{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cloudstory as cs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Created or already exists cloudstory-demo bucket.'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.create_bucket('cloudstory-demo')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Existing buckets containing \"cloud\" string:\n",
      "  cloudstory\n",
      "  cloudstory-demo\n",
      "  cloudtrail-awslogs-858131396919-isengard-do-not-delete\n",
      "  gobuildcloud\n",
      "  golearncloud\n",
      "  mobilewithcloud-20190331222311-deployment\n",
      "  open-data-on-cloud\n"
     ]
    }
   ],
   "source": [
    "cs.list_buckets(match='cloud')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trip data/green_tripdata_2018-01.csv ( 68MB)\n",
      "trip data/green_tripdata_2018-02.csv ( 66MB)\n",
      "trip data/green_tripdata_2018-03.csv ( 71MB)\n",
      "trip data/green_tripdata_2018-04.csv ( 68MB)\n",
      "trip data/green_tripdata_2018-05.csv ( 68MB)\n",
      "trip data/green_tripdata_2018-06.csv ( 63MB)\n",
      "trip data/green_tripdata_2018-07.csv ( 58MB)\n",
      "trip data/green_tripdata_2018-08.csv ( 57MB)\n",
      "trip data/green_tripdata_2018-09.csv ( 57MB)\n",
      "trip data/green_tripdata_2018-10.csv ( 61MB)\n",
      "trip data/green_tripdata_2018-11.csv ( 56MB)\n",
      "trip data/green_tripdata_2018-12.csv ( 59MB)\n",
      "Matched file size is 0.7GB with 12 files\n",
      "Bucket nyc-tlc total size is 273.3GB with 251 files\n"
     ]
    }
   ],
   "source": [
    "cs.list_bucket_contents(bucket='nyc-tlc', match='2018', size_mb=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VendorID</th>\n",
       "      <th>lpep_pickup_datetime</th>\n",
       "      <th>lpep_dropoff_datetime</th>\n",
       "      <th>store_and_fwd_flag</th>\n",
       "      <th>RatecodeID</th>\n",
       "      <th>PULocationID</th>\n",
       "      <th>DOLocationID</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>trip_distance</th>\n",
       "      <th>fare_amount</th>\n",
       "      <th>extra</th>\n",
       "      <th>mta_tax</th>\n",
       "      <th>tip_amount</th>\n",
       "      <th>tolls_amount</th>\n",
       "      <th>ehail_fee</th>\n",
       "      <th>improvement_surcharge</th>\n",
       "      <th>total_amount</th>\n",
       "      <th>payment_type</th>\n",
       "      <th>trip_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>2018-02-01 00:39:38</td>\n",
       "      <td>2018-02-01 00:39:41</td>\n",
       "      <td>N</td>\n",
       "      <td>5</td>\n",
       "      <td>97</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.00</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2018-02-01 00:58:28</td>\n",
       "      <td>2018-02-01 01:05:35</td>\n",
       "      <td>N</td>\n",
       "      <td>1</td>\n",
       "      <td>256</td>\n",
       "      <td>80</td>\n",
       "      <td>5</td>\n",
       "      <td>1.60</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.3</td>\n",
       "      <td>9.68</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2018-02-01 00:56:05</td>\n",
       "      <td>2018-02-01 01:18:54</td>\n",
       "      <td>N</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>9.60</td>\n",
       "      <td>28.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>5.96</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.3</td>\n",
       "      <td>35.76</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>2018-02-01 00:12:40</td>\n",
       "      <td>2018-02-01 00:15:50</td>\n",
       "      <td>N</td>\n",
       "      <td>1</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>0.73</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.3</td>\n",
       "      <td>5.80</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>2018-02-01 00:45:18</td>\n",
       "      <td>2018-02-01 00:51:56</td>\n",
       "      <td>N</td>\n",
       "      <td>1</td>\n",
       "      <td>65</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>1.87</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.3</td>\n",
       "      <td>9.30</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   VendorID lpep_pickup_datetime lpep_dropoff_datetime store_and_fwd_flag  \\\n",
       "0         2  2018-02-01 00:39:38   2018-02-01 00:39:41                  N   \n",
       "1         2  2018-02-01 00:58:28   2018-02-01 01:05:35                  N   \n",
       "2         2  2018-02-01 00:56:05   2018-02-01 01:18:54                  N   \n",
       "3         2  2018-02-01 00:12:40   2018-02-01 00:15:50                  N   \n",
       "4         2  2018-02-01 00:45:18   2018-02-01 00:51:56                  N   \n",
       "\n",
       "   RatecodeID  PULocationID  DOLocationID  passenger_count  trip_distance  \\\n",
       "0           5            97            65                1           0.00   \n",
       "1           1           256            80                5           1.60   \n",
       "2           1            25            95                1           9.60   \n",
       "3           1            61            61                1           0.73   \n",
       "4           1            65            17                2           1.87   \n",
       "\n",
       "   fare_amount  extra  mta_tax  tip_amount  tolls_amount  ehail_fee  \\\n",
       "0         20.0    0.0      0.0        3.00           0.0        NaN   \n",
       "1          7.5    0.5      0.5        0.88           0.0        NaN   \n",
       "2         28.5    0.5      0.5        5.96           0.0        NaN   \n",
       "3          4.5    0.5      0.5        0.00           0.0        NaN   \n",
       "4          8.0    0.5      0.5        0.00           0.0        NaN   \n",
       "\n",
       "   improvement_surcharge  total_amount  payment_type  trip_type  \n",
       "0                    0.0         23.00             1          2  \n",
       "1                    0.3          9.68             1          1  \n",
       "2                    0.3         35.76             1          1  \n",
       "3                    0.3          5.80             2          1  \n",
       "4                    0.3          9.30             2          1  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = cs.preview_csv_dataset(bucket='nyc-tlc', key='trip data/green_tripdata_2018-02.csv', rows=100)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File few-trips/trips-2018-02.csv already exists in S3 bucket cloudstory-demo\n"
     ]
    }
   ],
   "source": [
    "cs.copy_among_buckets(from_bucket='nyc-tlc', from_key='trip data/green_tripdata_2018-02.csv',\n",
    "                      to_bucket='cloudstory-demo', to_key='few-trips/trips-2018-02.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scanned:  1.72MB\n",
      "Processed:  1.71MB\n",
      "Returned:  0.01MB\n"
     ]
    }
   ],
   "source": [
    "df = cs.s3_select(bucket='open-data-analytics-taxi-trips', key='few-trips/trips-2018-02.csv', \n",
    "          statement=\"\"\"\n",
    "          select passenger_count, payment_type, trip_distance \n",
    "          from s3object s \n",
    "          where s.passenger_count = '4' \n",
    "          limit 100\n",
    "          \"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>payment_type</th>\n",
       "      <th>trip_distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>7.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1.38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   passenger_count  payment_type  trip_distance\n",
       "0                4             1           7.20\n",
       "1                4             1           1.05\n",
       "2                4             1           0.63\n",
       "3                4             2           8.41\n",
       "4                4             2           1.38"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scanned:  1.72MB\n",
      "Processed:  1.71MB\n",
      "Returned:  0.01MB\n"
     ]
    }
   ],
   "source": [
    "df = cs.s3_select(bucket='nyc-tlc', key='trip data/green_tripdata_2018-02.csv', \n",
    "          statement=\"\"\"\n",
    "          select passenger_count, payment_type, trip_distance \n",
    "          from s3object s \n",
    "          where s.passenger_count = '4' \n",
    "          limit 100\n",
    "          \"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>payment_type</th>\n",
       "      <th>trip_distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>7.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1.38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   passenger_count  payment_type  trip_distance\n",
       "0                4             1           7.20\n",
       "1                4             1           1.05\n",
       "2                4             1           0.63\n",
       "3                4             2           8.41\n",
       "4                4             2           1.38"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trip data/fhv_tripdata_2018-01.csv (1337MB)\n",
      "trip data/fhv_tripdata_2018-02.csv (1307MB)\n",
      "trip data/fhv_tripdata_2018-03.csv (1486MB)\n",
      "trip data/fhv_tripdata_2018-04.csv (1425MB)\n",
      "trip data/fhv_tripdata_2018-05.csv (1459MB)\n",
      "trip data/fhv_tripdata_2018-06.csv (1430MB)\n",
      "trip data/fhv_tripdata_2018-07.csv (1463MB)\n",
      "trip data/fhv_tripdata_2018-08.csv (1498MB)\n",
      "trip data/fhv_tripdata_2018-09.csv (1501MB)\n",
      "trip data/fhv_tripdata_2018-10.csv (1578MB)\n",
      "trip data/fhv_tripdata_2018-11.csv (1550MB)\n",
      "trip data/fhv_tripdata_2018-12.csv (1616MB)\n",
      "trip data/green_tripdata_2018-01.csv ( 68MB)\n",
      "trip data/green_tripdata_2018-02.csv ( 66MB)\n",
      "trip data/green_tripdata_2018-03.csv ( 71MB)\n",
      "trip data/green_tripdata_2018-04.csv ( 68MB)\n",
      "trip data/green_tripdata_2018-05.csv ( 68MB)\n",
      "trip data/green_tripdata_2018-06.csv ( 63MB)\n",
      "trip data/green_tripdata_2018-07.csv ( 58MB)\n",
      "trip data/green_tripdata_2018-08.csv ( 57MB)\n",
      "trip data/green_tripdata_2018-09.csv ( 57MB)\n",
      "trip data/green_tripdata_2018-10.csv ( 61MB)\n",
      "trip data/green_tripdata_2018-11.csv ( 56MB)\n",
      "trip data/green_tripdata_2018-12.csv ( 59MB)\n",
      "trip data/yellow_tripdata_2018-01.csv (736MB)\n",
      "trip data/yellow_tripdata_2018-02.csv (714MB)\n",
      "trip data/yellow_tripdata_2018-03.csv (793MB)\n",
      "trip data/yellow_tripdata_2018-04.csv (783MB)\n",
      "trip data/yellow_tripdata_2018-05.csv (777MB)\n",
      "trip data/yellow_tripdata_2018-06.csv (734MB)\n",
      "trip data/yellow_tripdata_2018-07.csv (660MB)\n",
      "trip data/yellow_tripdata_2018-08.csv (660MB)\n",
      "trip data/yellow_tripdata_2018-09.csv (677MB)\n",
      "trip data/yellow_tripdata_2018-10.csv (743MB)\n",
      "trip data/yellow_tripdata_2018-11.csv (686MB)\n",
      "trip data/yellow_tripdata_2018-12.csv (688MB)\n",
      "Matched file size is 26.4GB with 36 files\n",
      "Bucket nyc-tlc total size is 273.3GB with 251 files\n"
     ]
    }
   ],
   "source": [
    "cs.list_bucket_contents(bucket='nyc-tlc', match='2018')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VendorID</th>\n",
       "      <th>tpep_pickup_datetime</th>\n",
       "      <th>tpep_dropoff_datetime</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>trip_distance</th>\n",
       "      <th>RatecodeID</th>\n",
       "      <th>store_and_fwd_flag</th>\n",
       "      <th>PULocationID</th>\n",
       "      <th>DOLocationID</th>\n",
       "      <th>payment_type</th>\n",
       "      <th>fare_amount</th>\n",
       "      <th>extra</th>\n",
       "      <th>mta_tax</th>\n",
       "      <th>tip_amount</th>\n",
       "      <th>tolls_amount</th>\n",
       "      <th>improvement_surcharge</th>\n",
       "      <th>total_amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-06-01 00:15:40</td>\n",
       "      <td>2018-06-01 00:16:46</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>145</td>\n",
       "      <td>145</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>4.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-06-01 00:04:18</td>\n",
       "      <td>2018-06-01 00:09:18</td>\n",
       "      <td>1</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>230</td>\n",
       "      <td>161</td>\n",
       "      <td>1</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>8.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-06-01 00:14:39</td>\n",
       "      <td>2018-06-01 00:29:46</td>\n",
       "      <td>1</td>\n",
       "      <td>3.30</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>100</td>\n",
       "      <td>263</td>\n",
       "      <td>2</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>14.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-06-01 00:51:25</td>\n",
       "      <td>2018-06-01 00:51:29</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>145</td>\n",
       "      <td>145</td>\n",
       "      <td>2</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>3.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-06-01 00:55:06</td>\n",
       "      <td>2018-06-01 00:55:10</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>145</td>\n",
       "      <td>145</td>\n",
       "      <td>2</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>3.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-06-01 00:09:00</td>\n",
       "      <td>2018-06-01 00:24:01</td>\n",
       "      <td>1</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>161</td>\n",
       "      <td>234</td>\n",
       "      <td>1</td>\n",
       "      <td>11.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2.55</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>15.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-06-01 00:02:33</td>\n",
       "      <td>2018-06-01 00:13:01</td>\n",
       "      <td>2</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>163</td>\n",
       "      <td>233</td>\n",
       "      <td>1</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.95</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>11.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-06-01 00:13:23</td>\n",
       "      <td>2018-06-01 00:16:52</td>\n",
       "      <td>1</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>186</td>\n",
       "      <td>246</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>8.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>2018-06-01 00:24:29</td>\n",
       "      <td>2018-06-01 01:08:43</td>\n",
       "      <td>1</td>\n",
       "      <td>5.70</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>230</td>\n",
       "      <td>179</td>\n",
       "      <td>2</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>23.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2</td>\n",
       "      <td>2018-06-01 00:17:01</td>\n",
       "      <td>2018-06-01 00:23:16</td>\n",
       "      <td>1</td>\n",
       "      <td>0.85</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>179</td>\n",
       "      <td>223</td>\n",
       "      <td>2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>7.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   VendorID tpep_pickup_datetime tpep_dropoff_datetime  passenger_count  \\\n",
       "0         1  2018-06-01 00:15:40   2018-06-01 00:16:46                1   \n",
       "1         1  2018-06-01 00:04:18   2018-06-01 00:09:18                1   \n",
       "2         1  2018-06-01 00:14:39   2018-06-01 00:29:46                1   \n",
       "3         1  2018-06-01 00:51:25   2018-06-01 00:51:29                3   \n",
       "4         1  2018-06-01 00:55:06   2018-06-01 00:55:10                1   \n",
       "5         1  2018-06-01 00:09:00   2018-06-01 00:24:01                1   \n",
       "6         1  2018-06-01 00:02:33   2018-06-01 00:13:01                2   \n",
       "7         1  2018-06-01 00:13:23   2018-06-01 00:16:52                1   \n",
       "8         1  2018-06-01 00:24:29   2018-06-01 01:08:43                1   \n",
       "9         2  2018-06-01 00:17:01   2018-06-01 00:23:16                1   \n",
       "\n",
