n", + "WARNING\n", + "\t{'No ID match found.'}\n" + ] + } + ], + "source": [ + "biopython = parser.biopython_parser(stats)\n", + "parser.show_output(biopython)" + ] + }, + { + "cell_type": "markdown", + "id": "c91b9148", + "metadata": {}, + "source": [ + "### Testing files ensembl_download_1.fasta, ensembl_download_2.fasta, uniprot_download.fasta" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dbdd462d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'fasta_seqkit_stat_info': {'format': 'FASTA',\n", + " 'type': 'DNA',\n", + " 'num_seqs': 6,\n", + " 'sum_len': 86,\n", + " 'min_len': 9,\n", + " 'avg_len': 14.33,\n", + " 'max_len': 23,\n", + " 'Q1': 10,\n", + " 'Q2': 16,\n", + " 'Q3': 17,\n", + " 'sum_gap': 0,\n", + " 'N50': 16,\n", + " 'N50_num': 3,\n", + " 'Q20(%)': 0,\n", + " 'Q30(%)': 0,\n", + " 'AvgQual': 0,\n", + " 'GC(%)': 45.35,\n", + " 'sum_n': 0},\n", + " 'fasta_type': 'DNA',\n", + " 'fasta_num_seqs': 6}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "parser_ed1 = MyFastaParser('ensembl_download_1.fasta')\n", + "stats_ed1 = parser_ed1.seqkit_stats()\n", + "stats_ed1" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dde79041", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file_info_ENSMUST00000196221\n", + "\tdescription\n", + "\t\tENSMUST00000196221.2 cds chromosome:GRCm39:14:54350925:54350933:1 gene:ENSMUSG00000096749.3 gene_biotype:TR_D_gene transcript_biotype:TR_D_gene gene_symbol:Trdd1 description:T cell receptor delta diversity 1 [Source:MGI Symbol;Acc:MGI:4439547]\n", + "\tsequence\n", + "\t\tATGGCATAT\n", + "database_info_ENSMUST00000196221\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCm39\n", + "\tspecies\n", + "\t\tmus_musculus\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tTR_D_gene\n", + "\tdisplay_name\n", + "\t\tTrdd1-202\n", + "\tid\n", + "\t\tENSMUST00000196221\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\thavana\n", + "file_info_ENSMUST00000177564\n", + "\tdescription\n", + "\t\tENSMUST00000177564.2 cds chromosome:GRCm39:14:54359683:54359698:1 gene:ENSMUSG00000096176.2 gene_biotype:TR_D_gene transcript_biotype:TR_D_gene gene_symbol:Trdd2 description:T cell receptor delta diversity 2 [Source:MGI Symbol;Acc:MGI:4439546]\n", + "\tsequence\n", + "\t\tATCGGAGGGATACGAG\n", + "database_info_ENSMUST00000177564\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCm39\n", + "\tspecies\n", + "\t\tmus_musculus\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tTR_D_gene\n", + "\tdisplay_name\n", + "\t\tTrdd2-201\n", + "\tid\n", + "\t\tENSMUST00000177564\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\tensembl_havana\n", + "file_info_ENST00000605284\n", + "\tdescription\n", + "\t\tENST00000605284.1 cds chromosome:GRCh38:15:20011153:20011169:-1 gene:ENSG00000271336.1 gene_biotype:IG_D_gene transcript_biotype:IG_D_gene gene_symbol:IGHD1OR15-1A description:immunoglobulin heavy diversity 1/OR15-1A (non-functional) [Source:HGNC Symbol;Acc:HGNC:5487]\n", + "\tsequence\n", + "\t\tGGTATAACTGGAACAAC\n", + "database_info_ENST00000605284\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCh38\n", + "\tspecies\n", + "\t\thomo_sapiens\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tIG_D_gene\n", + "\tdisplay_name\n", + "\t\tIGHD1OR15-1A-201\n", + "\tid\n", + "\t\tENST00000605284\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\thavana\n", + "file_info_ENST00000604642\n", + "\tdescription\n", + "\t\tENST00000604642.1 cds chromosome:GRCh38:15:20003840:20003862:-1 gene:ENSG00000270961.1 gene_biotype:IG_D_gene transcript_biotype:IG_D_gene gene_symbol:IGHD5OR15-5A description:immunoglobulin heavy diversity 5/OR15-5A (non-functional) [Source:HGNC Symbol;Acc:HGNC:5512]\n", + "\tsequence\n", + "\t\tGTGGATATAGTGTCTACGATTAC\n", + "database_info_ENST00000604642\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCh38\n", + "\tspecies\n", + "\t\thomo_sapiens\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tIG_D_gene\n", + "\tdisplay_name\n", + "\t\tIGHD5OR15-5A-201\n", + "\tid\n", + "\t\tENST00000604642\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\thavana\n", + "file_info_ENSDART00000189400\n", + "\tdescription\n", + "\t\tENSDART0000018940031 cds chromosome:GRCz11:2:36087769:36087779:1 gene:ENSDARG00000116509.1 gene_biotype:TR_D_gene transcript_biotype:TR_D_gene gene_symbol:BX681417.25\n", + "\tsequence\n", + "\t\tGATTGGGGTAC\n", + "database_info_ENSDART00000189400\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCz11\n", + "\tspecies\n", + "\t\tdanio_rerio\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\trRNA\n", + "\tdisplay_name\n", + "\t\t5S_rRNA.1223-201\n", + "\tid\n", + "\t\tENSDART00000189400\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\tensembl\n", + "file_info_ENSDART00000189226\n", + "\tdescription\n", + "\t\tENSDART00000189226.1 cds chromosome:GRCz11:2:36088047:36088056:1 gene:ENSDARG00000116470.1 gene_biotype:TR_D_gene transcript_biotype:TR_D_gene gene_symbol:BX681417.24\n", + "\tsequence\n", + "\t\tTCTGGACTAC\n", + "database_info_ENSDART00000189226\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCz11\n", + "\tspecies\n", + "\t\tdanio_rerio\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tTR_D_gene\n", + "\tdisplay_name\n", + "\t\tN/A\n", + "\tid\n", + "\t\tENSDART00000189226\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\thavana\n", + "DB_name\n", + "\tensembl\n" + ] + } + ], + "source": [ + "biopython_ed1 = parser_ed1.biopython_parser(stats_ed1)\n", + "parser_ed1.show_output(biopython_ed1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5dabf4ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'fasta_seqkit_stat_info': {'format': 'FASTA',\n", + " 'type': 'DNA',\n", + " 'num_seqs': 6,\n", + " 'sum_len': 463,\n", + " 'min_len': 11,\n", + " 'avg_len': 77.17,\n", + " 'max_len': 350,\n", + " 'Q1': 12,\n", + " 'Q2': 16,\n", + " 'Q3': 60,\n", + " 'sum_gap': 0,\n", + " 'N50': 350,\n", + " 'N50_num': 1,\n", + " 'Q20(%)': 0,\n", + " 'Q30(%)': 0,\n", + " 'AvgQual': 0,\n", + " 'GC(%)': 43.84,\n", + " 'sum_n': 0},\n", + " 'fasta_type': 'DNA',\n", + " 'fasta_num_seqs': 6}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "parser_ed2 = MyFastaParser('ensembl_download_2.fasta')\n", + "stats_ed2 = parser_ed2.seqkit_stats()\n", + "stats_ed2" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "03382b1a", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file_info_ENSDART00000165410\n", + "\tdescription\n", + "\t\tENSDART00000165410.2 cds chromosome:GRCz11:2:31869121:31869554:-1 gene:ENSDARG00000100191.2 gene_biotype:TR_V_gene transcript_biotype:TR_V_gene gene_symbol:trgv6 description:T cell receptor gamma variable 6 [Source:ZFIN;Acc:ZDB-GENE-051115-10]\n", + "\tsequence\n", + "\t\tATGAGTCTTCAAATGCTCTTCTGCTTTTTCTTTCTTTTTAACTTTTATGCAGTTGAAGGACAAGTGACGCTGCGACAGAAAATATCCTCAACCAAATCTCAGGACAAGACTGTTGTCATAGACTGTGATTACCCTTCAGACTGCCGCAGCTACATTCACTGGTACCAACTAAAAGGACAAACCTTAAAGAGAATATTATATGCACAAATTTCAGGAGGAGAACCAGCCAAAGATGCTGGCTTTGAGTTGTTTAAAATAGACCGTAAACAGTCAAATATTGCTCTGAAAATACCTGAACTGAAAACAGAGCATTCAGCAGTCTATTACTGTGCTTGTTGGGTCTCGGGCGG\n", + "database_info_ENSDART00000165410\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCz11\n", + "\tspecies\n", + "\t\tdanio_rerio\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tTR_V_gene\n", + "\tdisplay_name\n", + "\t\ttrgv6-201\n", + "\tid\n", + "\t\tENSDART00000165410\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\thavana\n", + "file_info_ENSDART00000163675\n", + "\tdescription\n", + "\t\tENSDART00000163675.2 cds chromosome:GRCz11:2:31873021:31873470:-1 gene:ENSDARG00000103544.2 gene_biotype:TR_V_gene transcript_biotype:TR_V_gene gene_symbol:trgv5 description:T cell receptor gamma variable 5 [Source:ZFIN;Acc:ZDB-GENE-051115-11]\n", + "\tsequence\n", + "\t\tATGTTCATAAACTTGTGCAGTGTTTTACTCTTTATAATCCATGGGGTGGAAGGTTTGAGT\n", + "database_info_ENSDART00000163675\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCz11\n", + "\tspecies\n", + "\t\tdanio_rerio\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tTR_V_gene\n", + "\tdisplay_name\n", + "\t\ttrgv5-201\n", + "\tid\n", + "\t\tENSDART00000163675\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\thavana\n", + "file_info_ENST00000632684\n", + "\tdescription\n", + "\t\tENST00000632684.1 cds chromosome:GRCh38:7:142786213:142786224:1 gene:ENSG00000282431.1 gene_biotype:TR_D_gene transcript_biotype:TR_D_gene gene_symbol:TRBD1 description:T cell receptor beta diversity 1 [Source:HGNC