{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \"Open\n", "\n", "   \n", " \n", " \"Download\"\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

\n", " Week 3: Python Fundamental Part 2\n", "

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Loops and Conditionals\n", "#### 1.1 For Loops\n", "- A for loop can loop can interate over a sequence. The sequence can be a list, a string, or a dictionary\n", "\n", "- 'indentation' is part of the loop's block, meaning it get executed every time the loop runs\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Indian Hill\n", "Burncoat\n", "Greendale\n" ] } ], "source": [ "# Loop list\n", "neighborhoods = ['Indian Hill', 'Burncoat', 'Greendale']\n", "\n", "for nei in neighborhoods:\n", " print(nei)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 1: Loop a dictionary\n", "Please loop key, values and items seperately from a dictionary\n", "- loop key\n", "- loop values? (hint: how to get the values from dictionary?)\n", "- loop items? (hint: how to get the items from dictionary?)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('state', 'MA')\n", "('population', 206518)\n", "('gov_type', 'council_manager')\n" ] } ], "source": [ "worcester = {'state':'MA',\n", " 'population':206518,\n", " 'gov_type':'council_manager'\n", " }\n", "## get key\n", "# for i in worcester:\n", "# print(i)\n", "\n", "# ## get values\n", "# for value_dic in worcester.values():\n", "# print(value_dic)\n", "## get items\n", "for item_dic in worcester.items() :\n", " print(item_dic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Conditionals: If...Elif...Else\n", "_if statement_ and _loops_ is way to determine the condition and make decision." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Boston is a large city\n", "Worcester is a large city\n" ] } ], "source": [ "cities = {'Boston':653833,\n", " 'Worcester':207621,\n", " 'Springfield':153672,\n", " 'Cambridge':118214}\n", "\n", "for city, pop in cities.items():\n", " if pop > 200000:\n", " print('{} is a large city'.format(city))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 3: print the population if the city name is 'Boston'\n", "hint: equal in Python is '=='" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "653833\n" ] } ], "source": [ "for city, pop in cities.items():\n", " if city == \"Boston\":\n", " print(pop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2.1 elif add the second contion in for loop" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Boston is a large city\n", "Worcester is a large city\n", "Springfield is a small city\n", "Cambridge is a small city\n" ] } ], "source": [ "for city, pop in cities.items():\n", " if pop < 200000:\n", " print('{} is a small city'.format(city))\n", " elif pop > 200000:\n", " print('{} is a large city'.format(city))\n", " else:\n", " print(\"No results\")" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)\n", "\n", "[Source](https://www.scientecheasy.com/2022/10/python-if-elif-else.html/#google_vignette)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Control Statements\n", "#### 3.1 Break, continue and pass\n", "- Break stops the execution and exit out of it.\n", "- Continue skip the current step and go to the next iteration" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Boston is a large city, population is 653833\n" ] } ], "source": [ "for city, pop in cities.items():\n", " if pop > 200000:\n", " print('{} is a large city, population is {}'.format(city,pop))\n", " break" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 4. Replace break with continue\n", "Replace the break with continue to see the difference \n", "\n", "You shoud get two results since the code will continue" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Boston is a large city, population is 653833\n", "Worcester is a large city, population is 207621\n" ] } ], "source": [ "for city, pop in cities.items():\n", " if pop > 200000:\n", " print('{} is a large city, population is {}'.format(city,pop))\n", " continue" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. Functions\n", "\n", "A function takes one or more __inputs__ and return one of more __outputs__\n", "\n", "The code wihitn the function runs only when it is called" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# def funtion_name(input):\n", "# ...