       "   trip_distance  RatecodeID store_and_fwd_flag  PULocationID  DOLocationID  \\\n",
       "0           0.00           1                  N           145           145   \n",
       "1           1.00           1                  N           230           161   \n",
       "2           3.30           1                  N           100           263   \n",
       "3           0.00           1                  N           145           145   \n",
       "4           0.00           1                  N           145           145   \n",
       "5           2.00           1                  N           161           234   \n",
       "6           1.50           1                  N           163           233   \n",
       "7           0.70           1                  N           186           246   \n",
       "8           5.70           1                  N           230           179   \n",
       "9           0.85           1                  N           179           223   \n",
       "\n",
       "   payment_type  fare_amount  extra  mta_tax  tip_amount  tolls_amount  \\\n",
       "0             2          3.0    0.5      0.5        0.00             0   \n",
       "1             1          5.5    0.5      0.5        1.35             0   \n",
       "2             2         13.0    0.5      0.5        0.00             0   \n",
       "3             2          2.5    0.5      0.5        0.00             0   \n",
       "4             2          2.5    0.5      0.5        0.00             0   \n",
       "5             1         11.5    0.5      0.5        2.55             0   \n",
       "6             1          8.5    0.5      0.5        1.95             0   \n",
       "7             1          5.0    0.5      0.5        1.85             0   \n",
       "8             2         22.0    0.5      0.5        0.00             0   \n",
       "9             2          6.0    0.5      0.5        0.00             0   \n",
       "\n",
       "   improvement_surcharge  total_amount  \n",
       "0                    0.3          4.30  \n",
       "1                    0.3          8.15  \n",
       "2                    0.3         14.30  \n",
       "3                    0.3          3.80  \n",
       "4                    0.3          3.80  \n",
       "5                    0.3         15.35  \n",
       "6                    0.3         11.75  \n",
       "7                    0.3          8.15  \n",
       "8                    0.3         23.30  \n",
       "9                    0.3          7.30  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.preview_csv_dataset(bucket='nyc-tlc', key='trip data/yellow_tripdata_2018-06.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File many-trips/trips-2018-06.csv already exists in S3 bucket cloudstory-demo\n"
     ]
    }
   ],
   "source": [
    "cs.copy_among_buckets(from_bucket='nyc-tlc', from_key='trip data/yellow_tripdata_2018-06.csv',\n",
    "                      to_bucket='cloudstory-demo', to_key='many-trips/trips-2018-06.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "few-trips/trips-2018-02.csv ( 66MB)\n",
      "many-trips/trips-2018-06.csv (734MB)\n",
      "Matched file size is 0.8GB with 2 files\n",
      "Bucket cloudstory-demo total size is 0.8GB with 8 files\n"
     ]
    }
   ],
   "source": [
    "cs.list_bucket_contents(bucket='cloudstory-demo', match='trips/trips')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "default\n",
      "odoc\n",
      "sampledb\n",
      "taxicatalog\n"
     ]
    }
   ],
   "source": [
    "cs.list_glue_databases()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "**Table: many_trips**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "Location: s3://open-data-analytics-taxi-trips/many-trips/"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "Created by: AWS-Crawler"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**Table: many_trips_well_formed**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "Location: s3://open-data-analytics-taxi-trips/many-trips-well-formed"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "Created by: manav"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cs.list_glue_tables('taxicatalog', verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vendor</th>\n",
       "      <th>passengers</th>\n",
       "      <th>distance</th>\n",
       "      <th>rate</th>\n",
       "      <th>pick_location</th>\n",
       "      <th>drop_location</th>\n",
       "      <th>payment_type</th>\n",
       "      <th>fare</th>\n",
       "      <th>extra_fare</th>\n",
       "      <th>tax</th>\n",
       "      <th>tip</th>\n",
       "      <th>toll</th>\n",
       "      <th>surcharge</th>\n",
       "      <th>total_fare</th>\n",
       "      <th>pick_when</th>\n",
       "      <th>drop_when</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6.60</td>\n",
       "      <td>1</td>\n",
       "      <td>68</td>\n",
       "      <td>179</td>\n",
       "      <td>1</td>\n",
       "      <td>29.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>7.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>38.50</td>\n",
       "      <td>2018-06-22 22:45:42</td>\n",
       "      <td>2018-06-22 23:28:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3.94</td>\n",
       "      <td>1</td>\n",
       "      <td>68</td>\n",
       "      <td>145</td>\n",
       "      <td>1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>4.46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>26.76</td>\n",
       "      <td>2018-06-22 22:03:29</td>\n",
       "      <td>2018-06-22 22:35:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.07</td>\n",
       "      <td>1</td>\n",
       "      <td>162</td>\n",
       "      <td>141</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>8.76</td>\n",
       "      <td>2018-06-22 21:58:47</td>\n",
       "      <td>2018-06-22 22:03:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.34</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>262</td>\n",
       "      <td>1</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>9.86</td>\n",
       "      <td>2018-06-22 22:12:02</td>\n",
       "      <td>2018-06-22 22:19:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.98</td>\n",
       "      <td>1</td>\n",
       "      <td>230</td>\n",
       "      <td>164</td>\n",
       "      <td>1</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.76</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>10.56</td>\n",
       "      <td>2018-06-22 22:41:30</td>\n",
       "      <td>2018-06-22 22:50:26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   vendor  passengers  distance  rate  pick_location  drop_location  \\\n",
       "0       1           1      6.60     1             68            179   \n",
       "1       2           1      3.94     1             68            145   \n",
       "2       2           2      1.07     1            162            141   \n",
       "3       2           2      1.34     1             43            262   \n",
       "4       2           2      0.98     1            230            164   \n",
       "\n",
       "   payment_type  fare  extra_fare  tax   tip  toll  surcharge  total_fare  \\\n",
       "0             1  29.5         0.5  0.5  7.70   0.0        0.3       38.50   \n",
       "1             1  21.0         0.5  0.5  4.46   0.0        0.3       26.76   \n",
       "2             1   6.0         0.5  0.5  1.46   0.0        0.3        8.76   \n",
       "3             1   7.5         0.5  0.5  1.06   0.0        0.3        9.86   \n",
       "4             1   7.5         0.5  0.5  1.76   0.0        0.3       10.56   \n",
       "\n",
       "             pick_when            drop_when  \n",
       "0  2018-06-22 22:45:42  2018-06-22 23:28:45  \n",
       "1  2018-06-22 22:03:29  2018-06-22 22:35:42  \n",
       "2  2018-06-22 21:58:47  2018-06-22 22:03:42  \n",
       "3  2018-06-22 22:12:02  2018-06-22 22:19:47  \n",
       "4  2018-06-22 22:41:30  2018-06-22 22:50:26  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_bucket = 'cloudstory-demo'\n",
    "folder = 'queries'\n",
    "query = 'SELECT * FROM \"taxicatalog\".\"many_trips_well_formed\" TABLESAMPLE BERNOULLI(100) LIMIT 1000;'\n",
    "\n",
    "df = cs.athena_query(query, output_bucket, folder)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(columns=['surcharge'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vendor</th>\n",
       "      <th>passengers</th>\n",
       "      <th>distance</th>\n",
       "      <th>rate</th>\n",
       "      <th>pick_location</th>\n",
       "      <th>drop_location</th>\n",
       "      <th>payment_type</th>\n",
       "      <th>fare</th>\n",
       "      <th>extra_fare</th>\n",
       "      <th>tax</th>\n",
       "      <th>tip</th>\n",
       "      <th>toll</th>\n",
       "      <th>total_fare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>vendor</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.185096</td>\n",
       "      <td>-0.049232</td>\n",
       "      <td>-0.023968</td>\n",
       "      <td>-0.006266</td>\n",
       "      <td>-0.043474</td>\n",
       "      <td>0.047347</td>\n",
       "      <td>-0.043924</td>\n",
       "      <td>0.042297</td>\n",
       "      <td>0.029859</td>\n",
       "      <td>-0.059914</td>\n",
       "      <td>-0.055073</td>\n",
       "      <td>-0.052490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passengers</th>\n",
       "      <td>0.185096</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.011999</td>\n",
       "      <td>-0.042392</td>\n",
       "      <td>-0.027093</td>\n",
       "      <td>0.040436</td>\n",
       "      <td>0.000552</td>\n",
       "      <td>-0.011337</td>\n",
       "      <td>0.039870</td>\n",
       "      <td>0.032664</td>\n",
       "      <td>-0.031162</td>\n",
       "      <td>-0.014131</td>\n",
       "      <td>-0.016065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>distance</th>\n",
       "      <td>-0.049232</td>\n",
       "      <td>-0.011999</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.330299</td>\n",
       "      <td>-0.094868</td>\n",
       "      <td>-0.011847</td>\n",
       "      <td>-0.070476</td>\n",
       "      <td>0.971913</td>\n",
       "      <td>-0.484805</td>\n",
       "      <td>-0.193433</td>\n",
       "      <td>0.509712</td>\n",
       "      <td>0.587999</td>\n",
       "      <td>0.959485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rate</th>\n",
       "      <td>-0.023968</td>\n",
       "      <td>-0.042392</td>\n",
       "      <td>0.330299</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.057474</td>\n",
       "      <td>-0.002393</td>\n",
       "      <td>-0.001214</td>\n",
       "      <td>0.359943</td>\n",
       "      <td>-0.776948</td>\n",
       "      <td>-0.799691</td>\n",
       "      <td>0.175212</td>\n",
       "      <td>0.381923</td>\n",
       "      <td>0.364526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pick_location</th>\n",
       "      <td>-0.006266</td>\n",
       "      <td>-0.027093</td>\n",
       "      <td>-0.094868</td>\n",
       "      <td>-0.057474</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.089591</td>\n",
       "      <td>0.000996</td>\n",
       "      <td>-0.100405</td>\n",
       "      <td>0.072302</td>\n",
       "      <td>0.034179</td>\n",
       "      <td>-0.079707</td>\n",
       "      <td>-0.061167</td>\n",
       "      <td>-0.103730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>drop_location</th>\n",
       "      <td>-0.043474</td>\n",
       "      <td>0.040436</td>\n",
       "      <td>-0.011847</td>\n",
       "      <td>-0.002393</td>\n",
       "      <td>0.089591</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.006777</td>\n",
       "      <td>-0.020390</td>\n",
       "      <td>-0.011366</td>\n",
       "      <td>-0.002550</td>\n",
       "      <td>-0.015630</td>\n",
       "      <td>0.051706</td>\n",
       "      <td>-0.014709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payment_type</th>\n",
       "      <td>0.047347</td>\n",
       "      <td>0.000552</td>\n",
       "      <td>-0.070476</td>\n",
       "      <td>-0.001214</td>\n",
       "      <td>0.000996</td>\n",
       "      <td>-0.006777</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.063844</td>\n",
       "      <td>0.048474</td>\n",
       "      <td>-0.042962</td>\n",
       "      <td>-0.566763</td>\n",
       "      <td>-0.068993</td>\n",
       "      <td>-0.159130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fare</th>\n",
       "      <td>-0.043924</td>\n",
       "      <td>-0.011337</td>\n",
       "      <td>0.971913</td>\n",
       "      <td>0.359943</td>\n",
       "      <td>-0.100405</td>\n",
       "      <td>-0.020390</td>\n",
       "      <td>-0.063844</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.462496</td>\n",
       "      <td>-0.195581</td>\n",
       "      <td>0.521340</td>\n",
       "      <td>0.578759</td>\n",
       "      <td>0.984248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>extra_fare</th>\n",
       "      <td>0.042297</td>\n",
       "      <td>0.039870</td>\n",
       "      <td>-0.484805</td>\n",
       "      <td>-0.776948</td>\n",
       "      <td>0.072302</td>\n",
       "      <td>-0.011366</td>\n",
       "      <td>0.048474</td>\n",
       "      <td>-0.462496</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.430180</td>\n",
       "      <td>-0.310931</td>\n",
       "      <td>-0.398426</td>\n",
       "      <td>-0.475491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tax</th>\n",
       "      <td>0.029859</td>\n",
       "      <td>0.032664</td>\n",
       "      <td>-0.193433</td>\n",
       "      <td>-0.799691</td>\n",
       "      <td>0.034179</td>\n",
       "      <td>-0.002550</td>\n",
       "      <td>-0.042962</td>\n",
       "      <td>-0.195581</td>\n",
       "      <td>0.430180</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.047933</td>\n",
       "      <td>-0.242445</td>\n",
       "      <td>-0.175241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tip</th>\n",
       "      <td>-0.059914</td>\n",
       "      <td>-0.031162</td>\n",
       "      <td>0.509712</td>\n",
       "      <td>0.175212</td>\n",
       "      <td>-0.079707</td>\n",
       "      <td>-0.015630</td>\n",
       "      <td>-0.566763</td>\n",
       "      <td>0.521340</td>\n",
       "      <td>-0.310931</td>\n",
       "      <td>0.047933</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.376381</td>\n",
       "      <td>0.647599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>toll</th>\n",
       "      <td>-0.055073</td>\n",
       "      <td>-0.014131</td>\n",
       "      <td>0.587999</td>\n",
       "      <td>0.381923</td>\n",
       "      <td>-0.061167</td>\n",
       "      <td>0.051706</td>\n",
       "      <td>-0.068993</td>\n",
       "      <td>0.578759</td>\n",
       "      <td>-0.398426</td>\n",
       "      <td>-0.242445</td>\n",
       "      <td>0.376381</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.648241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_fare</th>\n",
       "      <td>-0.052490</td>\n",
       "      <td>-0.016065</td>\n",
       "      <td>0.959485</td>\n",
       "      <td>0.364526</td>\n",
       "      <td>-0.103730</td>\n",
       "      <td>-0.014709</td>\n",
       "      <td>-0.159130</td>\n",
       "      <td>0.984248</td>\n",
       "      <td>-0.475491</td>\n",
       "      <td>-0.175241</td>\n",
       "      <td>0.647599</td>\n",
       "      <td>0.648241</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 vendor  passengers  distance      rate  pick_location  \\\n",
       "vendor         1.000000    0.185096 -0.049232 -0.023968      -0.006266   \n",
       "passengers     0.185096    1.000000 -0.011999 -0.042392      -0.027093   \n",
       "distance      -0.049232   -0.011999  1.000000  0.330299      -0.094868   \n",
       "rate          -0.023968   -0.042392  0.330299  1.000000      -0.057474   \n",
       "pick_location -0.006266   -0.027093 -0.094868 -0.057474       1.000000   \n",
       "drop_location -0.043474    0.040436 -0.011847 -0.002393       0.089591   \n",
