unique_songs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# imports\n",
    "import pandas as pd\n",
    "# reading the csv into a dataframe, requires data/Top100_Germany.csv & data/Top100_Mexico.csv\n",
    "de = pd.read_csv('data/Top100_Germany.csv', header=0, index_col=False)\n",
    "mx = pd.read_csv('data/Top100_Mexico.csv', header=0, index_col=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>title</th>\n",
       "      <th>rank</th>\n",
       "      <th>date</th>\n",
       "      <th>artist</th>\n",
       "      <th>track_id</th>\n",
       "      <th>trend</th>\n",
       "      <th>streams</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>178721</th>\n",
       "      <td>I Fall Apart</td>\n",
       "      <td>98</td>\n",
       "      <td>2018-01-31</td>\n",
       "      <td>Post Malone</td>\n",
       "      <td>75ZvA4QfFiZvzhj2xkaWAh</td>\n",
       "      <td>MOVE_UP</td>\n",
       "      <td>60691.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178722</th>\n",
       "      <td>Gucci Gang</td>\n",
       "      <td>99</td>\n",
       "      <td>2018-01-31</td>\n",
       "      <td>Lil Pump</td>\n",
       "      <td>43ZyHQITOjhciSUUNPVRHc</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>59454.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178723</th>\n",
       "      <td>Handschellen (feat. Ardian Bujupi)</td>\n",
       "      <td>100</td>\n",
       "      <td>2018-01-31</td>\n",
       "      <td>Payy</td>\n",
       "      <td>4dL59MdDzLINk1Sq04y9Cf</td>\n",
       "      <td>MOVE_UP</td>\n",
       "      <td>58932.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     title  rank        date       artist  \\\n",
       "178721                        I Fall Apart    98  2018-01-31  Post Malone   \n",
       "178722                          Gucci Gang    99  2018-01-31     Lil Pump   \n",
       "178723  Handschellen (feat. Ardian Bujupi)   100  2018-01-31         Payy   \n",
       "\n",
       "                      track_id          trend  streams  \n",
       "178721  75ZvA4QfFiZvzhj2xkaWAh        MOVE_UP  60691.0  \n",
       "178722  43ZyHQITOjhciSUUNPVRHc  SAME_POSITION  59454.0  \n",
       "178723  4dL59MdDzLINk1Sq04y9Cf        MOVE_UP  58932.0  "
      ]
     },
     "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>title</th>\n",
       "      <th>rank</th>\n",
       "      <th>date</th>\n",
       "      <th>artist</th>\n",
       "      <th>track_id</th>\n",
       "      <th>trend</th>\n",
       "      <th>streams</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>179175</th>\n",
       "      <td>Locos</td>\n",
       "      <td>98</td>\n",
       "      <td>2018-01-31</td>\n",
       "      <td>León Larregui</td>\n",
       "      <td>3GSMdtJphymHEsR8K9jT5Q</td>\n",
       "      <td>MOVE_UP</td>\n",
       "      <td>67012.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179176</th>\n",
       "      <td>All The Stars (with SZA)</td>\n",
       "      <td>99</td>\n",
       "      <td>2018-01-31</td>\n",
       "      <td>Kendrick Lamar</td>\n",
       "      <td>12SJpYZEdj4kzWZ8FPFg4Y</td>\n",
       "      <td>MOVE_DOWN</td>\n",
       "      <td>66824.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179177</th>\n",
       "      <td>Krippy Kush</td>\n",
       "      <td>100</td>\n",
       "      <td>2018-01-31</td>\n",
       "      <td>Farruko, Bad Bunny, Rvssian</td>\n",
       "      <td>7FfpP3YZ6fOWMdxkIAtud9</td>\n",
       "      <td>MOVE_UP</td>\n",
       "      <td>66447.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           title  rank        date  \\\n",
       "179175                     Locos    98  2018-01-31   \n",
       "179176  All The Stars (with SZA)    99  2018-01-31   \n",
       "179177               Krippy Kush   100  2018-01-31   \n",
       "\n",
       "                             artist                track_id      trend  \\\n",
       "179175                León Larregui  3GSMdtJphymHEsR8K9jT5Q    MOVE_UP   \n",
       "179176               Kendrick Lamar  12SJpYZEdj4kzWZ8FPFg4Y  MOVE_DOWN   \n",
       "179177  Farruko, Bad Bunny, Rvssian  7FfpP3YZ6fOWMdxkIAtud9    MOVE_UP   \n",
       "\n",
       "        streams  \n",
       "179175  67012.0  \n",
       "179176  66824.0  \n",
       "179177  66447.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(de.tail(3), mx.tail(3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "de1 = de.query('rank == 1').copy()\n",
    "mx1 = mx.query('rank == 1').copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(178724, 7)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(1791, 7)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(179178, 7)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(1792, 7)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(de.shape, de1.shape, mx.shape, mx1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "de['dtime'] = pd.to_datetime(de['date'], format='%Y-%m-%d')\n",
    "de1['dtime'] = pd.to_datetime(de1['date'], format='%Y-%m-%d')\n",
    "mx['dtime'] = pd.to_datetime(mx['date'], format='%Y-%m-%d')\n",
    "mx1['dtime'] = pd.to_datetime(mx1['date'], format='%Y-%m-%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='dtime'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "de.groupby(de['dtime'].dt.to_period('Q'))['streams'].sum().plot(kind='bar', figsize=(9,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='dtime'>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mx.groupby(mx['dtime'].dt.to_period('Q'))['streams'].sum().plot(kind='bar', figsize=(9,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='dtime'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "de1.groupby(de1['dtime'].dt.to_period('Q'))['streams'].sum().plot(kind='bar', figsize=(9,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='dtime'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mx1.groupby(mx1['dtime'].dt.to_period('Q'))['streams'].sum().plot(kind='bar', figsize=(9,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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>title</th>\n",
       "      <th>rank</th>\n",
       "      <th>date</th>\n",
       "      <th>artist</th>\n",
       "      <th>track_id</th>\n",
       "      <th>trend</th>\n",
       "      <th>streams</th>\n",
       "      <th>dtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Chantaje (feat. Maluma)</td>\n",
       "      <td>1</td>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>Shakira</td>\n",
       "      <td>6mICuAdrwEjh6Y6lroV2Kg</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>395069.0</td>\n",
       "      <td>2017-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Chantaje (feat. Maluma)</td>\n",
       "      <td>1</td>\n",
       "      <td>2017-01-02</td>\n",
       "      <td>Shakira</td>\n",
       "      <td>6mICuAdrwEjh6Y6lroV2Kg</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>338751.0</td>\n",