\n", "# return outputs" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def find_large_city(input_dict):\n", " for city,pop in input_dict.items():\n", " if pop > 200000:\n", " return '{} is a large city, population is {}'.format(city,pop)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Boston is a large city, population is 653833'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cities = {'Boston':653833,\n", " 'Worcester':207621,\n", " 'Springfield':153672,\n", " 'Cambridge':118214}\n", "\n", "find_large_city(cities)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 5: User-defined function\n", "Given a dictionary parks = {\n", " 'Green hill':1875,\n", " 'Elm': 1854,\n", " 'Institute': 1887,\n", " 'Salisbury': 1887\n", "}, write a function to ouput the year of the park user input the park's name" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def get_yr(parks, input_name):\n", " for city, yr in parks.items():\n", " if city == input_name:\n", " return yr" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1887" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parks = {\n", " 'Green hill':1875,\n", " 'Elm': 1854,\n", " 'Institute': 1887,\n", " 'Salisbury': 1887\n", "}\n", "\n", "get_yr(parks, \"Institute\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4.1 `and` and `or` are logical operators used to combine multiple conditions." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Both numbers are positive.'" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def check_numbers(a, b):\n", " if a > 0 and b > 0:\n", " return \"Both numbers are positive.\"\n", " elif a > 0 or b > 0:\n", " return \"At least one number is positive.\"\n", " else:\n", " return \"Neither number is positive.\"\n", "\n", "check_numbers(5,3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 6: User-defined function\n", "Write a function to return the temperate from Celsius to Fahrenheir\n", "\n", "Fahrenheit = (Celsius * 9/5) + 32\n", "\n", "1. Write a function\n", "2. Set up input value as '30'\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "122.0" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def convert(c):\n", " f = c*9/5+32\n", " return f\n", "\n", "convert(50)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Module\n", "\n", "Module is a folder that contain a set of functions you want to include in your applications\n", "\n", "Using the `import` statement to use the module\n", "\n", "Build-in modules are pre-installed with the Python installation." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Please wait a moment while I gather a list of all available modules...\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "e:\\Anaconda\\Lib\\site-packages\\paramiko\\transport.py:219: CryptographyDeprecationWarning: Blowfish has been deprecated and will be removed in a future release\n", " \"class\": algorithms.Blowfish,\n", "e:\\Anaconda\\Lib\\site-packages\\nltk\\twitter\\__init__.py:20: UserWarning: The twython library has not been installed. Some functionality from the twitter package will not be available.\n", " warnings.warn(\n", "e:\\Anaconda\\Lib\\pkgutil.py:78: UserWarning: The numpy.array_api submodule is still experimental. See NEP 47.\n", " __import__(info.name)\n", "No QCoreApplication instance found. Application patches not applied. You have to call load_stylesheet function after instantiation of QApplication to take effect. \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7f0197f6d050da244d93__mypyc colorsys menuinst sndhdr\n", "IPython comm mimetypes sniffio\n", "OpenSSL commctrl mistune snowballstemmer\n", "PIL compileall mkl socket\n", "PyQt5 concurrent mkl_fft socketserver\n", "__future__ conda mmap socks\n", "__hello__ conda_build mmapfile sockshandler\n", "__phello__ conda_content_trust mmsystem sortedcontainers\n", "_abc conda_env modulefinder soupsieve\n", "_aix_support conda_index more_itertools sphinx\n", "_argon2_cffi_bindings conda_libmamba_solver mpmath spyder\n", "_ast conda_pack msgpack spyder_kernels\n", "_asyncio conda_package_handling msilib sqlalchemy\n", "_bisect conda_package_streaming msvcrt sqlite3\n", "_black_version conda_token multidict sre_compile\n", "_blake2 configparser multipledispatch sre_constants\n", "_brotli constantly multiprocessing sre_parse\n", "_bz2 contextlib mypy