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theptrk/effective_pandas_ch31.ipynb

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effective_pandas_ch31.ipynb
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"/usr/local/lib/python3.7/dist-packages/IPython/core/interactiveshell.py:2882: DtypeWarning: Columns (7) have mixed types.Specify dtype option on import or set low_memory=False.\n",
" exec(code_obj, self.user_global_ns, self.user_ns)\n"
]
}
],
"source": [
"import pandas as pd\n",
"url = 'https://github.com/mattharrison/datasets/raw/master'\\\n",
" '/data/dirtydevil.txt'\n",
"df = pd.read_csv(url, skiprows=lambda num: num <34 or num == 35,\n",
" sep='\\t')\n",
"def tweak_river(df_):\n",
" return (df_\n",
" .assign(datetime=pd.to_datetime(df_.datetime))\n",
" .rename(columns={'144166_00060': 'cfs',\n",
" '144167_00065': 'gage_height'})\n",
" .set_index('datetime')\n",
")"
]
},
{
"cell_type": "code",
"source": [
"dd = tweak_river(df)\n",
"dd"
],
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" agency_cd site_no tz_cd cfs 144166_00060_cd \\\n",
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"2001-05-07 01:00:00 USGS 9333500 MDT 71.00 A:[91] \n",
"2001-05-07 01:15:00 USGS 9333500 MDT 71.00 A:[91] \n",
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"2001-05-07 01:45:00 USGS 9333500 MDT 70.00 A:[91] \n",
"2001-05-07 02:00:00 USGS 9333500 MDT 70.00 A:[91] \n",
"... ... ... ... ... ... \n",
"2020-09-28 08:30:00 USGS 9333500 MDT 9.53 P \n",
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"... ... ... \n",
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" element.innerHTML = '';\n",
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"metadata": {},
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]
},
{
"cell_type": "code",
"source": [
"def tweak_river(df_):\n",
" return (df_\n",
" .assign(datetime=lambda df_:\n",
" pd.to_datetime(df_.datetime + \" \" +\n",
" df_.tz_cd.str.replace('MST', '-0700')\n",
" .str.replace('MDT', '-0600'),\n",
" format='%Y-%m-%d %H:%M %z', utc=True))\n",
" .rename(columns={'144166_00060': 'cfs',\n",
" '144167_00065': 'gage_height'})\n",
" .set_index('datetime')\n",
" )"
],
"metadata": {
"id": "2Bohd_y3Beca"
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"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
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"def to_america_denver_time(df_, time_col, tz_col):\n",
" return (df_\n",
" .assign(**{tz_col: df_[tz_col].replace('MDT', 'MST7MDT')})\n",
" .groupby(tz_col)\n",
" [time_col]\n",
" .transform(lambda s: pd.to_datetime(s)\n",
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" .dt.tz_convert('America/Denver'))\n",
" )"
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"metadata": {
"id": "6fAFVAesBgXv"
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"outputs": []
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{
"cell_type": "code",
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"def tweak_river(df_):\n",
" return (df_\n",
" .assign(datetime=to_america_denver_time(df_, 'datetime',\n",
" 'tz_cd'))\n",
" .rename(columns={'144166_00060': 'cfs',\n",
" '144167_00065': 'gage_height'})\n",
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"outputs": []
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{
"cell_type": "code",
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"dd = tweak_river(df)\n"
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"metadata": {
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"outputs": []
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{
"cell_type": "code",
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"data": {
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" agency_cd site_no tz_cd cfs 144166_00060_cd \\\n",
"datetime \n",
"2001-05-07 01:00:00-06:00 USGS 9333500 MDT 71.00 A:[91] \n",
"2001-05-07 01:15:00-06:00 USGS 9333500 MDT 71.00 A:[91] \n",
"2001-05-07 01:30:00-06:00 USGS 9333500 MDT 71.00 A:[91] \n",
"2001-05-07 01:45:00-06:00 USGS 9333500 MDT 70.00 A:[91] \n",
"2001-05-07 02:00:00-06:00 USGS 9333500 MDT 70.00 A:[91] \n",
"... ... ... ... ... ... \n",
"2020-09-28 08:30:00-06:00 USGS 9333500 MDT 9.53 P \n",
"2020-09-28 08:45:00-06:00 USGS 9333500 MDT 9.20 P \n",
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"2020-09-28 09:15:00-06:00 USGS 9333500 MDT 9.20 P \n",
"2020-09-28 09:30:00-06:00 USGS 9333500 MDT 9.20 P \n",
"\n",
" gage_height 144167_00065_cd \n",
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"2001-05-07 01:00:00-06:00 NaN NaN \n",
