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 "cells": [
  {
   "source": [
    "# Uber Trips"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from hotstepper import Steps\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "source": [
    "Read the data from a csv into a dataframe so we can have a quick look at what we have."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   VendorID      tpep_pickup_datetime     tpep_dropoff_datetime  \\\n",
       "0         2 2015-01-15 19:05:39+00:00 2015-01-15 19:23:42+00:00   \n",
       "1         2 2015-01-15 19:05:39+00:00 2015-01-15 19:32:00+00:00   \n",
       "2         2 2015-01-15 19:05:40+00:00 2015-01-15 19:21:00+00:00   \n",
       "3         2 2015-01-15 19:05:40+00:00 2015-01-15 19:28:18+00:00   \n",
       "4         2 2015-01-15 19:05:41+00:00 2015-01-15 19:20:36+00:00   \n",
       "\n",
       "   passenger_count  trip_distance  pickup_longitude  pickup_latitude  \\\n",
       "0                1           1.59        -73.993896        40.750111   \n",
       "1                1           2.38        -73.976425        40.739811   \n",
       "2                5           2.83        -73.968704        40.754246   \n",
       "3                5           8.33        -73.863060        40.769581   \n",
       "4                1           2.37        -73.945541        40.779423   \n",
       "\n",
       "   dropoff_longitude  dropoff_latitude  fare_amount  tip_amount  total_amount  \n",
       "0         -73.974785         40.750618         12.0        3.25         17.05  \n",
       "1         -73.983978         40.757889         16.5        4.38         22.68  \n",
       "2         -73.955124         40.786858         12.5        0.00         14.30  \n",
       "3         -73.952713         40.785782         26.0        8.08         41.21  \n",
       "4         -73.980850         40.786083         11.5        0.00         13.30  "
      ],
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     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "source": [
    "df_uber = pd.read_csv(r'https://raw.githubusercontent.com/TangleSpace/hotstepper-data/master/data/taxi%20data.csv',parse_dates=['tpep_pickup_datetime','tpep_dropoff_datetime'])\n",
    "df_uber.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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     "metadata": {},
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116.146145 337.4145 \r\nL 116.155598 337.516053 \r\nL 116.264315 341.679722 \r\nL 116.283222 341.679722 \r\nL 116.382485 343.71078 \r\nL 116.406119 343.71078 \r\nL 116.500656 345.640285 \r\nL 116.529017 345.640285 \r\nL 116.637733 350.71793 \r\nL 116.647187 350.819483 \r\nL 116.755904 353.358306 \r\nL 116.779538 353.459858 \r\nL 116.888254 356.811104 \r\nL 116.897708 356.912657 \r\nL 117.001698 359.553033 \r\nL 117.015878 359.553033 \r\nL 117.124595 364.02136 \r\nL 117.171863 364.122913 \r\nL 117.275853 367.677265 \r\nL 117.299487 367.778818 \r\nL 117.379843 368.997453 \r\nL 117.412931 368.997453 \r\nL 117.521647 371.536275 \r\nL 117.535828 371.637828 \r\nL 117.644544 375.395286 \r\nL 117.649271 375.395286 \r\nL 117.753261 377.731002 \r\nL 117.767442 377.832555 \r\nL 117.866705 380.168272 \r\nL 117.880885 380.168272 \r\nL 117.984875 382.605542 \r\nL 118.008509 382.707095 \r\nL 118.112499 384.941259 \r\nL 118.15504 385.042812 \r\nL 118.240123 386.870764 \r\nL 118.268484 386.870764 \r\nL 118.367747 388.597163 \r\nL 118.381927 388.597163 \r\nL 118.490644 392.151515 \r\nL 118.500098 392.151515 \r\nL 118.604088 395.401208 \r\nL 118.646629 395.401208 \r\nL 118.750619 397.026054 \r\nL 118.774253 397.026054 \r\nL 118.864062 398.143136 \r\nL 118.901877 398.244689 \r\nL 118.996413 399.158665 \r\nL 119.020047 399.260218 \r\nL 119.128764 400.478853 \r\nL 119.142944 400.580406 \r\nL 119.246934 402.002147 \r\nL 119.256388 402.002147 \r\nL 119.365104 402.81457 \r\nL 119.384012 402.81457 \r\nL 119.492728 404.23631 \r\nL 119.506909 404.23631 \r\nL 119.568357 405.048734 \r\nL 119.65344 405.150287 \r\nL 119.729069 406.267368 \r\nL 119.766884 406.267368 \r\nL 119.799971 407.079792 \r\nL 119.951229 407.181345 \r\nL 120.041039 408.501532 \r\nL 120.08358 408.603085 \r\nL 120.192297 409.82172 \r\nL 120.220658 409.82172 \r\nL 120.244292 410.938802 \r\nL 120.376642 411.040355 \r\nL 120.480632 411.548119 \r\nL 120.490086 411.548119 \r\nL 120.589349 412.462096 \r\nL 120.622437 412.563649 \r\nL 120.731153 413.883836 \r\nL 120.73588 413.883836 \r\nL 120.83987 414.493154 \r\nL 120.953314 414.594707 \r\nL 121.019489 415.508683 \r\nL 121.15184 415.508683 \r\nL 121.251103 415.914894 \r\nL 121.288917 416.016447 \r\nL 121.345639 416.422659 \r\nL 121.58198 416.524212 \r\nL 121.58198 416.625765 \r\nL 121.681243 413.782283 \r\nL 121.70015 413.782283 \r\nL 121.808867 410.735696 \r\nL 121.827774 410.634143 \r\nL 121.92231 407.689109 \r\nL 121.988486 407.587556 \r\nL 122.092476 406.165816 \r\nL 122.097202 406.775133 \r\nL 122.106656 406.775133 \r\nL 122.191739 403.931652 \r\nL 122.224826 403.931652 \r\nL 122.314636 399.767983 \r\nL 122.33827 399.767983 \r\nL 122.428079 397.736925 \r\nL 122.437533 397.736925 \r\nL 122.480074 397.736925 \r\nL 122.579337 396.010525 \r\nL 122.593518 396.010525 \r\nL 122.692781 392.760832 \r\nL 122.716415 392.760832 \r\nL 122.825132 390.425115 \r\nL 122.834585 390.425115 \r\nL 122.929122 388.292504 \r\nL 122.943302 388.49561 \r\nL 122.952756 388.49561 \r\nL 122.957482 388.800269 \r\nL 123.018931 386.566105 \r\nL 123.061472 386.972317 \r\nL 123.070926 386.972317 \r\nL 123.146555 385.144364 \r\nL 123.179643 385.34747 \r\nL 123.189096 385.34747 \r\nL 123.288359 383.113306 \r\nL 123.311993 383.113306 \r\nL 123.411257 381.793119 \r\nL 123.430164 381.793119 \r\nL 123.501066 381.894672 \r\nL 123.538881 380.371378 \r\nL 123.548334 380.371378 \r\nL 123.553061 380.879143 \r\nL 123.657051 377.731002 \r\nL 123.680685 377.832555 \r\nL 123.709046 379.863613 \r\nL 123.779948 377.121685 \r\nL 123.808309 377.121685 \r\nL 123.883938 375.395286 \r\nL 123.813036 377.324791 \r\nL 123.888665 375.90305 \r\nL 123.94066 376.004603 \r\nL 123.94066 376.106156 \r\nL 124.049376 373.567333 \r\nL 124.054103 373.567333 \r\nL 124.101371 374.48131 \r\nL 124.16282 373.161122 \r\nL 124.186454 373.059569 \r\nL 124.262083 370.520746 \r\nL 124.276263 370.622299 \r\nL 124.304624 370.520746 \r\nL 124.314078 371.739381 \r\nL 124.389707 369.809876 \r\nL 124.413341 370.114535 \r\nL 124.432248 370.012982 \r\nL 124.432248 370.317641 \r\nL 124.470063 368.8959 \r\nL 124.526784 369.60677 \r\nL 124.545692 369.60677 \r\nL 124.597687 368.692794 \r\nL 124.654408 369.200559 \r\nL 124.69695 369.200559 \r\nL 124.805666 371.130064 \r\nL 124.8293 371.231617 \r\nL 124.923837 372.856463 \r\nL 124.980559 372.958016 \r\nL 125.051461 373.465781 \r\nL 125.136543 373.465781 \r\nL 125.240533 376.207709 \r\nL 125.278348 376.207709 \r\nL 125.372884 378.137214 \r\nL 125.391791 378.137214 \r\nL 125.495781 381.183801 \r\nL 125.543049 381.285354 \r\nL 125.637586 383.011753 \r\nL 125.665946 383.011753 \r\nL 125.755756 385.245917 \r\nL 125.77939 385.245917 \r\nL 125.878653 388.089399 \r\nL 125.930648 388.190952 \r\nL 126.034638 389.612692 \r\nL 126.053545 389.714245 \r\nL 126.152808 391.339092 \r\nL 126.185896 391.440645 \r\nL 126.294613 392.659279 \r\nL 126.299339 392.659279 \r\nL 126.379695 393.877914 \r\nL 126.43169 393.877914 \r\nL 126.516773 394.588785 \r\nL 126.564041 394.588785 \r\nL 126.649124 396.51829 \r\nL 126.686938 396.619843 \r\nL 126.767294 398.346242 \r\nL 126.838196 398.447795 \r\nL 126.946913 400.275747 \r\nL 127.093444 400.275747 \r\nL 127.197434 401.697488 \r\nL 127.230522 401.697488 \r\nL 127.29197 402.408358 \r\nL 127.438501 402.509911 \r\nL 127.542491 403.220781 \r\nL 127.566125 403.220781 \r\nL 127.632301 404.134757 \r\nL 127.755198 404.23631 \r\nL 127.830827 405.150287 \r\nL 127.967904 405.251839 \r\nL 128.076621 405.759604 \r\nL 128.095528 405.759604 \r\nL 128.171157 406.368921 \r\nL 128.312962 406.470474 \r\nL 128.36023 407.689109 \r\nL 128.544576 407.790662 \r\nL 128.615478 408.806191 \r\nL 128.68638 408.806191 \r\nL 128.79037 409.923273 \r\nL 128.842365 410.024826 \r\nL 128.90854 410.837249 \r\nL 128.979442 410.837249 \r\nL 128.979442 411.345014 \r\nL 129.1307 411.345014 \r\nL 129.239417 412.462096 \r\nL 129.329227 412.563649 \r\nL 129.329227 413.071413 \r\nL 129.499392 413.071413 \r\nL 129.499392 413.68073 \r\nL 129.627016 413.68073 \r\nL 129.731006 415.000918 \r\nL 129.787728 415.000918 \r\nL 129.787728 415.508683 \r\nL 129.9768 415.610236 \r\nL 129.981527 416.422659 \r\nL 130.652734 416.524212 \r\nL 130.652734 416.625765 \r\nL 130.855987 416.727318 \r\nL 130.922163 417.438188 \r\nL 131.120689 417.539741 \r\nL 131.120689 417.742847 \r\nL 131.286127 417.8444 \r\nL 131.380664 418.149058 \r\nL 131.451566 418.149058 \r\nL 131.522468 