ssl\n", "_cffi_backend contextvars mypy_extensions sspi\n", "_codecs contourpy mypyc sspicon\n", "_codecs_cn cookiecutter nacl stack_data\n", "_codecs_hk copy navigator_updater stat\n", "_codecs_iso2022 copyreg nbclient statistics\n", "_codecs_jp cpuinfo nbconvert statsmodels\n", "_codecs_kr crypt nbformat streamlit\n", "_codecs_tw cryptography nest_asyncio string\n", "_collections cssselect netbios stringprep\n", "_collections_abc csv netrc struct\n", "_compat_pickle ctypes networkx subprocess\n", "_compression curl nltk sunau\n", "_contextvars curses nntplib sympy\n", "_csv cwp notebook symtable\n", "_ctypes cycler notebook_shim sys\n", "_ctypes_test cytoolz nt sysconfig\n", "_datetime dask ntpath tables\n", "_decimal dask_expr ntsecuritycon tabnanny\n", "_distutils_hack dataclasses nturl2path tabulate\n", "_elementtree datashader numba tarfile\n", "_functools datetime numbergen tblib\n", "_hashlib dateutil numbers telnetlib\n", "_heapq dbi numexpr tempfile\n", "_imp dbm numpy tenacity\n", "_io dde numpydoc terminado\n", "_json debugpy odbc test\n", "_locale decimal opcode test_pycosat\n", "_lsprof decorator openpyxl text_unidecode\n", "_lzma defusedxml operator textdistance\n", "_markupbase diff_match_patch optparse textwrap\n", "_md5 difflib os this\n", "_msi dill overrides threading\n", "_multibytecodec dis packaging threadpoolctl\n", "_multiprocessing distributed pandas three_merge\n", "_nsis distro pandocfilters tifffile\n", "_opcode docstring_to_markdown panel time\n", "_operator doctest param timeit\n", "_osx_support docutils paramiko timer\n", "_overlapped dotenv parsel tinycss2\n", "_pickle email parso tkinter\n", "_plotly_future_ encodings partd tldextract\n", "_plotly_utils ensurepip pathlib tlz\n", "_py_abc entrypoints pathspec token\n", "_pydatetime enum patsy tokenize\n", "_pydecimal erfa pdb toml\n", "_pyio errno perfmon tomli\n", "_pylong et_xmlfile pexpect tomlkit\n", "_pytest executing pickle tomllib\n", "_queue fastjsonschema pickleshare toolz\n", "_random faulthandler pickletools tornado\n", "_sha1 filecmp pip tqdm\n", "_sha2 fileinput pipes trace\n", "_sha3 filelock pkce traceback\n", "_signal flake8 pkg_resources tracemalloc\n", "_sitebuiltins flask pkginfo traitlets\n", "_socket fnmatch pkgutil truststore\n", "_sqlite3 fontTools platform tty\n", "_sre fractions platformdirs turtle\n", "_ssl frozendict plistlib turtledemo\n", "_stat frozenlist plotly twisted\n", "_statistics fsspec pluggy types\n", "_string ftplib ply typing\n", "_strptime functools poplib typing_extensions\n", "_struct gc posixpath tzdata\n", "_symtable genericpath pprint uc_micro\n", "_system_path gensim profile ujson\n", "_testbuffer getopt prometheus_client unicodedata\n", "_testcapi getpass prompt_toolkit unicodedata2\n", "_testclinic gettext protego unidecode\n", "_testconsole git pstats unittest\n", "_testimportmultiple gitdb psutil urllib\n", "_testinternalcapi glob pty urllib3\n", "_testmultiphase graphlib ptyprocess uu\n", "_testsinglephase greenlet pure_eval uuid\n", "_thread gzip py venv\n", "_threading_local h5py py_compile w3lib\n", "_tkinter hashlib pyarrow warnings\n", "_tokenize heapdict pyasn1 watchdog\n", "_tracemalloc heapq pyasn1_modules wave\n", "_typing hmac pyclbr wcwidth\n", "_uuid holoviews pycodestyle weakref\n", "_warnings html pycosat webbrowser\n", "_weakref http pycparser webencodings\n", "_weakrefset hvplot pyct websocket\n", "_win32sysloader hyperlink pycurl werkzeug\n", "_winapi idlelib pydantic whatthepatch\n", "_winxptheme idna pydantic_core wheel\n", "_wmi imagecodecs pydeck widgetsnbextension\n", "_xxinterpchannels imageio pydispatch win2kras\n", "_xxsubinterpreters imagesize pydoc win32api\n", "_yaml imaplib pydoc_data win32clipboard\n", "_zoneinfo imblearn pydocstyle win32com\n", "abc imghdr pyexpat win32con\n", "adodbapi importlib pyflakes win32console\n", "afxres importlib_metadata pygments win32cred\n", "aifc incremental pylab win32crypt\n", "aiobotocore inflection pylint win32cryptcon\n", "aiohttp iniconfig pylint_venv win32ctypes\n", "aioitertools inspect pyls_spyder win32event\n", "aiosignal intake pylsp win32evtlog\n", "alabaster intervaltree pylsp_black win32evtlogutil\n", "altair io pylsp_jsonrpc win32file\n", "anaconda_anon_usage ipaddress pyodbc win32gui\n", "anaconda_catalogs ipykernel pyparsing win32gui_struct\n", "anaconda_cloud_auth