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"2001-05-07 01:30:00-06:00 NaN NaN \n",
"2001-05-07 01:45:00-06:00 NaN NaN \n",
"2001-05-07 02:00:00-06:00 NaN NaN \n",
"... ... ... \n",
"2020-09-28 08:30:00-06:00 6.16 P \n",
"2020-09-28 08:45:00-06:00 6.15 P \n",
"2020-09-28 09:00:00-06:00 6.15 P \n",
"2020-09-28 09:15:00-06:00 6.15 P \n",
"2020-09-28 09:30:00-06:00 6.15 P \n",
"\n",
"[539305 rows x 7 columns]"
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" <td>USGS</td>\n",
" <td>9333500</td>\n",
" <td>MDT</td>\n",
" <td>9.20</td>\n",
" <td>P</td>\n",
" <td>6.15</td>\n",
" <td>P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-28 09:15:00-06:00</th>\n",
" <td>USGS</td>\n",
" <td>9333500</td>\n",
" <td>MDT</td>\n",
" <td>9.20</td>\n",
" <td>P</td>\n",
" <td>6.15</td>\n",
" <td>P</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-09-28 09:30:00-06:00</th>\n",
" <td>USGS</td>\n",
" <td>9333500</td>\n",
" <td>MDT</td>\n",
" <td>9.20</td>\n",
" <td>P</td>\n",
" <td>6.15</td>\n",
" <td>P</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>539305 rows × 7 columns</p>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1ea11f72-9fce-4ce0-94a7-9bfe081df1f6')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-1ea11f72-9fce-4ce0-94a7-9bfe081df1f6 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-1ea11f72-9fce-4ce0-94a7-9bfe081df1f6');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
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" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
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" element.appendChild(docLink);\n",
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]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"fig, ax = plt.subplots(dpi=600) \n",
"dd.cfs.plot()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 578
},
"id": "CiNu30GVBn_5",
"outputId": "3434095a-9060-41cb-f66f-b965e02b1d0b"
},
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb4a2a561d0>"
]
},
"metadata": {},
"execution_count": 8
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 3600x2400 with 1 Axes>"
],
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},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"dd.cfs.describe()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "JNo-8VbTB7xt",
"outputId": "74a591cd-8785-4c6e-d6e6-4a0205d6f30c"
},
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"count 493124.000000\n",
"mean 104.460537\n",
"std 477.341329\n",
"min 0.000000\n",
"25% 34.700000\n",
"50% 81.000000\n",
"75% 115.000000\n",
"max 35800.000000\n",
"Name: cfs, dtype: float64"
]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"source": [
"(dd\n",
" .cfs\n",
" .loc['2018/3':'2019/5']\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "TmVlQjTxCFIz",
"outputId": "508c378e-4c14-41df-e6bd-be73f50309fa"
},
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"datetime\n",
"2018-03-01 00:00:00-07:00 104.0\n",
"2018-03-01 00:15:00-07:00 107.0\n",
"2018-03-01 00:30:00-07:00 107.0\n",
"2018-03-01 00:45:00-07:00 105.0\n",
"2018-03-01 01:00:00-07:00 103.0\n",
" ... \n",
"2019-05-31 22:45:00-06:00 121.0\n",
"2019-05-31 23:00:00-06:00 123.0\n",
"2019-05-31 23:15:00-06:00 123.0\n",
"2019-05-31 23:30:00-06:00 125.0\n",
"2019-05-31 23:45:00-06:00 123.0\n",
"Name: cfs, Length: 43862, dtype: float64"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"source": [
"(dd # doctest: +SKIP\n",
" .cfs\n",
" .loc['2018/3':'2019/5']\n",
" .clip(upper=400)\n",
" .plot()\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 294
},
"id": "NlgrfjNdCWNW",
"outputId": "e2bd620c-5b4a-417e-9035-eb703d83741a"
},
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb49e57e350>"
]
},
"metadata": {},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"dd2018 = (dd\n",
" .cfs\n",
" .loc['2018/3':'2019/5']\n",
" .clip(upper=400))\n",
"\n",
"ax = (dd2018\n",
" .resample('D')\n",
" .mean()\n",
" .plot(figsize=(10,4), alpha=.5, linewidth=1, label='Daily')\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 290
},
"id": "FEsm9jnZC466",
"outputId": "17e182aa-ddc2-440e-b5af-891da9d5204b"
},
"execution_count": 29,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(12,6))\n",
"(dd2018\n",
" .resample('D')\n",
" .mean()\n",
" .plot(ax=ax, alpha=.5, linewidth=1, label='Daily'))\n",
"\n",
"(dd2018\n",
" .resample('D')\n",
" .mean()\n",
" .rolling(7)\n",
" .mean()\n",
" .plot(ax=ax, label='7-day Rolling'))\n",
"\n",
"ax.legend()\n",
"ax.set_title('Dirty Devil Flow 2018 (cfs)')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 433
},
"id": "lnSO70PnDp_z",
"outputId": "c173a835-2c86-4d2e-d439-aba1b84256c4"