Symbol;Acc:HGNC:12158]\n", + "\tsequence\n", + "\t\tGGGACAGGGGGC\n", + "database_info_ENST00000632684\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCh38\n", + "\tspecies\n", + "\t\thomo_sapiens\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tTR_D_gene\n", + "\tdisplay_name\n", + "\t\tTRBD1-202\n", + "\tid\n", + "\t\tENST00000632684\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\thavana\n", + "file_info_ENST00000710614\n", + "\tdescription\n", + "\t\tENST00000710614.1 cds chromosome:GRCh38:7:142795705:142795720:1 gene:ENSG00000292271.1 gene_biotype:TR_D_gene transcript_biotype:TR_D_gene description:T cell receptor beta diversity 2\n", + "\tsequence\n", + "\t\tGGGACTAGCGGGAGGG\n", + "database_info_ENST00000710614\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCh38\n", + "\tspecies\n", + "\t\thomo_sapiens\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tTR_D_gene\n", + "\tdisplay_name\n", + "\t\tN/A\n", + "\tid\n", + "\t\tENST00000710614\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\thavana\n", + "file_info_ENSMUST00000178862\n", + "\tdescription\n", + "\t\tENSMUST00000178862.2 cds chromosome:GRCm39:6:41519097:41519110:1 gene:ENSMUSG00000094569.2 gene_biotype:TR_D_gene transcript_biotype:TR_D_gene gene_symbol:Trbd2 description:T cell receptor beta, D region 2 [Source:MGI Symbol;Acc:MGI:4439727]\n", + "\tsequence\n", + "\t\tGGGACTGGGGGGGC\n", + "database_info_ENSMUST00000178862\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCm39\n", + "\tspecies\n", + "\t\tmus_musculus\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tTR_D_gene\n", + "\tdisplay_name\n", + "\t\tTrbd2-201\n", + "\tid\n", + "\t\tENSMUST00000178862\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\tensembl_havana\n", + "file_info_ENSMUST00000179520\n", + "\tdescription\n", + "\t\tENSMUST00000179520.2 cds chromosome:GRCm39:12:113394148:113394158:-1 gene:ENSMUSG00000094028.2 gene_biotype:IG_D_gene transcript_biotype:IG_D_gene gene_symbol:Ighd4-1 description:immunoglobulin heavy diversity 4-1 [Source:MGI Symbol;Acc:MGI:4439801]\n", + "\tsequence\n", + "\t\tCTAACTGGGAC\n", + "database_info_ENSMUST00000179520\n", + "\tobject_type\n", + "\t\tTranscript\n", + "\tassembly_name\n", + "\t\tGRCm39\n", + "\tspecies\n", + "\t\tmus_musculus\n", + "\tdb_type\n", + "\t\tcore\n", + "\tbiotype\n", + "\t\tIG_D_gene\n", + "\tdisplay_name\n", + "\t\tIghd4-1-201\n", + "\tid\n", + "\t\tENSMUST00000179520\n", + "\tdescription\n", + "\t\tN/A\n", + "\tcanonical_transcript\n", + "\t\tN/A\n", + "\tsource\n", + "\t\tensembl_havana\n", + "DB_name\n", + "\tensembl\n" + ] + } + ], + "source": [ + "biopython_ed2 = parser_ed2.biopython_parser(stats_ed2)\n", + "parser_ed2.show_output(biopython_ed2)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "1b04e8b6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'fasta_seqkit_stat_info': {'format': 'FASTA',\n", + " 'type': 'Protein',\n", + " 'num_seqs': 7,\n", + " 'sum_len': 3861,\n", + " 'min_len': 180,\n", + " 'avg_len': 551.57,\n", + " 'max_len': 1382,\n", + " 'Q1': 427,\n", + " 'Q2': 441,\n", + " 'Q3': 532,\n", + " 'sum_gap': 0,\n", + " 'N50': 468,\n", + " 'N50_num': 3,\n", + " 'Q20(%)': 0,\n", + " 'Q30(%)': 0,\n", + " 'AvgQual': 0,\n", + " 'GC(%)': 9.14,\n", + " 'sum_n': 165},\n", + " 'fasta_type': 'Protein',\n", + " 'fasta_num_seqs': 7}" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "parser_ud = MyFastaParser('uniprot_download.fasta')\n", + "stats_ud = parser_ud.seqkit_stats()\n", + "stats_ud" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "37ef1a9b", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file_info_Q9R1A7\n", + "\tdescription\n", + "\t\tsp|Q9R1A7|NR1I2_RAT Nuclear receptor subfamily 1 group I member 2 OS=Rattus norvegicus OX=10116 GN=Nr1i2 PE=2 SV=1\n", + "\tsequence\n", + "\t\tMRPEERWNHVGLVQREEADSVLEEPINVDEEDGGLQICRVCGDKANGYHFNVMTCEGCKGFFRRAMKRNVRLRCPFRKGTCEITRKTRRQCQACRLRKCLESGMKKEMIMSDAAVEQRRALIKRKKREKIEAPPPGGQGLTEEQQALIQELMDAQMQTFDTTFSHFKDFRLPAVFHSDCELPEVLQASLLEDPATWSQIMKDSVPMKISVQLRGEDGSIWNYQPPSKSDGKEIIPLLPHLADVSTYMFKGVINFAKVISHFRELPIEDQISLLKGATFEMCILRFNTMFDTETGTWECGRLAYCFEDPNGGFQKLLLDPLMKFHCMLKKLQLREEEYVLMQAISLFSPDRPGVVQRSVVDQLQERFALTLKAYIECSRPYPAHRFLFLKIMAVLTELRSINAQQTQQLLRIQDTHPFATPLMQELFSSTDG\n", + "database_info_Q9R1A7\n", + "\torganism\n", + "\t\tRattus norvegicus\n", + "\tgeneInfo\n", + "\t\t[{'geneName': {'value': 'Nr1i2'}, 'synonyms': [{'value': 'Pxr'}]}]\n", + "\tsequenceInfo\n", + "\t\tvalue\n", + "\t\t\tMRPEERWNHVGLVQREEADSVLEEPINVDEEDGGLQICRVCGDKANGYHFNVMTCEGCKGFFRRAMKRNVRLRCPFRKGTCEITRKTRRQCQACRLRKCLESGMKKEMIMSDAAVEQRRALIKRKKREKIEAPPPGGQGLTEEQQALIQELMDAQMQTFDTTFSHFKDFRLPAVFHSDCELPEVLQASLLEDPATWSQIMKDSVPMKISVQLRGEDGSIWNYQPPSKSDGKEIIPLLPHLADVSTYMFKGVINFAKVISHFRELPIEDQISLLKGATFEMCILRFNTMFDTETGTWECGRLAYCFEDPNGGFQKLLLDPLMKFHCMLKKLQLREEEYVLMQAISLFSPDRPGVVQRSVVDQLQERFALTLKAYIECSRPYPAHRFLFLKIMAVLTELRSINAQQTQQLLRIQDTHPFATPLMQELFSSTDG\n", + "\t\tlength\n", + "\t\t\t431\n", + "\t\tmolWeight\n", + "\t\t\t49660\n", + "\t\tcrc64\n", + "\t\t\t4B545F21F9439697\n", + "\t\tmd5\n", + "\t\t\tE7D1198F8590B2D5A184DEAA15155E4D\n", + "\ttype\n", + "\t\tprotein\n", + "file_info_P23204\n", + "\tdescription\n", + "\t\tsp|P23204|PPARA_MOUSE Peroxisome proliferator-activated receptor alpha OS=Mus musculus OX=10090 GN=Ppara PE=1 SV=2\n", + "\tsequence\n", + "\t\tMVDTESPICPLSPLEADDLESPLSEEFLQEMGNIQEISQSIGEESSGSFGFADYQYLGSCPGSEGSVITDTLSPASSPSSVSCPVIPASTDESPGSALNIECRICGDKASGYHYGVHACEGCKGFFRRTIRLKLVYDKCDRSCKIQKKNRNKCQYCRFHKCLSVGMSHNAIRFGRMPRSEKAKLKAEILTCEHDLKDSETADLKSLGKRIHEAYLKNFNMNKVKARVILAGKTSNNPPFVIHDMETLCMAEKTLVAKMVANGVEDKEAEVRFFHCCQCMSVETVTELTEFAKAIPGFANLDLNDQVTLLKYGVYEAIFTMLSSLMNKDGMLIAYGNGFITREFLKNLRKPFCDIMEPKFDFAMKFNALELDDSDISLFVAAIICCGDRPGLLNIGYIEKLQEGIVHVLKLHLQSNHPDDTFLFPKLLQKMVDLRQLVTEHAQLVQVIKKTESDAALHPLLQEIYRDMY\n", + "database_info_P23204\n", + "\torganism\n", + "\t\tMus musculus\n", + "\tgeneInfo\n", + "\t\t[{'geneName': {'value': 'Ppara'}, 'synonyms': [{'value': 'Nr1c1'}, {'value': 'Ppar'}]}]\n", + "\tsequenceInfo\n", + "\t\tvalue\n", + "\t\t\tMVDTESPICPLSPLEADDLESPLSEEFLQEMGNIQEISQSIGEESSGSFGFADYQYLGSCPGSEGSVITDTLSPASSPSSVSCPVIPASTDESPGSALNIECRICGDKASGYHYGVHACEGCKGFFRRTIRLKLVYDKCDRSCKIQKKNRNKCQYCRFHKCLSVGMSHNAIRFGRMPRSEKAKLKAEILTCEHDLKDSETADLKSLGKRIHEAYLKNFNMNKVKARVILAGKTSNNPPFVIHDMETLCMAEKTLVAKMVANGVEDKEAEVRFFHCCQCMSVETVTELTEFAKAIPGFANLDLNDQVTLLKYGVYEAIFTMLSSLMNKDGMLIAYGNGFITREFLKNLRKPFCDIMEPKFDFAMKFNALELDDSDISLFVAAIICCGDRPGLLNIGYIEKLQEGIVHVLKLHLQSNHPDDTFLFPKLLQKMVDLRQLVTEHAQLVQVIKKTESDAALHPLLQEIYRDMY\n", + "\t\tlength\n", + "\t\t\t468\n", + "\t\tmolWeight\n", + "\t\t\t52347\n", + "\t\tcrc64\n", + "\t\t\t2930A5191C610B6B\n", + "\t\tmd5\n", + "\t\t\tD8C927E524E62FF35965CD559C6D6529\n", + "\ttype\n", + "\t\tprotein\n", + "file_info_P01275\n", + "\tdescription\n", + "\t\tsp|P01275|GLUC_HUMAN Pro-glucagon OS=Homo sapiens OX=9606 GN=GCG PE=1 SV=3\n", + "\tsequence\n", + "\t\tMKSIYFVAGLFVMLVQGSWQRSLQDTEEKSRSFSASQADPLSDPDQMNEDKRHSQGTFTSDYSKYLDSRRAQDFVQWLMNTKRNRNNIAKRHDEFERHAEGTFTSDVSSYLEGQAAKEFIAWLVKGRGRRDFPEEVAIVEELGRRHADGSFSDEMNTILDNLAARDFINWLIQTKITDRK\n", + "database_info_P01275\n", + "\torganism\n", + "\t\tHomo sapiens\n", + "\tgeneInfo\n", + "\t\t[{'geneName': {'evidences': [{'evidenceCode': 'ECO:0000312', 'source': 'HGNC', 'id': 'HGNC:4191'}], 'value': 'GCG'}}]\n", + "\tsequenceInfo\n", + "\t\tvalue\n", + "\t\t\tMKSIYFVAGLFVMLVQGSWQRSLQDTEEKSRSFSASQADPLSDPDQMNEDKRHSQGTFTSDYSKYLDSRRAQDFVQWLMNTKRNRNNIAKRHDEFERHAEGTFTSDVSSYLEGQAAKEFIAWLVKGRGRRDFPEEVAIVEELGRRHADGSFSDEMNTILDNLAARDFINWLIQTKITDRK\n", + "\t\tlength\n", + "\t\t\t180\n", + "\t\tmolWeight\n", + "\t\t\t20909\n", + "\t\tcrc64\n", + "\t\t\t7A99EEC629B2862C\n", + "\t\tmd5\n", + "\t\t\t9A908D05335E61234613A736E703A54B\n", + "\ttype\n", + "\t\tprotein\n", + "file_info_P06213\n", + "\tdescription\n", + "\t\tsp|P06213|INSR_HUMAN Insulin receptor OS=Homo sapiens OX=9606 GN=INSR PE=1 SV=4\n", + "\tsequence\n", + "\t\tMATGGRRGAAAAPLLVAVAALLLGAAGHLYPGEVCPGMDIRNNLTRLHELENCSVIEGHLQILLMFKTRPEDFRDLSFPKLIMITDYLLLFRVYGLESLKDLFPNLTVIRGSRLFFNYALVIFEMVHLKELGLYNLMNITRGSVRIEKNNELCYLATIDWSRILDSVEDNYIVLNKDDNEECGDICPGTAKGKTNCPATVINGQFVERCWTHSHCQKVCPTICKSHGCTAEGLCCHSECLGNCSQPDDPTKCVACRNFYLDGRCVETCPPPYYHFQDWRCVNFSFCQDLHHKCKNSRRQGCHQYVIHNNKCIPECPSGYTMNSSNLLCTPCLGPCPKVCHLLEGEKTIDSVTSAQELRGCTVINGSLIINIRGGNNLAAELEANLGLIEEISGYLKIRRSYALVSLSFFRKLRLIRGETLEIGNYSFYALDNQNLRQLWDWSKHNLTITQGKLFFHYNPKLCLSEIHKMEEVSGTKGRQERNDIALKTNGDQASCENELLKFSYIRTSFDKILLRWEPYWPPDFRDLLGFMLFYKEAPYQNVTEFDGQDACGSNSWTVVDIDPPLRSNDPKSQNHPGWLMRGLKPWTQYAIFVKTLVTFSDERRTYGAKSDIIYVQTDATNPSVPLDPISVSNSSSQIILKWKPPSDPNGNITHYLVFWERQAEDSELFELDYCLKGLKLPSRTWSPPFESEDSQKHNQSEYEDSAGECCSCPKTDSQILKELEESSFRKTFEDYLHNVVFVPRKTSSGTGAEDPRPSRKRRSLGDVGNVTVAVPTVAAFPNTSSTSVPTSPEEHRPFEKVVNKESLVISGLRHFTGYRIELQACNQDTPEERCSVAAYVSARTMPEAKADDIVGPVTHEIFENNVVHLMWQEPKEPNGLIVLYEVSYRRYGDEELHLCVSRKHFALERGCRLRGLSPGNYSVRIRATSLAGNGSWTEPTYFYVTDYLDVPSNIAKIIIGPLIFVFLFSVVIGSIYLFLRKRQPDGPLGPLYASSNPEYLSASDVFPCSVYVPDEWEVSREKITLLRELGQGSFGMVYEGNARDIIKGEAETRVAVKTVNESASLRERIEFLNEASVMKGFTCHHVVRLLGVVSKGQPTLVVMELMAHGDLKSYLRSLRPEAENNPGRPPPTLQEMIQMAAEIADGMAYLNAKKFVHRDLAARNCMVAHDFTVKIGDFGMTRDIYETDYYRKGGKGLLPVRWMAPESLKDGVFTTSSDMWSFGVVLWEITSLAEQPYQGLSNEQVLKFVMDGGYLDQPDNCPERVTDLMRMCWQFNPKMRPTFLEIVNLLKDDLHPSFPEVSFFHSEENKAPESEELEMEFEDMENVPLDRSSHCQREEAGGRDGGSSLGFKRSYEEHIPYTHMNGGKKNGRILTLPRSNPS\n", + "database_info_P06213\n", + "\torganism\n", + "\t\tHomo