       "      <td>2017-01-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Chantaje (feat. Maluma)</td>\n",
       "      <td>1</td>\n",
       "      <td>2017-01-03</td>\n",
       "      <td>Shakira</td>\n",
       "      <td>6mICuAdrwEjh6Y6lroV2Kg</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>360818.0</td>\n",
       "      <td>2017-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>Chantaje (feat. Maluma)</td>\n",
       "      <td>1</td>\n",
       "      <td>2017-01-04</td>\n",
       "      <td>Shakira</td>\n",
       "      <td>6mICuAdrwEjh6Y6lroV2Kg</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>347930.0</td>\n",
       "      <td>2017-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>Chantaje (feat. Maluma)</td>\n",
       "      <td>1</td>\n",
       "      <td>2017-01-05</td>\n",
       "      <td>Shakira</td>\n",
       "      <td>6mICuAdrwEjh6Y6lroV2Kg</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>351710.0</td>\n",
       "      <td>2017-01-05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        title  rank        date   artist  \\\n",
       "0     Chantaje (feat. Maluma)     1  2017-01-01  Shakira   \n",
       "100   Chantaje (feat. Maluma)     1  2017-01-02  Shakira   \n",
       "400   Chantaje (feat. Maluma)     1  2017-01-03  Shakira   \n",
       "702   Chantaje (feat. Maluma)     1  2017-01-04  Shakira   \n",
       "1202  Chantaje (feat. Maluma)     1  2017-01-05  Shakira   \n",
       "\n",
       "                    track_id          trend   streams      dtime  \n",
       "0     6mICuAdrwEjh6Y6lroV2Kg  SAME_POSITION  395069.0 2017-01-01  \n",
       "100   6mICuAdrwEjh6Y6lroV2Kg  SAME_POSITION  338751.0 2017-01-02  \n",
       "400   6mICuAdrwEjh6Y6lroV2Kg  SAME_POSITION  360818.0 2017-01-03  \n",
       "702   6mICuAdrwEjh6Y6lroV2Kg  SAME_POSITION  347930.0 2017-01-04  \n",
       "1202  6mICuAdrwEjh6Y6lroV2Kg  SAME_POSITION  351710.0 2017-01-05  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mx1.sort_values('date').head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>SAME_POSITION</td>\n",
       "      <td>1239269.0</td>\n",
       "      <td>2020-02-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82992</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-09</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1129372.0</td>\n",
       "      <td>2020-02-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83692</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-10</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>963552.0</td>\n",
       "      <td>2020-02-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84492</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-11</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>982584.0</td>\n",
       "      <td>2020-02-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85194</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-12</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>960234.0</td>\n",
       "      <td>2020-02-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85793</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-13</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>960540.0</td>\n",
       "      <td>2020-02-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86792</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-14</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1094921.0</td>\n",
       "      <td>2020-02-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87292</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-15</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1149085.0</td>\n",
       "      <td>2020-02-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88292</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-16</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1030901.0</td>\n",
       "      <td>2020-02-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89393</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-17</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>870119.0</td>\n",
       "      <td>2020-02-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90294</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-18</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>876203.0</td>\n",
       "      <td>2020-02-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91193</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-19</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>871763.0</td>\n",
       "      <td>2020-02-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91793</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-20</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>886959.0</td>\n",
       "      <td>2020-02-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92592</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-21</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>952531.0</td>\n",
       "      <td>2020-02-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93393</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-22</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1057071.0</td>\n",
       "      <td>2020-02-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94092</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-23</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>968952.0</td>\n",
       "      <td>2020-02-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94592</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-24</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>846963.0</td>\n",
       "      <td>2020-02-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95192</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-25</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>861035.0</td>\n",
       "      <td>2020-02-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96192</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-26</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>844119.0</td>\n",
       "      <td>2020-02-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96892</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-27</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>811650.0</td>\n",
       "      <td>2020-02-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98092</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-28</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>855791.0</td>\n",
       "      <td>2020-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98892</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-02-29</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>NEW_ENTRY</td>\n",
       "      <td>1663823.0</td>\n",
       "      <td>2020-02-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77992</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-01</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1429513.0</td>\n",
