![](\"images/logo.gif\"){kind=logo}
\n",
+ "\n",
+ "[](https://pypi.org/project/tqdm)|[](https://pypi.org/project/tqdm)|[](https://anaconda.org/conda-forge/tqdm)\n",
+ "-|-|-\n",
+ "\n",
+ "[](https://travis-ci.org/tqdm/tqdm)|[](https://coveralls.io/github/tqdm/tqdm)|[](https://codecov.io/gh/tqdm/tqdm)|[](https://www.codacy.com/app/tqdm/tqdm?utm_source=github.com&utm_medium=referral&utm_content=tqdm/tqdm&utm_campaign=Badge_Grade)|[](https://libraries.io/pypi/tqdm)|[](https://pypi.org/project/tqdm)\n",
+ "-|-|-|-|-|-\n",
+ "\n",
+ "\n",
+ "[](https://zenodo.org/badge/latestdoi/21637/tqdm/tqdm)|[](https://raw.githubusercontent.com/tqdm/tqdm/master/LICENCE)|[](https://www.openhub.net/p/tqdm?ref=Thin+badge)|[](https://caspersci.uk.to/cgi-bin/hits.cgi?q=tqdm&a=plot&r=https://github.com/tqdm/tqdm&l=https://caspersci.uk.to/images/tqdm.png&f=https://raw.githubusercontent.com/tqdm/tqdm/master/images/logo.gif&style=social)\n",
+ "-|-|-|-\n",
+ "\n",
+ "`tqdm` means \"progress\" in Arabic (taqadum, تقدّم) and is an\n",
+ "abbreviation for \"I love you so much\" in Spanish (te quiero demasiado).\n",
+ "\n",
+ "Instantly make your loops show a smart progress meter - just wrap any\n",
+ "iterable with `tqdm(iterable)`, and you're done!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from tqdm import tqdm\n",
+ "for i in tqdm(range(10000)):\n",
+ " pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "# tqdm "
+ "`trange(N)` can be also used as a convenient shortcut for\n",
+ "`tqdm(xrange(N))`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from tqdm import trange\n",
+ "for i in trange(10000, unit_scale=True, desc=\"hello\", unit=\"epoch\"):\n",
+ " pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "`tqdm` means \"progress\" in Arabic (taqadum, تقدّم) and is an abbreviation for \"I love you so much\" in Spanish (te quiero demasiado)."
+ "\n",
+ "\n",
+ "It can also be executed as a module with pipes:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "! seq 9999999 | tqdm --bytes | wc -l"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- ""
+ "```sh\n",
+ "7z a -bd -r backup.7z docs/ | grep Compressing | \\\n",
+ " tqdm --total $(find docs/ -type f | wc -l) --unit files >> backup.log\n",
+ "100%|███████████████████████████████▉| 8014/8014 [01:37<00:00, 82.29files/s]\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Overhead is low -- about 60ns per iteration (80ns with `tqdm_gui`), and\n",
+ "is unit tested against performance regression. By comparison, the\n",
+ "well-established\n",
+ "[ProgressBar](https://github.com/niltonvolpato/python-progressbar) has\n",
+ "an 800ns/iter overhead.\n",
+ "\n",
+ "In addition to its low overhead, `tqdm` uses smart algorithms to predict\n",
+ "the remaining time and to skip unnecessary iteration displays, which\n",
+ "allows for a negligible overhead in most cases.\n",
+ "\n",
+ "`tqdm` works on any platform (Linux, Windows, Mac, FreeBSD, NetBSD,\n",
+ "Solaris/SunOS), in any console or in a GUI, and is also friendly with\n",
+ "IPython/Jupyter notebooks.\n",
+ "\n",
+ "`tqdm` does not require any dependencies (not even `curses`!), just\n",
+ "Python and an environment supporting `carriage return \\r` and\n",
+ "`line feed \\n` control characters."
]
},
{
@@ -41,7 +119,8 @@
"source": [
"## Usage\n",
"\n",
- "`tqdm` is very versatile and can be used in a number of ways. The three main ones are given below."
+ "`tqdm` is very versatile and can be used in a number of ways.\n",
+ "The three main ones are given below."