},
"execution_count": 39,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Dirty Devil Flow 2018 (cfs)')"
]
},
"metadata": {},
"execution_count": 39
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"(dd\n",
" [['cfs']]\n",
" .loc['2018/3':'2019/5']\n",
" .query('cfs.isna()')\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 364
},
"id": "2O0iJCG6Ertg",
"outputId": "7e59e608-8193-426d-e931-a2660285009f"
},
"execution_count": 40,
"outputs": [
{
"output_type": "error",
"ename": "TypeError",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-40-76d260ec461b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'cfs'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'2018/3'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m'2019/5'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0;34m.\u001b[0m\u001b[0mquery\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cfs.isna()'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m )\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mquery\u001b[0;34m(self, expr, inplace, **kwargs)\u001b[0m\n\u001b[1;32m 4058\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"level\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"level\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4059\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"target\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4060\u001b[0;31m \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0meval\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexpr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4061\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4062\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36meval\u001b[0;34m(self, expr, inplace, **kwargs)\u001b[0m\n\u001b[1;32m 4189\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"resolvers\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"resolvers\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresolvers\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4190\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4191\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_eval\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexpr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minplace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4192\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4193\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mselect_dtypes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/computation/eval.py\u001b[0m in \u001b[0;36meval\u001b[0;34m(expr, parser, engine, truediv, local_dict, global_dict, resolvers, level, target, inplace)\u001b[0m\n\u001b[1;32m 351\u001b[0m \u001b[0meng\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mENGINES\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 352\u001b[0m \u001b[0meng_inst\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0meng\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparsed_expr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 353\u001b[0;31m \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0meng_inst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 354\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 355\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mparsed_expr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0massigner\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/computation/engines.py\u001b[0m in \u001b[0;36mevaluate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 78\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 79\u001b[0m \u001b[0;31m# make sure no names in resolvers and locals/globals clash\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 80\u001b[0;31m \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_evaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 81\u001b[0m return reconstruct_object(\n\u001b[1;32m 82\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maligned_axes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mterms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreturn_type\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/computation/engines.py\u001b[0m in \u001b[0;36m_evaluate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 118\u001b[0m \u001b[0menv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0menv\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0mscope\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0menv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfull_scope\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 120\u001b[0;31m \u001b[0m_check_ne_builtin_clash\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 121\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mne\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlocal_dict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mscope\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 122\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/computation/engines.py\u001b[0m in \u001b[0;36m_check_ne_builtin_clash\u001b[0;34m(expr)\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0mTerms\u001b[0m \u001b[0mcan\u001b[0m \u001b[0mcontain\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 35\u001b[0m \"\"\"\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0mnames\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mexpr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m \u001b[0moverlap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnames\u001b[0m \u001b[0;34m&\u001b[0m \u001b[0m_ne_builtins\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/computation/expr.py\u001b[0m in \u001b[0;36mnames\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 831\u001b[0m \"\"\"\n\u001b[1;32m 832\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_term\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mterms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 833\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfrozenset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mterms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 834\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mfrozenset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mterm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mterm\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflatten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mterms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 835\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mTypeError\u001b[0m: unhashable type: 'Series'"
]
}
]
},
{
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(dpi=600, figsize=(10,3))\n",
"dd_july = (dd\n",
" ['cfs']\n",
" .loc['2018/7/7 11:00':'2018/7/7 20:00']\n",
")\n",
"\n",
"dd_july.plot(ax=ax, label='original', linewidth=2)\n",
"\n",
"(dd_july\n",
" .bfill()\n",
" .add(.05)\n",
" .plot(label='bfill', ax=ax, linewidth=.5))\n",
"\n",
"(dd_july # doctest: +SKIP\n",
" .ffill()\n",
" .add(.1)\n",
" .plot(label='ffill', ax=ax, linewidth=.5))\n",
"\n",
"(dd_july # doctest: +SKIP\n",
" .interpolate(method='polynomial', order=3)\n",
" .add(.15)\n",
" .plot(label='interpolate poly (order 3)', ax=ax, linewidth=.5))\n",
"\n",
"(dd_july # doctest: +SKIP\n",
" .interpolate()\n",
" .add(.2)\n",
" .plot(label='interpolate default', ax=ax, linewidth=.5))\n",
"\n",
"(dd_july # doctest: +SKIP\n",
" .interpolate(method='nearest')\n",
" .add(.25)\n",
" .plot(label='interpolate nearest', ax=ax, linewidth=.5))\n",
"\n",
"(dd_july # doctest: +SKIP\n",
" .fillna(1)\n",
" .add(.3)\n",
" .plot(label='fillna 1', ax=ax, linewidth=.5))\n",
"\n",
"ax.legend() # doctest: +SKIP\n",
"ax.set_title('Missing Values Demo') # doctest: +SKIP"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 340
},
"id": "krDoqUroFlg3",
"outputId": "be6abdb5-b512-4c54-b625-f685a9041121"
},
"execution_count": 65,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Missing Values Demo')"
]
},
"metadata": {},
"execution_count": 65
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 6000x1800 with 1 Axes>"
],
"image/png": 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},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"(dd\n",
" .groupby(dd.index.month)\n",
" .cfs\n",
" .describe()\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 457
},
"id": "8ufwZJaRKpro",
"outputId": "fb94512c-ca79-4ba1-ab79-9c9a339f05db"
},
"execution_count": 66,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" count mean std min 25% 50% 75% \\\n",
"datetime \n",
"1 26011.0 117.268802 29.000354 24.30 101.00 114.0 132.0 \n",
"2 41309.0 125.890293 24.280297 56.00 109.00 125.0 141.0 \n",
"3 51807.0 127.037609 48.885942 60.30 100.00 116.0 136.0 \n",
"4 50669.0 82.786214 74.133528 20.50 52.50 70.0 97.8 \n",
"5 49507.0 63.007851 68.791835 0.31 27.20 43.9 78.5 \n",
"6 41379.0 74.327241 139.857378 0.02 8.93 32.0 82.5 \n",
"7 37089.0 62.775011 115.285805 0.00 4.25 17.4 68.2 \n",
"8 37584.0 74.676246 247.800553 0.00 6.30 25.6 59.1 \n",
"9 42272.0 128.309332 546.921269 0.00 7.55 20.0 55.9 \n",
"10 44647.0 196.285529 1455.942059 6.44 40.90 57.4 80.9 \n",
"11 42165.0 97.194344 39.743333 53.40 81.50 89.3 105.0 \n",
"12 28685.0 100.042608 26.700535 17.00 86.50 97.8 113.0 \n",