       "      <td>2020-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78492</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-02</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1605092.0</td>\n",
       "      <td>2020-03-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79092</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1641347.0</td>\n",
       "      <td>2020-03-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80092</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1621833.0</td>\n",
       "      <td>2020-03-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80592</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-05</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1591378.0</td>\n",
       "      <td>2020-03-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81392</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-06</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1627862.0</td>\n",
       "      <td>2020-03-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82292</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-07</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1565534.0</td>\n",
       "      <td>2020-03-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83196</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-08</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1318198.0</td>\n",
       "      <td>2020-03-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83992</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-09</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1243420.0</td>\n",
       "      <td>2020-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84892</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-10</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1286143.0</td>\n",
       "      <td>2020-03-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85493</th>\n",
       "      <td>Si Veo a Tu Mamá</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-11</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>41wtwzCZkXwpnakmwJ239F</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1252853.0</td>\n",
       "      <td>2020-03-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86355</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-12</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>MOVE_UP</td>\n",
       "      <td>1228574.0</td>\n",
       "      <td>2020-03-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87092</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-13</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1280719.0</td>\n",
       "      <td>2020-03-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87892</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-14</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1268480.0</td>\n",
       "      <td>2020-03-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88793</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-15</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1092292.0</td>\n",
       "      <td>2020-03-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89893</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-16</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1000473.0</td>\n",
       "      <td>2020-03-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90795</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-17</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1050781.0</td>\n",
       "      <td>2020-03-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91893</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-18</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1062594.0</td>\n",
       "      <td>2020-03-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92984</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-19</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1079711.0</td>\n",
       "      <td>2020-03-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93594</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1113391.0</td>\n",
       "      <td>2020-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94392</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-21</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1091522.0</td>\n",
       "      <td>2020-03-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95278</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-22</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>995054.0</td>\n",
       "      <td>2020-03-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96092</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-23</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>990473.0</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97294</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-24</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1038379.0</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98292</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-25</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1039427.0</td>\n",
       "      <td>2020-03-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98992</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-26</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1073264.0</td>\n",
       "      <td>2020-03-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99992</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-27</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1158330.0</td>\n",
       "      <td>2020-03-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100792</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-28</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1241045.0</td>\n",
       "      <td>2020-03-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101992</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-29</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1094595.0</td>\n",
       "      <td>2020-03-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103493</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-30</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1014328.0</td>\n",
       "      <td>2020-03-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105395</th>\n",
       "      <td>Safaera</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>Bad Bunny, Jowell &amp; Randy, Ñengo Flow</td>\n",
       "      <td>2DEZmgHKAvm41k4J3R2E9Y</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1018902.0</td>\n",
       "      <td>2020-03-31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   title  rank        date  \\\n",
       "72292               Tusa     1  2020-01-01   \n",
       "73192               Tusa     1  2020-01-02   \n",
       "73945               Tusa     1  2020-01-03   \n",
       "74592               Tusa     1  2020-01-04   \n",
       "75392               Tusa     1  2020-01-05   \n",
       "76092               Tusa     1  2020-01-06   \n",
       "76993               Tusa     1  2020-01-07   \n",