ipykernel_launcher pytest win32help\n", "anaconda_navigator ipython_genutils pythoncom win32inet\n", "anaconda_project ipywidgets pythonjsonlogger win32inetcon\n", "annotated_types isapi pytoolconfig win32job\n", "antigravity isort pytz win32lz\n", "anyio isympy pyviz_comms win32net\n", "appdirs itemadapter pywin win32netcon\n", "archspec itemloaders pywin32_bootstrap win32pdh\n", "argon2 itertools pywin32_testutil win32pdhquery\n", "argparse itsdangerous pywintypes win32pdhutil\n", "array jedi pywt win32pipe\n", "arrow jellyfish qdarkstyle win32print\n", "ast jinja2 qstylizer win32process\n", "astroid jmespath qtawesome win32profile\n", "astropy joblib qtconsole win32ras\n", "astropy_iers_data json qtpy win32rcparser\n", "asttokens json5 queue win32security\n", "async_lru jsonpatch queuelib win32service\n", "asyncio jsonpointer quopri win32serviceutil\n", "atexit jsonschema random win32timezone\n", "atomicwrites jsonschema_specifications rasutil win32trace\n", "attr jupyter re win32traceutil\n", "attrs jupyter_client referencing win32transaction\n", "audioop jupyter_console regcheck win32ts\n", "automat jupyter_core regex win32ui\n", "autopep8 jupyter_events regutil win32uiole\n", "babel jupyter_lsp repo_cli win32verstamp\n", "base64 jupyter_server reprlib win32wnet\n", "bcrypt jupyter_server_terminals requests win_inet_pton\n", "bdb jupyterlab requests_file winerror\n", "binaryornot jupyterlab_plotly requests_toolbelt winioctlcon\n", "binascii jupyterlab_pygments rfc3339_validator winnt\n", "binstar_client jupyterlab_server rfc3986_validator winperf\n", "bisect jupyterlab_widgets rich winpty\n", "black jwt rlcompleter winreg\n", "blackd keyring rope winsound\n", "bleach keyword rpds winxpgui\n", "blib2to3 kiwisolver rtree winxptheme\n", "blinker lazy_loader ruamel_yaml wrapt\n", "bokeh lazy_object_proxy runpy wsgiref\n", "boltons lckr_jupyterlab_variableinspector s3fs xarray\n", "botocore lib2to3 sched xdrlib\n", "bottleneck libarchive scipy xlwings\n", "brotli libmambapy scrapy xlwingsjs\n", "bs4 lief seaborn xml\n", "builtins linecache secrets xmlrpc\n", "bz2 linkify_it select xxlimited\n", "cProfile llvmlite selectors xxlimited_35\n", "cachetools lmdb semver xxsubtype\n", "calendar locale send2trash xyzservices\n", "certifi locket service_identity yaml\n", "cffi logging servicemanager yapf\n", "cgi lxml setuptools yapf_third_party\n", "cgitb lz4 shelve yapftests\n", "chardet lzma shlex yarl\n", "charset_normalizer mailbox shutil zict\n", "chunk mailcap signal zipapp\n", "click markdown sipbuild zipfile\n", "cloudpickle markdown_it site zipimport\n", "cmath markupsafe six zipp\n", "cmd marshal skimage zlib\n", "code math sklearn zmq\n", "codecs matplotlib slugify zoneinfo\n", "codeop matplotlib_inline smart_open zope\n", "collections mccabe smmap zstandard\n", "colorama mdit_py_plugins smtplib \n", "colorcet mdurl snappy \n", "\n", "Enter any module name to get more help. Or, type \"modules spam\" to search\n", "for modules whose name or summary contain the string \"spam\".\n", "\n" ] } ], "source": [ "## check the built-in modules\n", "help('modules')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### random module\n", "`random` module in Python provides functions for generating random numbers\n", "- randint() function return a random integer between a and b: `random.randint(a,b)`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8\n" ] } ], "source": [ "import random\n", "num = random.randint(0,10)\n", "print(num)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "if you want to use `randint()` directly without the `random` prefix. You can import the function specifically like this" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7\n" ] } ], "source": [ "from random import randint\n", "number = randint(1,10)\n", "print(number)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise : Get the sine of a number from math module\n", "- import `math` module\n", "- use `sin()` function in math module to calculate `sin(3)`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.1411200080598672" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from math import sin\n", "\n", "sin(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5. While loop\n", "With the while loop we can execute a set of statements as long as a condition(or