       "payment_type   0.047347    0.000552 -0.070476 -0.001214       0.000996   \n",
       "fare          -0.043924   -0.011337  0.971913  0.359943      -0.100405   \n",
       "extra_fare     0.042297    0.039870 -0.484805 -0.776948       0.072302   \n",
       "tax            0.029859    0.032664 -0.193433 -0.799691       0.034179   \n",
       "tip           -0.059914   -0.031162  0.509712  0.175212      -0.079707   \n",
       "toll          -0.055073   -0.014131  0.587999  0.381923      -0.061167   \n",
       "total_fare    -0.052490   -0.016065  0.959485  0.364526      -0.103730   \n",
       "\n",
       "               drop_location  payment_type      fare  extra_fare       tax  \\\n",
       "vendor             -0.043474      0.047347 -0.043924    0.042297  0.029859   \n",
       "passengers          0.040436      0.000552 -0.011337    0.039870  0.032664   \n",
       "distance           -0.011847     -0.070476  0.971913   -0.484805 -0.193433   \n",
       "rate               -0.002393     -0.001214  0.359943   -0.776948 -0.799691   \n",
       "pick_location       0.089591      0.000996 -0.100405    0.072302  0.034179   \n",
       "drop_location       1.000000     -0.006777 -0.020390   -0.011366 -0.002550   \n",
       "payment_type       -0.006777      1.000000 -0.063844    0.048474 -0.042962   \n",
       "fare               -0.020390     -0.063844  1.000000   -0.462496 -0.195581   \n",
       "extra_fare         -0.011366      0.048474 -0.462496    1.000000  0.430180   \n",
       "tax                -0.002550     -0.042962 -0.195581    0.430180  1.000000   \n",
       "tip                -0.015630     -0.566763  0.521340   -0.310931  0.047933   \n",
       "toll                0.051706     -0.068993  0.578759   -0.398426 -0.242445   \n",
       "total_fare         -0.014709     -0.159130  0.984248   -0.475491 -0.175241   \n",
       "\n",
       "                    tip      toll  total_fare  \n",
       "vendor        -0.059914 -0.055073   -0.052490  \n",
       "passengers    -0.031162 -0.014131   -0.016065  \n",
       "distance       0.509712  0.587999    0.959485  \n",
       "rate           0.175212  0.381923    0.364526  \n",
       "pick_location -0.079707 -0.061167   -0.103730  \n",
       "drop_location -0.015630  0.051706   -0.014709  \n",
       "payment_type  -0.566763 -0.068993   -0.159130  \n",
       "fare           0.521340  0.578759    0.984248  \n",
       "extra_fare    -0.310931 -0.398426   -0.475491  \n",
       "tax            0.047933 -0.242445   -0.175241  \n",
       "tip            1.000000  0.376381    0.647599  \n",
       "toll           0.376381  1.000000    0.648241  \n",
       "total_fare     0.647599  0.648241    1.000000  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr = df.corr()\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cs.heatmap(corr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://s3.amazonaws.com/open-data-analytics-taxi-trips/images/traffic-in-manhattan.jpg\" width=\"1024\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_bucket = 'open-data-analytics-taxi-trips'\n",
    "cs.show_image(image_bucket, 'images/traffic-in-manhattan.jpg', 1024)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Car (100%)\n",
      "Transportation (100%)\n",
      "Vehicle (100%)\n",
      "Automobile (100%)\n",
      "Person (99%)\n",
      "Human (99%)\n",
      "Truck (98%)\n",
      "Wheel (96%)\n",
      "Machine (96%)\n",
      "Shoe (87%)\n",
      "Apparel (87%)\n",
      "Clothing (87%)\n",
      "Footwear (87%)\n",
      "Road (75%)\n",
      "Traffic Jam (73%)\n",
      "Town (73%)\n",
      "City (73%)\n",
      "Building (73%)\n",
      "Metropolis (73%)\n",
      "Urban (73%)\n",
      "Cab (71%)\n",
      "Taxi (71%)\n",
      "Traffic Light (68%)\n",
      "Light (68%)\n",
      "Neighborhood (62%)\n",
      "People (62%)\n",
      "Pedestrian (59%)\n"
     ]
    }
   ],
   "source": [
    "cs.image_labels(image_bucket, 'images/traffic-in-manhattan.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found Car 9 times.\n"
     ]
    }
   ],
   "source": [
    "cs.image_label_count(image_bucket, 'images/traffic-in-manhattan.jpg', 'Car')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found Truck 4 times.\n"
     ]
    }
   ],
   "source": [
    "cs.image_label_count(image_bucket, 'images/traffic-in-manhattan.jpg', 'Truck')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found Person 8 times.\n"
     ]
    }
   ],
   "source": [
    "cs.image_label_count(image_bucket, 'images/traffic-in-manhattan.jpg', 'Person')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://s3.amazonaws.com/open-data-analytics-taxi-trips/images/nyc-taxi-signs.jpeg\" width=\"1024\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.show_image(image_bucket, 'images/nyc-taxi-signs.jpeg', 1024)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Confidence</th>\n",
       "      <th>DetectedText</th>\n",
       "      <th>Id</th>\n",
       "      <th>ParentId</th>\n",
       "      <th>Type</th>\n",
       "      <th>Width</th>\n",
       "      <th>Height</th>\n",
       "      <th>Left</th>\n",
       "      <th>Top</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>91.874588</td>\n",
       "      <td>WAY</td>\n",
       "      <td>15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.028470</td>\n",
       "      <td>0.019385</td>\n",
       "      <td>0.599400</td>\n",
       "      <td>0.109109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>83.133957</td>\n",
       "      <td>6ASW</td>\n",
       "      <td>14</td>\n",
       "      <td>1.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.034089</td>\n",
       "      <td>0.018404</td>\n",
       "      <td>0.570143</td>\n",
       "      <td>0.126126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>94.518997</td>\n",
       "      <td>HAN'S</td>\n",
       "      <td>17</td>\n",
       "      <td>2.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.070971</td>\n",
       "      <td>0.032111</td>\n",
       "      <td>0.388597</td>\n",
       "      <td>0.187187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>99.643578</td>\n",
       "      <td>DELI</td>\n",
       "      <td>16</td>\n",
       "      <td>2.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.080892</td>\n",
       "      <td>0.041151</td>\n",
       "      <td>0.281320</td>\n",
       "      <td>0.201201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>90.439896</td>\n",
       "      <td>&amp;</td>\n",
       "      <td>18</td>\n",
       "      <td>3.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.027007</td>\n",
       "      <td>0.044044</td>\n",
       "      <td>0.364591</td>\n",
       "      <td>0.212212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>99.936119</td>\n",
       "      <td>GROCERY</td>\n",
       "      <td>19</td>\n",
       "      <td>3.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.150999</td>\n",
       "      <td>0.042149</td>\n",
       "      <td>0.399850</td>\n",
       "      <td>0.217217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>81.925537</td>\n",
       "      <td>ZiGi</td>\n",
       "      <td>20</td>\n",
       "      <td>4.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.027007</td>\n",
       "      <td>0.023035</td>\n",
       "      <td>0.595649</td>\n",
       "      <td>0.265265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>95.180290</td>\n",
       "      <td>SHOES</td>\n",
       "      <td>21</td>\n",
       "      <td>5.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.041695</td>\n",
       "      <td>0.019078</td>\n",
       "      <td>0.621906</td>\n",
       "      <td>0.269269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>91.584435</td>\n",
       "      <td>X29CONEYSL</td>\n",
       "      <td>23</td>\n",
       "      <td>5.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.108448</td>\n",
       "      <td>0.038509</td>\n",
       "      <td>0.887472</td>\n",
       "      <td>0.279279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>90.353638</td>\n",
       "      <td>x29</td>\n",
       "      <td>24</td>\n",
       "      <td>5.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.038896</td>\n",
       "      <td>0.033245</td>\n",
       "      <td>0.888972</td>\n",
       "      <td>0.282282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>96.308746</td>\n",
       "      <td>647</td>\n",
       "      <td>22</td>\n",
       "      <td>5.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.018755</td>\n",
       "      <td>0.016016</td>\n",
       "      <td>0.747937</td>\n",
       "      <td>0.293293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>97.540222</td>\n",
       "      <td>BROADWAY</td>\n",
       "      <td>25</td>\n",
       "      <td>6.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.055210</td>\n",
       "      <td>0.018034</td>\n",
       "      <td>0.768192</td>\n",
       "      <td>0.295295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>89.723869</td>\n",
       "      <td>NEW</td>\n",
       "      <td>27</td>\n",
       "      <td>7.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.033758</td>\n",
       "      <td>0.019019</td>\n",
       "      <td>0.587397</td>\n",
       "      <td>0.379379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>92.452881</td>\n",
       "      <td>YORK</td>\n",
       "      <td>28</td>\n",
       "      <td>7.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.035273</td>\n",
       "      <td>0.020034</td>\n",
       "      <td>0.618905</td>\n",
       "      <td>0.382382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>92.044113</td>\n",
       "      <td>CITY</td>\n",
       "      <td>29</td>\n",
       "      <td>7.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.027007</td>\n",
       "      <td>0.016016</td>\n",
       "      <td>0.655664</td>\n",
       "      <td>0.389389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>95.421768</td>\n",
       "      <td>food</td>\n",
       "      <td>26</td>\n",
       "      <td>7.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.033758</td>\n",
       "      <td>0.024024</td>\n",
       "      <td>0.555889</td>\n",
       "      <td>0.392392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>96.425499</td>\n",
       "      <td>WINE</td>\n",
       "      <td>33</td>\n",
       "      <td>8.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.043511</td>\n",
       "      <td>0.022022</td>\n",
       "      <td>0.592648</td>\n",
       "      <td>0.398398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>87.556793</td>\n",
       "      <td>LIon</td>\n",
       "      <td>31</td>\n",
       "      <td>8.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.041260</td>\n",
       "      <td>0.030030</td>\n",
       "      <td>0.336084</td>\n",
       "      <td>0.400400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>90.025558</td>\n",
       "      <td>KING</td>\n",
       "      <td>32</td>\n",
       "      <td>8.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.045022</td>\n",
       "      <td>0.033042</td>\n",
       "      <td>0.377344</td>\n",
       "      <td>0.400400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>96.632484</td>\n",
       "      <td>FOOD</td>\n",
       "      <td>35</td>\n",
       "      <td>8.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.043522</td>\n",
       "      <td>0.021034</td>\n",
       "      <td>0.645911</td>\n",
       "      <td>0.402402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>98.496071</td>\n",
       "      <td>THE</td>\n",
       "      <td>30</td>\n",
       "      <td>8.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.031508</td>\n",
       "      <td>0.023023</td>\n",
       "      <td>0.303826</td>\n",
       "      <td>0.403403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>91.229187</td>\n",
       "      <td>FESTIVALFOS</td>\n",
       "      <td>34</td>\n",
       "      <td>8.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.089278</td>\n",
       "      <td>0.021021</td>\n",
       "      <td>0.596399</td>\n",
       "      <td>0.419419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>71.623451</td>\n",
       "      <td>EME</td>\n",
       "      <td>36</td>\n",
       "      <td>9.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.029257</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.450113</td>\n",
       "      <td>0.426426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>88.608627</td>\n",
       "      <td>Oct.9-12</td>\n",
       "      <td>37</td>\n",
       "      <td>9.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.036773</td>\n",
       "      <td>0.016016</td>\n",
       "      <td>0.553638</td>\n",
       "      <td>0.437437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>91.010559</td>\n",
       "      <td>SALE</td>\n",
       "      <td>38</td>\n",
       "      <td>9.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.023788</td>\n",
       "      <td>0.018158</td>\n",
       "      <td>0.735934</td>\n",
       "      <td>0.452452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>80.209969</td>\n",
       "      <td>02</td>\n",
       "      <td>39</td>\n",
       "      <td>10.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.024027</td>\n",
       "      <td>0.021034</td>\n",
       "      <td>0.077269</td>\n",
       "      <td>0.488488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>85.682373</td>\n",
       "      <td>9214'',</td>\n",
       "      <td>40</td>\n",
       "      <td>11.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.112688</td>\n",
       "      <td>0.028068</td>\n",
       "      <td>0.762191</td>\n",
       "      <td>0.600601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>97.959709</td>\n",
       "      <td>TAXI</td>\n",
       "      <td>42</td>\n",
       "      <td>12.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.104583</td>\n",
       "      <td>0.052101</td>\n",
       "      <td>0.488372</td>\n",
       "      <td>0.716717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>96.415970</td>\n",
       "      <td>NYC</td>\n",
       "      <td>41</td>\n",
       "      <td>12.0</td>\n",
       "      <td>WORD</td>\n",
       "      <td>0.066138</td>\n",
       "      <td>0.036067</td>\n",
       "      <td>0.414104</td>\n",
       "      <td>0.736737</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Confidence DetectedText  Id  ParentId  Type     Width    Height      Left  \\\n",
       "14   91.874588          WAY  15       1.0  WORD  0.028470  0.019385  0.599400   \n",
       "15   83.133957         6ASW  14       1.0  WORD  0.034089  0.018404  0.570143   \n",
       "17   94.518997        HAN'S  17       2.0  WORD  0.070971  0.032111  0.388597   \n",
       "16   99.643578         DELI  16       2.0  WORD  0.080892  0.041151  0.281320   \n",
       "18   90.439896            &  18       3.0  WORD  0.027007  0.044044  0.364591   \n",
       "19   99.936119      GROCERY  19       3.0  WORD  0.150999  0.042149  0.399850   \n",
       "20   81.925537         ZiGi  20       4.0  WORD  0.027007  0.023035  0.595649   \n",
       "21   95.180290        SHOES  21       5.0  WORD  0.041695  0.019078  0.621906   \n",
       "22   91.584435   X29CONEYSL  23       5.0  WORD  0.108448  0.038509  0.887472   \n",
       "23   90.353638          x29  24       5.0  WORD  0.038896  0.033245  0.888972   \n",
       "24   96.308746          647  22       5.0  WORD  0.018755  0.016016  0.747937   \n",
       "25   97.540222     BROADWAY  25       6.0  WORD  0.055210  0.018034  0.768192   \n",
       "26   89.723869          NEW  27       7.0  WORD  0.033758  0.019019  0.587397   \n",
       "27   92.452881         YORK  28       7.0  WORD  0.035273  0.020034  0.618905   \n",
       "29   92.044113         CITY  29       7.0  WORD  0.027007  0.016016  0.655664   \n",
       "28   95.421768         food  26       7.0  WORD  0.033758  0.024024  0.555889   \n",
       "33   96.425499         WINE  33       8.0  WORD  0.043511  0.022022  0.592648   \n",
       "31   87.556793         LIon  31       8.0  WORD  0.041260  0.030030  0.336084   \n",