sapiens\n", + "\tgeneInfo\n", + "\t\t[{'geneName': {'value': 'INSR'}}]\n", + "\tsequenceInfo\n", + "\t\tvalue\n", + "\t\t\tMATGGRRGAAAAPLLVAVAALLLGAAGHLYPGEVCPGMDIRNNLTRLHELENCSVIEGHLQILLMFKTRPEDFRDLSFPKLIMITDYLLLFRVYGLESLKDLFPNLTVIRGSRLFFNYALVIFEMVHLKELGLYNLMNITRGSVRIEKNNELCYLATIDWSRILDSVEDNYIVLNKDDNEECGDICPGTAKGKTNCPATVINGQFVERCWTHSHCQKVCPTICKSHGCTAEGLCCHSECLGNCSQPDDPTKCVACRNFYLDGRCVETCPPPYYHFQDWRCVNFSFCQDLHHKCKNSRRQGCHQYVIHNNKCIPECPSGYTMNSSNLLCTPCLGPCPKVCHLLEGEKTIDSVTSAQELRGCTVINGSLIINIRGGNNLAAELEANLGLIEEISGYLKIRRSYALVSLSFFRKLRLIRGETLEIGNYSFYALDNQNLRQLWDWSKHNLTITQGKLFFHYNPKLCLSEIHKMEEVSGTKGRQERNDIALKTNGDQASCENELLKFSYIRTSFDKILLRWEPYWPPDFRDLLGFMLFYKEAPYQNVTEFDGQDACGSNSWTVVDIDPPLRSNDPKSQNHPGWLMRGLKPWTQYAIFVKTLVTFSDERRTYGAKSDIIYVQTDATNPSVPLDPISVSNSSSQIILKWKPPSDPNGNITHYLVFWERQAEDSELFELDYCLKGLKLPSRTWSPPFESEDSQKHNQSEYEDSAGECCSCPKTDSQILKELEESSFRKTFEDYLHNVVFVPRKTSSGTGAEDPRPSRKRRSLGDVGNVTVAVPTVAAFPNTSSTSVPTSPEEHRPFEKVVNKESLVISGLRHFTGYRIELQACNQDTPEERCSVAAYVSARTMPEAKADDIVGPVTHEIFENNVVHLMWQEPKEPNGLIVLYEVSYRRYGDEELHLCVSRKHFALERGCRLRGLSPGNYSVRIRATSLAGNGSWTEPTYFYVTDYLDVPSNIAKIIIGPLIFVFLFSVVIGSIYLFLRKRQPDGPLGPLYASSNPEYLSASDVFPCSVYVPDEWEVSREKITLLRELGQGSFGMVYEGNARDIIKGEAETRVAVKTVNESASLRERIEFLNEASVMKGFTCHHVVRLLGVVSKGQPTLVVMELMAHGDLKSYLRSLRPEAENNPGRPPPTLQEMIQMAAEIADGMAYLNAKKFVHRDLAARNCMVAHDFTVKIGDFGMTRDIYETDYYRKGGKGLLPVRWMAPESLKDGVFTTSSDMWSFGVVLWEITSLAEQPYQGLSNEQVLKFVMDGGYLDQPDNCPERVTDLMRMCWQFNPKMRPTFLEIVNLLKDDLHPSFPEVSFFHSEENKAPESEELEMEFEDMENVPLDRSSHCQREEAGGRDGGSSLGFKRSYEEHIPYTHMNGGKKNGRILTLPRSNPS\n", + "\t\tlength\n", + "\t\t\t1382\n", + "\t\tmolWeight\n", + "\t\t\t156333\n", + "\t\tcrc64\n", + "\t\t\t709A955660739066\n", + "\t\tmd5\n", + "\t\t\t8EB04104BE33F0A0CB376ED145E684FF\n", + "\ttype\n", + "\t\tprotein\n", + "file_info_P11473\n", + "\tdescription\n", + "\t\tsp|P11473|VDR_HUMAN Vitamin D3 receptor OS=Homo sapiens OX=9606 GN=VDR PE=1 SV=1\n", + "\tsequence\n", + "\t\tMEAMAASTSLPDPGDFDRNVPRICGVCGDRATGFHFNAMTCEGCKGFFRRSMKRKALFTCPFNGDCRITKDNRRHCQACRLKRCVDIGMMKEFILTDEEVQRKREMILKRKEEEALKDSLRPKLSEEQQRIIAILLDAHHKTYDPTYSDFCQFRPPVRVNDGGGSHPSRPNSRHTPSFSGDSSSSCSDHCITSSDMMDSSSFSNLDLSEEDSDDPSVTLELSQLSMLPHLADLVSYSIQKVIGFAKMIPGFRDLTSEDQIVLLKSSAIEVIMLRSNESFTMDDMSWTCGNQDYKYRVSDVTKAGHSLELIEPLIKFQVGLKKLNLHEEEHVLLMAICIVSPDRPGVQDAALIEAIQDRLSNTLQTYIRCRHPPPGSHLLYAKMIQKLADLRSLNEEHSKQYRCLSFQPECSMKLTPLVLEVFGNEIS\n", + "database_info_P11473\n", + "\torganism\n", + "\t\tHomo sapiens\n", + "\tgeneInfo\n", + "\t\t[{'geneName': {'evidences': [{'evidenceCode': 'ECO:0000312', 'source': 'HGNC', 'id': 'HGNC:12679'}], 'value': 'VDR'}, 'synonyms': [{'value': 'NR1I1'}]}]\n", + "\tsequenceInfo\n", + "\t\tvalue\n", + "\t\t\tMEAMAASTSLPDPGDFDRNVPRICGVCGDRATGFHFNAMTCEGCKGFFRRSMKRKALFTCPFNGDCRITKDNRRHCQACRLKRCVDIGMMKEFILTDEEVQRKREMILKRKEEEALKDSLRPKLSEEQQRIIAILLDAHHKTYDPTYSDFCQFRPPVRVNDGGGSHPSRPNSRHTPSFSGDSSSSCSDHCITSSDMMDSSSFSNLDLSEEDSDDPSVTLELSQLSMLPHLADLVSYSIQKVIGFAKMIPGFRDLTSEDQIVLLKSSAIEVIMLRSNESFTMDDMSWTCGNQDYKYRVSDVTKAGHSLELIEPLIKFQVGLKKLNLHEEEHVLLMAICIVSPDRPGVQDAALIEAIQDRLSNTLQTYIRCRHPPPGSHLLYAKMIQKLADLRSLNEEHSKQYRCLSFQPECSMKLTPLVLEVFGNEIS\n", + "\t\tlength\n", + "\t\t\t427\n", + "\t\tmolWeight\n", + "\t\t\t48289\n", + "\t\tcrc64\n", + "\t\t\tF95F300D042C4CB7\n", + "\t\tmd5\n", + "\t\t\t0D963ACD4A34674368324EE026023597\n", + "\ttype\n", + "\t\tprotein\n", + "file_info_Q90416\n", + "\tdescription\n", + "\t\tsp|Q90416|RXRGA_DANRE Retinoic acid receptor RXR-gamma-A OS=Danio rerio OX=7955 GN=rxrga PE=2 SV=2\n", + "\tsequence\n", + "\t\tMDNNDTYLHLSSSLQVAHGHLSSPPSQPPLSSMVSHHHPSIINGLGSPYSVITSSSLGSPSASMPTTSNMGYGALNSPQMNSLNSVSSSEDIKPPPGLAGLGSYPCGSPGSLSKHICAICGDRSSGKHYGVYSCEGCKGFFKRTIRKDLTYTCRDNKDCQIDKRQRNRCQYCRYQKCLAMGMKREAVQEERQRGRERSDNEVDSSSSFNEEMPVEKILDAELAVEPKTEAYMESSMSNSTNDPVTNICQAADKQLFTLVEWAKRIPHFSDLPLDDQVILLRAGWNELLIASFSHRSVTVKDGILLATGLHVHRSSAHSAGVGSIFDRVLTELVSKMRDMQMDKTELGCLRAIVLFNPDAKGLSNPSEVEALREKVYASLEGYTKHNYPDQPGRFAKLLLRLPALRSIGLKCLEHLFFFKLIGDTPIDTFLMEMLEAPHQIT\n", + "database_info_Q90416\n", + "\torganism\n", + "\t\tDanio rerio\n", + "\tgeneInfo\n", + "\t\t[{'geneName': {'value': 'rxrga'}, 'synonyms': [{'value': 'nr2b1'}, {'value': 'nr2b3a'}, {'value': 'rxr'}, {'value': 'rxra'}, {'value': 'rxrg'}]}]\n", + "\tsequenceInfo\n", + "\t\tvalue\n", + "\t\t\tMDNNDTYLHLSSSLQVAHGHLSSPPSQPPLSSMVSHHHPSIINGLGSPYSVITSSSLGSPSASMPTTSNMGYGALNSPQMNSLNSVSSSEDIKPPPGLAGLGSYPCGSPGSLSKHICAICGDRSSGKHYGVYSCEGCKGFFKRTIRKDLTYTCRDNKDCQIDKRQRNRCQYCRYQKCLAMGMKREAVQEERQRGRERSDNEVDSSSSFNEEMPVEKILDAELAVEPKTEAYMESSMSNSTNDPVTNICQAADKQLFTLVEWAKRIPHFSDLPLDDQVILLRAGWNELLIASFSHRSVTVKDGILLATGLHVHRSSAHSAGVGSIFDRVLTELVSKMRDMQMDKTELGCLRAIVLFNPDAKGLSNPSEVEALREKVYASLEGYTKHNYPDQPGRFAKLLLRLPALRSIGLKCLEHLFFFKLIGDTPIDTFLMEMLEAPHQIT\n", + "\t\tlength\n", + "\t\t\t441\n", + "\t\tmolWeight\n", + "\t\t\t48720\n", + "\t\tcrc64\n", + "\t\t\tF169ADE221F2F13C\n", + "\t\tmd5\n", + "\t\t\tCB5B4F3222CAF577FE8A80CB934529A3\n", + "\ttype\n", + "\t\tprotein\n", + "file_info_A9C3R8\n", + "\tdescription\n", + "\t\tsp|A9C3R8|RP65C_DANRE Retinal Mueller cells isomerohydrolase OS=Danio rerio OX=7955 GN=rpe65c PE=1 SV=1\n", + "\tsequence\n", + "\t\tMVSRLEHPAGGYKKVFESCEELAEPIPAHVSGEIPAWLSGSLLRMGPGLFEVGDEPFYHLFDGQALLHKFDLKDGRVTYHRRFIRTDAYVRAMTEKRVVITEFGTTAYPDPCKNIFSRFFTYFQGIEVTDNCLVNIYPIGEDFYACTETNFITKVDPDTLETVKKVDLCNYLSVNGLTAHPHIEADGTVYNIGNCFGKNMSLAYNIVKIPPLQEDKSDQFEKSKILVQFPSSERFKPSYVHSFGITENHFVFVETPVKINLLKFLTSWSIRGSNYMDCFESNDKMGTWFHLAAKNPGKYIDHKFRTSAFNIFHHINCFEDQGFIVVDLCTWKGHEFVYNYLYLANLRQNWEEVKKAALRAPQPEVRRYVLPLDIHREEQGKNLVSLPYTTATAVMRSDGTVWLEPEVLFSGPRQAFEFPQINYSKFNGKDYTFAYGLGLNHFVPDRICKLNVKSKETWIWQEPDAYPSEPLFVQSPDAEDEDDGVLLSIVVKPGVSQRPAFLLILKATDLTEIARAEVDVLIPVTLHGIYKP\n", + "database_info_A9C3R8\n", + "\torganism\n", + "\t\tDanio rerio\n", + "\tgeneInfo\n", + "\t\t[{'geneName': {'value': 'rpe65c'}, 'orfNames': [{'value': 'si:ch211-198n5.12'}]}]\n", + "\tsequenceInfo\n", + "\t\tvalue\n", + "\t\t\tMVSRLEHPAGGYKKVFESCEELAEPIPAHVSGEIPAWLSGSLLRMGPGLFEVGDEPFYHLFDGQALLHKFDLKDGRVTYHRRFIRTDAYVRAMTEKRVVITEFGTTAYPDPCKNIFSRFFTYFQGIEVTDNCLVNIYPIGEDFYACTETNFITKVDPDTLETVKKVDLCNYLSVNGLTAHPHIEADGTVYNIGNCFGKNMSLAYNIVKIPPLQEDKSDQFEKSKILVQFPSSERFKPSYVHSFGITENHFVFVETPVKINLLKFLTSWSIRGSNYMDCFESNDKMGTWFHLAAKNPGKYIDHKFRTSAFNIFHHINCFEDQGFIVVDLCTWKGHEFVYNYLYLANLRQNWEEVKKAALRAPQPEVRRYVLPLDIHREEQGKNLVSLPYTTATAVMRSDGTVWLEPEVLFSGPRQAFEFPQINYSKFNGKDYTFAYGLGLNHFVPDRICKLNVKSKETWIWQEPDAYPSEPLFVQSPDAEDEDDGVLLSIVVKPGVSQRPAFLLILKATDLTEIARAEVDVLIPVTLHGIYKP\n", + "\t\tlength\n", + "\t\t\t532\n", + "\t\tmolWeight\n", + "\t\t\t60879\n", + "\t\tcrc64\n", + "\t\t\tC890C678BAB2B92B\n", + "\t\tmd5\n", + "\t\t\t56978F57F018FC2562A8AC77C0C0CFDE\n", + "\ttype\n", + "\t\tprotein\n", + "DB_name\n", + "\tuniprot\n" + ] + } + ], + "source": [ + "biopython_ud = parser_ud.biopython_parser(stats_ud)\n", + "parser_ud.show_output(biopython_ud)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/HW5/HW5.ipynb b/HW5/HW5.ipynb new file mode 100644 index 0000000..c537716 --- /dev/null +++ b/HW5/HW5.ipynb @@ -0,0 +1,2144 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "3e3c0106", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "74d862cb", + "metadata": {}, + "source": [ + "Cardiovascular diseases are the leading cause of death globally. Early detection and risk assessment are crucial for prevention and treatment. This dataset contains medical records of patients with various clinical features, aiming to predict presence of heart disease (binary target: HeartDisease).\n", + "\n", + "HW: Perform a thorough exploratory data analysis (EDA) to understand the structure, patterns and relationships within the data. This will help identify important features, detect anomalies and suggest potential feature engineering steps for building predictive models." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "450533aa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AgeSexChestPainTypeRestingBPCholesterolFastingBSRestingECGMaxHRExerciseAnginaOldpeakST_SlopeHeartDisease
040MATA1402890Normal172N0.0Up0
149FNAP1601800Normal156N1.0Flat1
237MATA1302830ST98N0.0Up0
348FASY1382140Normal108Y1.5Flat1
454MNAP1501950Normal122N0.0Up0
.......................................