]
},
{
@@ -55,29 +134,20 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
- "from tqdm import tqdm"
+ "from tqdm import tqdm\n",
+ "import time"
]
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "100%|██████████| 4/4 [00:01<00:00, 3.93it/s]\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
- "import time\n",
- "\n",
"text = \"\"\n",
"for char in tqdm([\"a\", \"b\", \"c\", \"d\"]):\n",
" time.sleep(0.25)\n",
@@ -93,22 +163,14 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "100%|██████████| 1000000/1000000 [00:00<00:00, 1849858.32it/s]\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"from tqdm import trange\n",
"\n",
- "for i in trange(1_000_000):\n",
- " pass"
+ "for i in trange(100):\n",
+ " time.sleep(0.01)"
]
},
{
@@ -120,17 +182,9 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Processing d: 100%|██████████| 4/4 [00:01<00:00, 3.90it/s]\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"pbar = tqdm([\"a\", \"b\", \"c\", \"d\"])\n",
"for char in pbar:\n",
@@ -144,26 +198,18 @@
"source": [
"### Manual\n",
"\n",
- "Manual control on `tqdm()` updates by using a with statement:"
+ "Manual control on `tqdm()` updates by using a `with` statement:"
]
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "100%|██████████| 100/100 [00:02<00:00, 39.11it/s]\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"with tqdm(total=100) as pbar:\n",
" for i in range(10):\n",
- " time.sleep(0.25)\n",
+ " time.sleep(0.1)\n",
" pbar.update(10)"
]
},
@@ -171,28 +217,22 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "If the optional variable total (or an iterable with `len()`) is provided, predictive stats are displayed.\n",
+ "If the optional variable `total` (or an iterable with `len()`) is\n",
+ "provided, predictive stats are displayed.\n",
"\n",
- "`with` is also optional (you can just assign `tqdm()` to a variable, but in this case don't forget to `del` or `close()` at the end:"
+ "`with` is also optional (you can just assign `tqdm()` to a variable,\n",
+ "but in this case don't forget to `del` or `close()` at the end:"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "100%|██████████| 100/100 [00:02<00:00, 39.24it/s]\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"pbar = tqdm(total=100)\n",
"for i in range(10):\n",
- " time.sleep(0.25)\n",
+ " time.sleep(0.1)\n",
" pbar.update(10)\n",
"pbar.close()"
]
@@ -201,63 +241,131 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "It can also be executed as a module with pipes:"
+ "### Module"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Perhaps the most wonderful use of ``tqdm`` is in a script or on the command\n",
+ "line. Simply inserting ``tqdm`` (or ``python3 -m tqdm``) between pipes will pass\n",
+ "through all ``stdin`` to ``stdout`` while printing progress to ``stderr``.\n",
+ "\n",
+ "The example below demonstrated counting the number of lines in all Python files\n",
+ "in the current directory, with timing information included."
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1.00Mit [00:00, 1.17Mit/s]\n",
- " 999999\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
- "! seq 999999 | tqdm --unit_scale | wc -l"
+ "! time find . -name '*.py' -type f -exec cat \\{} \\; | wc -l"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "! time find . -name '*.py' -type f -exec cat \\{} \\; | tqdm | wc -l"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "## Advance usage"
+ "Note that the usual arguments for `tqdm` can also be specified."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "! find . -name '*.py' -type f -exec cat \\{} \\; | tqdm --unit loc --unit_scale --total 4104300 >> /dev/null"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
+ "Backing up a large directory?\n",
+ "\n",
+ "```sh\n",
+ "$ 7z a -bd -r backup.7z docs/ | grep Compressing |\n",
+ " tqdm --total $(find docs/ -type f | wc -l) --unit files >> backup.log\n",
+ "100%|███████████████████████████████▉| 8014/8014 [01:37<00:00, 82.29files/s]\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Documentation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "print(tqdm.__init__.__doc__)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [],
+ "source": [
+ "from tqdm._main import CLI_EXTRA_DOC\n",
+ "print(CLI_EXTRA_DOC)\n",
+ "#! tqdm --help"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Examples and Advance Usage\n",
+ "\n",
+ "- See the [examples](examples)\n",
+ " folder;\n",
+ "- import the module and run `help()`;\n",
+ "- consult the [wiki](https://github.com/tqdm/tqdm/wiki)\n",
+ " - this has an\n",
+ " [excellent article](https://github.com/tqdm/tqdm/wiki/How-to-make-a-great-Progress-Bar)\n",
+ " on how to make a **great** progressbar, or\n",
+ "- run this file!\n",
+ "\n",
"### Description and additional stats\n",
"\n",
- "Custom information can be displayed and updated dynamically on `tqdm` bars with the `desc` and `postfix` arguments:"
+ "Custom information can be displayed and updated dynamically on `tqdm` bars\n",
+ "with the `desc` and `postfix` arguments:"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "GEN 99: 100%|██████████| 100/100 [00:11<00:00, 8.98it/s, gen=406, loss=0.256, lst=[1, 2], str=h]\n",
- "Batch 4.5\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"from tqdm import trange\n",
"from random import random, randint\n",
"from time import sleep\n",
"\n",
- "with trange(100) as t:\n",
+ "with trange(10) as t:\n",
" for i in t:\n",
" # Description will be displayed on the left\n",
" t.set_description('GEN %i' % i)\n",
@@ -275,6 +383,19 @@
" t.update()"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Points to remember when using ``{postfix[...]}`` in the ``bar_format`` string:\n",
+ "\n",
+ "- ``postfix`` also needs to be passed as an initial argument in a compatible\n",
+ " format, and\n",
+ "- ``postfix`` will be auto-converted to a string if it is a ``dict``-like\n",
+ " object. To prevent this behaviour, insert an extra item into the dictionary\n",
+ " where the key is not a string."