       "77892               Tusa     1  2020-01-08   \n",
       "78417               Tusa     1  2020-01-09   \n",
       "79892               Tusa     1  2020-01-10   \n",
       "80292               Tusa     1  2020-01-11   \n",
       "80892               Tusa     1  2020-01-12   \n",
       "81592               Tusa     1  2020-01-13   \n",
       "82192               Tusa     1  2020-01-14   \n",
       "83093               Tusa     1  2020-01-15   \n",
       "83792               Tusa     1  2020-01-16   \n",
       "84692               Tusa     1  2020-01-17   \n",
       "85694               Tusa     1  2020-01-18   \n",
       "86393               Tusa     1  2020-01-19   \n",
       "87192               Tusa     1  2020-01-20   \n",
       "87792               Tusa     1  2020-01-21   \n",
       "88693               Tusa     1  2020-01-22   \n",
       "89793               Tusa     1  2020-01-23   \n",
       "90969               Tusa     1  2020-01-24   \n",
       "91993               Tusa     1  2020-01-25   \n",
       "92693               Tusa     1  2020-01-26   \n",
       "93494               Tusa     1  2020-01-27   \n",
       "94192               Tusa     1  2020-01-28   \n",
       "95492               Tusa     1  2020-01-29   \n",
       "96354               Tusa     1  2020-01-30   \n",
       "97092               Tusa     1  2020-01-31   \n",
       "75792               Tusa     1  2020-02-01   \n",
       "76293               Tusa     1  2020-02-02   \n",
       "77193               Tusa     1  2020-02-03   \n",
       "78592               Tusa     1  2020-02-04   \n",
       "79492               Tusa     1  2020-02-05   \n",
       "80392               Tusa     1  2020-02-06   \n",
       "81192               Tusa     1  2020-02-07   \n",
       "82092               Tusa     1  2020-02-08   \n",
       "82992               Tusa     1  2020-02-09   \n",
       "83692               Tusa     1  2020-02-10   \n",
       "84492               Tusa     1  2020-02-11   \n",
       "85194               Tusa     1  2020-02-12   \n",
       "85793               Tusa     1  2020-02-13   \n",
       "86792               Tusa     1  2020-02-14   \n",
       "87292               Tusa     1  2020-02-15   \n",
       "88292               Tusa     1  2020-02-16   \n",
       "89393               Tusa     1  2020-02-17   \n",
       "90294               Tusa     1  2020-02-18   \n",
       "91193               Tusa     1  2020-02-19   \n",
       "91793               Tusa     1  2020-02-20   \n",
       "92592               Tusa     1  2020-02-21   \n",
       "93393               Tusa     1  2020-02-22   \n",
       "94092               Tusa     1  2020-02-23   \n",
       "94592               Tusa     1  2020-02-24   \n",
       "95192               Tusa     1  2020-02-25   \n",
       "96192               Tusa     1  2020-02-26   \n",
       "96892               Tusa     1  2020-02-27   \n",
       "98092               Tusa     1  2020-02-28   \n",
       "98892   Si Veo a Tu Mamá     1  2020-02-29   \n",
       "77992   Si Veo a Tu Mamá     1  2020-03-01   \n",
       "78492   Si Veo a Tu Mamá     1  2020-03-02   \n",
       "79092   Si Veo a Tu Mamá     1  2020-03-03   \n",
       "80092   Si Veo a Tu Mamá     1  2020-03-04   \n",
       "80592   Si Veo a Tu Mamá     1  2020-03-05   \n",
       "81392   Si Veo a Tu Mamá     1  2020-03-06   \n",
       "82292   Si Veo a Tu Mamá     1  2020-03-07   \n",
       "83196   Si Veo a Tu Mamá     1  2020-03-08   \n",
       "83992   Si Veo a Tu Mamá     1  2020-03-09   \n",
       "84892   Si Veo a Tu Mamá     1  2020-03-10   \n",
       "85493   Si Veo a Tu Mamá     1  2020-03-11   \n",
       "86355            Safaera     1  2020-03-12   \n",
       "87092            Safaera     1  2020-03-13   \n",
       "87892            Safaera     1  2020-03-14   \n",
       "88793            Safaera     1  2020-03-15   \n",
       "89893            Safaera     1  2020-03-16   \n",
       "90795            Safaera     1  2020-03-17   \n",
       "91893            Safaera     1  2020-03-18   \n",
       "92984            Safaera     1  2020-03-19   \n",
       "93594            Safaera     1  2020-03-20   \n",
       "94392            Safaera     1  2020-03-21   \n",
       "95278            Safaera     1  2020-03-22   \n",
       "96092            Safaera     1  2020-03-23   \n",
       "97294            Safaera     1  2020-03-24   \n",
       "98292            Safaera     1  2020-03-25   \n",
       "98992            Safaera     1  2020-03-26   \n",
       "99992            Safaera     1  2020-03-27   \n",
       "100792           Safaera     1  2020-03-28   \n",
       "101992           Safaera     1  2020-03-29   \n",
       "103493           Safaera     1  2020-03-30   \n",
       "105395           Safaera     1  2020-03-31   \n",
       "\n",
       "                                       artist                track_id  \\\n",
       "72292                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "73192                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "73945                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "74592                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "75392                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "76092                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "76993                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "77892                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "78417                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "79892                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "80292                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "80892                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "81592                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "82192                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "83093                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "83792                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "84692                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "85694                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "86393                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "87192                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "87792                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "88693                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "89793                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "90969                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "91993                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "92693                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "93494                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "94192                