418.758376 \r\nL 131.668999 418.859929 \r\nL 131.758809 415.711789 \r\nL 131.782443 415.711789 \r\nL 131.876979 412.96986 \r\nL 131.900613 412.96986 \r\nL 132.00933 410.431038 \r\nL 132.02351 410.431038 \r\nL 132.132227 408.298427 \r\nL 132.198402 408.196874 \r\nL 132.307119 405.556498 \r\nL 132.316573 405.454945 \r\nL 132.420562 403.728546 \r\nL 132.434743 403.728546 \r\nL 132.538733 400.681959 \r\nL 132.57182 400.580406 \r\nL 132.680537 399.66643 \r\nL 132.713625 399.564877 \r\nL 132.789254 398.447795 \r\nL 132.855429 398.346242 \r\nL 132.940512 397.635372 \r\nL 132.949966 397.736925 \r\nL 132.968873 397.736925 \r\nL 133.077589 393.776361 \r\nL 133.124858 393.674808 \r\nL 133.176853 392.557726 \r\nL 133.224121 392.659279 \r\nL 133.257208 392.659279 \r\nL 133.351745 390.526668 \r\nL 133.370652 390.526668 \r\nL 133.469915 388.292504 \r\nL 133.484095 388.292504 \r\nL 133.498276 388.394057 \r\nL 133.573905 387.378528 \r\nL 133.606993 387.378528 \r\nL 133.64008 385.855235 \r\nL 133.715709 385.855235 \r\nL 133.739343 385.753682 \r\nL 133.739343 386.362999 \r\nL 133.829153 384.6366 \r\nL 133.843333 385.144364 \r\nL 133.86224 385.042812 \r\nL 133.942596 382.910201 \r\nL 133.956777 383.214859 \r\nL 133.989864 383.113306 \r\nL 134.098581 381.386907 \r\nL 134.108035 381.386907 \r\nL 134.193117 378.441873 \r\nL 134.197844 378.441873 \r\nL 134.235659 378.441873 \r\nL 134.268746 377.324791 \r\nL 134.339649 377.527897 \r\nL 134.420004 377.426344 \r\nL 134.523994 374.887521 \r\nL 134.561809 374.989074 \r\nL 134.661072 373.262675 \r\nL 134.665799 373.364228 \r\nL 134.731974 373.364228 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143.306413 414.391601 \r\nL 143.509666 414.493154 \r\nL 143.509666 414.696259 \r\nL 143.731826 414.797812 \r\nL 143.731826 414.899365 \r\nL 144.161966 415.000918 \r\nL 144.251776 415.508683 \r\nL 144.369946 415.610236 \r\nL 144.473936 416.625765 \r\nL 144.49757 416.625765 \r\nL 144.49757 416.82887 \r\nL 144.629921 416.82887 \r\nL 144.70555 417.641294 \r\nL 144.818993 417.742847 \r\nL 144.818993 417.8444 \r\nL 145.263314 417.945952 \r\nL 145.263314 418.047505 \r\nL 145.509108 418.149058 \r\nL 145.509108 418.250611 \r\nL 146.019604 418.352164 \r\nL 146.019604 418.453717 \r\nL 146.875157 418.55527 \r\nL 146.875157 418.656823 \r\nL 147.1824 418.758376 \r\nL 147.1824 418.859929 \r\nL 148.137216 418.961481 \r\nL 148.137216 419.063034 \r\nL 151.422351 418.961481 \r\nL 151.526341 416.422659 \r\nL 151.545249 416.321106 \r\nL 151.653965 413.172966 \r\nL 151.682326 413.071413 \r\nL 151.772136 411.243461 \r\nL 151.79577 411.243461 \r\nL 151.89976 409.517061 \r\nL 151.91394 409.415508 \r\nL 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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "uber_steps = Steps.read_dataframe(df_uber,'tpep_pickup_datetime','tpep_dropoff_datetime','passenger_count')\n",
    "ax = uber_steps.plot()\n",
    "uber_steps.smooth_plot(ax=ax,color='g',linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1584x864 with 4 Axes>",
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285.854386 \r\nL 130.964505 285.854386 \r\nL 131.048485 286.65635 \r\nL 131.072479 286.576153 \r\nL 131.090474 286.576153 \r\nL 131.186451 283.448494 \r\nL 131.19245 283.849476 \r\nL 131.216444 283.76928 \r\nL 131.324418 282.806923 \r\nL 131.336415 282.806923 \r\nL 131.354411 283.288101 \r\nL 131.444389 280.721817 \r\nL 131.450388 280.721817 \r\nL 131.52237 278.556514 \r\nL 131.558362 278.636711 \r\nL 131.56436 278.636711 \r\nL 131.570359 278.8773 \r\nL 131.672334 276.631801 \r\nL 131.678333 276.631801 \r\nL 131.786307 275.268462 \r\nL 131.792305 275.268462 \r\nL 131.804302 274.947677 \r\nL 131.900279 276.391212 \r\nL 131.906278 276.391212 \r\nL 131.930272 276.792194 \r\nL 132.014252 274.626891 \r\nL 132.02025 274.626891 \r\nL 132.092233 273.10316 \r\nL 132.128224 273.263553 \r\nL 132.14622 273.263553 \r\nL 132.254194 271.419036 \r\nL 132.27219 271.419036 \r\nL 132.27219 271.739821 \r\nL 132.374165 270.536875 \r\nL 132.380163 270.857661 \r\nL 132.398159 270.777465 \r\nL 132.464143 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282.405941 \r\nL 134.419672 282.486137 \r\nL 134.527646 280.240639 \r\nL 134.533644 280.240639 \r\nL 134.533644 280.561424 \r\nL 134.641618 278.476318 \r\nL 134.689607 278.396122 \r\nL 134.713601 277.353568 \r\nL 134.797581 277.99514 \r\nL 134.809578 277.99514 \r\nL 134.911553 275.910033 \r\nL 