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -286,45 +407,120 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "1st loop: 0%| | 0/3 [00:00 [...]\n",
+ "> If present, the hook function will be called once\n",
+ "> on establishment of the network connection and once after each block read\n",
+ "> thereafter. The hook will be passed three arguments; a count of blocks\n",
+ "> transferred so far, a block size in bytes, and the total size of the file.\n",
+ "> [...]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import urllib, os\n",
+ "from tqdm.auto import tqdm\n",
+ "\n",
+ "class TqdmUpTo(tqdm):\n",
+ " \"\"\"Provides `update_to(n)` which uses `tqdm.update(delta_n)`.\"\"\"\n",
+ " def update_to(self, b=1, bsize=1, tsize=None):\n",
+ " \"\"\"\n",
+ " b : int, optional\n",
+ " Number of blocks transferred so far [default: 1].\n",
+ " bsize : int, optional\n",
+ " Size of each block (in tqdm units) [default: 1].\n",
+ " tsize : int, optional\n",
+ " Total size (in tqdm units). If [default: None] remains unchanged.\n",
+ " \"\"\"\n",
+ " if tsize is not None:\n",
+ " self.total = tsize\n",
+ " self.update(b * bsize - self.n) # will also set self.n = b * bsize\n",
+ "\n",
+ "eg_link = \"https://caspersci.uk.to/matryoshka.zip\"\n",
+ "with TqdmUpTo(unit='B', unit_scale=True, miniters=1,\n",
+ " desc=eg_link.split('/')[-1]) as t: # all optional kwargs\n",
+ " urllib.urlretrieve(eg_link, filename=os.devnull,\n",
+ " reporthook=t.update_to, data=None)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Inspired by [twine#242](https://github.com/pypa/twine/pull/242).\n",
+ "Functional alternative in\n",
+ "[examples/tqdm_wget.py](../edit/examples/tqdm_wget.py).\n",
+ "\n",
+ "It is recommend to use `miniters=1` whenever there is potentially\n",
+ "large differences in iteration speed (e.g. downloading a file over\n",
+ "a patchy connection)."
]
},
{
@@ -333,683 +529,21 @@
"source": [
"### Pandas Integration\n",
"\n",
- "Due to popular demand we've added support for `pandas` -- here's an example for `DataFrame.progress_apply` and `DataFrameGroupBy.progress_apply`:"
+ "Due to popular demand we've added support for `pandas` -- here's an example\n",
+ "for `DataFrame.progress_apply` and `DataFrameGroupBy.progress_apply`:"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "my bar!: 100%|██████████| 6/6 [00:00<00:00, 411.54it/s]\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "| \n", - " | 0 | \n", - "1 | \n", - "2 | \n", - "3 | \n", - "4 | \n", - "5 | \n", - "
|---|---|---|---|---|---|---|
| 0 | \n", - "961 | \n", - "64 | \n", - "1764 | \n", - "5776 | \n", - "400 | \n", - "6889 | \n", - "
| 1 | \n", - "6084 | \n", - "1444 | \n", - "625 | \n", - "529 | \n", - "4624 | \n", - "4225 | \n", - "
| 2 | \n", - "5625 | \n", - "9216 | \n", - "6084 | \n", - "961 | \n", - "8100 | \n", - "5476 | \n", - "
| 3 | \n", - "7744 | \n", - "2304 | \n", - "6561 | \n", - "7396 | \n", - "400 | \n", - "8100 | \n", - "