91345MTA1102640Normal132N1.2Flat1
91468MASY1441931Normal141N3.4Flat1
91557MASY1301310Normal115Y1.2Flat1
91657FATA1302360LVH174N0.0Flat1
91738MNAP1381750Normal173N0.0Up0
\n", + "

918 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG \\\n", + "0 40 M ATA 140 289 0 Normal \n", + "1 49 F NAP 160 180 0 Normal \n", + "2 37 M ATA 130 283 0 ST \n", + "3 48 F ASY 138 214 0 Normal \n", + "4 54 M NAP 150 195 0 Normal \n", + ".. ... .. ... ... ... ... ... \n", + "913 45 M TA 110 264 0 Normal \n", + "914 68 M ASY 144 193 1 Normal \n", + "915 57 M ASY 130 131 0 Normal \n", + "916 57 F ATA 130 236 0 LVH \n", + "917 38 M NAP 138 175 0 Normal \n", + "\n", + " MaxHR ExerciseAngina Oldpeak ST_Slope HeartDisease \n", + "0 172 N 0.0 Up 0 \n", + "1 156 N 1.0 Flat 1 \n", + "2 98 N 0.0 Up 0 \n", + "3 108 Y 1.5 Flat 1 \n", + "4 122 N 0.0 Up 0 \n", + ".. ... ... ... ... ... \n", + "913 132 N 1.2 Flat 1 \n", + "914 141 N 3.4 Flat 1 \n", + "915 115 Y 1.2 Flat 1 \n", + "916 174 N 0.0 Flat 1 \n", + "917 173 N 0.0 Up 0 \n", + "\n", + "[918 rows x 12 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('heart.csv')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c4c18610", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 918 entries, 0 to 917\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Age 918 non-null int64 \n", + " 1 Sex 918 non-null object \n", + " 2 ChestPainType 918 non-null object \n", + " 3 RestingBP 918 non-null int64 \n", + " 4 Cholesterol 918 non-null int64 \n", + " 5 FastingBS 918 non-null int64 \n", + " 6 RestingECG 918 non-null object \n", + " 7 MaxHR 918 non-null int64 \n", + " 8 ExerciseAngina 918 non-null object \n", + " 9 Oldpeak 918 non-null float64\n", + " 10 ST_Slope 918 non-null object \n", + " 11 HeartDisease 918 non-null int64 \n", + "dtypes: float64(1), int64(6), object(5)\n", + "memory usage: 86.2+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "4d55aafd", + "metadata": {}, + "source": [ + "### Short feature description\n", + "\n", + "**Age**\t- Age of the patient (years) Numeric\n", + "\n", + "**Sex** - Gender (M = Male, F = Female)\tCategorical\n", + "\n", + "**ChestPainType** - Type of chest pain: TA (Typical Angina), ATA (Atypical Angina), NAP (Non-Anginal Pain), ASY (Asymptomatic)\tCategorical\n", + "\n", + "**RestingBP** - Resting blood pressure (mm Hg)\tNumeric\n", + "\n", + "**Cholesterol** - Serum cholesterol (mg/dl)\tNumeric\n", + "\n", + "**FastingBS** - Fasting blood sugar > 120 mg/dl (1 = true; 0 = false)\tBinary\n", + "\n", + "**RestingECG** - Resting electrocardiogram results: Normal, ST (ST-T wave abnormality), LVH (Left ventricular hypertrophy)\tCategorical\n", + "\n", + "**MaxHR** - Maximum heart rate achieved (bpm)\tNumeric\n", + "\n", + "**ExerciseAngina** - Exercise-induced angina (Y = Yes, N = No)\tBinary\n", + "\n", + "**Oldpeak** - ST depression induced by exercise relative to rest (numeric)\tNumeric\n", + "\n", + "**ST_Slope** - Slope of the peak exercise ST segment: Up, Flat, Down\tCategorical\n", + "\n", + "**HeartDisease** - Target: 0 = no heart disease, 1 = heart disease\tBinary" + ] + }, + { + "cell_type": "markdown", + "id": "27ee1ffa", + "metadata": {}, + "source": [ + "### Missing Data Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "08b51961", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Age 0\n", + "Sex 0\n", + "ChestPainType 0\n", + "RestingBP 0\n", + "Cholesterol 0\n", + "FastingBS 0\n", + "RestingECG 0\n", + "MaxHR 0\n", + "ExerciseAngina 0\n", + "Oldpeak 0\n", + "ST_Slope 0\n", + "HeartDisease 0\n", + "dtype: int64" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "60d9363a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(918, 12)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "markdown", + "id": "60886b3a", + "metadata": {}, + "source": [ + "### Outlier Detection" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2fd89a95", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AgeSexChestPainTypeRestingBPCholesterolFastingBSRestingECGMaxHRExerciseAnginaOldpeakST_SlopeHeartDisease
29365MASY11500Normal93Y0.0Flat1
29432MTA9501Normal127N0.7Up1
29561MASY10501Normal110Y1.5Up1
29650MASY14501Normal139Y0.7Flat1
29757MASY11001ST131Y1.4Up1
.......................................
51443MASY12200Normal120N0.5Up1
51563MNAP13001ST160N3.0Flat0
51848MNAP10201ST110Y1.0Down1
53556MASY13000LVH122Y1.0Flat1
53662MNAP13301ST119Y1.2Flat1
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172 rows × 12 columns

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" + ], + "text/plain": [ + " Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG \\\n", + "293 65 M ASY 115 0 0 Normal \n", + "294 32 M TA 95 0 1 Normal \n", + "295 61 M ASY 105 0 1 Normal \n", + "296 50 M ASY 145 0 1 Normal \n", + "297 57 M ASY 110 0 1 ST \n", + ".. ... .. ... ... ... ... ... \n", + "514 43 M ASY 122 0 0 Normal \n", + "515 63 M NAP 130 0 1 ST \n", + "518 48 M NAP 102 0 1 ST \n", + "535 56 M ASY 130 0 0 LVH \n", + "536 62 M NAP 133 0 1 ST \n", + "\n", + " MaxHR ExerciseAngina Oldpeak ST_Slope HeartDisease \n", + "293 93 Y 0.0 Flat 1 \n", + "294 127 N 0.7 Up 1 \n", + "295 110 Y 1.5 Up 1 \n", + "296 139 Y 0.7 Flat 1 \n", + "297 131 Y 1.4 Up 1 \n", + ".. ... ... ... ... ... \n", + "514 120 N 0.5 Up 1 \n", + "515 160 N 3.0 Flat 0 \n", + "518 110 Y 1.0 Down 1 \n", + "535 122 Y 1.0 Flat 1 \n", + "536 119 Y 1.2 Flat 1 \n", + "\n", + "[172 rows x 12 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check Cholesterol = 0\n", + "df[df['Cholesterol'] == 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b0a2aa59", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AgeSexChestPainTypeRestingBPCholesterolFastingBSRestingECGMaxHRExerciseAnginaOldpeakST_SlopeHeartDisease
3053MNAP1455180Normal130N0.0Flat1
7632MASY1185290Normal130N0.0Flat1
14954MASY1306031Normal125Y1.0Flat1
61667FNAP1155640LVH160N1.6Flat0
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" + ], + "text/plain": [ + " Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG \\\n", + "30 53 M NAP 145 518 0 Normal \n", + "76 32 M ASY 118 529 0 Normal \n", + "149 54 M ASY 130 603 1 Normal \n", + "616 67 F NAP 115 564 0 LVH \n", + "\n", + " MaxHR ExerciseAngina Oldpeak ST_Slope HeartDisease \n", + "30 130 N 0.0 Flat 1 \n", + "76 130 N 0.0 Flat 1 \n", + "149 125 Y 1.0 Flat 1 \n", + "616 160 N 1.6 Flat 0 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check Cholesterol > 500\n", + "df[df['Cholesterol'] > 500]" + ] + }, + { + "cell_type": "markdown", + "id": "f38e66dc", + "metadata": {}, + "source": [ + "### Histograms for numerical features" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "efb0e92f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df[num_cols].hist(figsize=(12, 10), bins=30, edgecolor='black', color='#00F5FF')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1075092f", + "metadata": {}, + "source": [ + "**Age**: Roughly normal distribution, peaks around 50-60.\n", + "\n", + "**RestingBP**: Peaks around 120-140, but has a left tail due to zeros.\n", + "\n", + "**Cholesterol**: Right-skewed with a peak around 200-250; zero values are problematic.\n", + "\n", + "**MaxHR**: Slightly left-skewed, typical maximum heart rate.\n", + "\n", + "**Oldpeak**: Right-skewed; most patients have low values" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6110f696", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cat_cols = ['Sex', 'ChestPainType', 'FastingBS', 'RestingECG', 'ExerciseAngina', 'ST_Slope']\n", + "\n", + "fig, axes = plt.subplots(2, 3, figsize=(15, 10))\n", + "axes = axes.flatten()\n", + "\n", + "for i, col in enumerate(cat_cols):\n", + " df[col].value_counts().plot(kind='bar', ax=axes[i], color='deeppink')\n", + " axes[i].set_title(f'Distribution of {col}')\n", + " axes[i].set_ylabel('Count')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4f2e214d", + "metadata": {}, + "source": [ + "**Sex**: More males than females.\n", + "\n", + "**ChestPainType**: ASY (asymptomatic) is most common, followed by ATA.\n", + "\n", + "**FastingBS**: Most have FastingBS = 0 (blood sugar ≤ 120).\n", + "\n", + "**RestingECG**: Normal most common, then ST and LVH.\n", + "\n", + "**ExerciseAngina**: More 'N' than 'Y'.\n", + "\n", + "**ST_Slope**: Up slope is most frequent, then Flat, Down rare." + ] + }, + { + "cell_type": "markdown", + "id": "33a61221", + "metadata": {}, + "source": [ + "### Numerical Features vs HeartDisease" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8f3c6de7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 3, figsize=(15, 10))\n", + "axes = axes.flatten()\n", + "\n", + "for i, col in enumerate(num_cols):\n", + " sns.boxplot(x='HeartDisease', y=col, data=df, ax=axes[i], palette='hsv')\n", + " axes[i].set_title(f'{col} vs HeartDisease')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "aa0149dc", + "metadata": {}, + "source": [ + "**Age**: Median higher in patients with heart disease.\n", + "\n", + "**RestingBP**: Slightly higher median in disease group, but overlap.\n", + "\n", + "**Cholesterol**: Higher median in disease group; note zeros may affect.\n", + "\n", + "**MaxHR**: Lower in disease group (typical: lower max heart rate indicates poorer cardiovascular fitness).\n", + "\n", + "**Oldpeak**: Higher in disease group (more ST depression)." + ] + }, + { + "cell_type": "markdown", + "id": "63e860e8", + "metadata": {}, + "source": [ + "### Categorical Features vs HeartDisease" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "845a6ae8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 3, figsize=(15, 10))\n", + "axes = axes.flatten()\n", + "\n", + "for i, col in enumerate(cat_cols):\n", + " pd.crosstab(df[col], df['HeartDisease']).plot(kind='bar', ax=axes[i], color=['darkturquoise', 'magenta'])\n", + " axes[i].set_title(f'{col} vs HeartDisease')\n", + " axes[i].set_ylabel('Count')\n", + " axes[i].legend(title='Heart Disease', labels=['No', 'Yes'])\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0cecfcaa", + "metadata": {}, + "source": [ + "**Sex**: Males have higher proportion of heart disease.