134.917552 276.391212 \r\nL 134.929549 276.391212 \r\nL 134.929549 276.230819 \r\nL 134.995533 277.112979 \r\nL 135.025526 276.711997 \r\nL 135.043521 276.711997 \r\nL 135.043521 276.551605 \r\nL 135.115504 277.112979 \r\nL 135.151495 277.032783 \r\nL 135.157494 277.032783 \r\nL 135.157494 277.193176 \r\nL 135.259469 275.669444 \r\nL 135.265468 275.829837 \r\nL 135.277465 275.910033 \r\nL 135.277465 275.99023 \r\nL 135.37944 274.787284 \r\nL 135.391438 274.787284 \r\nL 135.391438 274.466498 \r\nL 135.487414 275.910033 \r\nL 135.499411 275.829837 \r\nL 135.517407 275.749641 \r\nL 135.625381 274.225909 \r\nL 135.643377 274.306106 \r\nL 135.721358 273.263553 \r\nL 135.751351 273.744731 \r\nL 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166.709887 308.068786 \r\nL 166.721884 307.828197 \r\nL 166.769873 307.748 \r\nL 166.78187 307.507411 \r\nL 166.859851 308.549964 \r\nL 166.871848 308.389571 \r\nL 166.883845 308.389571 \r\nL 166.883845 308.549964 \r\nL 166.991819 307.908393 \r\nL 167.003816 307.828197 \r\nL 167.021812 308.710357 \r\nL 167.11179 308.469768 \r\nL 167.117789 308.469768 \r\nL 167.117789 308.950946 \r\nL 167.183773 308.309375 \r\nL 167.225763 308.549964 \r\nL 167.261754 308.469768 \r\nL 167.357731 309.75291 \r\nL 167.36373 309.672714 \r\nL 167.441711 309.592517 \r\nL 167.465705 309.191535 \r\nL 167.549685 309.512321 \r\nL 167.573679 309.432124 \r\nL 167.633664 309.512321 \r\nL 167.657659 309.031142 \r\nL 167.705647 309.031142 \r\nL 167.705647 308.87075 \r\nL 167.795625 309.833106 \r\nL 167.813621 309.432124 \r\nL 167.825618 309.432124 \r\nL 167.897601 310.474677 \r\nL 167.933592 309.913303 \r\nL 167.963585 309.993499 \r\nL 168.029569 310.554874 \r\nL 168.06556 310.394481 \r\nL 168.095553 310.314285 \r\nL 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320.258637 \r\nL 194.8611 320.258637 \r\nL 194.963076 321.060601 \r\nL 194.98707 321.060601 \r\nL 194.98707 321.541779 \r\nL 195.101042 321.541779 \r\nL 195.131035 322.022958 \r\nL 195.221014 322.022958 \r\nL 195.322989 322.824921 \r\nL 195.352982 322.824921 \r\nL 195.460956 323.947671 \r\nL 195.562931 324.027867 \r\nL 195.670905 324.910028 \r\nL 195.862859 324.910028 \r\nL 195.862859 325.31101 \r\nL 196.144791 325.31101 \r\nL 196.228771 325.551599 \r\nL 196.378734 325.631795 \r\nL 196.456716 326.19317 \r\nL 196.678662 326.273366 \r\nL 196.76864 326.834741 \r\nL 196.804632 326.834741 \r\nL 196.870616 327.07533 \r\nL 196.930601 327.155527 \r\nL 196.930601 327.235723 \r\nL 197.212533 327.315919 \r\nL 197.212533 327.396116 \r\nL 197.452476 327.476312 \r\nL 197.464473 327.716901 \r\nL 197.692418 327.797098 \r\nL 197.734408 328.19808 \r\nL 197.854379 328.278276 \r\nL 197.854379 328.438669 \r\nL 198.076325 328.518865 \r\nL 198.112317 329.481222 \r\nL 198.394249 329.561418 \r\nL 198.454234 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260.672719 \r\nL 366.1738 257.144078 \r\nL 366.179798 257.144078 \r\nL 366.287772 249.76601 \r\nL 366.293771 249.76601 \r\nL 366.401745 240.383033 \r\nL 366.407743 240.383033 \r\nL 366.509719 232.042608 \r\nL 366.515717 233.085161 \r\nL 366.521716 233.085161 \r\nL 366.623691 226.749647 \r\nL 366.62969 226.829843 \r\nL 366.641687 226.749647 \r\nL 366.749661 217.847847 \r\nL 366.755659 217.847847 \r\nL 366.797649 213.597439 \r\nL 366.863633 214.880581 \r\nL 366.887627 214.960777 \r\nL 366.995601 217.687454 \r\nL 367.0016 217.687454 \r\nL 367.079581 218.569615 \r\nL 367.12757 218.569615 \r\nL 367.235544 220.01315 \r\nL 367.241542 220.01315 \r\nL 367.349516 221.77747 \r\nL 367.379509 221.857667 \r\nL 367.487483 223.381398 \r\nL 367.517476 223.461595 \r\nL 367.62545 226.509057 \r\nL 367.631448 226.509057 \r\nL 367.739422 228.995145 \r\nL 367.769415 229.075342 \r\nL 367.877389 232.603983 \r\nL 367.883387 232.603983 \r\nL 367.907382 233.245554 \r\nL 367.991361 229.55652 \r\nL 368.009357 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170.451781 \r\nL 369.53299 170.451781 \r\nL 369.550985 170.772566 \r\nL 369.634965 168.126086 \r\nL 369.640964 168.527068 \r\nL 369.646962 168.527068 \r\nL 369.748938 164.677641 \r\nL 369.760935 164.677641 \r\nL 369.856912 162.993517 \r\nL 369.868909 163.474695 \r\nL 369.874907 163.474695 \r\nL 369.982881 159.464875 \r\nL 369.98888 159.464875 \r\nL 370.096854 161.068803 \r\nL 370.102852 161.068803 \r\nL 370.210826 164.437052 \r\nL 370.216825 164.437052 \r\nL 370.324799 168.446871 \r\nL 370.330797 168.446871 \r\nL 