| 4 | \n", - "2025 | \n", - "3969 | \n", - "1 | \n", - "1156 | \n", - "1681 | \n", - "196 | \n", - "
| 5 | \n", - "3136 | \n", - "1764 | \n", - "16 | \n", - "49 | \n", - "9216 | \n", - "25 | \n", - "
| 6 | \n", - "6889 | \n", - "7569 | \n", - "7225 | \n", - "5041 | \n", - "400 | \n", - "361 | \n", - "
| 7 | \n", - "64 | \n", - "144 | \n", - "6241 | \n", - "1681 | \n", - "6561 | \n", - "3364 | \n", - "
| 8 | \n", - "4761 | \n", - "1764 | \n", - "9604 | \n", - "8836 | \n", - "1296 | \n", - "2809 | \n", - "
| 9 | \n", - "2601 | \n", - "289 | \n", - "484 | \n", - "2209 | \n", - "1024 | \n", - "1849 | \n", - "
| 10 | \n", - "36 | \n", - "16 | \n", - "36 | \n", - "3844 | \n", - "3844 | \n", - "1521 | \n", - "
| 11 | \n", - "8281 | \n", - "2916 | \n", - "3721 | \n", - "4356 | \n", - "9 | \n", - "5625 | \n", - "
| 12 | \n", - "841 | \n", - "169 | \n", - "6889 | \n", - "8281 | \n", - "9 | \n", - "441 | \n", - "
| 13 | \n", - "256 | \n", - "8100 | \n", - "529 | \n", - "4096 | \n", - "2704 | \n", - "4761 | \n", - "
| 14 | \n", - "5476 | \n", - "841 | \n", - "1024 | \n", - "81 | \n", - "1849 | \n", - "441 | \n", - "
| 15 | \n", - "9 | \n", - "9801 | \n", - "3844 | \n", - "196 | \n", - "3600 | \n", - "144 | \n", - "
| 16 | \n", - "9801 | \n", - "2809 | \n", - "7569 | \n", - "676 | \n", - "7396 | \n", - "7056 | \n", - "
| 17 | \n", - "1296 | \n", - "784 | \n", - "3969 | \n", - "4900 | \n", - "576 | \n", - "3721 | \n", - "
| 18 | \n", - "8100 | \n", - "9 | \n", - "1296 | \n", - "7056 | \n", - "1521 | \n", - "9 | \n", - "
| 19 | \n", - "2209 | \n", - "7056 | \n", - "1089 | \n", - "7396 | \n", - "1681 | \n", - "4489 | \n", - "
| 20 | \n", - "625 | \n", - "2500 | \n", - "4356 | \n", - "441 | \n", - "25 | \n", - "4096 | \n", - "
| 21 | \n", - "25 | \n", - "16 | \n", - "1849 | \n", - "3136 | \n", - "8836 | \n", - "5476 | \n", - "
| 22 | \n", - "256 | \n", - "3721 | \n", - "3364 | \n", - "169 | \n", - "9604 | \n", - "4489 | \n", - "
| 23 | \n", - "4096 | \n", - "81 | \n", - "9604 | \n", - "625 | \n", - "529 | \n", - "4489 | \n", - "
| 24 | \n", - "2116 | \n", - "4489 | \n", - "1156 | \n", - "8649 | \n", - "5929 | \n", - "900 | \n", - "
| 25 | \n", - "3721 | \n", - "1764 | \n", - "5476 | \n", - "5625 | \n", - "3844 | \n", - "9216 | \n", - "
| 26 | \n", - "1296 | \n", - "441 | \n", - "1296 | \n", - "324 | \n", - "1296 | \n", - "4096 | \n", - "
| 27 | \n", - "400 | \n", - "7225 | \n", - "7744 | \n", - "1681 | \n", - "361 | \n", - "441 | \n", - "
| 28 | \n", - "7056 | \n", - "7225 | \n", - "400 | \n", - "5625 | \n", - "3721 | \n", - "1369 | \n", - "
| 29 | \n", - "1024 | \n", - "400 | \n", - "900 | \n", - "289 | \n", - "4624 | \n", - "4 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 9970 | \n", - "289 | \n", - "3969 | \n", - "729 | \n", - "81 | \n", - "529 | \n", - "5625 | \n", - "
| 9971 | \n", - "4761 | \n", - "400 | \n", - "8836 | \n", - "9025 | \n", - "9216 | \n", - "3481 | \n", - "