       "32   90.025558         KING  32       8.0  WORD  0.045022  0.033042  0.377344   \n",
       "34   96.632484         FOOD  35       8.0  WORD  0.043522  0.021034  0.645911   \n",
       "30   98.496071          THE  30       8.0  WORD  0.031508  0.023023  0.303826   \n",
       "36   91.229187  FESTIVALFOS  34       8.0  WORD  0.089278  0.021021  0.596399   \n",
       "35   71.623451          EME  36       9.0  WORD  0.029257  0.027027  0.450113   \n",
       "37   88.608627     Oct.9-12  37       9.0  WORD  0.036773  0.016016  0.553638   \n",
       "38   91.010559         SALE  38       9.0  WORD  0.023788  0.018158  0.735934   \n",
       "39   80.209969           02  39      10.0  WORD  0.024027  0.021034  0.077269   \n",
       "40   85.682373      9214'',  40      11.0  WORD  0.112688  0.028068  0.762191   \n",
       "41   97.959709         TAXI  42      12.0  WORD  0.104583  0.052101  0.488372   \n",
       "42   96.415970          NYC  41      12.0  WORD  0.066138  0.036067  0.414104   \n",
       "\n",
       "         Top  \n",
       "14  0.109109  \n",
       "15  0.126126  \n",
       "17  0.187187  \n",
       "16  0.201201  \n",
       "18  0.212212  \n",
       "19  0.217217  \n",
       "20  0.265265  \n",
       "21  0.269269  \n",
       "22  0.279279  \n",
       "23  0.282282  \n",
       "24  0.293293  \n",
       "25  0.295295  \n",
       "26  0.379379  \n",
       "27  0.382382  \n",
       "29  0.389389  \n",
       "28  0.392392  \n",
       "33  0.398398  \n",
       "31  0.400400  \n",
       "32  0.400400  \n",
       "34  0.402402  \n",
       "30  0.403403  \n",
       "36  0.419419  \n",
       "35  0.426426  \n",
       "37  0.437437  \n",
       "38  0.452452  \n",
       "39  0.488488  \n",
       "40  0.600601  \n",
       "41  0.716717  \n",
       "42  0.736737  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.image_text(image_bucket, 'images/nyc-taxi-signs.jpeg', sort_column='Top', parents=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://s3.amazonaws.com/open-data-analytics-taxi-trips/images/world-leaders.jpg\" width=\"1024\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.show_image(image_bucket, 'images/world-leaders.jpg', 1024)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MatchConfidence</th>\n",
       "      <th>Name</th>\n",
       "      <th>Urls</th>\n",
       "      <th>Width</th>\n",
       "      <th>Height</th>\n",
       "      <th>Left</th>\n",
       "      <th>Top</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4Ev8IX1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Chulabhorn</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.020202</td>\n",
       "      <td>0.038973</td>\n",
       "      <td>0.015152</td>\n",
       "      <td>0.424905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3J795K</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Manmohan Singh</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.018687</td>\n",
       "      <td>0.035171</td>\n",
       "      <td>0.131313</td>\n",
       "      <td>0.420152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>f0JR5e</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Mahinda Rajapaksa</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.016162</td>\n",
       "      <td>0.030418</td>\n",
       "      <td>0.145960</td>\n",
       "      <td>0.319392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>3n7tl2O</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Killah Priest</td>\n",
       "      <td>[www.imdb.com/name/nm0697334]</td>\n",
       "      <td>0.014646</td>\n",
       "      <td>0.027567</td>\n",
       "      <td>0.162121</td>\n",
       "      <td>0.290875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2gC0Tc0e</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Rosen Plevneliev</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.034221</td>\n",
       "      <td>0.179293</td>\n",
       "      <td>0.367871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3LR2lb6j</td>\n",
       "      <td>56.0</td>\n",
       "      <td>Jerry Harrison</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.017172</td>\n",
       "      <td>0.032319</td>\n",
       "      <td>0.227273</td>\n",
       "      <td>0.330798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4hD40O</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Thomas Boni Yayi</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.021717</td>\n",
       "      <td>0.040875</td>\n",
       "      <td>0.236364</td>\n",
       "      <td>0.399240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2F5LV4</td>\n",
       "      <td>63.0</td>\n",
       "      <td>Irwansyah</td>\n",
       "      <td>[www.imdb.com/name/nm2679097]</td>\n",
       "      <td>0.016667</td>\n",
       "      <td>0.031369</td>\n",
       "      <td>0.274747</td>\n",
       "      <td>0.340304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3hk2qj5G</td>\n",
       "      <td>98.0</td>\n",
       "      <td>Cristina Fernández de Kirchner</td>\n",
       "      <td>[www.imdb.com/name/nm3231417]</td>\n",
       "      <td>0.018687</td>\n",
       "      <td>0.035171</td>\n",
       "      <td>0.278283</td>\n",
       "      <td>0.414449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2sN1oC8s</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Jorge Carlos Fonseca</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.034221</td>\n",
       "      <td>0.280808</td>\n",
       "      <td>0.370722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3Ns4kC2b</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Sebastián Piñera</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.018687</td>\n",
       "      <td>0.035171</td>\n",
       "      <td>0.318687</td>\n",
       "      <td>0.374525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1qy7Yt8D</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Gurbanguly Berdimuhamedow</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.034221</td>\n",
       "      <td>0.334848</td>\n",
       "      <td>0.317490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1eA7EJ2W</td>\n",
       "      <td>63.0</td>\n",
       "      <td>Salim Durani</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.019192</td>\n",
       "      <td>0.036122</td>\n",
       "      <td>0.418687</td>\n",
       "      <td>0.331749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2vr4uV3M</td>\n",
       "      <td>95.0</td>\n",
       "      <td>Albert II, Prince of Monaco</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.017172</td>\n",
       "      <td>0.032319</td>\n",
       "      <td>0.463636</td>\n",
       "      <td>0.332700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4pv6OP8</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Nick Clegg</td>\n",
       "      <td>[www.imdb.com/name/nm2200958]</td>\n",
       "      <td>0.015152</td>\n",
       "      <td>0.028517</td>\n",
       "      <td>0.465152</td>\n",
       "      <td>0.255703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>pL8KD9X</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Denis Sassou Nguesso</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.018687</td>\n",
       "      <td>0.035171</td>\n",
       "      <td>0.472727</td>\n",
       "      <td>0.368821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>46JZ2c</td>\n",
       "      <td>97.0</td>\n",
       "      <td>Ban Ki-moon</td>\n",
       "      <td>[www.imdb.com/name/nm2559634]</td>\n",
       "      <td>0.022727</td>\n",
       "      <td>0.042776</td>\n",
       "      <td>0.526768</td>\n",
       "      <td>0.402091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2yG8Fe4x</td>\n",
       "      <td>79.0</td>\n",
       "      <td>Mem Fox</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.015152</td>\n",
       "      <td>0.028517</td>\n",
       "      <td>0.607071</td>\n",
       "      <td>0.351711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2nk8Bd0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Ali Bongo Ondimba</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.017172</td>\n",
       "      <td>0.032319</td>\n",
       "      <td>0.612121</td>\n",
       "      <td>0.381179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2aE2DV3K</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Susilo Bambang Yudhoyono</td>\n",
       "      <td>[www.imdb.com/name/nm2670444]</td>\n",
       "      <td>0.020707</td>\n",
       "      <td>0.038973</td>\n",
       "      <td>0.626263</td>\n",
       "      <td>0.403042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>3m4lC0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>Uhuru Kenyatta</td>\n",
       "      <td>[www.imdb.com/name/nm6045979]</td>\n",
       "      <td>0.017172</td>\n",
       "      <td>0.032319</td>\n",
       "      <td>0.650505</td>\n",
       "      <td>0.343156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>K8hL4i</td>\n",
       "      <td>67.0</td>\n",
       "      <td>Erkki Tuomioja</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.015152</td>\n",
       "      <td>0.028517</td>\n",
       "      <td>0.657071</td>\n",
       "      <td>0.280418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2KJ7KM8e</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Isatou Njie-Saidy</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.015657</td>\n",
       "      <td>0.029468</td>\n",
       "      <td>0.666162</td>\n",
       "      <td>0.396388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>aU4fU4</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Laura Chinchilla</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.034221</td>\n",
       "      <td>0.679798</td>\n",
       "      <td>0.429658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2DM2OT1F</td>\n",
       "      <td>91.0</td>\n",
       "      <td>Alpha Condé</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.017677</td>\n",
       "      <td>0.033270</td>\n",
       "      <td>0.708586</td>\n",
       "      <td>0.369772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4eh5t9f</td>\n",
       "      <td>99.0</td>\n",
       "      <td>Helle Thorning-Schmidt</td>\n",
       "      <td>[www.imdb.com/name/nm1525284]</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.034221</td>\n",
       "      <td>0.723232</td>\n",
       "      <td>0.399240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Em8cA8q</td>\n",
       "      <td>70.0</td>\n",
       "      <td>Ollanta Humala</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.017172</td>\n",
       "      <td>0.032319</td>\n",
       "      <td>0.766667</td>\n",
       "      <td>0.355513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4FT4On6a</td>\n",
       "      <td>94.0</td>\n",
       "      <td>Mariano Rajoy</td>\n",
       "      <td>[www.imdb.com/name/nm1775577]</td>\n",
       "      <td>0.016162</td>\n",
       "      <td>0.030418</td>\n",
       "      <td>0.786869</td>\n",
       "      <td>0.282319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1oa5Af1</td>\n",
       "      <td>73.0</td>\n",
       "      <td>James Van Praagh</td>\n",
       "      <td>[www.imdb.com/name/nm1070530]</td>\n",
       "      <td>0.016667</td>\n",
       "      <td>0.031369</td>\n",
       "      <td>0.806061</td>\n",
       "      <td>0.378327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>47mP82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>János Áder</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.034221</td>\n",
       "      <td>0.848485</td>\n",
       "      <td>0.365970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>16BU2ey</td>\n",
       "      <td>99.0</td>\n",
       "      <td>José Manuel Barroso</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.018687</td>\n",
       "      <td>0.035171</td>\n",
       "      <td>0.960606</td>\n",
       "      <td>0.408745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Id  MatchConfidence                            Name  \\\n",
       "3    4Ev8IX1            100.0                      Chulabhorn   \n",
       "5     3J795K            100.0                  Manmohan Singh   \n",
       "25    f0JR5e             90.0               Mahinda Rajapaksa   \n",
       "30   3n7tl2O             88.0                   Killah Priest   \n",
       "12  2gC0Tc0e            100.0                Rosen Plevneliev   \n",
       "19  3LR2lb6j             56.0                  Jerry Harrison   \n",
       "1     4hD40O            100.0                Thomas Boni Yayi   \n",
       "22    2F5LV4             63.0                       Irwansyah   \n",
       "8   3hk2qj5G             98.0  Cristina Fernández de Kirchner   \n",
       "13  2sN1oC8s            100.0            Jorge Carlos Fonseca   \n",
       "9   3Ns4kC2b            100.0                Sebastián Piñera   \n",
       "15  1qy7Yt8D            100.0       Gurbanguly Berdimuhamedow   \n",
       "4   1eA7EJ2W             63.0                    Salim Durani   \n",
       "20  2vr4uV3M             95.0     Albert II, Prince of Monaco   \n",
       "29   4pv6OP8             90.0                      Nick Clegg   \n",
       "7    pL8KD9X            100.0            Denis Sassou Nguesso   \n",
       "0     46JZ2c             97.0                     Ban Ki-moon   \n",
       "27  2yG8Fe4x             79.0                         Mem Fox   \n",
       "18   2nk8Bd0             58.0               Ali Bongo Ondimba   \n",
       "2   2aE2DV3K            100.0        Susilo Bambang Yudhoyono   \n",
       "17    3m4lC0             82.0                  Uhuru Kenyatta   \n",
       "28    K8hL4i             67.0                  Erkki Tuomioja   \n",
       "26  2KJ7KM8e            100.0               Isatou Njie-Saidy   \n",
       "14    aU4fU4            100.0                Laura Chinchilla   \n",
       "16  2DM2OT1F             91.0                     Alpha Condé   \n",
       "11   4eh5t9f             99.0          Helle Thorning-Schmidt   \n",
       "21   Em8cA8q             70.0                  Ollanta Humala   \n",
       "24  4FT4On6a             94.0                   Mariano Rajoy   \n",
       "23   1oa5Af1             73.0                James Van Praagh   \n",
       "10    47mP82             82.0                      János Áder   \n",
       "6    16BU2ey             99.0             José Manuel Barroso   \n",
       "\n",
       "                             Urls     Width    Height      Left       Top  \n",
       "3                              []  0.020202  0.038973  0.015152  0.424905  \n",
       "5                              []  0.018687  0.035171  0.131313  0.420152  \n",
       "25                             []  0.016162  0.030418  0.145960  0.319392  \n",
       "30  [www.imdb.com/name/nm0697334]  0.014646  0.027567  0.162121  0.290875  \n",
       "12                             []  0.018182  0.034221  0.179293  0.367871  \n",
       "19                             []  0.017172  0.032319  0.227273  0.330798  \n",
       "1                              []  0.021717  0.040875  0.236364  0.399240  \n",
       "22  [www.imdb.com/name/nm2679097]  0.016667  0.031369  0.274747  0.340304  \n",
       "8   [www.imdb.com/name/nm3231417]  0.018687  0.035171  0.278283  0.414449  \n",
       "13                             []  0.018182  0.034221  0.280808  0.370722  \n",
       "9                              []  0.018687  0.035171  0.318687  0.374525  \n",
       "15                             []  0.018182  0.034221  0.334848  0.317490  \n",
       "4                              []  0.019192  0.036122  0.418687  0.331749  \n",
       "20                             []  0.017172  0.032319  0.463636  0.332700  \n",
       "29  [www.imdb.com/name/nm2200958]  0.015152  0.028517  0.465152  0.255703  \n",
       "7                              []  0.018687  0.035171  0.472727  0.368821  \n",
       "0   [www.imdb.com/name/nm2559634]  0.022727  0.042776  0.526768  0.402091  \n",
       "27                             []  0.015152  0.028517  0.607071  0.351711  \n",
       "18                             []  0.017172  0.032319  0.612121  0.381179  \n",
       "2   [www.imdb.com/name/nm2670444]  0.020707  0.038973  0.626263  0.403042  \n",