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "95492                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "96354                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "97092                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "75792                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "76293                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "77193                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "78592                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "79492                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "80392                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "81192                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "82092                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "82992                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "83692                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "84492                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "85194                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "85793                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "86792                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "87292                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "88292                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "89393                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "90294                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "91193                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "91793                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "92592                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "93393                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "94092                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "94592                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "95192                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "96192                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "96892                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "98092                    KAROL G, Nicki Minaj  7k4t7uLgtOxPwTpFmtJNTY   \n",
       "98892                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "77992                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "78492                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "79092                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "80092                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "80592                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "81392                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "82292                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "83196                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "83992                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "84892                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "85493                               Bad Bunny  41wtwzCZkXwpnakmwJ239F   \n",
       "86355   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "87092   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "87892   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "88793   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "89893   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "90795   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "91893   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "92984   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "93594   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "94392   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "95278   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "96092   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "97294   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "98292   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "98992   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "99992   Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "100792  Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "101992  Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "103493  Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "105395  Bad Bunny, Jowell & Randy, Ñengo Flow  2DEZmgHKAvm41k4J3R2E9Y   \n",
       "\n",
       "                trend    streams      dtime  \n",
       "72292   SAME_POSITION  1355245.0 2020-01-01  \n",
       "73192   SAME_POSITION  1078559.0 2020-01-02  \n",
       "73945   SAME_POSITION  1171923.0 2020-01-03  \n",
       "74592   SAME_POSITION  1196112.0 2020-01-04  \n",
       "75392   SAME_POSITION  1096785.0 2020-01-05  \n",
       "76092   SAME_POSITION  1124963.0 2020-01-06  \n",
       "76993   SAME_POSITION  1174072.0 2020-01-07  \n",
       "77892   SAME_POSITION  1197958.0 2020-01-08  \n",
       "78417   SAME_POSITION  1202100.0 2020-01-09  \n",
       "79892   SAME_POSITION  1260143.0 2020-01-10  \n",
       "80292   SAME_POSITION  1336961.0 2020-01-11  \n",
       "80892   SAME_POSITION  1199094.0 2020-01-12  \n",
       "81592   SAME_POSITION  1248227.0 2020-01-13  \n",
       "82192   SAME_POSITION  1469922.0 2020-01-14  \n",
       "83093   SAME_POSITION  1499446.0 2020-01-15  \n",
       "83792   SAME_POSITION  1586243.0 2020-01-16  \n",
       "84692   SAME_POSITION  1745419.0 2020-01-17  \n",
       "85694   SAME_POSITION  1938108.0 2020-01-18  \n",
       "86393   SAME_POSITION  1728232.0 2020-01-19  \n",
       "87192   SAME_POSITION  1552600.0 2020-01-20  \n",
       "87792   SAME_POSITION  1529143.0 2020-01-21  \n",
       "88693   SAME_POSITION  1448900.0 2020-01-22  \n",
       "89793   SAME_POSITION  1455340.0 2020-01-23  \n",
       "90969   SAME_POSITION  1509411.0 2020-01-24  \n",
       "91993   SAME_POSITION  1618205.0 2020-01-25  \n",
       "92693   SAME_POSITION  1434484.0 2020-01-26  \n",
       "93494   SAME_POSITION  1249691.0 2020-01-27  \n",
       "94192   SAME_POSITION  1256606.0 2020-01-28  \n",
       "95492   SAME_POSITION  1221163.0 2020-01-29  \n",
       "96354   SAME_POSITION  1200782.0 2020-01-30  \n",
       "97092   SAME_POSITION  1328023.0 2020-01-31  \n",
       "75792   SAME_POSITION  1381155.0 2020-02-01  \n",
       "76293   SAME_POSITION  1230188.0 2020-02-02  \n",
       "77193   SAME_POSITION  1043840.0 2020-02-03  \n",
       "78592   SAME_POSITION  1013408.0 2020-02-04  \n",
       "79492   SAME_POSITION  1022339.0 2020-02-05  \n",
       "80392   SAME_POSITION  1025207.0 2020-02-06  \n",
       "81192   SAME_POSITION  1101286.0 2020-02-07  \n",
       "82092   SAME_POSITION  1239269.0 2020-02-08  \n",
       "82992   SAME_POSITION  1129372.0 2020-02-09  \n",