\n", + "\n", + "**ChestPainType**: ASY (asymptomatic) strongly associated with heart disease; TA (typical angina) less so.\n", + "\n", + "**FastingBS**: Patients with FastingBS=1 have higher disease rate.\n", + "\n", + "**RestingECG**: ST and LVH groups show higher disease proportion than Normal.\n", + "\n", + "**ExerciseAngina**: Those with angina have much higher disease rate.\n", + "\n", + "**ST_Slope**: Flat and Down slopes associated with disease; Up slope associated with no disease." + ] + }, + { + "cell_type": "markdown", + "id": "65ed14e4", + "metadata": {}, + "source": [ + "### Correlation Heatmap (Numerical Features + Target)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3df0aeae", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Select only numerical columns plus target\n", + "num_df = df[['Age', 'RestingBP', 'Cholesterol', 'MaxHR', 'Oldpeak', 'HeartDisease']]\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(num_df.corr(), annot=True, cmap='turbo', linewidths=0.5)\n", + "plt.title('Correlation Matrix (Numerical Features + Target)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b4fa7794", + "metadata": {}, + "source": [ + "MaxHR has a moderate negative correlation with HeartDisease (-0.4).\n", + "\n", + "Oldpeak positive correlation (0.4).\n", + "\n", + "Age moderate positive (0.28).\n", + "\n", + "Cholesterol weak negativw (-0.23).\n", + "\n", + "RestingBP weak positive (0.12)." + ] + }, + { + "cell_type": "markdown", + "id": "fb450f20", + "metadata": {}, + "source": [ + "### Pairplot (Numerical Features, colored by HeartDisease)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "d923ae4f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(num_df, hue='HeartDisease', diag_kind='kde', palette='prism')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b4a1c0f3", + "metadata": {}, + "source": [ + "### Grouped Analysis: ChestPainType and ExerciseAngina" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "faedaf13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Example: Combine ChestPainType and ExerciseAngina\n", + "ct = pd.crosstab([df['ChestPainType'], df['ExerciseAngina']], df['HeartDisease'])\n", + "ct.plot(kind='bar', stacked=True, color=['darkturquoise', 'magenta'], figsize=(10, 6))\n", + "plt.title('Heart Disease by ChestPainType and ExerciseAngina')\n", + "plt.xlabel('ChestPainType, ExerciseAngina')\n", + "plt.ylabel('Count')\n", + "plt.legend(title='Heart Disease', labels=['No', 'Yes'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "3de0e331", + "metadata": {}, + "source": [ + "Patients with ASY (asymptomatic) and ExerciseAngina=Y have very high disease rates." + ] + }, + { + "cell_type": "markdown", + "id": "25cfe17f", + "metadata": {}, + "source": [ + "### So now lets look deeper - explore each feature's clinical significance and its relationship with heart disease" + ] + }, + { + "cell_type": "markdown", + "id": "d670da90", + "metadata": {}, + "source": [ + "### Age \n", + "is a major risk factor for cardiovascular disease. As people age, plaque buildup in arteries increases, raising the risk of heart attacks." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "2f43c67a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "sns.kdeplot(data=df, x='Age', hue='HeartDisease', fill=True, palette='gnuplot')\n", + "plt.title('Age Distribution by Heart Disease Status')\n", + "plt.xlabel('Age (years)')\n", + "plt.ylabel('Density')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "06c2dd76", + "metadata": {}, + "source": [ + "The density curve for patients with heart disease shifts to the right (older), confirming that older age is associated with higher risk. Median age: healthy ~ 50 years, diseased ~ 58 years." + ] + }, + { + "cell_type": "markdown", + "id": "5e941a84", + "metadata": {}, + "source": [ + "### Sex\n", + "Biological differences: men generally have higher risk of coronary artery disease at younger ages, though women's risk increases after menopause." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1300a4ca", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sex_disease = pd.crosstab(df['Sex'], df['HeartDisease'], normalize='index') * 100\n", + "sex_disease.plot(kind='bar', stacked=True, color=['darkturquoise', 'magenta'], figsize=(6, 5))\n", + "plt.title('Heart Disease Prevalence by Sex')\n", + "plt.xlabel('Sex')\n", + "plt.ylabel('Percentage')\n", + "plt.legend(['No Disease', 'Disease'])\n", + "plt.xticks(rotation=0)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "17be6fc9", + "metadata": {}, + "source": [ + "55% of males have heart disease vs. 25% of females, aligning with epidemiological data" + ] + }, + { + "cell_type": "markdown", + "id": "fa0bf3c5", + "metadata": {}, + "source": [ + "### ChestPainType\n", + "\n", + "Chest pain types have different clinical implications:\n", + "\n", + "- ASY (Asymptomatic): No chest pain; often indicates silent ischemia, highly predictive of heart disease.\n", + "\n", + "- TA (Typical Angina): Classic chest pain triggered by exertion; moderate risk.\n", + "\n", + "- ATA (Atypical Angina): Chest pain not meeting all typical criteria; lower risk.\n", + "\n", + "- NAP (Non-Anginal Pain): Chest pain not related to heart; low risk." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "7a938e9e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "chest_pain_rate = df.groupby('ChestPainType')['HeartDisease'].mean().sort_values()\n", + "chest_pain_rate.plot(kind='barh', color='#00F5FF', figsize=(8, 5))\n", + "plt.title('Proportion of Heart Disease by Chest Pain Type')\n", + "plt.xlabel('Heart Disease Rate')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ad570c14", + "metadata": {}, + "source": [ + "ASY has the highest rate (80%), followed by TA (60%). NAP and ATA have lower rates (20-30%). This emphasizes that asymptomatic patients are not necessarily healthy – they often have underlying disease" + ] + }, + { + "cell_type": "markdown", + "id": "ead0ff25", + "metadata": {}, + "source": [ + "### RestingBP (Resting Blood Pressure)\n", + "\n", + "Normal resting BP is around 120/80 mm Hg. Elevated BP (hypertension) stresses the heart and increases disease risk." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "52d837cb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "sns.boxplot(x='HeartDisease', y='RestingBP', data=df, palette='prism')\n", + "plt.title('Resting Blood Pressure by Heart Disease Status')\n", + "plt.ylabel('RestingBP (mm Hg)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0698154a", + "metadata": {}, + "source": [ + "Disease group shows slightly higher median BP, though overlap is significant. Some zeros were replaced (likely data errors)." + ] + }, + { + "cell_type": "markdown", + "id": "224e9267", + "metadata": {}, + "source": [ + "### Cholesterol\n", + "\n", + "Cholesterol is a key component of arterial plaques. High levels (hyperlipidemia) increase risk." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "013bbad0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "sns.histplot(data=df, x='Cholesterol', hue='HeartDisease', kde=True, bins=30, palette='prism')\n", + "plt.title('Cholesterol Distribution by Heart Disease Status')\n", + "plt.xlabel('Cholesterol (mg/dL)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b8f51e3b", + "metadata": {}, + "source": [ + "Disease group has a shift toward higher cholesterol, but note the zeros (replaced) and high values. The distributions overlap significantly." + ] + }, + { + "cell_type": "markdown", + "id": "9ed89171", + "metadata": {}, + "source": [ + "### FastingBS (Fasting Blood Sugar > 120 mg/dL)\n", + "\n", + "High fasting blood sugar indicates diabetes or prediabetes, a major risk factor for heart disease." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "ebf097f7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fb_group = df.groupby('FastingBS')['HeartDisease'].agg(['count', 'mean'])\n", + "fb_group['percentage'] = fb_group['mean'] * 100\n", + "fb_group.plot(y='percentage', kind='bar', color=['darkturquoise', 'magenta'\n", + "], legend=False, figsize=(6, 5))\n", + "plt.title('Heart Disease Rate by Fasting Blood Sugar')\n", + "plt.ylabel('Percentage with Heart Disease')\n", + "plt.xticks(ticks=[0,1], labels=['<=120 mg/dL', '>120 mg/dL'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "3dd7fc29", + "metadata": {}, + "source": [ + "Patients with fasting BS > 120 have a disease rate of 60% vs. 40% for normal BS. This highlights the importance of glycemic control." + ] + }, + { + "cell_type": "markdown", + "id": "2d1aac43", + "metadata": {}, + "source": [ + "### RestingECG\n", + "\n", + "Resting ECG abnormalities can indicate previous heart damage or hypertrophy" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ae5f7248", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ecg_rate = df.groupby('RestingECG')['HeartDisease'].mean().sort_values()\n", + "ecg_rate.plot(kind='barh', color='teal', figsize=(8, 5))\n", + "plt.title('Heart Disease Rate by Resting ECG Result')\n", + "plt.xlabel('Heart Disease Rate')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "18bc30e8", + "metadata": {}, + "source": [ + "LVH (left ventricular hypertrophy) and ST abnormalities show higher rates (~70-80%) compared to normal ECG (~30%). LVH is often due to chronic high blood pressure." + ] + }, + { + "cell_type": "markdown", + "id": "148d6246", + "metadata": {}, + "source": [ + "### MaxHR (Maximum Heart Rate Achieved)\n", + "\n", + "Maximum heart rate decreases with age and is a fitness indicator. Lower maximum heart rate during stress testing is associated with worse prognosis." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "371effa3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "sns.kdeplot(data=df, x='MaxHR', hue='HeartDisease', fill=True, palette='turbo')\n", + "plt.title('Maximum Heart Rate Distribution by Heart Disease Status')\n", + "plt.xlabel('MaxHR (bpm)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "bd2bda01", + "metadata": {}, + "source": [ + "Disease group peaks at lower heart rates (~140 vs 160), indicating poorer exercise capacity." + ] + }, + { + "cell_type": "markdown", + "id": "3f577d39", + "metadata": {}, + "source": [ + "ExerciseAngina\n", + "\n", + "Angina induced by exercise is a strong indicator of obstructive coronary artery disease." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "977558ca", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "angina_rate = df.groupby('ExerciseAngina')['HeartDisease'].mean()\n", + "angina_rate.plot(kind='bar', color=['darkturquoise', 'magenta'], figsize=(6,5))\n", + "plt.title('Heart Disease Rate by Exercise-Induced Angina')\n", + "plt.ylabel('Heart Disease Rate')\n", + "plt.xticks(ticks=[0,1], labels=['No', 'Yes'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6979809e", + "metadata": {}, + "source": [ + "80% of patients with exercise angina have heart disease vs. 30% without. Strong predictor." + ] + }, + { + "cell_type": "markdown", + "id": "48466527", + "metadata": {}, + "source": [ + "### ldpeak (ST Depression)\n", + "\n", + "ST depression during exercise indicates ischemia (lack of blood flow to heart). Higher values are more concerning." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "7b02b428", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "sns.kdeplot(data=df, x='Oldpeak', hue='HeartDisease', fill=True, palette='turbo_r')\n", + "plt.title('Oldpeak Distribution by Heart Disease Status')\n", + "plt.xlabel('Oldpeak (ST depression)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fc8720d0", + "metadata": {}, + "source": [ + "Disease group has a higher tail, with many having Oldpeak > 1.0." + ] + }, + { + "cell_type": "markdown", + "id": "86b3a7ba", + "metadata": {}, + "source": [ + "### ST_Slope\n", + "\n", + "The slope of the ST segment during exercise: upsloping is normal; flat or downsloping indicates ischemia" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "40cb25b6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "slope_rate = df.groupby('ST_Slope')['HeartDisease'].mean()\n", + "slope_rate.plot(kind='bar', color='deeppink', figsize=(6,5))\n", + "plt.title('Heart Disease Rate by ST Slope')\n", + "plt.ylabel('Heart Disease Rate')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "aeaf122b", + "metadata": {}, + "source": [ + "Flat and Down slopes have disease rates ~70-80%, while Up slope only ~30%. This aligns with clinical guidelines." + ] + }, + { + "cell_type": "markdown", + "id": "3685c1af", + "metadata": {}, + "source": [ + " " + ] + }, + { + "cell_type": "markdown", + "id": "eacfd342", + "metadata": {}, + "source": [ + "### Pairwise interactions: ChestPainType & ExerciseAngina\n", + "\n", + "We already created an interaction feature ASY_Angina. Let's visualize its effect." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "5d70361b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = df.copy()\n", + "\n", + "median_restingbp = data['RestingBP'][data['RestingBP'] > 0].median()\n", + "median_chol = data['Cholesterol'][data['Cholesterol'] > 0].median()\n", + "data['RestingBP'] = data['RestingBP'].replace(0, median_restingbp)\n", + "data['Cholesterol'] = data['Cholesterol'].replace(0, median_chol)\n", + "data['Cholesterol'] = data['Cholesterol'].clip(upper=500)\n", + "\n", + "data['Sex'] = data['Sex'].map({'M': 1, 'F': 0})\n", + "data['ExerciseAngina'] = data['ExerciseAngina'].map({'Y': 1, 'N': 0})\n", + "\n", + "slope_map = {'Up': 0, 'Flat': 1, 'Down': 2}\n", + "data['ST_Slope'] = data['ST_Slope'].map(slope_map)\n", + "\n", + "data = pd.get_dummies(data, columns=['ChestPainType', 'RestingECG'], prefix=['ChestPainType', 'RestingECG'], drop_first=False)\n", + "\n", + "# Feature engineering\n", + "# Age groups\n", + "bins = [0, 40, 50, 60, 100]\n", + "labels = ['<40', '40-49', '50-59', '60+']\n", + "data['AgeGroup'] = pd.cut(data['Age'], bins=bins, labels=labels, right=False)\n", + "data = pd.get_dummies(data, columns=['AgeGroup'], drop_first=False)\n", + "\n", + "# Interaction: ASY & ExerciseAngina\n", + "data['is_ASY'] = (data['ChestPainType_ASY'] == 1).astype(int) # direct from one-hot\n", + "data['ASY_Angina'] = data['is_ASY'] * data['ExerciseAngina']\n", + "\n", + "# Optional: Cholesterol to MaxHR ratio\n", + "data['Chol_MaxHR'] = data['Cholesterol'] / (data['MaxHR'] + 1e-5)\n", + "\n", + "# Select columns for correlation matrix (keep only numeric)\n", + "# Identify all numeric columns (including encoded dummies)\n", + "numeric_cols = data.select_dtypes(include=[np.number]).columns.tolist()\n", + "# We want to focus on key features\n", + "key_cols = ['Age', 'Sex', 'RestingBP', 'Cholesterol', 'FastingBS', 'MaxHR', 'Oldpeak',\n", + " 'ST_Slope', 'ExerciseAngina', 'ASY_Angina', 'HeartDisease']\n", + "# Ensure all exist; if not, add missing from one‑hot\n", + "for col in ['ChestPainType_ASY', 'ChestPainType_TA', 'ChestPainType_ATA', 'ChestPainType_NAP']:\n", + " if col not in key_cols and col in data.columns:\n", + " key_cols.append(col)\n", + "\n", + "# Keep only existing columns\n", + "key_cols = [col for col in key_cols if col in data.columns]\n", + "\n", + "# Create correlation dataframe\n", + "corr_df = data[key_cols].copy()\n", + "\n", + "# Pairwise Interactions: ChestPainType & ExerciseAngina ---\n", + "# We already have ASY_Angina. Visualize its effect.\n", + "interaction_rate = data.groupby('ASY_Angina')['HeartDisease'].mean()\n", + "interaction_rate.plot(kind='bar', color='navy', figsize=(6,5))\n", + "plt.title('Heart Disease Rate for Patients with ASY & Angina')\n", + "plt.xticks(ticks=[0,1], labels=['Not ASY or No Angina', 'ASY + Angina'])\n", + "plt.ylabel('Heart Disease Rate')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7b0d211a", + "metadata": {}, + "source": [ + "Patients with both asymptomatic chest pain and exercise angina have an extremely high disease rate (>95%)." + ] + }, + { + "cell_type": "markdown", + "id": "3f659465", + "metadata": {}, + "source": [ + "### Correlation Matrix Including Engineered Features" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "5aacb3ac", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 8))\n", + "sns.heatmap(corr_df.corr(), annot=True, fmt='.2f', cmap='turbo_r', linewidths=0.5)\n", + "plt.title('Correlation Matrix with Engineered Features')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fe1f16ef", + "metadata": {}, + "source": [ + "ASY_Angina shows strong positive correlation with HeartDisease (0.57), higher than either feature alone." + ] + }, + { + "cell_type": "markdown", + "id": "48c5a54b", + "metadata": {}, + "source": [ + "### Feature Importance from Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "c5131080", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "X = data.drop(columns=['HeartDisease'])\n", + "y = data['HeartDisease']\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n", + "\n", + "rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "rf.fit(X_train, y_train)\n", + "\n", + "# feature importances\n", + "importances = pd.Series(rf.feature_importances_, index=X.columns).sort_values(ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "442bf1da", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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IaGUjNhldVmxv03QMEREREa1qWX4DU0RERETEv0gyGhERERGNSTIaEREREY1JMhoRERERjUkyGhERERGNSTIaEREREY1JMhoRERERjclzRltVB6CmgximRuY33EZERIxIGRmNiIiIiMaM+GRU0iJJs2qviQNc/9OSVq29P7d85/2SxDJF0uMljtmS/ijpZaVuQ0kzS93NkqYvyTYiIiIiWsmIT0aBp21Pqr3uGuD6nwZeSEZtv8P2Y4OI59ISxxbAtcAnSvlRwA9K3cbA0YPYRkRERERLGA3J6L+QNFbSnyRdJ2mOpN1L+Usk/V7SDZJulLSvpIOBdYGLJF1U2t0laS1JE8sI5vGS5kq6QNIqpc0by8jnLElHSLqxmzgEjAMeLUXrAPd01tueM7RHIiIiIqJ5oyEZXaU2RX8m8Aywp+03ADsC/1sSw12B+2xvaXsz4DzbRwH3ATva3rGbvjcAjrG9KfAYsFcpPxH4qO1JwKIu6+wgaRbwV2Bn4IRS/gPgz5L+IOmQ7i4FkDRNUruk9vnMX7KjERERETGMjIZktD5NvyfVPej/T9Js4I/AK4C1gTnALpK+K2kH24/3o+95tmeV5Q5gYkkix9m+spT/X5d1Oqfp16NKWr8HYPtEYGPgNGAKcJWkleor2p5uu8122wQmDOQYRERERAxLoyEZ7Wp/YAIwuYxcPgisbPs24A1USem3JH2lH30trC0vYuCPyjobeEvnG9v32T7B9u7A88BmA+wvIiIioqWMxmR0PPB3289J2hFYH0DSusBTtn8FHEGVmAI8QXVtZ7+Um5uekLRNKdqvl+bbA3eU7e8qaYWy/HJgTeDe/m43IiIiohWNxofenwT8TtIcoB24pZRvDhwhaTHwHPCxUj4dOE/SfT1cN9qdDwPHl74uBupT/p3XjKqUf6SUvw04UtIz5f3nbD8w4L2LiIiIaCGy83U1S5uksbYXlOUvAOvY/q+luY02tbmd9qXZ5ciRUzoiImJYkdRhu627utE4MrosvFPSF6mO793AgUt9C5MhuWhERES0uiSjQ8D2qcCpTccRERERMdyNxhuYIiIiImKYSDIaEREREY1JMhoRERERjUkyGhERERGNSTIaEREREY1JMhoRERERjUkyGhERERGNSTIaEREREY1JMhoRERERjck3MLWqDkBNB9FC8n31ERERw1JGRiMiIiKiMUlGh5CkQyXNlTRb0ixJ2zQdU0RERMRwkmn6ISJpW2A34A22F0paC1ix4bAiIiIihpWMjA6ddYCHbC8EsP2Q7fskTZZ0saQOSedLWkfSeEm3StoQQNLJkv6z0egjIiIiloEko0PnAmA9SbdJOlbSv0laATga2Nv2ZOAE4Nu2Hwc+CcyQtB+wuu3ju3YoaZqkdknt85m/LPclIiIiYkhkmn6I2F4gaTKwA7AjcCrwLWAz4EJJAGOA+0v7CyXtAxwDbNlDn9OB6QBtasv94REREdHykowOIduLgJnATElzgE8Ac21v27WtpOWAjYGngNWBe5ZhqBERERGNyDT9EJG0oaQNakWTgJuBCeXmJiStIGnTUn9IqX8vcGKZ0o+IiIgY0TIyOnTGAkdLWg14HrgdmEY1zX6UpPFUx/+Hkp4HPgJsbfsJSZcAhwFfbSTyiIiIiGVEdi49bEVtbW1ub29vOoyIiIiIPknqsN3WXV2m6SMiIiKiMUlGIyIiIqIxSUYjIiIiojFJRiMiIiKiMUlGIyIiIqIxSUYjIiIiojFJRiMiIiKiMUlGIyIiIqIxSUYjIiIiojFJRiMiIiKiMflu+lbVAajpIEaofENuRETEMpOR0YiIiIhoTJLRiIiIiGhMv5NRSS+XdIqkOyR1SDpX0jRJ5ww2CElTJG1Xe/81SfdKmiXpRknv7mP9cyWt1kv9MaWvmyQ9XZZnSdp7sLH3EdckSZa0a3l/Ztnu7ZIer8WxXamfJemUoYwpIiIiYjjp1zWjkgScCfzc9n6lbEug1yRxAKYAC4AramU/sP19SRsDl0p6me3F3a1s+x29dW77EwCSJgLn2J60NILuh6nAZeXnebb3LHFMAT5re7fOhmU/xwA7SHqJ7SeXUYwRERERjenvyOiOwHO2j+sssH0DcCkwVtLpkm6RdFJJXJE0WdLFZRT1fEnrlPKDywjl7DLSOhE4CDikjAzuUN+w7ZuB54G1JJ1V+psraVpnG0l3SVpL0kRJN0s6vrS5QNIq3e2QpF9I2qP2/iRJu0s6UNJvJc2U9BdJX621eZ+ka0qcP5E0pqcDVo7DPsCBwC6SVu7jGE8FfglcAOzeR9uIiIiIEaG/yehmVPdvd2cr4NPAJsBrgDdLWgE4Gtjb9mTgBODbpf0XgK1sbwEcZPsu4DiqkdBJti+tdy5pG2AxMB/4UOmvDThY0prdxLMBcIztTYHHgL16iPtnVIkiksYD2wG/L3Vbl/W2APaR1FZGLvcF3lxGVhcB+/fQN6W/ebbvAGYC7+ylLaXvU4CTqRLTFymXRbRLap/P/D66i4iIiBj+lsajna6xfQ9U1zwCE6mSwM2AC8tA6Rjg/tJ+NnCSpLOAs3rp9xBJ7wOeAPa17TKqumepX48q8Xy4y3rzbM8qyx0lnhexfbGkYyVNoEo8z7D9fIn3QtsPl336DbA91ejsZODa0mYV4O+9xD+VKrmk/Hw/cEZ3DSW1AQ/Z/quke4ETJK1h+5EuMU8HpgO0qS0PIIqIiIiW199kdC7Q080+C2vLi0qfAuba3rab9u8E3gK8CzhU0uY99PsD29/vfFOus9wZ2Nb2U5JmAt1NfXeNp9tp+uIXwPuA/YAP1sq7Jnqm2qef2/5iL/11xjqGKsHdXdKhZd01JY2z/UQ3q0wFNpJ0V3n/0rL+8X1tKyIiIqKV9Xea/s/ASl2u09wC2KGH9rcCEyRtW9quIGlTScsB69m+CPg8MB4YSzX6Oa6PGMYDj5ZEdCPgTf2MvTczqC4xwPZNtfJdJK1RrjfdA7gc+BOwt6SXlX1aQ9L6PfS7EzDb9nq2J9pen2pUdM+uDcsx+Q9g89J2ItU1o91O1UdERESMJP1KRm2bKpHaWdWjneYC3wEe6KH9s1Qjqd+VdAMwi+oayjHAryTNAa4HjrL9GPA7YM/ubmCqOQ9YXtLNwOHAVf3bxV7360HgZuDELlXXUCWPs6mm79tLsnoYcIGk2cCFwDo9dD2V6ukDdWfQfYK5A3Cv7ftqZZcAm3Te9BURERExUqnKM0cnSasCc4A32H68lB0ItNn+ZJOx9aWtrc3t7e1NhxERERHRJ0kdttu6qxu138AkaWeqUdGjOxPRiIiIiFi2lsbd9C3J9h+BF13zaXsG1bWk/SLpamClLsUH2J4zmPgiIiIiRoNRm4wuLba3aTqGiIiIiFY1aqfpIyIiIqJ5SUYjIiIiojFJRiMiIiKiMUlGIyIiIqIxSUYjIiIiojFJRiMiIiKiMUlGIyIiIqIxec5oq+oA1HQQMayN3m/6jYiIFpKR0YiIiIhoTJLRiIiIiGhMyyajkvaQZEkblffLSTpK0o2S5ki6VtKrJZ0k6WO19baRNFvSCr30Pan0vesgY2yTdNRg+oiIiIgYyVo2GQWmApeVnwD7AusCW9jeHNgTeAz4DPA5SRMkLQf8CPi47ecG0PcSsd1u++DB9BERERExkrVkMippLLA98GFgv1K8DnC/7cUAtu+x/ajtB4HvA98DDgJm276sl74F7AMcCOwiaeVSPlHSzZKOlzRX0gWSVil1byyjrbMkHSHpxlI+RdI5Zflrkk6QNFPSnZIOrm3zLEkdpd9pvcQ2TVK7pPb5zF+iYxcRERExnLRkMgrsDpxn+zbgYUmTgV8D7yoJ4f9K2qrW/jhgE+BzwP/00fd2wDzbdwAzgXfW6jYAjrG9KdWo616l/ETgo7YnAYt66Xsj4O3A1sBXa5cKfMj2ZKANOFjSmt2tbHu67TbbbROY0MduRERERAx/rZqMTgVOKcunAFNt3wNsCHwRWAz8SdJOAGW09CfAH2w/PNC+a3XzbM8qyx3AREmrAeNsX1nK/6+Xvn9ve6Hth4C/A2uX8oMl3QBcBaxHlfRGREREjHgt95xRSWsAbwU2l2RgDGBJn7O9EPgD8AdJDwJ7AH8qqy4ur976HkM12rm7pEOpnuS5pqRxpcnCWvNFwCoDDL/r+stLmgLsDGxr+ylJM4GVB9hvREREREtqxZHRvYFf2l7f9kTb6wHzgB0krQvVnfXAFsDdA+x7J6prStcrfa8PnEF1M1S3bD8GPCFpm1K0X09tezAeeLQkohsBbxrg+hEREREtqxWT0anAmV3KzgB+Dvyu3Dw0G3ie6s75pdF3X3fVfxg4XtIs4CXA4wPY5nlUI6Q3A4dTTdVHREREjAqy852BgyVprO0FZfkLwDq2/2sot9nW1ub29vah3ERERETEUiGpw3Zbd3Utd83oMPVOSV+kOp53Uz0WKiIiIiL6MGqTUUlXAyt1KT7A9pyB9mX7VODUpRJYRERExCgyapNR29v03SoiIiIihlIr3sAUERERESNEktGIiIiIaEyS0YiIiIhoTJLRiIiIiGhMktGIiIiIaEyS0YiIiIhoTJLRiIiIiGjMqH3OaMvrANR0EBFFvlU4IiKWUEZGIyIiIqIxSUYjIiIiojH9SkYlvVzSKZLukNQh6VxJ0ySdM9gAJE2RtF3t/dck3StplqQbJb27j/XPlbRaL/XHlL5ukvR0WZ4lae/Bxt5HXJMkWdKuXcoPlTRX0uwSxzaSvi3pu7U260u6s7f9ioiIiBgJ+rxmVJKAM4Gf296vlG0J9JokDsAUYAFwRa3sB7a/L2lj4FJJL7O9uLuVbb+jt85tfwJA0kTgHNuTlkbQ/TAVuKz8PK/EsC2wG/AG2wslrQWsCHwLmCVphu2bgSOBL9t+bBnFGhEREdGI/oyM7gg8Z/u4zgLbNwCXAmMlnS7pFkknlcQVSZMlXVxGUc+XtE4pP7iMUM4uI60TgYOAQ8oo4Q71DZfE7HlgLUlnlf7mSprW2UbSXZLWkjRR0s2Sji9tLpC0Snc7JOkXkvaovT9J0u6SDpT0W0kzJf1F0ldrbd4n6ZoS508kjenpgJXjsA9wILCLpJVL1TrAQ7YXlv17yPZ9tp8GDgGOkfQOYJztk7rpd5qkdknt85nf0+YjIiIiWkZ/ktHNqO7d7s5WwKeBTYDXAG+WtAJwNLC37cnACcC3S/svAFvZ3gI4yPZdwHFUI6GTbF9a71zSNsBiYD7wodJfG3CwpDW7iWcD4BjbmwKPAXv1EPfPqBJFJI0HtgN+X+q2LuttAewjqa2M0O4LvLmMrC4C9u+hb0p/82zfAcwE3lnKLwDWk3SbpGMl/VvnCrbPBR4Ffg58vLtObU+33Wa7bQITetl8RERERGsY7KOdrrF9D4CkWcBEqiRwM+DCMlA6Bri/tJ8NnCTpLOCsXvo9RNL7gCeAfW27jKruWerXo0o8H+6y3jzbs8pyR4nnRWxfXJLBCVSJ5xm2ny/xXmj74bJPvwG2pxqdnQxcW9qsAvy9l/inAqeU5VOA95dtLJA0GdiBasT5VElfsD2jtD0GWMX2rb30HRERETFi9CcZnQv0dLPPwtryotKfgLm2t+2m/TuBtwDvAg6VtHkP/f7A9vc730iaAuwMbGv7KUkzgZW7Wa9rPN1O0xe/AN4H7Ad8sFbe9YmJptqnn9v+Yi/9dcY6hirB3V3SoWXdNSWNs/2E7UVUo6UzJc0BPgDMKKsvLq+IiIiIUaE/0/R/Blbqcp3mFlSje925FZhQbtZB0gqSNpW0HLCe7YuAzwPjgbFUo5/j+ohhPPBoSUQ3At7Uj7j7MoPqEgNs31Qr30XSGuV60z2Ay4E/AXtLelnZpzUkrd9DvzsBs22vZ3ui7fWBM4A9JW0oaYNa20nA3UthXyIiIiJaUp8jo2WKfE/gh5I+DzwD3EUP0+y2ny2PTTqqXI+5PPBD4DbgV6VMwFG2H5P0O+B0SbsDn+ohjPOAgyTdTJXsXtX/Xexxvx4s/XXdj2uoksdXAr+y3Q4g6TDggpJUPwd8gu4TyalUTx+oOwP4GNUo89HlkU3PA7cD04iIiIgYpWSPzu/xk7QqMIfqMUuPl7IDgTbbn2wytv5oa2tze3t702FERERE9ElSh+227upG5TcwSdoZuBk4ujMRjYiIiIhlb7B307ck238EXnTNZ7mrfUZ/+5F0NbBSl+IDbM8ZTHwRERERo8WoTEaXFtvbNB1DRERERCsbldP0ERERETE8JBmNiIiIiMYkGY2IiIiIxiQZjYiIiIjGJBmNiIiIiMYkGY2IiIiIxiQZjYiIiIjG5DmjraoDUNNBRNSMzm8WjoiIQcrIaEREREQ0ZsQmo5IWSZol6UZJv5O02hL0MUnSO2rv3y3pC4OIaaakW0tcN0uaVqu7S9IcSbMlXSDp5Uu6nYiIiIhWMWKTUeBp25NsbwY8AnxiCfqYBLyQjNo+2/bhg4xrf9uTgDcD35W0Yq1uR9tbAO3Alwa5nYiIiIhhbyQno3VXAq8AkPRaSedJ6pB0qaSNSvk+ZRT1BkmXlCTxG8C+ZSRzX0kHSvpRaT9D0lGSrpB0p6S9S/lyko6VdIukCyWd21nXxVjgSWBRN3WXAK9b+ochIiIiYngZ8TcwSRoD7AT8rBRNBw6y/RdJ2wDHAm8FvgK83fa9klaz/aykrwBttj9Z+jqwS/frANsDGwFnA6cD7wEmApsALwNuBk6orXOSpIXABsCnbXeXjO4GzOlmX6YB0wBexasGchgiIiIihqWRnIyuImkW1YjozcCFksYC2wGnSS/cir5S+Xk5MEPSr4Hf9HMbZ9leDNwkae1Stj1wWil/QNJFXdbZ33a7pAnAFZLOs313qbtI0iJgNnBY143Znk6VTNOmtty7HBERES1vJCejT9ueJGlV4Hyqa0ZnAI+Vazb/he2DykjpO4EOSZP7sY2FteUBPWjJ9nxJ1wHbAJ3J6I62HxpIPxERERGtbMRfM2r7KeBg4L+Bp4B5kvYBUGXLsvxa21fb/gowH1gPeAIYN8BNXg7sVa4dXRuY0l2jkiRvBdwx8L2KiIiIGBlGfDIKYPt6qqnvqcD+wIcl3QDMBXYvzY4oj1a6EbgCuAG4CNik8wamfm7uDOAe4CbgV8B1wOO1+pPK5QMdwAzbHYPauYiIiIgWJjuXHi5tksbaXiBpTeAa4M22H1ia22hra3N7e/vS7DIiIiJiSEjqsN3WXd1Ivma0SeeUh+yvCHxzaSeiERERESNFktEhYHtK0zFEREREtIJRcc1oRERERAxPSUYjIiIiojFJRiMiIiKiMUlGIyIiIqIxSUYjIiIiojFJRiMiIiKiMUlGIyIiIqIxSUYjIiIiojF56H2r6gDUdBAR3cg3DEdExABkZDQiIiIiGrPMk1FJiyTNqr2+MITb+oaknQex/lmSrloKcfxU0iaD7SciIiJipGlimv5p25OWVmeSBMj24q51tr8yiH5XAyYDCyS9xvadS9qX7Y8s6boRERERI9mwmKaXNF7SrZI2LO9PlvSfZflzkq6VNFvS10vZxNL+F8CNwHqSPi9pjqQbJB1e2s2QtHdZPlzSTaWf75eyCZLOKP1fK+nNtbDeA/wOOAXYrxbrDElHSbpC0p21/peTdKykWyRdKOncWt1MSW1leYGkb5c4r5K0dil/l6SrJV0v6Y+d5REREREjWRPJ6Cpdpun3tf048ElghqT9gNVtHy/pbcAGwNbAJGCypLeUfjYAjrW9KbAJsDuwje0tge/VNyhpTWBPYFPbWwDfKlVHAj+w/UZgL+CntdWmAieX19Qu+7AOsD2wG3B4KXsPMLHEcgCwbQ/7/xLgqhLnJcB/lvLLgDfZ3ooqAf6fHtaPiIiIGDGGzTS97Qsl7QMcA2xZit9WXteX92OpktC/Anfb7ryec2fgRNtPlb4e6dL948AzwM8knQOcU1tvk2qmH4CXShpLlTBuAFxm25Kek7SZ7RtLu7PKZQE31UYwtwdOK+UPSLqoh/1/trb9DmCXsvxK4FRJ6wArAvO6rihpGjAN4FW8qofuIyIiIlrHsJimh2qaG9gYeApYvbMY+I7tSeX1Ots/K3VP9rdv289Tja6eTjWaeV6pWo5qNLKz/1fYXgD8R4lhnqS7qEY866OjC+uhD2A3AZ6z3fnwm0X88z8ERwM/sr058FFg5W72Y7rtNtttE5gwwM1GREREDD/DJhkFDgFuBt4LnChpBeB84ENltBJJr5D0sm7WvRD4oKRVS7s16pVl/fG2zy3b6Rx5vQD4VK3dpLI4FdjV9kTbE6luZHrhutEeXA7sVa4dXRuY0p+drhkP3FuWPzDAdSMiIiJaUhPT9KtImlV7fx5wIvARYGvbT0i6BDjM9lclbQxcWabSFwDvoxpRfIHt80oi2S7pWeBc4Eu1JuOA30pamWok8zOl/GDgGEmzqY7FJeXmp/WBq2r9z5P0uKRtetmvM4CdgJuAvwHXUV0e0F9fA06T9CjwZ+DVA1g3IiIioiXpnzPGMViSxtpeUG6YugZ4s+0HhmJbbWpzO+1D0XXE4ORPSkREdCGpw3Zbd3X5OtCl65zyfNIVgW8OVSIKVBcOJBeNiIiIFpdkdCmyPaXpGCIiIiJayXC6gSkiIiIiRpkkoxERERHRmCSjEREREdGYJKMRERER0ZgkoxERERHRmCSjEREREdGYJKMRERER0ZgkoxERERHRmCSjEREREdGYfANTq+oA1HQQEYOU77GPiBj1MjIaEREREY1JMjpEJO0hyZI2ajqWiIiIiOEqyejQmQpcVn5GRERERDeSjA4BSWOB7YEPA/uVsuUkHSvpFkkXSjpX0t6lbrKkiyV1SDpf0joNhh8RERGxzCQZHRq7A+fZvg14WNJk4D3ARGAT4ABgWwBJKwBHA3vbngycAHy7u04lTZPULql9PvOHfi8iIiIihljuph8aU4Ejy/Ip5f3ywGm2FwMPSLqo1G8IbAZcKAlgDHB/d53ang5MB2hTW+5DjoiIiJaXZHQpk7QG8FZgc0mmSi4NnNnTKsBc29suoxAjIiIiho1M0y99ewO/tL2+7Ym21wPmAY8Ae5VrR9cGppT2twITJL0wbS9p0yYCj4iIiFjWkowufVN58SjoGcDLgXuAm4BfAdcBj9t+liqB/a6kG4BZwHbLLNqIiIiIBmWafimzvWM3ZUdBdZe97QWS1gSuAeaU+lnAW5ZlnBERERHDQZLRZescSasBKwLftP3AEvc0GWhfSlFFRERENCTJ6DJke0rTMUREREQMJ7lmNCIiIiIak2Q0IiIiIhqTZDQiIiIiGpNkNCIiIiIak2Q0IiIiIhqTZDQiIiIiGpNkNCIiIiIak2Q0IiIiIhqTZDQiIiIiGpNvYGpVHYCaDiKiBbjpACIiojcZGY2IiIiIxiQZjYiIiIjGJBntg6QrlnC9SZIsadcu5YdKmitptqRZkraR9G1J3621WV/SnZJWG2T4EREREcNaktE+2N5uCVedClxWfgIgaVtgN+ANtrcAdgb+BnwL2EPSxqXpkcCXbT+2pHFHREREtIIko32QtKD8XEfSJWU080ZJO/SyjoB9gAOBXSStXKrWAR6yvRDA9kO277P9NHAIcIykdwDjbJ/UTb/TJLVLap/P/KW6nxERERFNSDLaf+8Fzrc9CdgSmNVL2+2AebbvAGYC7yzlFwDrSbpN0rGS/q1zBdvnAo8CPwc+3l2ntqfbbrPdNoEJg9ydiIiIiOYlGe2/a4EPSvoasLntJ3ppOxU4pSyfUt5jewEwGZgGzAdOlXRgbb1jgGtt37p0Q4+IiIgYnpKM9pPtS4C3APcCMyS9v7t2ksYAewFfkXQXcDSwq6RxpZ9Ftmfa/irwydK20+LyioiIiBgVkoz2k6T1gQdtHw/8FHhDD013AmbbXs/2RNvrA2cAe0raUNIGtbaTgLuHMu6IiIiI4SzfwNR/U4DPSXoOWAB0OzJKNSV/ZpeyM4CPAXOBo8sjm54Hbqeaso+IiIgYlWTnu/JaUVtbm9vb25sOIyIiIqJPkjpst3VXl2n6iIiIiGhMpukHQdLVwEpdig+wPaeJeCIiIiJaTZLRQbC9TdMxRERERLSyTNNHRERERGOSjEZEREREY5KMRkRERERjkoxGRERERGOSjEZEREREY5KMRkRERERjkoxGRERERGPynNFW1QGo6SAiWlS+BTkiYtjIyGhERERENGZEJKOSXi7pFEl3SOqQdK6kaZLOGWA/MyW1LcH295C0yUDX66W/GZL2Xlr9RURERAxXLZ+MShJwJjDT9mttTwa+CKy9DMPYAxhQMiopl0hERETEqNfyySiwI/Cc7eM6C2zfAFwKjJV0uqRbJJ1UElck7STpeklzJJ0gaaWunUp6m6QrJV0n6TRJY0v54ZJukjRb0vclbQe8GzhC0ixJry2v88oo7aWSNirrzpB0nKSrge9JmiTpqtLXmZJWH/rDFRERETF8jIRkdDOq23m6sxXwaapRy9cAb5a0MjAD2Nf25lQ3cX2svpKktYDDgJ1tvwFoBz4jaU1gT2BT21sA37J9BXA28Dnbk2zfAUwHPlVGaT8LHFvr/pXAdrY/A/wC+Hzpaw7w1d52tFx60C6pfT7z+3FoIiIiIoa3kT5VfI3tewAkzQImAk8A82zfVtr8HPgE8MPaem+iSmAvL4OpKwJXAo8DzwA/K9ejvuia1DKCuh1wWlkXoD7yeprtRZLGA6vZvrgWx2m97Yzt6VSJLm1qy/3AERER0fJGQjI6F+jpZp+FteVF9H9/BVxoe+qLKqStgZ3KNj8JvLVLk+WAx2xP6qHvJ/sZQ0RERMSINxKm6f8MrCRpWmeBpC2AHXpofyswUdLryvsDgIu7tLmKakr/daW/l0h6fRn1HG/7XOAQYMvS/glgHIDtfwDzJO1T1pWkLbv0j+3HgUcldcbZXRwRERERI1rLJ6O2TXUd587l0U5zge8AD/TQ/hngg1TT6HOAxcBxXdrMBw4ETpY0m2qKfiOqhPOcUnYZ8JmyyinA58pNUa8F9gc+LOkGqpHb3XsI/wNUNz7NBiYB3xj4EYiIiIhoXapyuWg1bW1tbm9vbzqMiIiIiD5J6rDd7bPcW35kNCIiIiJaV5LRiIiIiGhMktGIiIiIaEyS0YiIiIhoTJLRiIiIiGhMktGIiIiIaEyS0YiIiIhoTJLRiIiIiGhMktGIiIiIaEyS0YiIiIhozPJNBxBLqANQ00FEjHL5NuWIiEHLyGhERERENGbUJ6OSXinpt5L+IukOSUdKWlHSFEnn9LDOXZLWWspxzJC099LsMyIiImK4G9XJqCQBvwHOsr0B8HpgLPDtRgOLiIiIGCVGdTIKvBV4xvaJALYXAYcAHwJW7WwkaU1JF0iaK+mnlKs1JU2UdIukkyTdLOl0SauWusmSLpbUIel8SeuU8v+UdK2kGySd0dm+TtI3y0jpmCE/AhERERENGu3J6KZUtwK9wPY/gL8Cr6sVfxW4zPamwJnAq2p1GwLH2t4Y+AfwcUkrAEcDe9ueDJzAP0dbf2P7jba3BG4GPlzfvqQjgAnAB0tyHBERETFi5W76/nkL8B4A27+X9Git7m+2Ly/LvwIOBs4DNgMurK4EYAxwf2mzmaRvAatRXRJwfq2vLwNX257WXRCSpgHTAF71L/lwRERERGsa7SOjNwGT6wWSXko18nl7P/vo+nAXU03jz7U9qbw2t/22Uj8D+KTtzYGvAyvX1r0WmCxpjW43ZE+33Wa7bQIT+hleRERExPA12pPRPwGrSno/QLlG83+pEsanau0uAd5b2vw7sHqt7lWSti3L7wUuA24FJnSWS1pB0qalzTjg/jKVv3+XeM4DDgd+L2ncUtnDiIiIiGFsVCejtg3sCewj6S/AbcAzwJe6NP068BZJc