       "17  [www.imdb.com/name/nm6045979]  0.017172  0.032319  0.650505  0.343156  \n",
       "28                             []  0.015152  0.028517  0.657071  0.280418  \n",
       "26                             []  0.015657  0.029468  0.666162  0.396388  \n",
       "14                             []  0.018182  0.034221  0.679798  0.429658  \n",
       "16                             []  0.017677  0.033270  0.708586  0.369772  \n",
       "11  [www.imdb.com/name/nm1525284]  0.018182  0.034221  0.723232  0.399240  \n",
       "21                             []  0.017172  0.032319  0.766667  0.355513  \n",
       "24  [www.imdb.com/name/nm1775577]  0.016162  0.030418  0.786869  0.282319  \n",
       "23  [www.imdb.com/name/nm1070530]  0.016667  0.031369  0.806061  0.378327  \n",
       "10                             []  0.018182  0.034221  0.848485  0.365970  \n",
       "6                              []  0.018687  0.035171  0.960606  0.408745  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.detect_celebs(image_bucket, 'images/world-leaders.jpg', sort_column='Left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "traffic_update = \"\"\"\n",
    "It is snowing and windy today in New York. The temperature is 50 degrees Fahrenheit. \n",
    "The traffic is slow 10 mph with several jams along the I-86.\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>TokenId</th>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>It</td>\n",
       "      <td>1</td>\n",
       "      <td>PRON</td>\n",
       "      <td>0.999971</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>is</td>\n",
       "      <td>2</td>\n",
       "      <td>VERB</td>\n",
       "      <td>0.557677</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>snowing</td>\n",
       "      <td>3</td>\n",
       "      <td>ADJ</td>\n",
       "      <td>0.687805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>and</td>\n",
       "      <td>4</td>\n",
       "      <td>CONJ</td>\n",
       "      <td>0.999998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>windy</td>\n",
       "      <td>5</td>\n",
       "      <td>ADJ</td>\n",
       "      <td>0.994336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>today</td>\n",
       "      <td>6</td>\n",
       "      <td>NOUN</td>\n",
       "      <td>0.999980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>31</td>\n",
       "      <td>33</td>\n",
       "      <td>in</td>\n",
       "      <td>7</td>\n",
       "      <td>ADP</td>\n",
       "      <td>0.999924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>34</td>\n",
       "      <td>37</td>\n",
       "      <td>New</td>\n",
       "      <td>8</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>0.999351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>38</td>\n",
       "      <td>42</td>\n",
       "      <td>York</td>\n",
       "      <td>9</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>0.998399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>.</td>\n",
       "      <td>10</td>\n",
       "      <td>PUNCT</td>\n",
       "      <td>0.999998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>44</td>\n",
       "      <td>47</td>\n",
       "      <td>The</td>\n",
       "      <td>11</td>\n",
       "      <td>DET</td>\n",
       "      <td>0.999979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>48</td>\n",
       "      <td>59</td>\n",
       "      <td>temperature</td>\n",
       "      <td>12</td>\n",
       "      <td>NOUN</td>\n",
       "      <td>0.999760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>is</td>\n",
       "      <td>13</td>\n",
       "      <td>VERB</td>\n",
       "      <td>0.998011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>63</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>14</td>\n",
       "      <td>NUM</td>\n",
       "      <td>0.999716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>66</td>\n",
       "      <td>73</td>\n",
       "      <td>degrees</td>\n",
       "      <td>15</td>\n",
       "      <td>NOUN</td>\n",
       "      <td>0.999700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>74</td>\n",
       "      <td>84</td>\n",
       "      <td>Fahrenheit</td>\n",
       "      <td>16</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>0.950743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>.</td>\n",
       "      <td>17</td>\n",
       "      <td>PUNCT</td>\n",
       "      <td>0.999994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>87</td>\n",
       "      <td>90</td>\n",
       "      <td>The</td>\n",
       "      <td>18</td>\n",
       "      <td>DET</td>\n",
       "      <td>0.999975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>91</td>\n",
       "      <td>98</td>\n",
       "      <td>traffic</td>\n",
       "      <td>19</td>\n",
       "      <td>NOUN</td>\n",
       "      <td>0.999450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>99</td>\n",
       "      <td>101</td>\n",
       "      <td>is</td>\n",
       "      <td>20</td>\n",
       "      <td>VERB</td>\n",
       "      <td>0.965014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>102</td>\n",
       "      <td>106</td>\n",
       "      <td>slow</td>\n",
       "      <td>21</td>\n",
       "      <td>ADJ</td>\n",
       "      <td>0.815718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>107</td>\n",
       "      <td>109</td>\n",
       "      <td>10</td>\n",
       "      <td>22</td>\n",
       "      <td>NUM</td>\n",
       "      <td>0.999991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>110</td>\n",
       "      <td>113</td>\n",
       "      <td>mph</td>\n",
       "      <td>23</td>\n",
       "      <td>NOUN</td>\n",
       "      <td>0.988531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>114</td>\n",
       "      <td>118</td>\n",
       "      <td>with</td>\n",
       "      <td>24</td>\n",
       "      <td>ADP</td>\n",
       "      <td>0.973397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>119</td>\n",
       "      <td>126</td>\n",
       "      <td>several</td>\n",
       "      <td>25</td>\n",
       "      <td>ADJ</td>\n",
       "      <td>0.999647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>127</td>\n",
       "      <td>131</td>\n",
       "      <td>jams</td>\n",
       "      <td>26</td>\n",
       "      <td>NOUN</td>\n",
       "      <td>0.999936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>132</td>\n",
       "      <td>137</td>\n",
       "      <td>along</td>\n",
       "      <td>27</td>\n",
       "      <td>ADP</td>\n",
       "      <td>0.997718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>138</td>\n",
       "      <td>141</td>\n",
       "      <td>the</td>\n",
       "      <td>28</td>\n",
       "      <td>DET</td>\n",
       "      <td>0.999960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>142</td>\n",
       "      <td>143</td>\n",
       "      <td>I</td>\n",
       "      <td>29</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>0.745183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>143</td>\n",
       "      <td>144</td>\n",
       "      <td>-</td>\n",
       "      <td>30</td>\n",
       "      <td>PUNCT</td>\n",
       "      <td>0.999858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>144</td>\n",
       "      <td>146</td>\n",
       "      <td>86</td>\n",
       "      <td>31</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>0.684016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>146</td>\n",
       "      <td>147</td>\n",
       "      <td>.</td>\n",
       "      <td>32</td>\n",
       "      <td>PUNCT</td>\n",
       "      <td>0.999985</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    BeginOffset  EndOffset         Text  TokenId    Tag     Score\n",
       "0             1          3           It        1   PRON  0.999971\n",
       "1             4          6           is        2   VERB  0.557677\n",
       "2             7         14      snowing        3    ADJ  0.687805\n",
       "3            15         18          and        4   CONJ  0.999998\n",
       "4            19         24        windy        5    ADJ  0.994336\n",
       "5            25         30        today        6   NOUN  0.999980\n",
       "6            31         33           in        7    ADP  0.999924\n",
       "7            34         37          New        8  PROPN  0.999351\n",
       "8            38         42         York        9  PROPN  0.998399\n",
       "9            42         43            .       10  PUNCT  0.999998\n",
       "10           44         47          The       11    DET  0.999979\n",
       "11           48         59  temperature       12   NOUN  0.999760\n",
       "12           60         62           is       13   VERB  0.998011\n",
       "13           63         65           50       14    NUM  0.999716\n",
       "14           66         73      degrees       15   NOUN  0.999700\n",
       "15           74         84   Fahrenheit       16  PROPN  0.950743\n",
       "16           84         85            .       17  PUNCT  0.999994\n",
       "17           87         90          The       18    DET  0.999975\n",
       "18           91         98      traffic       19   NOUN  0.999450\n",
       "19           99        101           is       20   VERB  0.965014\n",
       "20          102        106         slow       21    ADJ  0.815718\n",
       "21          107        109           10       22    NUM  0.999991\n",
       "22          110        113          mph       23   NOUN  0.988531\n",
       "23          114        118         with       24    ADP  0.973397\n",
       "24          119        126      several       25    ADJ  0.999647\n",
       "25          127        131         jams       26   NOUN  0.999936\n",
       "26          132        137        along       27    ADP  0.997718\n",
       "27          138        141          the       28    DET  0.999960\n",
       "28          142        143            I       29  PROPN  0.745183\n",
       "29          143        144            -       30  PUNCT  0.999858\n",
       "30          144        146           86       31  PROPN  0.684016\n",
       "31          146        147            .       32  PUNCT  0.999985"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.comprehend_syntax(traffic_update)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <th></th>\n",
       "      <th>BeginOffset</th>\n",
       "      <th>EndOffset</th>\n",
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       "      <th>Text</th>\n",
       "      <th>Type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>0.839589</td>\n",
       "      <td>today</td>\n",
       "      <td>DATE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34</td>\n",
       "      <td>42</td>\n",
       "      <td>0.998423</td>\n",
       "      <td>New York</td>\n",
       "      <td>LOCATION</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>63</td>\n",
       "      <td>84</td>\n",
       "      <td>0.984396</td>\n",
       "      <td>50 degrees Fahrenheit</td>\n",
       "      <td>QUANTITY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>107</td>\n",
       "      <td>113</td>\n",
       "      <td>0.992498</td>\n",
       "      <td>10 mph</td>\n",
       "      <td>QUANTITY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>142</td>\n",
       "      <td>146</td>\n",
       "      <td>0.990993</td>\n",
       "      <td>I-86</td>\n",
       "      <td>LOCATION</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   BeginOffset  EndOffset     Score                   Text      Type\n",
       "0           25         30  0.839589                  today      DATE\n",
       "1           34         42  0.998423               New York  LOCATION\n",
       "2           63         84  0.984396  50 degrees Fahrenheit  QUANTITY\n",
       "3          107        113  0.992498                 10 mph  QUANTITY\n",
       "4          142        146  0.990993                   I-86  LOCATION"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.comprehend_entities(traffic_update)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BeginOffset</th>\n",
       "      <th>EndOffset</th>\n",
       "      <th>Score</th>\n",
       "      <th>Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>0.988285</td>\n",
       "      <td>today</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34</td>\n",
       "      <td>42</td>\n",
       "      <td>0.997397</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>44</td>\n",
       "      <td>59</td>\n",
       "      <td>0.999752</td>\n",
       "      <td>The temperature</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63</td>\n",
       "      <td>73</td>\n",
       "      <td>0.789843</td>\n",
       "      <td>50 degrees</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>87</td>\n",
       "      <td>98</td>\n",
       "      <td>0.999843</td>\n",
       "      <td>The traffic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>107</td>\n",
       "      <td>113</td>\n",
       "      <td>0.924737</td>\n",
       "      <td>10 mph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>119</td>\n",
       "      <td>131</td>\n",
       "      <td>0.998428</td>\n",
       "      <td>several jams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>138</td>\n",
       "      <td>146</td>\n",
       "      <td>0.997108</td>\n",
       "      <td>the I-86</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   BeginOffset  EndOffset     Score             Text\n",
       "0           25         30  0.988285            today\n",
       "1           34         42  0.997397         New York\n",
       "2           44         59  0.999752  The temperature\n",
       "3           63         73  0.789843       50 degrees\n",
       "4           87         98  0.999843      The traffic\n",
       "5          107        113  0.924737           10 mph\n",
       "6          119        131  0.998428     several jams\n",
       "7          138        146  0.997108         the I-86"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.comprehend_phrases(traffic_update)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Positive': 0.04090394824743271,\n",
       " 'Negative': 0.3745909333229065,\n",
       " 'Neutral': 0.5641733407974243,\n",
       " 'Mixed': 0.020331736654043198}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.comprehend_sentiment(traffic_update)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div align=\"middle\">\n",
       "        <video width=\"100%\" controls>\n",
       "        <source src=\"https://s3.amazonaws.com/cloudstory/notebooks-media/alexa-for-business-people.mp4\" type=\"video/mp4\">\n",
       "        </video>\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bucket='cloudstory'\n",
    "key='notebooks-media/alexa-for-business-people.mp4'\n",
    "\n",
    "cs.show_video(bucket, key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'5855124c8122c782350a7f3deb169dee97a5377b6c5f5577186c6f1e4e2171ec'"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jobId = cs.video_labels_job(bucket, key)\n",
    "jobId"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'In Progress...'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Getting Labels...'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Video Duration (ms): 11345'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'FrameRate: 23'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Succeeded in detecting 1256 labels.'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>LabelName</th>\n",
       "      <th>Score</th>\n",
       "      <th>Instances</th>\n",
       "      <th>ParentsCount</th>\n",
       "      <th>Parents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>66.54</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>Audience</td>\n",
       "      <td>50.53</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Person, Crowd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>Building</td>\n",
       "      <td>60.53</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>66.54</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Coat</td>\n",