370.438771 171.654727 \r\nL 370.450768 171.734923 \r\nL 370.558742 174.862582 \r\nL 370.564741 174.862582 \r\nL 370.672715 178.551616 \r\nL 370.684712 178.551616 \r\nL 370.77469 182.24065 \r\nL 370.822679 182.320847 \r\nL 370.930653 186.330666 \r\nL 370.94265 186.330666 \r\nL 371.050624 189.458325 \r\nL 371.062621 189.458325 \r\nL 371.170595 192.746377 \r\nL 371.176593 192.746377 \r\nL 371.188591 193.307752 \r\nL 371.284567 187.854397 \r\nL 371.290566 187.854397 \r\nL 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124.659642 \r\nL 399.057872 127.787302 \r\nL 399.06387 127.787302 \r\nL 399.171844 133.240656 \r\nL 399.177843 133.240656 \r\nL 399.279818 135.967333 \r\nL 399.297814 135.967333 \r\nL 399.405788 141.901866 \r\nL 399.417785 141.982063 \r\nL 399.525759 145.430507 \r\nL 399.537756 145.510704 \r\nL 399.64573 149.841309 \r\nL 399.651729 149.841309 \r\nL 399.759702 154.813485 \r\nL 399.7717 154.813485 \r\nL 399.879674 160.427232 \r\nL 399.885672 160.427232 \r\nL 399.993646 164.757837 \r\nL 399.999645 164.757837 \r\nL 400.107619 169.168639 \r\nL 400.119616 169.248835 \r\nL 400.221591 171.81512 \r\nL 400.239587 171.895316 \r\nL 400.26958 172.777476 \r\nL 400.341562 169.569621 \r\nL 400.347561 169.730013 \r\nL 400.353559 169.730013 \r\nL 400.461533 163.153909 \r\nL 400.467532 163.153909 \r\nL 400.575506 158.181733 \r\nL 400.587503 158.181733 \r\nL 400.611497 155.535252 \r\nL 400.695477 158.582715 \r\nL 400.707474 158.662912 \r\nL 400.815448 161.149 \r\nL 400.821447 161.149 \r\nL 400.92942 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571.648263 104.129367 \r\nL 571.66026 104.209563 \r\nL 571.768234 110.464881 \r\nL 571.774232 110.464881 \r\nL 571.882206 115.677647 \r\nL 571.888205 115.677647 \r\nL 571.99018 120.970608 \r\nL 572.002178 120.970608 \r\nL 572.110152 126.824945 \r\nL 572.128147 126.905141 \r\nL 572.236121 131.797121 \r\nL 572.24212 131.797121 \r\nL 572.350094 137.009886 \r\nL 572.356092 137.009886 \r\nL 572.464066 140.69892 \r\nL 572.470065 140.69892 \r\nL 572.53005 145.189918 \r\nL 572.578039 143.104812 \r\nL 572.590036 143.024616 \r\nL 572.69801 134.92478 \r\nL 572.704008 134.92478 \r\nL 572.811982 126.905141 \r\nL 572.817981 126.905141 \r\nL 572.925955 117.60236 \r\nL 572.931953 117.60236 \r\nL 573.003936 112.870773 \r\nL 573.039927 116.078629 \r\nL 573.051924 116.078629 \r\nL 573.159898 120.409234 \r\nL 573.171896 120.409234 \r\nL 573.255875 123.857678 \r\nL 573.27987 121.050805 \r\nL 573.285868 121.050805 \r\nL 573.393842 115.757843 \r\nL 573.399841 115.757843 \r\nL 573.507815 108.219382 \r\nL 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690.14435 \r\nL 117.704997 690.054865 \r\nL 117.865994 690.005151 \r\nL 117.865994 689.945494 \r\nL 117.946492 689.816237 \r\nL 118.107489 689.736694 \r\nL 118.107489 689.706866 \r\nL 118.187988 689.592524 \r\nL 118.348985 689.527895 \r\nL 118.348985 689.483153 \r\nL 118.429483 689.363839 \r\nL 118.59048 689.289268 \r\nL 118.59048 689.254468 \r\nL 118.670979 689.155039 \r\nL 118.831976 689.100354 \r\nL 118.831976 689.045668 \r\nL 118.912474 688.951212 \r\nL 119.15397 688.841841 \r\nL 119.234468 688.667841 \r\nL 119.395465 688.59327 \r\nL 119.395465 688.55847 \r\nL 119.475964 688.478928 \r\nL 119.636961 688.409328 \r\nL 119.636961 688.369557 \r\nL 119.717459 688.294986 \r\nL 119.878456 688.210472 \r\nL 119.878456 688.185615 \r\nL 119.958955 688.066301 \r\nL 120.119952 687.971844 \r\nL 120.119952 687.95693 \r\nL 120.20045 687.847559 \r\nL 120.361447 687.787902 \r\nL 120.361447 687.738188 \r\nL 120.441946 687.56916 \r\nL 120.602943 687.489617 \r\nL 120.602943 687.459789 \r\nL 120.683441 687.380246 \r\nL 120.844438 687.310646 \r\nL 120.844438 687.270875 \r\nL 120.924937 687.116761 \r\nL 121.166432 687.032247 \r\nL 121.166432 687.00739 \r\nL 121.246931 686.858248 \r\nL 121.407928 686.79362 \r\nL 121.407928 686.748877 \r\nL 121.488426 686.684249 \r\nL 121.729922 686.599735 \r\nL 121.729922 686.574878 \r\nL 121.81042 686.480421 \r\nL 121.971417 686.410821 \r\nL 121.971417 686.37105 \r\nL 122.051916 686.26665 \r\nL 122.293411 686.162251 \r\nL 122.293411 686.157279 \r\nL 122.37391 686.032994 \r\nL 122.534907 685.973337 \r\nL 122.534907 685.923623 \r\nL 122.615405 685.839109 \r\nL 122.776402 685.794366 \r\nL 122.776402 685.729738 \r\nL 122.856901 685.660138 \r\nL 123.098396 685.575624 \r\nL 123.098396 685.550767 \r\nL 123.178895 685.441396 \r\nL 123.339892 685.366825 \r\nL 123.339892 