| 9972 | \n", - "289 | \n", - "2025 | \n", - "8100 | \n", - "7921 | \n", - "3844 | \n", - "1444 | \n", - "
| 9973 | \n", - "6241 | \n", - "8464 | \n", - "49 | \n", - "5184 | \n", - "441 | \n", - "4356 | \n", - "
| 9974 | \n", - "196 | \n", - "2116 | \n", - "196 | \n", - "16 | \n", - "1296 | \n", - "144 | \n", - "
| 9975 | \n", - "7225 | \n", - "1444 | \n", - "2601 | \n", - "361 | \n", - "1936 | \n", - "2025 | \n", - "
| 9976 | \n", - "841 | \n", - "4356 | \n", - "2116 | \n", - "9216 | \n", - "9409 | \n", - "9801 | \n", - "
| 9977 | \n", - "5776 | \n", - "625 | \n", - "841 | \n", - "1849 | \n", - "4624 | \n", - "4096 | \n", - "
| 9978 | \n", - "676 | \n", - "6889 | \n", - "16 | \n", - "8836 | \n", - "5329 | \n", - "1 | \n", - "
| 9979 | \n", - "361 | \n", - "7056 | \n", - "2401 | \n", - "5329 | \n", - "7396 | \n", - "289 | \n", - "
| 9980 | \n", - "121 | \n", - "169 | \n", - "5184 | \n", - "1681 | \n", - "36 | \n", - "49 | \n", - "
| 9981 | \n", - "36 | \n", - "9801 | \n", - "841 | \n", - "9801 | \n", - "36 | \n", - "576 | \n", - "
| 9982 | \n", - "361 | \n", - "3136 | \n", - "1600 | \n", - "8281 | \n", - "5776 | \n", - "361 | \n", - "
| 9983 | \n", - "324 | \n", - "7744 | \n", - "6724 | \n", - "1089 | \n", - "1296 | \n", - "2500 | \n", - "
| 9984 | \n", - "289 | \n", - "6241 | \n", - "121 | \n", - "4225 | \n", - "36 | \n", - "529 | \n", - "
| 9985 | \n", - "4356 | \n", - "5625 | \n", - "7569 | \n", - "6241 | \n", - "7569 | \n", - "5776 | \n", - "
| 9986 | \n", - "3844 | \n", - "1764 | \n", - "3481 | \n", - "5041 | \n", - "1089 | \n", - "4900 | \n", - "
| 9987 | \n", - "5776 | \n", - "2704 | \n", - "6561 | \n", - "7744 | \n", - "100 | \n", - "1369 | \n", - "
| 9988 | \n", - "2601 | \n", - "441 | \n", - "7744 | \n", - "4 | \n", - "1296 | \n", - "7921 | \n", - "
| 9989 | \n", - "64 | \n", - "6084 | \n", - "36 | \n", - "625 | \n", - "4624 | \n", - "9216 | \n", - "
| 9990 | \n", - "49 | \n", - "9025 | \n", - "9025 | \n", - "1225 | \n", - "4 | \n", - "441 | \n", - "
| 9991 | \n", - "8281 | \n", - "2916 | \n", - "121 | \n", - "576 | \n", - "7225 | \n", - "9801 | \n", - "
| 9992 | \n", - "8836 | \n", - "1600 | \n", - "8836 | \n", - "1089 | \n", - "3844 | \n", - "529 | \n", - "
| 9993 | \n", - "1444 | \n", - "2116 | \n", - "7396 | \n", - "361 | \n", - "4624 | \n", - "2916 | \n", - "
| 9994 | \n", - "4900 | \n", - "121 | \n", - "676 | \n", - "9216 | \n", - "9604 | \n", - "3481 | \n", - "
| 9995 | \n", - "5041 | \n", - "6400 | \n", - "784 | \n", - "6400 | \n", - "400 | \n", - "1600 | \n", - "
| 9996 | \n", - "1225 | \n", - "4900 | \n", - "6241 | \n", - "961 | \n", - "784 | \n", - "5184 | \n", - "
| 9997 | \n", - "9025 | \n", - "529 | \n", - "1 | \n", - "8281 | \n", - "121 | \n", - "900 | \n", - "
| 9998 | \n", - "36 | \n", - "36 | \n", - "256 | \n", - "400 | \n", - "9801 | \n", - "9409 | \n", - "
| 9999 | \n", - "7921 | \n", - "36 | \n", - "2500 | \n", - "36 | \n", - "841 | \n", - "2809 | \n", - "
10000 rows × 6 columns
\n", - "