expression) is true\n", "\n", "Below example is to show the while loop generate a list of numbers but __remember that to increase i, or else the loop will continue forever__\n", "\n", "`While expression:`\n", "\n", "  `statements`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n", "2\n", "3\n", "4\n", "5\n", "6\n", "7\n" ] } ], "source": [ "i = 1\n", "while i <= 8:\n", " print(i)\n", " i += 1" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)\n", "\n", "[Source](https://www.geeksforgeeks.org/python-while-loop/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "6. User input\n", "\n", "`input()` function get user input, and converting that input from a string to an integer\n", "\n", "Syntax:\n", "\n", "input(_prompt_)\n", "prompt: a string, representing a message before the input" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "okay, the number is 5\n" ] } ], "source": [ "get_name = input(\"Please input a number\")\n", "print(\"okay, the number is \" + get_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 6.1 input and if" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "get_num = int(input(\"Please input a number\"))\n", "if get_num <= 5:\n", " print('smaller than 5')\n", "else: \n", " print('larger than 5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise 7: Guess the Secret Number\n", "\n", "Write a python program that generates a random number between 1 and 20. The program will then repeatedly prompt the user to guess the number. The loop will continue until the user guesses the correct number. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import random\n", "\n", "# 1. generate a random integer number between 1 and 20\n", "\n", "\n", "# 2. print a message that tell user the guess range\n", "\n", "\n", "# 3. Initialize the value of guess number as None\n", "\n", "# 4. use a while loop to keep asking the user for guesses\n", "\n", " \n", "# 5. After each incorrect guess, tell the user whether their guess was too high or too low: using if condition\n", " \n", "# 6. When the user guesses correctly, print a congratulatory messag and stop the loop\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 6.2 The break statement\n", "With the break statement we can stop the while loop" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "i = 1\n", "while i < 8:\n", " print(i)\n", " i += 1\n", " if i == 3:\n", " break" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7. Error Handing exception\n", "Error is the common issue in your code, how your responds to these errors, called exceptions.\n", "\n", "- __try__ | __except__ | __finally__ \n", " - __try__ statement is used to process a block of code\n", " - __except__ is used to catch the error \n", " - __finally__ always run the code regardless of whether an exception occurred, providing feedback that the process is complete" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "unsupported operand type(s) for /: 'str' and 'int'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[3], line 4\u001b[0m\n\u001b[0;32m 2\u001b[0m rst \u001b[38;5;241m=\u001b[39m num\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m3\u001b[39m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(rst)\n\u001b[1;32m----> 4\u001b[0m calculate(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstr\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", "Cell \u001b[1;32mIn[3], line 2\u001b[0m, in \u001b[0;36mcalculate\u001b[1;34m(num)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcalculate\u001b[39m(num):\n\u001b[1;32m----> 2\u001b[0m rst \u001b[38;5;241m=\u001b[39m num\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m3\u001b[39m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(rst)\n", "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for /: 'str' and 'int'" ] } ], "source": [ "def calculate(num):\n", " rst = num/3\n", " print(rst)\n", "calculate('str')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Please input a valid number\n", "End\n", "None\n" ] } ], "source": [ "def calculate(num):\n", " try: \n", " rst = num/3\n", " return rst\n", " except TypeError:\n", " print('Please input a valid number')\n", " finally:\n", " print(\"End\")\n", "\n", "rst_num = calculate('str')\n", "print(rst_num)\n", "# print(calculate(6))\n" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 2 }