       "83692   SAME_POSITION   963552.0 2020-02-10  \n",
       "84492   SAME_POSITION   982584.0 2020-02-11  \n",
       "85194   SAME_POSITION   960234.0 2020-02-12  \n",
       "85793   SAME_POSITION   960540.0 2020-02-13  \n",
       "86792   SAME_POSITION  1094921.0 2020-02-14  \n",
       "87292   SAME_POSITION  1149085.0 2020-02-15  \n",
       "88292   SAME_POSITION  1030901.0 2020-02-16  \n",
       "89393   SAME_POSITION   870119.0 2020-02-17  \n",
       "90294   SAME_POSITION   876203.0 2020-02-18  \n",
       "91193   SAME_POSITION   871763.0 2020-02-19  \n",
       "91793   SAME_POSITION   886959.0 2020-02-20  \n",
       "92592   SAME_POSITION   952531.0 2020-02-21  \n",
       "93393   SAME_POSITION  1057071.0 2020-02-22  \n",
       "94092   SAME_POSITION   968952.0 2020-02-23  \n",
       "94592   SAME_POSITION   846963.0 2020-02-24  \n",
       "95192   SAME_POSITION   861035.0 2020-02-25  \n",
       "96192   SAME_POSITION   844119.0 2020-02-26  \n",
       "96892   SAME_POSITION   811650.0 2020-02-27  \n",
       "98092   SAME_POSITION   855791.0 2020-02-28  \n",
       "98892       NEW_ENTRY  1663823.0 2020-02-29  \n",
       "77992   SAME_POSITION  1429513.0 2020-03-01  \n",
       "78492   SAME_POSITION  1605092.0 2020-03-02  \n",
       "79092   SAME_POSITION  1641347.0 2020-03-03  \n",
       "80092   SAME_POSITION  1621833.0 2020-03-04  \n",
       "80592   SAME_POSITION  1591378.0 2020-03-05  \n",
       "81392   SAME_POSITION  1627862.0 2020-03-06  \n",
       "82292   SAME_POSITION  1565534.0 2020-03-07  \n",
       "83196   SAME_POSITION  1318198.0 2020-03-08  \n",
       "83992   SAME_POSITION  1243420.0 2020-03-09  \n",
       "84892   SAME_POSITION  1286143.0 2020-03-10  \n",
       "85493   SAME_POSITION  1252853.0 2020-03-11  \n",
       "86355         MOVE_UP  1228574.0 2020-03-12  \n",
       "87092   SAME_POSITION  1280719.0 2020-03-13  \n",
       "87892   SAME_POSITION  1268480.0 2020-03-14  \n",
       "88793   SAME_POSITION  1092292.0 2020-03-15  \n",
       "89893   SAME_POSITION  1000473.0 2020-03-16  \n",
       "90795   SAME_POSITION  1050781.0 2020-03-17  \n",
       "91893   SAME_POSITION  1062594.0 2020-03-18  \n",
       "92984   SAME_POSITION  1079711.0 2020-03-19  \n",
       "93594   SAME_POSITION  1113391.0 2020-03-20  \n",
       "94392   SAME_POSITION  1091522.0 2020-03-21  \n",
       "95278   SAME_POSITION   995054.0 2020-03-22  \n",
       "96092   SAME_POSITION   990473.0 2020-03-23  \n",
       "97294   SAME_POSITION  1038379.0 2020-03-24  \n",
       "98292   SAME_POSITION  1039427.0 2020-03-25  \n",
       "98992   SAME_POSITION  1073264.0 2020-03-26  \n",
       "99992   SAME_POSITION  1158330.0 2020-03-27  \n",
       "100792  SAME_POSITION  1241045.0 2020-03-28  \n",
       "101992  SAME_POSITION  1094595.0 2020-03-29  \n",
       "103493  SAME_POSITION  1014328.0 2020-03-30  \n",
       "105395  SAME_POSITION  1018902.0 2020-03-31  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_rows', None)\n",
    "mx1.query('dtime >= \"2020-01-01\" and dtime <= \"2020-03-31\"').sort_values('date').head(91)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2019-11-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>71892</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-02</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>729332.0</td>\n",
       "      <td>2019-12-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72692</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-03</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>780855.0</td>\n",
       "      <td>2019-12-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73492</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-04</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>810966.0</td>\n",
       "      <td>2019-12-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74092</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-05</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>790953.0</td>\n",
       "      <td>2019-12-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74892</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-06</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>758162.0</td>\n",
       "      <td>2019-12-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75592</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-07</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>780403.0</td>\n",
       "      <td>2019-12-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77392</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-08</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>723081.0</td>\n",
       "      <td>2019-12-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77792</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-09</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>745628.0</td>\n",
       "      <td>2019-12-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78792</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-10</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>810753.0</td>\n",
       "      <td>2019-12-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79692</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-11</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>806570.0</td>\n",
       "      <td>2019-12-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81092</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-12</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>814471.0</td>\n",
       "      <td>2019-12-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81892</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-13</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>871506.0</td>\n",
       "      <td>2019-12-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82592</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-14</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>931491.0</td>\n",
       "      <td>2019-12-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83392</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-15</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>836016.0</td>\n",
       "      <td>2019-12-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84354</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-16</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>835911.0</td>\n",
       "      <td>2019-12-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84994</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-17</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>887213.0</td>\n",
       "      <td>2019-12-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86093</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-18</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>881024.0</td>\n",
       "      <td>2019-12-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86992</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-19</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>919604.0</td>\n",