685.332025 \r\nL 123.420391 685.267397 \r\nL 123.581388 685.20774 \r\nL 123.581388 685.158026 \r\nL 123.661886 685.073512 \r\nL 123.822883 684.998941 \r\nL 123.822883 684.964141 \r\nL 123.903382 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682.229865 \r\nL 127.123322 682.219923 \r\nL 127.20382 682.090666 \r\nL 127.445316 681.996209 \r\nL 127.445316 681.981295 \r\nL 127.525814 681.911695 \r\nL 127.847808 681.802324 \r\nL 127.928307 681.68301 \r\nL 128.169802 681.598496 \r\nL 128.169802 681.573639 \r\nL 128.250301 681.444383 \r\nL 128.411298 681.374783 \r\nL 128.411298 681.335012 \r\nL 128.491796 681.255469 \r\nL 128.652793 681.195812 \r\nL 128.652793 681.146098 \r\nL 128.733292 681.076498 \r\nL 128.894289 681.016841 \r\nL 128.894289 680.967127 \r\nL 128.974787 680.877642 \r\nL 129.135784 680.803071 \r\nL 129.135784 680.768271 \r\nL 129.216283 680.688728 \r\nL 129.457778 680.604214 \r\nL 129.457778 680.579357 \r\nL 129.538277 680.415301 \r\nL 129.699274 680.330787 \r\nL 129.699274 680.30593 \r\nL 129.779772 680.176673 \r\nL 129.940769 680.102102 \r\nL 129.940769 680.067302 \r\nL 130.021268 679.913188 \r\nL 130.182265 679.853531 \r\nL 130.182265 679.803817 \r\nL 130.262763 679.739189 \r\nL 130.343262 679.739189 \r\nL 130.343262 679.629818 \r\nL 130.42376 679.570161 \r\nL 130.584757 679.485647 \r\nL 130.584757 679.46079 \r\nL 130.665256 679.321591 \r\nL 130.745755 679.321591 \r\nL 130.745755 679.21222 \r\nL 130.826253 679.122734 \r\nL 130.98725 679.028277 \r\nL 130.98725 679.013363 \r\nL 131.067749 678.82445 \r\nL 131.228746 678.729993 \r\nL 131.228746 678.715079 \r\nL 131.309244 678.600736 \r\nL 131.470241 678.516222 \r\nL 131.470241 678.491365 \r\nL 131.55074 678.302452 \r\nL 131.711737 678.232852 \r\nL 131.711737 678.19308 \r\nL 131.792235 678.128452 \r\nL 131.953232 678.058852 \r\nL 131.953232 678.019081 \r\nL 132.033731 677.884853 \r\nL 132.194728 677.810282 \r\nL 132.194728 677.775482 \r\nL 132.275226 677.611426 \r\nL 132.436223 677.52194 \r\nL 132.436223 677.502055 \r\nL 132.516722 677.362855 \r\nL 132.677719 677.293255 \r\nL 132.677719 677.253484 \r\nL 132.758217 677.173941 \r\nL 132.919214 677.124227 \r\nL 132.919214 677.06457 \r\nL 132.999713 676.985028 \r\nL 133.16071 676.915428 \r\nL 133.16071 676.875657 \r\nL 133.241208 676.756343 \r\nL 133.402205 676.681772 \r\nL 133.402205 676.646972 \r\nL 133.482704 676.502801 \r\nL 133.643701 676.413316 \r\nL 133.643701 676.39343 \r\nL 133.724199 676.219431 \r\nL 133.885196 676.120003 \r\nL 133.885196 676.11006 \r\nL 133.965695 675.906232 \r\nL 134.046193 675.906232 \r\nL 134.046193 675.796861 \r\nL 134.126692 675.642747 \r\nL 134.20719 675.642747 \r\nL 134.20719 675.533376 \r\nL 134.287689 675.399148 \r\nL 134.448686 675.294748 \r\nL 134.448686 675.289777 \r\nL 134.529184 675.061092 \r\nL 134.690181 674.961664 \r\nL 134.690181 674.951721 \r\nL 134.77068 674.757836 \r\nL 134.931677 674.688236 \r\nL 134.931677 674.648465 \r\nL 135.012175 674.474466 \r\nL 135.173172 674.41978 \r\nL 135.173172 674.365095 \r\nL 135.253671 674.290524 \r\nL 135.414668 674.210981 \r\nL 135.414668 674.181153 \r\nL 135.495166 674.061839 \r\nL 135.656163 673.992239 \r\nL 135.656163 673.952468 \r\nL 135.736662 673.867954 \r\nL 135.897659 673.833154 \r\nL 135.897659 673.758583 \r\nL 135.978157 673.67904 \r\nL 136.139154 673.599498 \r\nL 136.139154 673.569669 \r\nL 136.219653 673.450355 \r\nL 136.38065 673.350927 \r\nL 136.38065 673.340984 \r\nL 136.461148 673.211728 \r\nL 136.702644 673.102357 \r\nL 136.783142 672.943272 \r\nL 136.944139 672.863729 \r\nL 136.944139 672.833901 \r\nL 137.024638 672.68973 \r\nL 137.185635 672.625101 \r\nL 137.185635 672.580359 \r\nL 137.266133 672.470988 \r\nL 137.346632 672.470988 \r\nL 137.346632 672.361617 \r\nL 137.42713 672.202531 \r\nL 137.588127 672.113046 \r\nL 137.588127 672.09316 \r\nL 137.668626 671.988761 \r\nL 137.829623 671.924133 \r\nL 137.829623 671.87939 \r\nL 137.910121 671.784933 \r\nL 138.071119 671.720305 \r\nL 138.071119 671.675562 \r\nL 138.151617 671.541334 \r\nL 138.232116 671.541334 \r\nL 138.232116 671.431963 \r\nL 138.312614 671.337506 \r\nL 138.55411 671.228135 \r\nL 138.634608 671.098878 \r\nL 138.795605 671.054136 \r\nL 138.795605 670.989507 \r\nL 138.876104 670.875165 \r\nL 139.037101 670.790651 \r\nL 139.037101 670.765794 \r\nL 139.117599 670.606709 \r\nL 139.278596 670.542081 \r\nL 139.278596 670.497338 \r\nL 139.359095 670.412824 \r\nL 139.520092 