       "      <td>66.54</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Clothing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>Computer</td>\n",
       "      <td>82.03</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>Conference Room</td>\n",
       "      <td>86.87</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Room, Indoors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>Crowd</td>\n",
       "      <td>54.35</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Person</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>82.03</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>76.07</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Timestamp        LabelName  Score  Instances  ParentsCount        Parents\n",
       "0          0          Apparel  66.54          0             0               \n",
       "1          0         Audience  50.53          0             2  Person, Crowd\n",
       "2          0         Building  60.53          0             0               \n",
       "3          0         Clothing  66.54          0             0               \n",
       "4          0             Coat  66.54          0             1       Clothing\n",
       "5          0         Computer  82.03          0             1    Electronics\n",
       "6          0  Conference Room  86.87          0             2  Room, Indoors\n",
       "7          0            Crowd  54.35          0             1         Person\n",
       "8          0      Electronics  82.03          0             0               \n",
       "9          0        Furniture  76.07          0             0               "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = cs.video_labels_result(jobId)\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'nce Room Crowd Electronics Furniture Hardware Human Indoors Interview Meeting Room Mouse Office Office Building Overcoat People Person Room Sitting Speech Suit Table Apparel Audience Building Clothing Coat Computer Conference Room Crowd Electronics Furniture Hardware Human Indoors Interview Meeting Room Mouse Office Office Building Overcoat People Person Room Sitting Speech Suit Table Apparel Audience Building Clothing Coat Computer Conference Room Crowd Electronics Furniture Hardware Human Indo'"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = cs.video_labels_text(df)\n",
    "text[500:1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cs.video_labels_wordcloud(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>LabelName</th>\n",
       "      <th>Score</th>\n",
       "      <th>Instances</th>\n",
       "      <th>ParentsCount</th>\n",
       "      <th>Parents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.76</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>166</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.76</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>375</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.76</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>583</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.76</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>792</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.77</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>959</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.77</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1167</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.77</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>1376</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.73</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>1584</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.69</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1793</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.65</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>1960</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.63</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>2168</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.59</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>2377</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.54</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>2585</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.48</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>2794</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.40</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>2961</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.31</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>3169</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.23</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>3378</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.20</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>3586</td>\n",
       "      <td>Person</td>\n",
       "      <td>80.42</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>3795</td>\n",
       "      <td>Person</td>\n",
       "      <td>60.30</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>4379</td>\n",
       "      <td>Person</td>\n",
       "      <td>60.73</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>4587</td>\n",
       "      <td>Person</td>\n",
       "      <td>80.97</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>4796</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.86</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>4963</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.87</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>5171</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.87</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>5380</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.85</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>5588</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.84</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>5797</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.81</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>5964</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.79</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>6172</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.77</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>6381</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.77</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>6589</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.77</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>6798</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.76</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>6965</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.76</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>7173</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.57</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>7382</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.41</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>7590</td>\n",
       "      <td>Person</td>\n",
       "      <td>98.96</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>7799</td>\n",
       "      <td>Person</td>\n",
       "      <td>98.73</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>7966</td>\n",
       "      <td>Person</td>\n",
       "      <td>98.56</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>8174</td>\n",
       "      <td>Person</td>\n",
       "      <td>98.60</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>8383</td>\n",
       "      <td>Person</td>\n",
       "      <td>98.63</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>8591</td>\n",
       "      <td>Person</td>\n",
       "      <td>98.92</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>8758</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.08</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>8967</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.16</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>9175</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.27</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>9384</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.35</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>9592</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.51</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>9759</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.58</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1089</th>\n",
       "      <td>9968</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.70</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1115</th>\n",
       "      <td>10176</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.79</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>10385</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.87</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>10593</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.85</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>10760</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.82</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>10969</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.81</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1246</th>\n",
       "      <td>11177</td>\n",
       "      <td>Person</td>\n",
       "      <td>99.79</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Timestamp LabelName  Score  Instances  ParentsCount Parents\n",
       "20            0    Person  99.76          4             0        \n",
       "46          166    Person  99.76          4             0        \n",
       "72          375    Person  99.76          4             0        \n",
       "98          583    Person  99.76          4             0        \n",
       "125         792    Person  99.77          4             0        \n",
       "151         959    Person  99.77          4             0        \n",
       "176        1167    Person  99.77          4             0        \n",
       "198        1376    Person  99.73          4             0        \n",
       "215        1584    Person  99.69          4             0        \n",
       "228        1793    Person  99.65          2             0        \n",
       "242        1960    Person  99.63          2             0        \n",
       "259        2168    Person  99.59          2             0        \n",
       "275        2377    Person  99.54          2             0        \n",
       "291        2585    Person  99.48          2             0        \n",
       "307        2794    Person  99.40          2             0        \n",
       "326        2961    Person  99.31          2             0        \n",
       "344        3169    Person  99.23          2             0        \n",
       "361        3378    Person  99.20          2             0        \n",
       "375        3586    Person  80.42          2             0        \n",
       "385        3795    Person  60.30          2             0        \n",
       "409        4379    Person  60.73          4             0        \n",
       "423        4587    Person  80.97          5             0        \n",
       "445        4796    Person  99.86          6             0        \n",
       "473        4963    Person  99.87          6             0        \n",
       "500        5171    Person  99.87          6             0        \n",
       "523        5380    Person  99.85          6             0        \n",
       "542        5588    Person  99.84          6             0        \n",
       "562        5797    Person  99.81          4             0        \n",
       "585        5964    Person  99.79          4             0        \n",
       "610        6172    Person  99.77          4             0        \n",
       "636        6381    Person  99.77          4             0        \n",
       "661        6589    Person  99.77          4             0        \n",
       "684        6798    Person  99.76          4             0        \n",
       "703        6965    Person  99.76          4             0        \n",
       "724        7173    Person  99.57          4             0        \n",
       "748        7382    Person  99.41          4             0        \n",
       "772        7590    Person  98.96          3             0        \n",
       "798        7799    Person  98.73          3             0        \n",
       "824        7966    Person  98.56          3             0        \n",
       "851        8174    Person  98.60          3             0        \n",
       "878        8383    Person  98.63          3             0        \n",
       "905        8591    Person  98.92          3             0        \n",
       "932        8758    Person  99.08          3             0        \n",
       "959        8967    Person  99.16          3             0        \n",
       "985        9175    Person  99.27          3             0        \n",
       "1011       9384    Person  99.35          3             0        \n",
       "1037       9592    Person  99.51          3             0        \n",
       "1060       9759    Person  99.58          3             0        \n",
       "1089       9968    Person  99.70         12             0        \n",
       "1115      10176    Person  99.79         12             0        \n",
       "1143      10385    Person  99.87         10             0        \n",
       "1171      10593    Person  99.85          6             0        \n",
       "1195      10760    Person  99.82          7             0        \n",
       "1220      10969    Person  99.81          6             0        \n",
       "1246      11177    Person  99.79          6             0        "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.video_labels_search(df, 'LabelName', 'Person')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>LabelName</th>\n",
       "      <th>Score</th>\n",
       "      <th>Instances</th>\n",
       "      <th>ParentsCount</th>\n",
       "      <th>Parents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>82.03</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Electronics, Hardware, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>166</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>83.93</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Electronics, Hardware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>375</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>85.22</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Hardware, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>583</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>87.57</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Hardware, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>792</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>89.41</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Hardware, Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>792</td>\n",
       "      <td>Pc</td>\n",
       "      <td>50.10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>959</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>89.70</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Hardware, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>1167</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>90.15</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Electronics, Computer, Hardware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>1376</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>73.25</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Electronics, Hardware, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>1584</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>55.04</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Hardware, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>5797</td>\n",
       "      <td>Pc</td>\n",
       "      <td>50.37</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>5964</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>67.05</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Hardware, Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>5964</td>\n",
       "      <td>Pc</td>\n",
       "      <td>51.90</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>6172</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>83.16</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Electronics, Hardware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>6172</td>\n",