       "      <td>2019-12-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87992</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-20</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>969584.0</td>\n",
       "      <td>2019-12-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88893</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-21</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1011880.0</td>\n",
       "      <td>2019-12-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89593</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-22</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>945840.0</td>\n",
       "      <td>2019-12-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90492</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-23</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1064617.0</td>\n",
       "      <td>2019-12-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91293</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-24</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1227062.0</td>\n",
       "      <td>2019-12-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92192</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-25</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1164983.0</td>\n",
       "      <td>2019-12-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93386</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-26</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1133539.0</td>\n",
       "      <td>2019-12-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93892</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-27</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1216700.0</td>\n",
       "      <td>2019-12-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94692</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-28</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1277875.0</td>\n",
       "      <td>2019-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95592</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-29</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1199686.0</td>\n",
       "      <td>2019-12-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96592</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-30</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1218917.0</td>\n",
       "      <td>2019-12-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97492</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1364947.0</td>\n",
       "      <td>2019-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72292</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1355245.0</td>\n",
       "      <td>2020-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73192</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-02</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1078559.0</td>\n",
       "      <td>2020-01-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73945</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1171923.0</td>\n",
       "      <td>2020-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74592</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1196112.0</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75392</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-05</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1096785.0</td>\n",
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       "    <tr>\n",
       "      <th>76092</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-06</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1124963.0</td>\n",
       "      <td>2020-01-06</td>\n",
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       "    <tr>\n",
       "      <th>76993</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-07</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1174072.0</td>\n",
       "      <td>2020-01-07</td>\n",
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       "    <tr>\n",
       "      <th>77892</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-08</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1197958.0</td>\n",
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       "    <tr>\n",
       "      <th>78417</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
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       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1202100.0</td>\n",
       "      <td>2020-01-09</td>\n",
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       "    <tr>\n",
       "      <th>79892</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-10</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1260143.0</td>\n",
       "      <td>2020-01-10</td>\n",
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       "    <tr>\n",
       "      <th>80292</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-11</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1336961.0</td>\n",
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       "    <tr>\n",
       "      <th>80892</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-12</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1199094.0</td>\n",
       "      <td>2020-01-12</td>\n",
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       "    <tr>\n",
       "      <th>81592</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-13</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1248227.0</td>\n",
       "      <td>2020-01-13</td>\n",
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       "    <tr>\n",
       "      <th>82192</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-14</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1469922.0</td>\n",
       "      <td>2020-01-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83093</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-15</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1499446.0</td>\n",
       "      <td>2020-01-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83792</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-16</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1586243.0</td>\n",
       "      <td>2020-01-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84692</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-17</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1745419.0</td>\n",
       "      <td>2020-01-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85694</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-18</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1938108.0</td>\n",
       "      <td>2020-01-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86393</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-19</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1728232.0</td>\n",
       "      <td>2020-01-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87192</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-20</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1552600.0</td>\n",