670.36311 \r\nL 139.520092 670.303453 \r\nL 139.60059 670.208996 \r\nL 139.761587 670.124482 \r\nL 139.761587 670.099625 \r\nL 139.842086 670.000197 \r\nL 140.003083 669.935569 \r\nL 140.003083 669.890826 \r\nL 140.083581 669.766541 \r\nL 140.16408 669.766541 \r\nL 140.16408 669.65717 \r\nL 140.244578 669.557741 \r\nL 140.405575 669.488142 \r\nL 140.405575 669.44837 \r\nL 140.486074 669.353914 \r\nL 140.566572 669.353914 \r\nL 140.566572 669.244543 \r\nL 140.647071 669.145114 \r\nL 140.808068 669.050658 \r\nL 140.808068 669.035743 \r\nL 140.888566 668.856773 \r\nL 141.049563 668.747402 \r\nL 141.130062 668.583345 \r\nL 141.291059 668.518717 \r\nL 141.291059 668.473974 \r\nL 141.371557 668.349689 \r\nL 141.532554 668.260203 \r\nL 141.532554 668.240318 \r\nL 141.613053 668.101118 \r\nL 141.77405 668.006661 \r\nL 141.77405 667.991747 \r\nL 141.854548 667.847576 \r\nL 141.935047 667.847576 \r\nL 141.935047 667.738205 \r\nL 142.015545 667.628834 \r\nL 142.176542 667.539349 \r\nL 142.176542 667.519463 \r\nL 142.257041 667.380264 \r\nL 142.418038 667.320607 \r\nL 142.418038 667.270893 \r\nL 142.498536 667.141636 \r\nL 142.659533 667.067065 \r\nL 142.659533 667.032265 \r\nL 142.740032 666.848323 \r\nL 142.901029 666.773752 \r\nL 142.901029 666.738952 \r\nL 142.981527 666.639524 \r\nL 143.142524 666.599752 \r\nL 143.142524 666.530153 \r\nL 143.223023 666.435696 \r\nL 143.38402 666.356153 \r\nL 143.38402 666.326325 \r\nL 143.464518 666.16724 \r\nL 143.625515 666.092669 \r\nL 143.625515 666.057869 \r\nL 143.706014 665.988269 \r\nL 143.867011 665.928612 \r\nL 143.867011 665.878898 \r\nL 143.947509 665.81427 \r\nL 144.108506 665.729756 \r\nL 144.108506 665.704899 \r\nL 144.189005 665.600499 \r\nL 144.350002 665.525928 \r\nL 144.350002 665.491128 \r\nL 144.4305 665.441414 \r\nL 144.671996 665.3569 \r\nL 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153.929324 657.323101 \r\nL 153.929324 657.298244 \r\nL 154.009823 657.149102 \r\nL 154.090321 657.149102 \r\nL 154.090321 657.039731 \r\nL 154.17082 656.99996 \r\nL 154.331817 656.900532 \r\nL 154.331817 656.890589 \r\nL 154.412315 656.671847 \r\nL 154.573312 656.572419 \r\nL 154.573312 656.562476 \r\nL 154.653811 656.393448 \r\nL 154.814808 656.289048 \r\nL 154.814808 656.284077 \r\nL 154.895306 656.124992 \r\nL 155.056303 656.035506 \r\nL 155.056303 656.015621 \r\nL 155.136802 655.881393 \r\nL 155.2173 655.881393 \r\nL 155.2173 655.772022 \r\nL 155.297799 655.692479 \r\nL 155.458796 655.602994 \r\nL 155.458796 655.583108 \r\nL 155.539294 655.409109 \r\nL 155.700291 655.329566 \r\nL 155.700291 655.299738 \r\nL 155.78079 655.06111 \r\nL 155.941787 654.951739 \r\nL 156.022285 654.772768 \r\nL 156.183282 654.693226 \r\nL 156.183282 654.663397 \r\nL 156.263781 654.573912 \r\nL 156.424778 654.479455 \r\nL 156.424778 654.464541 \r\nL 156.505276 654.290541 \r\nL 156.666273 654.191113 \r\nL 156.666273 654.18117 \r\nL 156.746772 654.032028 \r\nL 156.907769 653.922657 \r\nL 156.988267 653.674087 \r\nL 157.149264 653.569687 \r\nL 157.149264 653.564716 \r\nL 157.229763 653.425516 \r\nL 157.39076 653.360888 \r\nL 157.39076 653.316145 \r\nL 157.471258 653.201803 \r\nL 157.632255 653.102374 \r\nL 157.632255 653.092432 \r\nL 157.712754 652.963175 \r\nL 157.873751 652.87369 \r\nL 157.873751 652.853804 \r\nL 157.954249 652.73449 \r\nL 158.115246 652.66489 \r\nL 158.115246 652.625119 \r\nL 158.195745 652.48592 \r\nL 158.356742 652.401406 \r\nL 158.356742 652.376549 \r\nL 158.43724 652.24232 \r\nL 158.598237 652.172721 \r\nL 158.598237 652.132949 \r\nL 158.678736 652.013636 \r\nL 158.839733 651.949007 \r\nL 158.839733 651.904265 \r\nL 158.920231 651.765065 \r\nL 159.081228 651.690494 \r\nL 159.081228 651.655694 \r\nL 159.161727 651.526437 \r\nL 159.322724 651.461809 \r\nL 159.322724 651.417066 \r\nL 159.403222 651.327581 \r\nL 159.564219 651.25301 \r\nL 159.564219 651.21821 \r\nL 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511.616047 \r\nL 235.313313 511.481819 \r\nL 235.393812 511.481819 \r\nL 235.393812 511.372448 \r\nL 235.47431 511.208391 \r\nL 235.554809 511.208391 \r\nL 235.554809 511.09902 \r\nL 235.635307 510.860393 \r\nL 235.715806 510.860393 \r\nL 235.715806 510.751022 \r\nL 235.796304 510.567079 \r\nL 235.876803 510.567079 \r\nL 235.876803 510.457708 \r\nL 235.957301 510.229024 \r\nL 236.0378 510.229024 \r\nL 236.0378 510.119653 \r\nL 236.118298 509.816397 \r\nL 236.198797 509.816397 \r\nL 236.198797 