       "      <td>Pc</td>\n",
       "      <td>53.31</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>6381</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>84.25</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Electronics, Computer, Hardware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>6381</td>\n",
       "      <td>Pc</td>\n",
       "      <td>53.09</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>6589</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>84.47</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Electronics, Hardware, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>6589</td>\n",
       "      <td>Pc</td>\n",
       "      <td>53.37</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Electronics, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>6798</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>83.63</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Electronics, Hardware, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>6798</td>\n",
       "      <td>Pc</td>\n",
       "      <td>53.33</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Electronics, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>6965</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>82.93</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Hardware, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>6965</td>\n",
       "      <td>Pc</td>\n",
       "      <td>53.48</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>7173</td>\n",
       "      <td>Mouse</td>\n",
       "      <td>66.84</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Hardware, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>7173</td>\n",
       "      <td>Pc</td>\n",
       "      <td>61.54</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>7382</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>57.33</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Pc, Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>7382</td>\n",
       "      <td>Pc</td>\n",
       "      <td>70.09</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>7590</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>65.76</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Pc, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>7590</td>\n",
       "      <td>Pc</td>\n",
       "      <td>79.20</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>7799</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>73.28</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Electronics, Computer, Pc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>7799</td>\n",
       "      <td>Pc</td>\n",
       "      <td>87.87</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Electronics, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>7966</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>81.46</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Electronics, Computer, Pc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>7966</td>\n",
       "      <td>Pc</td>\n",
       "      <td>96.47</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Electronics, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>8174</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>81.36</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Pc, Electronics, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>8174</td>\n",
       "      <td>Pc</td>\n",
       "      <td>97.02</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Electronics, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>8383</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>82.76</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Pc, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>8383</td>\n",
       "      <td>Pc</td>\n",
       "      <td>97.62</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>8591</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>83.73</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Pc, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>8591</td>\n",
       "      <td>Pc</td>\n",
       "      <td>97.65</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>927</th>\n",
       "      <td>8758</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>85.55</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Electronics, Pc, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>8758</td>\n",
       "      <td>Pc</td>\n",
       "      <td>97.95</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Electronics, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>8967</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>85.10</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Pc, Electronics, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>8967</td>\n",
       "      <td>Pc</td>\n",
       "      <td>97.64</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Electronics, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>9175</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>84.59</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Electronics, Pc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>9175</td>\n",
       "      <td>Pc</td>\n",
       "      <td>97.41</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>9384</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>83.80</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Computer, Electronics, Pc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>9384</td>\n",
       "      <td>Pc</td>\n",
       "      <td>97.35</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>9592</td>\n",
       "      <td>Laptop</td>\n",
       "      <td>67.26</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Pc, Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>9592</td>\n",
       "      <td>Pc</td>\n",
       "      <td>85.71</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>9759</td>\n",
       "      <td>Pc</td>\n",
       "      <td>72.86</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Electronics, Computer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088</th>\n",
       "      <td>9968</td>\n",
       "      <td>Pc</td>\n",
       "      <td>60.99</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Computer, Electronics</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Timestamp LabelName  Score  Instances  ParentsCount  \\\n",
       "15            0     Mouse  82.03          1             3   \n",
       "41          166     Mouse  83.93          1             3   \n",
       "67          375     Mouse  85.22          1             3   \n",
       "93          583     Mouse  87.57          1             3   \n",
       "119         792     Mouse  89.41          1             3   \n",
       "123         792        Pc  50.10          0             2   \n",
       "146         959     Mouse  89.70          1             3   \n",
       "172        1167     Mouse  90.15          1             3   \n",
       "195        1376     Mouse  73.25          1             3   \n",
       "214        1584     Mouse  55.04          1             3   \n",
       "560        5797        Pc  50.37          0             2   \n",
       "580        5964     Mouse  67.05          1             3   \n",
       "584        5964        Pc  51.90          0             2   \n",
       "605        6172     Mouse  83.16          1             3   \n",
       "609        6172        Pc  53.31          0             2   \n",
       "631        6381     Mouse  84.25          1             3   \n",
       "635        6381        Pc  53.09          0             2   \n",
       "657        6589     Mouse  84.47          1             3   \n",
       "660        6589        Pc  53.37          0             2   \n",
       "680        6798     Mouse  83.63          1             3   \n",
       "683        6798        Pc  53.33          0             2   \n",
       "699        6965     Mouse  82.93          1             3   \n",
       "702        6965        Pc  53.48          0             2   \n",
       "720        7173     Mouse  66.84          1             3   \n",
       "723        7173        Pc  61.54          0             2   \n",
       "744        7382    Laptop  57.33          0             3   \n",
       "747        7382        Pc  70.09          0             2   \n",
       "768        7590    Laptop  65.76          1             3   \n",
       "771        7590        Pc  79.20          0             2   \n",
       "793        7799    Laptop  73.28          1             3   \n",
       "797        7799        Pc  87.87          0             2   \n",
       "819        7966    Laptop  81.46          1             3   \n",
       "823        7966        Pc  96.47          0             2   \n",
       "846        8174    Laptop  81.36          1             3   \n",
       "850        8174        Pc  97.02          0             2   \n",
       "873        8383    Laptop  82.76          1             3   \n",
       "877        8383        Pc  97.62          0             2   \n",
       "900        8591    Laptop  83.73          1             3   \n",
       "904        8591        Pc  97.65          0             2   \n",
       "927        8758    Laptop  85.55          1             3   \n",
       "931        8758        Pc  97.95          0             2   \n",
       "954        8967    Laptop  85.10          1             3   \n",
       "958        8967        Pc  97.64          0             2   \n",
       "980        9175    Laptop  84.59          1             3   \n",
       "984        9175        Pc  97.41          0             2   \n",
       "1006       9384    Laptop  83.80          1             3   \n",
       "1010       9384        Pc  97.35          0             2   \n",
       "1032       9592    Laptop  67.26          1             3   \n",
       "1036       9592        Pc  85.71          0             2   \n",
       "1059       9759        Pc  72.86          0             2   \n",
       "1088       9968        Pc  60.99          0             2   \n",
       "\n",
       "                              Parents  \n",
       "15    Electronics, Hardware, Computer  \n",
       "41    Computer, Electronics, Hardware  \n",
       "67    Computer, Hardware, Electronics  \n",
       "93    Computer, Hardware, Electronics  \n",
       "119   Hardware, Computer, Electronics  \n",
       "123             Computer, Electronics  \n",
       "146   Computer, Hardware, Electronics  \n",
       "172   Electronics, Computer, Hardware  \n",
       "195   Electronics, Hardware, Computer  \n",
       "214   Computer, Hardware, Electronics  \n",
       "560             Computer, Electronics  \n",
       "580   Hardware, Computer, Electronics  \n",
       "584             Computer, Electronics  \n",
       "605   Computer, Electronics, Hardware  \n",
       "609             Computer, Electronics  \n",
       "631   Electronics, Computer, Hardware  \n",
       "635             Computer, Electronics  \n",
       "657   Electronics, Hardware, Computer  \n",
       "660             Electronics, Computer  \n",
       "680   Electronics, Hardware, Computer  \n",
       "683             Electronics, Computer  \n",
       "699   Computer, Hardware, Electronics  \n",
       "702             Computer, Electronics  \n",
       "720   Computer, Hardware, Electronics  \n",
       "723             Computer, Electronics  \n",
       "744         Pc, Computer, Electronics  \n",
       "747             Computer, Electronics  \n",
       "768         Computer, Pc, Electronics  \n",
       "771             Computer, Electronics  \n",
       "793         Electronics, Computer, Pc  \n",
       "797             Electronics, Computer  \n",
       "819         Electronics, Computer, Pc  \n",
       "823             Electronics, Computer  \n",
       "846         Pc, Electronics, Computer  \n",
       "850             Electronics, Computer  \n",
       "873         Computer, Pc, Electronics  \n",
       "877             Computer, Electronics  \n",
       "900         Computer, Pc, Electronics  \n",
       "904             Computer, Electronics  \n",
       "927         Electronics, Pc, Computer  \n",
       "931             Electronics, Computer  \n",
       "954         Pc, Electronics, Computer  \n",
       "958             Electronics, Computer  \n",
       "980         Computer, Electronics, Pc  \n",
       "984             Computer, Electronics  \n",
       "1006        Computer, Electronics, Pc  \n",
       "1010            Computer, Electronics  \n",
       "1032        Pc, Computer, Electronics  \n",
       "1036            Computer, Electronics  \n",
       "1059            Electronics, Computer  \n",
       "1088            Computer, Electronics  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.video_labels_search(df, 'Parents', 'Computer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Displaying stats on number of instances for label \"Person\"\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
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       "      <th>Score</th>\n",
       "      <th>Instances</th>\n",
       "      <th>ParentsCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>55.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5633.072727</td>\n",
       "      <td>97.434545</td>\n",
       "      <td>4.145455</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3366.954899</td>\n",
       "      <td>8.072887</td>\n",
       "      <td>2.197795</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>60.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2689.500000</td>\n",
       "      <td>99.250000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5797.000000</td>\n",
       "      <td>99.690000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8487.000000</td>\n",
       "      <td>99.770000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11177.000000</td>\n",
       "      <td>99.870000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Timestamp      Score  Instances  ParentsCount\n",
       "count     55.000000  55.000000  55.000000          55.0\n",
       "mean    5633.072727  97.434545   4.145455           0.0\n",
       "std     3366.954899   8.072887   2.197795           0.0\n",
       "min        0.000000  60.300000   2.000000           0.0\n",
       "25%     2689.500000  99.250000   3.000000           0.0\n",
       "50%     5797.000000  99.690000   4.000000           0.0\n",
       "75%     8487.000000  99.770000   4.000000           0.0\n",
       "max    11177.000000  99.870000  12.000000           0.0"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.video_label_stats(df, 'Person')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'dfa36b88231b19821b7d40dc2116d0d86171633cd6a41c6a800f16c5505ac8ef'"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "personsJobId = cs.video_persons_job(bucket, key)\n",
    "personsJobId"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'In Progress...'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Getting Person Paths...'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Video Codec: h264'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Video Duration (ms): 11345'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Video Format: QuickTime / MOV'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Video FrameRate: 23'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Succeeded in detecting 633 person paths.'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "      <td>0.35</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "   Timestamp  Left   Top Height Width  Index\n",
       "0          0  0.19  0.33   0.42  0.19      0\n",
       "1          0  0.67  0.37   0.36  0.19      1\n",
       "2          0  0.42  0.38   0.38  0.19      2\n",
       "3          0     0  0.29   0.69  0.26      3\n",
       "4         41  0.19  0.33   0.42  0.19      0\n",
       "5         41  0.67  0.37   0.36  0.19      1\n",
       "6         41  0.42  0.38   0.38  0.19      2\n",
       "7         41     0  0.28   0.69  0.26      3\n",
       "8        125  0.19  0.33   0.42  0.19      0\n",