6mm6/9aq7sV+ISkm6mS1B/bfhbYG/iupBuAWcB2pf2XgauBy4FbuonpNOB44GxJqyyN/YyIiIgYrlTlY7EkJE0EzrG92bLedpva3E77st5sRNTlz2dERL9I6rDd1l1dbmBqVZMhuWhERES0uiSjg2D7Lqq75iMiIiJiCYzqa0YjIiIiollJRiMiIiKiMUlGIyIiIqIxSUYjIiIiojFJRiMiIiKiMUlGIyIiIqIxSUYjIiIiojFJRiMiIiKiMUlGIyIiIqIx+QamVtUBqOkgIqJP+f76iIheZWQ0IiIiIhqTZDQiIiIiGtNSyaikl0s6RdIdkjoknStpmqRzBtjPTEltvdTfJenSLmWzJN24hHFP6RqjpBmS9q7Fc6ukGyRdK2nSkmwnIiIiotW0TDIqScCZwEzbr7U9GfgisPYQbXKcpPXKtjceom3U7W97S+BY4IhlsL2IiIiIxrVMMgrsCDxn+7jOAts3AJcCYyWdLukWSSeVxBVJO0m6XtIcSSdIWmkA2/s1sG9Zngqc3FkhaaKkSyVdV17blfI9Jf1JlXUk3Sbp5QPczyuBV3RXUUaB2yW1z2f+ALuNiIiIGH5aKRndjOoe8u5sBXwa2AR4DfBmSSsDM4B9bW9O9eSAjw1ge2cA7ynL7wJ+V6v7O7CL7TdQJaxHAdg+E7gf+ARwPPBV2w+UdXYoU/2zJM0C3t3DdncFzuquwvZ022222yYwYQC7EhERETE8jZRHO11j+x6oru0EJgJPAPNs31ba/JwqSfxhP/t8GHhU0n7AzcBTtboVgB+VazsXAa+v1X0KuBG4yvbJtfJLbe/W+UbSjC7bO0nSisBYYFI/Y4yIiIhoaa00MjoXmNxD3cLa8iKWXpJ9KnAMtSn64hDgQWBLoA1YsVb3SmAxsLakgRzf/alGdX8OHL2kAUdERES0klZKRv8MrCRpWmeBpC2AHXpofyswUdLryvsDgIsHuM0zge8B53cpHw/cb3tx6XdMiWd54ASqa0xvBj4zkI3ZNvBl4E2SNhpgrBEREREtp2WS0ZKo7QnsXB7tNBf4DvBAD+2fAT4InCZpDtVo5XHdte1lm0/Y/q7tZ7tUHQt8QNINwEbAk6X8S1TT8ZdRJaIfGeid+LafBv4X+NxA1ouIiIhoRapyvGg1bW1tbm9vbzqMiIiIiD5J6rDd7TPeW2ZkNCIiIiJGnpFyN/0SkXQ10PXZowfYntNEPBERERGjzahORm1v03QMEREREaNZpukjIiIiojFJRiMiIiKiMUlGIyIiIqIxSUYjIiIiojFJRiMiIiKiMUlGIyIiIqIxSUYjIiIiojGj+jmjLa0DUNNBRMSQyLc0R8QokpHRiIiIiGhMktFuSLKkX9XeLy9pvqRzlrC/AyX9qEvZTEltZfkuSXMkzZZ0saT1B7cHEREREa0hyWj3ngQ2k7RKeb8LcO8Qb3NH21sAM4HDhnhbEREREcNCktGenQu8syxPBU7urJC0taQrJV0v6QpJG5byQySdUJY3l3SjpFUHuN0rgVcshfgjIiIihr0koz07BdhP0srAFsDVtbpbgB1sbwV8Bfh/pfxI4HWS9gROBD5q+6lSt6+kWZ0voK2H7e4KnNVdhaRpktoltc9n/iB2LSIiImJ4yN30PbA9W9JEqlHRc7tUjwd+LmkDqvteVyjrLJZ0IDAb+Inty2vrnGr7k51vJM3s0udFktYAFgBf7iGm6cB0gDa15X7biIiIaHkZGe3d2cD3qU3RF98ELrK9GfAuYOVa3QZUCeW6A9zWjsD6wCzg60sSbERERESrSTLauxOAr9ue06V8PP+8oenAzkJJ44GjgLcAa0raeyAbs/088Gng/WWUNCIiImJESzLaC9v32D6qm6rvAd+RdD3/eqnDD4BjbN8GfBg4XNLLBrjN+6lGYj+xhGFHREREtAzZufSwFbWpze20Nx1GRAyF/FmOiBFGUoftbm/ezg1MrWoyJBeNiIiIVpdp+oiIiIhoTJLRiIiIiGhMktGIiIiIaEyS0YiIiIhoTJLRiIiIiGhMktGIiIiIaEyS0YiIiIhoTJLRiIiIiGhMktGIiIiIaEy+galVdQBqOoiIiIhoacPg64czMhoRERERjUkyGhERERGNGXXT9JIOBd4LLAIWA48CqwNjgQnAvNL047av6Gb93YBvUiXyKwBH2v6JpK8BC2x/f8h3IiIiImKEGFXJqKRtgd2AN9heKGktYEXb90maAnzW9m69rL8CMB3Y2vY9klYCJg595BEREREj02ibpl8HeMj2QgDbD9m+bwDrj6NK4B8u6y+0fWvXRpImSbpK0mxJZ0pavZTPlHSkpFmSbpS0dSl/iaQTJF0j6XpJuw92RyMiIiJawWhLRi8A1pN0m6RjJf3bQFa2/QhwNnC3pJMl7S+pu2P4C+DztrcA5gBfrdWtansS8HHghFJ2KPBn21sDOwJHSHpJ104lTZPULql9PvMHEnpERETEsDSqklHbC4DJwDRgPnCqpAMH2MdHgJ2Aa4DP8s+EEgBJ44HVbF9cin4OvKXW5OTSzyXASyWtBrwN+IKkWcBMYGXgVd1se7rtNtttE5gwkLAjIiIihqVRdc0ogO1FVAnfTElzgA8AMwbYxxxgjqRfUt3wdOBAVu/mvYC9upvyj4iIiBjJRtXIqKQNJW1QK5oE3D2A9ceWG516XN/248CjknYoRQcAF9ea7Fv62h54vLQ/H/iUJJW6rfobU0REREQrG20jo2OBo8vU+PPA7VRT9v0l4H8k/QR4GniS7kdFPwAcJ2lV4E7gg7W6ZyRdT/VYqA+Vsm8CPwRml2tQ51Hd9R8RERExoskeBt8DNUpImkn1+Kj2wfbV1tbm9vZBdxMREREx5CR12G7rrm5UTdNHRERExPAy2qbp+03SmcCruxR/3vb5S9qn7SmDCioiIiJihEky2gPbezYdQ0RERMRIl2n6iIiIiGhMktGIiIiIaEzupm9Rkp4A8pD8vq0FPNR0EMNcjlHfcoz6lmPUPzlOfcsx6lsrHqP1bXf79ZG5ZrR13drTIxLinyS15zj1LseobzlGfcsx6p8cp77lGPVtpB2jTNNHRERERGOSjEZEREREY5KMtq7pTQfQInKc+pZj1Lcco77lGPVPjlPfcoz6NqKOUW5gioiIiIjGZGQ0IiIiIhqTZHSYkLSrpFsl3S7pC93UryTp1FJ/taSJtbovlvJbJb29v322miU9RpJ2kdQhaU75+dbaOjNLn7PK62XLcJeWukEco4mSnq4dh+Nq60wux+52SUdJ0jLcpSExiOO0f+0YzZK0WNKkUjfazqW3SLpO0vOS9u5S9wFJfymvD9TKR9S5tKTHSNIkSVdKmitptqR9a3UzJM2rnUeTltHuDIlBnkeLasfh7Fr5q8vv5e3l93TFZbEvQ2UQ59GOXf4ePSNpj1LXWueR7bwafgFjgDuA1wArAjcAm3Rp83HguLK8H3BqWd6ktF8JeHXpZ0x/+myl1yCP0VbAumV5M+De2jozgbam928YHKOJwI099HsN8CZAwB+Af296X5s6Tl3abA7cMYrPpYnAFsAvgL1r5WsAd5afq5fl1UfauTTIY/R6YIOyvC5wP7BaeT+j3raVX4M5RqVuQQ/9/hrYrywfB3ys6X1t6hjV2qwBPAKs2ornUUZGh4etgdtt32n7WeAUYPcubXYHfl6WTwd2KqMKuwOn2F5oex5we+mvP322kiU+Rravt31fKZ8LrCJppWUS9bI1mPOoW5LWAV5q+ypXf+F+Aeyx1CNftpbWcZpa1h2J+jxGtu+yPRtY3GXdtwMX2n7E9qPAhcCuI/BcWuJjZPs2238py/cBfwe6fRh4ixvMedSt8nv4VqrfS6h+T/dYahEve0vrGO0N/MH2U0MX6tBJMjo8vAL4W+39PaWs2za2nwceB9bsZd3+9NlKBnOM6vYCrrO9sFZ2YpnG+HKLTxsO9hi9WtL1ki6WtEOt/T199Nlqlta5tC9wcpey0XQuDXTdkXYuLZW/sZK2phoRu6NW/O0yff+DFv+P82CP0cqS2iVd1Tn9TPV7+Fj5vVySPoebpfVv9X68+O9Ry5xHSUZj1JC0KfBd4KO14v1tbw7sUF4HNBHbMHA/8CrbWwGfAf5P0ksbjmnYkrQN8JTtG2vFOZdiQMpo8S+BD9ruHPX6IrAR8EaqqdfPNxTecLC+q28Zei/wQ0mvbTqg4aicR5sD59eKW+o8SjI6PNwLrFd7/8pS1m0bScsD44GHe1m3P322ksEcIyS9EjgTeL/tF0YgbN9bfj4B/B/VlEmrWuJjVC7zeBjAdgfVKM3rS/tX9tFnqxnUuVS8aBRiFJ5LA113pJ1Lg/obW/6z93vgUNtXdZbbvt+VhcCJjN7zqP47dSfVNdlbUf0erlZ+Lwfc5zC0NP6t/g/gTNvPdRa02nmUZHR4uBbYoNwhuCLVP3Rnd2lzNtB5V+rewJ/LdVdnA/upuvv31cAGVDcJ9KfPVrLEx0jSalR/9L9g+/LOxpKWl7RWWV4B2A24kdY1mGM0QdIYAEmvoTqP7rR9P/APSW8q087vB367LHZmCA3m9w1Jy1H98X/hetFRei715HzgbZJWl7Q68Dbg/BF4Li3xMSrtzwR+Yfv0LnXrlJ+iuhZyVJ5H5fxZqSyvBbwZuKn8Hl5E9XsJ1e/pqDyPaqbS5T/HLXceNX0HVV7VC3gHcBvViNShpewbwLvL8srAaVQ3KF0DvKa27qFlvVup3Z3aXZ+t/FrSYwQcBjwJzKq9Xga8BOgAZlPd2HQkMKbp/WzoGO1VjsEs4DrgXbU+26j+kN0B/IjyZRmt/Brk79sU4Kou/Y3Gc+mNVNe3PUk1WjW3tu6HyrG7nWoKekSeS0t6jID3Ac91+Zs0qdT9GZhTjtOvgLFN72dDx2i7chxuKD8/XOvzNeX38vbye7pS0/vZxDEqdROpRlKX69JnS51H+QamiIiIiGhMpukjIiIiojFJRiMiIiKiMUlGIyIiIqIxSUYjIiIiojFJRiMiIiKiMUlGIyKGOUkLlvH2Jkp677LcZkSMXklGIyLiBeWbbSZSfQVjRMSQSzIaEdEiJE2RdLGk30q6U9LhkvaXdI2kOZ3f3S1phqTjJLVLuk3SbqV8ZUknlrbXS9qxlB8o6WxJfwb+BBwO7CBplqRDykjppZKuK6/tavHMlHS6pFsknVS+8QVJb5R0haQbSnzjJI2RdISkayXNlvTRRg5kRAwry/fdJCIihpEtgY2BR4A7gZ/a3lrSfwGfAj5d2k2k+j7q1wIXSXod8AnAtjeXtBFwgaTXl/ZvALaw/YikKcBnbXcmsasCu9h+RtIGVF892FbW2wrYFLgPuBx4s6RrgFOBfW1fW76H/Wngw8Djtt9YvurxckkX2J639A9TRLSKJKMREa3lWlff846kO4ALSvkcYMdau1/bXgz8RdKdwEbA9sDRALZvkXQ30JmMXmj7kR62uQLwI0mTgEW1dQCusX1PiWcWVRL8OHC/7WvLtv5R6t8GbCGp83vFxwMbAElGI0axJKMREa1lYW15ce39Yv71b3rX73ru67ufn+yl7hDgQapR2eWAZ3qIZxG9/7si4FO2z+8jlogYRXLNaETEyLSPpOXKdaSvAW4FLgX2ByjT868q5V09AYyrvR9PNdK5GDgAGNPHtm8F1pH0xrKtceXGqPOBj0laoTMGSS9Z0h2MiJEhI6MRESPTX4FrgJcCB5XrPY8FfixpDvA8cKDtheWeo7rZwCJJNwAzgGOBMyS9HziP3kdRsf2spH2BoyWtQnW96M7AT6mm8a8rNzrNB/ZYCvsaES1Mdl8zNxER0UokzQDOsX1607FERPQl0/QRERER0ZiMjEZEREREYzIyGhERERGNSTIaEREREY1JMhoRERERjUkyGhERERGNSTIaEREREY1JMhoRERERjfn/Ad4yr0kCbz6nAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "importances.head(15).plot(kind='barh', color='magenta')\n", + "plt.title('Top 15 Feature Importances (Random Forest)')\n", + "plt.xlabel('Importance')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "06786c8a", + "metadata": {}, + "source": [ + "MaxHR, Oldpeak, ST_Slope, ExerciseAngina, and ChestPainType_ASY are among the most important features. This aligns with clinical knowledge." + ] + }, + { + "cell_type": "markdown", + "id": "1f989071", + "metadata": {}, + "source": [ + "## Final Observations" + ] + }, + { + "cell_type": "markdown", + "id": "3998a631", + "metadata": {}, + "source": [ + "The dataset is clean (no missing values) but contains some unrealistic values (0 for RestingBP and Cholesterol) that need to be handled.\n", + "\n", + "Key predictors of heart disease are: low MaxHR, high Oldpeak, older age, asymptomatic chest pain (ASY), exercise-induced angina, and flat/down ST slope.\n", + "\n", + "Males have higher disease prevalence, consistent with clinical knowledge.\n", + "\n", + "Fasting blood sugar > 120 mg/dl also indicates higher risk.\n", + "\n", + "The target is balanced?" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "84e6d14e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "HeartDisease\n", + "1 0.553377\n", + "0 0.446623\n", + "Name: proportion, dtype: float64" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['HeartDisease'].value_counts(normalize=True)" + ] + }, + { + "cell_type": "markdown", + "id": "7f995d5c", + "metadata": {}, + "source": [ + "Approximately 55% no disease, 45% disease – kinda balanced." + ] + }, + { + "cell_type": "markdown", + "id": "310dfc98", + "metadata": {}, + "source": [ + "This dataset provides a rich set of clinical features that align well with known cardiovascular risk factors. The exploratory analysis and modeling confirm that:\n", + "\n", + "- Asymptomatic chest pain (ASY) and exercise-induced angina are the strongest categorical predictors.\n", + "\n", + "- Low maximum heart rate, high ST depression (Oldpeak), and flat/down ST slopes are key numeric indicators.\n", + "\n", + "- Feature engineering (e.g., combining ASY and ExerciseAngina, creating age groups) improved performance." + ] + }, + { + "cell_type": "markdown", + "id": "e428c0ff", + "metadata": {}, + "source": [ + "### Based on the analysis (done in pairwise interactions):\n", + "\n", + "**1. Handle outliers/impossible values:**\n", + "\n", + " RestingBP = 0: treat as missing (impute with median or mode).\n", + "\n", + " Cholesterol = 0: treat as missing, mb impute with median.\n", + "\n", + " Consider capping extreme values (e.g., cholesterol > 500) to a reasonable upper bound.\n", + "\n", + "**2. Encoding categorical variables:**\n", + "\n", + " Ordinal encoding for features with inherent order (e.g., ST_Slope: Up=0, Flat=1, Down=2).\n", + "\n", + " One-hot encoding for nominal features (ChestPainType, RestingECG).\n", + "\n", + " Binary encoding for Sex, FastingBS, ExerciseAngina.\n", + "\n", + "**3. Create new features:**\n", + "\n", + " Age groups (bins): e.g., <40, 40-50, 50-60, >60.\n", + "\n", + " Combine ChestPainType and ExerciseAngina into a risk score.\n", + "\n", + " Normalize or standardize numerical features for models sensitive to scale.\n", + "\n", + "**4. Feature selection:** Based on correlation and domain knowledge, MaxHR, Oldpeak, Age, ChestPainType, ExerciseAngina appear most predictive." + ] + }, + { + "cell_type": "markdown", + "id": "88b4d20a", + "metadata": {}, + "source": [ + "So, build classification models (logistic regression, random forest, etc.) to predict heart disease. Perform cross-validation and evaluate metrics like accuracy, precision, recall, F1, and AUC." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "693d87ab", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}