"\n",
" max \n",
"datetime \n",
"1 265.0 \n",
"2 303.0 \n",
"3 750.0 \n",
"4 2140.0 \n",
"5 1960.0 \n",
"6 2460.0 \n",
"7 1660.0 \n",
"8 7320.0 \n",
"9 9540.0 \n",
"10 35800.0 \n",
"11 766.0 \n",
"12 407.0 "
],
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"</style>\n",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>datetime</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>26011.0</td>\n",
" <td>117.268802</td>\n",
" <td>29.000354</td>\n",
" <td>24.30</td>\n",
" <td>101.00</td>\n",
" <td>114.0</td>\n",
" <td>132.0</td>\n",
" <td>265.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>41309.0</td>\n",
" <td>125.890293</td>\n",
" <td>24.280297</td>\n",
" <td>56.00</td>\n",
" <td>109.00</td>\n",
" <td>125.0</td>\n",
" <td>141.0</td>\n",
" <td>303.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>51807.0</td>\n",
" <td>127.037609</td>\n",
" <td>48.885942</td>\n",
" <td>60.30</td>\n",
" <td>100.00</td>\n",
" <td>116.0</td>\n",
" <td>136.0</td>\n",
" <td>750.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>50669.0</td>\n",
" <td>82.786214</td>\n",
" <td>74.133528</td>\n",
" <td>20.50</td>\n",
" <td>52.50</td>\n",
" <td>70.0</td>\n",
" <td>97.8</td>\n",
" <td>2140.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>49507.0</td>\n",
" <td>63.007851</td>\n",
" <td>68.791835</td>\n",
" <td>0.31</td>\n",
" <td>27.20</td>\n",
" <td>43.9</td>\n",
" <td>78.5</td>\n",
" <td>1960.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>41379.0</td>\n",
" <td>74.327241</td>\n",
" <td>139.857378</td>\n",
" <td>0.02</td>\n",
" <td>8.93</td>\n",
" <td>32.0</td>\n",
" <td>82.5</td>\n",
" <td>2460.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>37089.0</td>\n",
" <td>62.775011</td>\n",
" <td>115.285805</td>\n",
" <td>0.00</td>\n",
" <td>4.25</td>\n",
" <td>17.4</td>\n",
" <td>68.2</td>\n",
" <td>1660.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>37584.0</td>\n",
" <td>74.676246</td>\n",
" <td>247.800553</td>\n",
" <td>0.00</td>\n",
" <td>6.30</td>\n",
" <td>25.6</td>\n",
" <td>59.1</td>\n",
" <td>7320.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>42272.0</td>\n",
" <td>128.309332</td>\n",
" <td>546.921269</td>\n",
" <td>0.00</td>\n",
" <td>7.55</td>\n",
" <td>20.0</td>\n",
" <td>55.9</td>\n",
" <td>9540.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>44647.0</td>\n",
" <td>196.285529</td>\n",
" <td>1455.942059</td>\n",
" <td>6.44</td>\n",
" <td>40.90</td>\n",
" <td>57.4</td>\n",
" <td>80.9</td>\n",
" <td>35800.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>42165.0</td>\n",
" <td>97.194344</td>\n",
" <td>39.743333</td>\n",
" <td>53.40</td>\n",
" <td>81.50</td>\n",
" <td>89.3</td>\n",
" <td>105.0</td>\n",
" <td>766.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>28685.0</td>\n",
" <td>100.042608</td>\n",
" <td>26.700535</td>\n",
" <td>17.00</td>\n",
" <td>86.50</td>\n",
" <td>97.8</td>\n",
" <td>113.0</td>\n",
" <td>407.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2d082a09-f817-4823-b3a8-19b3ed4700ad')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
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" fill: #174EA6;\n",
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"\n",
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" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
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" const buttonEl =\n",
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" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-2d082a09-f817-4823-b3a8-19b3ed4700ad');\n",
" const dataTable =\n",
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" [key], {});\n",
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"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
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" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
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]
},
"metadata": {},
"execution_count": 66
}
]
},
{
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(dpi=600, figsize=(10,4)) # doctest: +SKIP\n",
"(dd # doctest: +SKIP\n",
" .groupby(dd.index.month)\n",
" ['cfs']\n",
" .describe()\n",
" ['mean']\n",
" .plot.bar(ax=ax)\n",
")\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 405
},
"id": "69CGQC9OKv_Q",
"outputId": "e84d97cd-cc9e-4463-939b-bd651dd2871c"
},
"execution_count": 67,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb48e979590>"
]
},
"metadata": {},
"execution_count": 67
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 6000x2400 with 1 Axes>"
],
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