       "9        125  0.67  0.37   0.35   0.2      1"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_persons = cs.video_persons_result(personsJobId)\n",
    "df_persons.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
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       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
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       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
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       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
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       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
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       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
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       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
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       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
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       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
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       "      <td>917</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
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       "      <th>61</th>\n",
       "      <td>959</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
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       "      <td>1042</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
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       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
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       "      <td>1167</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
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       "      <th>77</th>\n",
       "      <td>1251</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
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       "      <td>1292</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1376</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1459</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
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       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1584</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>5797</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>5839</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>5922</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>5964</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>6047</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>6131</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>6172</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>6256</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>6297</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>6381</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>6464</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>6506</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>6589</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>6631</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>6715</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>6798</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>6840</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>6923</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>6965</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>7048</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>7132</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>7173</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>7257</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>7298</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>7382</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Timestamp  Left   Top Height Width  Index\n",
       "1            0  0.67  0.37   0.36  0.19      1\n",
       "5           41  0.67  0.37   0.36  0.19      1\n",
       "9          125  0.67  0.37   0.35   0.2      1\n",
       "13         166  0.67  0.37   0.35   0.2      1\n",
       "17         250  0.67  0.37   0.35   0.2      1\n",
       "21         291  0.67  0.37   0.35   0.2      1\n",
       "25         375  0.67  0.37   0.35   0.2      1\n",
       "29         458  0.67  0.37   0.35   0.2      1\n",
       "33         500  0.67  0.37   0.35   0.2      1\n",
       "37         583  0.67  0.37   0.35   0.2      1\n",
       "41         625  0.67  0.37   0.35   0.2      1\n",
       "45         709  0.67  0.37   0.35   0.2      1\n",
       "49         792  0.67  0.37   0.35   0.2      1\n",
       "53         834  0.67  0.37   0.35   0.2      1\n",
       "57         917  0.67  0.37   0.35   0.2      1\n",
       "61         959  0.67  0.37   0.35   0.2      1\n",
       "65        1042  0.67  0.37   0.35   0.2      1\n",
       "69        1126  0.67  0.37   0.35   0.2      1\n",
       "73        1167  0.67  0.37   0.35   0.2      1\n",
       "77        1251  0.67  0.37   0.35   0.2      1\n",
       "81        1292  0.67  0.37   0.35   0.2      1\n",
       "85        1376  0.67  0.37   0.35   0.2      1\n",
       "89        1459  0.67  0.37   0.35   0.2      1\n",
       "93        1501  0.67  0.37   0.35   0.2      1\n",
       "97        1584  0.67  0.37   0.35   0.2      1\n",
       "296       5797  0.67  0.37   0.36   0.2      1\n",
       "300       5839  0.67  0.37   0.36   0.2      1\n",
       "304       5922  0.67  0.37   0.36   0.2      1\n",
       "308       5964  0.67  0.37   0.36   0.2      1\n",
       "312       6047  0.67  0.37   0.36   0.2      1\n",
       "316       6131  0.67  0.37   0.36   0.2      1\n",
       "320       6172  0.67  0.37   0.36   0.2      1\n",
       "324       6256  0.67  0.37   0.36   0.2      1\n",
       "328       6297  0.67  0.37   0.36   0.2      1\n",
       "332       6381  0.67  0.37   0.36   0.2      1\n",
       "336       6464  0.67  0.37   0.36   0.2      1\n",
       "340       6506  0.67  0.37   0.36   0.2      1\n",
       "344       6589  0.67  0.37   0.35   0.2      1\n",
       "348       6631  0.67  0.37   0.36   0.2      1\n",
       "352       6715  0.67  0.37   0.35   0.2      1\n",
       "356       6798  0.67  0.37   0.35   0.2      1\n",
       "360       6840  0.67  0.37   0.35   0.2      1\n",
       "364       6923  0.67  0.37   0.35   0.2      1\n",
       "368       6965  0.67  0.37   0.35   0.2      1\n",
       "372       7048  0.67  0.38   0.35   0.2      1\n",
       "376       7132  0.67  0.38   0.35   0.2      1\n",
       "380       7173  0.67  0.38   0.35   0.2      1\n",
       "384       7257  0.67  0.38   0.35   0.2      1\n",
       "388       7298  0.67  0.38   0.35   0.2      1\n",
       "392       7382  0.67  0.38   0.35   0.2      1"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.video_person_path(df_persons, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>7924</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.17</td>\n",
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       "      <th>412</th>\n",
       "      <td>7966</td>\n",
       "      <td>0.45</td>\n",
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       "      <td>0.77</td>\n",
       "      <td>0.22</td>\n",
       "      <td>14</td>\n",
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       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>7966</td>\n",
       "      <td>0</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.26</td>\n",
       "      <td>15</td>\n",
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       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>7966</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.31</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>8049</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.2</td>\n",
       "      <td>14</td>\n",
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       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>8049</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.26</td>\n",
       "      <td>15</td>\n",
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       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>8049</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.32</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>8133</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.19</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>8133</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.26</td>\n",
       "      <td>15</td>\n",
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       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>8174</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.19</td>\n",
       "      <td>14</td>\n",
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       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>8174</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.26</td>\n",
       "      <td>15</td>\n",
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       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>8258</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.2</td>\n",
       "      <td>14</td>\n",
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       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>8258</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.27</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>8299</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.2</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>8299</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.27</td>\n",
       "      <td>15</td>\n",
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       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>8383</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.23</td>\n",
       "      <td>14</td>\n",
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       "      <th>427</th>\n",
       "      <td>8383</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.27</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>8425</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.23</td>\n",
       "      <td>14</td>\n",
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       "      <th>429</th>\n",
       "      <td>8425</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.27</td>\n",
       "      <td>15</td>\n",
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       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>8508</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.23</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>8508</td>\n",
       "      <td>0</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.27</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>8591</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.23</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>8591</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.28</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>8591</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.34</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>8633</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.22</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>8633</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.28</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>8633</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.33</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>8717</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.23</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>8717</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.28</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>8758</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.22</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>8758</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.28</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>8842</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.22</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>8842</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.27</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>8842</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.33</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>8925</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.22</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>8925</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.27</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>8925</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.33</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>8967</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.22</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>8967</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.27</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>8967</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.33</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Timestamp  Left   Top Height Width  Index\n",
       "409       7924  0.46  0.17   0.76  0.22     14\n",
       "410       7924     0  0.24   0.71  0.26     15\n",
       "411       7924  0.68  0.06   0.94  0.32     16\n",
       "412       7966  0.45  0.16   0.77  0.22     14\n",
       "413       7966     0  0.24   0.71  0.26     15\n",
       "414       7966  0.68  0.06   0.94  0.31     16\n",
       "415       8049  0.44  0.17   0.76   0.2     14\n",
       "416       8049     0  0.25   0.71  0.26     15\n",
       "417       8049  0.68  0.06   0.94  0.32     16\n",
       "418       8133  0.43  0.17   0.76  0.19     14\n",
       "419       8133     0  0.25   0.71  0.26     15\n",
       "420       8174  0.43  0.17   0.76  0.19     14\n",
       "421       8174     0  0.25   0.71  0.26     15\n",
       "422       8258  0.41  0.16   0.77   0.2     14\n",
       "423       8258     0  0.25   0.71  0.27     15\n",
       "424       8299   0.4  0.16   0.77   0.2     14\n",
       "425       8299     0  0.25   0.71  0.27     15\n",
       "426       8383  0.39  0.17   0.75  0.23     14\n",
       "427       8383     0  0.25   0.71  0.27     15\n",
       "428       8425  0.38  0.17   0.75  0.23     14\n",
       "429       8425     0  0.25   0.71  0.27     15\n",
       "430       8508  0.38  0.18   0.75  0.23     14\n",
       "431       8508     0  0.24   0.72  0.27     15\n",
       "432       8591  0.38  0.16   0.76  0.23     14\n",
       "433       8591  0.01  0.25   0.68  0.28     15\n",
       "434       8591  0.66  0.05   0.94  0.34     16\n",
       "435       8633  0.39  0.16   0.76  0.22     14\n",
       "436       8633  0.01  0.25   0.68  0.28     15\n",
       "437       8633  0.67  0.05   0.94  0.33     16\n",
       "438       8717  0.38  0.16   0.77  0.23     14\n",
       "439       8717  0.01  0.25   0.68  0.28     15\n",
       "440       8758  0.39  0.16   0.77  0.22     14\n",
       "441       8758  0.01  0.25   0.68  0.28     15\n",
       "442       8842  0.39  0.15   0.77  0.22     14\n",
       "443       8842  0.01  0.25   0.69  0.27     15\n",
       "444       8842  0.67  0.05   0.94  0.33     16\n",
       "445       8925  0.39  0.15   0.77  0.22     14\n",
       "446       8925  0.01  0.24    0.7  0.27     15\n",
       "447       8925  0.67  0.05   0.95  0.33     16\n",
       "448       8967  0.39  0.15   0.77  0.22     14\n",
       "449       8967  0.01  0.23    0.7  0.27     15\n",
       "450       8967  0.67  0.05   0.95  0.33     16"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.video_person_timeframe(df_persons, 7900, 9000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index\n",
       "0     50\n",
       "1     50\n",
       "2     50\n",
       "3     25\n",
       "4     34\n",
       "5     34\n",
       "6     29\n",
       "7     25\n",
       "8     23\n",
       "9     28\n",
       "10    20\n",
       "11    23\n",
       "12     6\n",
       "13    25\n",
       "14    36\n",
       "15    33\n",
       "16    16\n",
       "17    23\n",
       "18    18\n",
       "19    23\n",
       "20    23\n",
       "21    23\n",
       "22    16\n",
       "Name: Timestamp, dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs.video_persons_frequency(df_persons)"
   ]
  }
 ],
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