509.707026 \r\nL 236.279295 509.468398 \r\nL 236.359794 509.468398 \r\nL 236.359794 509.359027 \r\nL 236.440292 509.085599 \r\nL 236.520791 509.085599 \r\nL 236.520791 508.976228 \r\nL 236.601289 508.742572 \r\nL 236.681788 508.742572 \r\nL 236.681788 508.633201 \r\nL 236.762286 508.374688 \r\nL 236.842785 508.374688 \r\nL 236.842785 508.265317 \r\nL 236.923283 508.051546 \r\nL 237.003782 508.051546 \r\nL 237.003782 507.942175 \r\nL 237.08428 507.733376 \r\nL 237.164779 507.733376 \r\nL 237.164779 507.624005 \r\nL 237.245277 507.405263 \r\nL 237.325776 507.405263 \r\nL 237.325776 507.295892 \r\nL 237.406274 507.102007 \r\nL 237.486773 507.102007 \r\nL 237.486773 506.992636 \r\nL 237.567271 506.818636 \r\nL 237.64777 506.818636 \r\nL 237.64777 506.709265 \r\nL 237.728268 506.470638 \r\nL 237.808767 506.470638 \r\nL 237.808767 506.361267 \r\nL 237.889265 506.172353 \r\nL 237.969764 506.172353 \r\nL 237.969764 506.062982 \r\nL 238.050262 505.928754 \r\nL 238.130761 505.928754 \r\nL 238.130761 505.819383 \r\nL 238.211259 505.580755 \r\nL 238.291758 505.580755 \r\nL 238.291758 505.471384 \r\nL 238.372256 505.292414 \r\nL 238.452755 505.292414 \r\nL 238.452755 505.183042 \r\nL 238.533253 505.014015 \r\nL 238.613752 505.014015 \r\nL 238.613752 504.904644 \r\nL 238.69425 504.745558 \r\nL 238.774749 504.745558 \r\nL 238.774749 504.636187 \r\nL 238.855247 504.506931 \r\nL 238.935746 504.506931 \r\nL 238.935746 504.39756 \r\nL 239.016244 504.25836 \r\nL 239.177241 504.148989 \r\nL 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469.592719 \r\nL 263.407292 469.428662 \r\nL 263.568289 469.334205 \r\nL 263.568289 469.319291 \r\nL 263.648787 469.130377 \r\nL 263.729286 469.130377 \r\nL 263.729286 469.021006 \r\nL 263.809784 468.896721 \r\nL 263.890283 468.896721 \r\nL 263.890283 468.78735 \r\nL 263.970781 468.618322 \r\nL 264.131778 468.533808 \r\nL 264.131778 468.508951 \r\nL 264.212277 468.305123 \r\nL 264.292775 468.305123 \r\nL 264.292775 468.195752 \r\nL 264.373274 468.016782 \r\nL 264.534271 467.932268 \r\nL 264.534271 467.907411 \r\nL 264.614769 467.703583 \r\nL 264.775766 467.614097 \r\nL 264.775766 467.594212 \r\nL 264.856265 467.370498 \r\nL 265.017262 467.285984 \r\nL 265.017262 467.261127 \r\nL 265.09776 467.111985 \r\nL 265.258757 467.002614 \r\nL 265.339256 466.798786 \r\nL 265.500253 466.724215 \r\nL 265.500253 466.689415 \r\nL 265.580751 466.515416 \r\nL 265.66125 466.515416 \r\nL 265.66125 466.406045 \r\nL 265.741748 466.301645 \r\nL 265.902745 466.207188 \r\nL 265.902745 466.192274 \r\nL 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430.969835 \r\nL 300.758598 430.865435 \r\nL 300.919595 430.790864 \r\nL 300.919595 430.756064 \r\nL 301.000094 430.696407 \r\nL 301.161091 430.626807 \r\nL 301.161091 430.587036 \r\nL 301.241589 430.502522 \r\nL 301.402586 430.432922 \r\nL 301.402586 430.393151 \r\nL 301.483085 430.31858 \r\nL 301.72458 430.234066 \r\nL 301.72458 430.209209 \r\nL 301.805079 430.134638 \r\nL 302.046574 430.045152 \r\nL 302.046574 430.025267 \r\nL 302.127073 429.950696 \r\nL 302.368568 429.851267 \r\nL 302.368568 429.841325 \r\nL 302.449067 429.697154 \r\nL 302.610064 429.627554 \r\nL 302.610064 429.587783 \r\nL 302.690562 429.468469 \r\nL 302.851559 429.383955 \r\nL 302.851559 429.359098 \r\nL 302.932058 429.249727 \r\nL 303.093055 429.150299 \r\nL 303.093055 429.140356 \r\nL 303.173553 428.981271 \r\nL 303.33455 428.8719 \r\nL 303.415049 428.687957 \r\nL 303.576046 428.588529 \r\nL 303.576046 428.578586 \r\nL 303.656544 428.494072 \r\nL 303.817541 428.394644 \r\nL 303.817541 428.384701 \r\nL 303.89804 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "uber_steps.summary();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Pandas direct 8\n",
      "Step function at first 8.0\n"
     ]
    }
   ],
   "source": [
    "df_start = df_uber.loc[df_uber.tpep_pickup_datetime==df_uber.tpep_pickup_datetime.min()]\n",
    "print(f\"Pandas direct {df_start['passenger_count'].sum()}\")\n",
    "print(f\"Step function at first {uber_steps(uber_steps.first())[0]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Steps Partial Autocorrelation for Lags = 10'}, xlabel='Lag'>"
      ]
     },
     "metadata": {},
     "execution_count": 6
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1152x576 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "uber_steps.pacf_plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}