       "      <td>2020-01-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87792</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-21</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1529143.0</td>\n",
       "      <td>2020-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88693</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1448900.0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89793</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-23</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1455340.0</td>\n",
       "      <td>2020-01-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90969</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-24</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1509411.0</td>\n",
       "      <td>2020-01-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91993</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-25</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1618205.0</td>\n",
       "      <td>2020-01-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92693</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-26</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1434484.0</td>\n",
       "      <td>2020-01-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93494</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-27</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1249691.0</td>\n",
       "      <td>2020-01-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94192</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-28</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1256606.0</td>\n",
       "      <td>2020-01-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95492</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-29</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1221163.0</td>\n",
       "      <td>2020-01-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96354</th>\n",
       "      <td>Tusa</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-30</td>\n",
       "      <td>KAROL G, Nicki Minaj</td>\n",
       "      <td>7k4t7uLgtOxPwTpFmtJNTY</td>\n",
       "      <td>SAME_POSITION</td>\n",
       "      <td>1200782.0</td>\n",
       "      <td>2020-01-30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           title  rank        date                     artist  \\\n",
       "63992  RITMO (Bad Boys For Life)     1  2019-11-01  Black Eyed Peas, J Balvin   \n",
       "64392  RITMO (Bad Boys For Life)     1  2019-11-02  Black Eyed Peas, J Balvin   \n",
       "64592  RITMO (Bad Boys For Life)     1  2019-11-03  Black Eyed Peas, J Balvin   \n",
       "65292  RITMO (Bad Boys For Life)     1  2019-11-04  Black Eyed Peas, J Balvin   \n",
       "66244  RITMO (Bad Boys For Life)     1  2019-11-05  Black Eyed Peas, J Balvin   \n",
       "67192  RITMO (Bad Boys For Life)     1  2019-11-06  Black Eyed Peas, J Balvin   \n",
       "68192  RITMO (Bad Boys For Life)     1  2019-11-07  Black Eyed Peas, J Balvin   \n",
       "68970  RITMO (Bad Boys For Life)     1  2019-11-08  Black Eyed Peas, J Balvin   \n",
       "69592  RITMO (Bad Boys For Life)     1  2019-11-09  Black Eyed Peas, J Balvin   \n",
       "70492  RITMO (Bad Boys For Life)     1  2019-11-10  Black Eyed Peas, J Balvin   \n",
       "71392  RITMO (Bad Boys For Life)     1  2019-11-11  Black Eyed Peas, J Balvin   \n",
       "72341  RITMO (Bad Boys For Life)     1  2019-11-12  Black Eyed Peas, J Balvin   \n",
       "73092  RITMO (Bad Boys For Life)     1  2019-11-13  Black Eyed Peas, J Balvin   \n",
       "73992  RITMO (Bad Boys For Life)     1  2019-11-14  Black Eyed Peas, J Balvin   \n",
       "74692  RITMO (Bad Boys For Life)     1  2019-11-15  Black Eyed Peas, J Balvin   \n",
       "75492  RITMO (Bad Boys For Life)     1  2019-11-16  Black Eyed Peas, J Balvin   \n",
       "76493  RITMO (Bad Boys For Life)     1  2019-11-17  Black Eyed Peas, J Balvin   \n",
       "77092  RITMO (Bad Boys For Life)     1  2019-11-18  Black Eyed Peas, J Balvin   \n",
       "77592  RITMO (Bad Boys For Life)     1  2019-11-19  Black Eyed Peas, J Balvin   \n",
       "78292  RITMO (Bad Boys For Life)     1  2019-11-20  Black Eyed Peas, J Balvin   \n",
       "78892  RITMO (Bad Boys For Life)     1  2019-11-21  Black Eyed Peas, J Balvin   \n",
       "79192                       Vete     1  2019-11-22                  Bad Bunny   \n",
       "80192                       Vete     1  2019-11-23                  Bad Bunny   \n",
       "80792                       Vete     1  2019-11-24                  Bad Bunny   \n",
       "81492                       Vete     1  2019-11-25                  Bad Bunny   \n",
       "82492                       Tusa     1  2019-11-26       KAROL G, Nicki Minaj   \n",
       "83292                       Tusa     1  2019-11-27       KAROL G, Nicki Minaj   \n",
       "84092                       Tusa     1  2019-11-28       KAROL G, Nicki Minaj   \n",
       "85294                       Tusa     1  2019-11-29       KAROL G, Nicki Minaj   \n",
       "86193                       Tusa     1  2019-11-30       KAROL G, Nicki Minaj   \n",
       "70792                       Tusa     1  2019-12-01       KAROL G, Nicki Minaj   \n",
       "71892                       Tusa     1  2019-12-02       KAROL G, Nicki Minaj   \n",
       "72692                       Tusa     1  2019-12-03       KAROL G, Nicki Minaj   \n",
       "73492                       Tusa     1  2019-12-04       KAROL G, Nicki Minaj   \n",
       "74092                       Tusa     1  2019-12-05       KAROL G, Nicki Minaj   \n",
       "74892                       Tusa     1  2019-12-06       KAROL G, Nicki Minaj   \n",
       "75592                       Tusa     1  2019-12-07       KAROL G, Nicki Minaj   \n",
       "77392                       Tusa     1  2019-12-08       KAROL G, Nicki Minaj   \n",
       "77792                       Tusa     1  2019-12-09       KAROL G, Nicki Minaj   \n",
       "78792                       Tusa     1  2019-12-10       KAROL G, Nicki Minaj   \n",
       "79692                       Tusa     1  2019-12-11       KAROL G, Nicki Minaj   \n",
       "81092                       Tusa     1  2019-12-12       KAROL G, Nicki Minaj   \n",
       "81892                       Tusa     1  2019-12-13       KAROL G, Nicki Minaj   \n",
       "82592                       Tusa     1  2019-12-14       KAROL G, Nicki Minaj   \n",
       "83392                       Tusa     1  2019-12-15       KAROL G, Nicki Minaj   \n",
       "84354                       Tusa     1  2019-12-16       KAROL G, Nicki Minaj   \n",
       "84994                       Tusa     1  2019-12-17       KAROL G, Nicki Minaj   \n",
       "86093                       Tusa     1  2019-12-18       KAROL G, Nicki Minaj   \n",
       "86992                       Tusa     1  2019-12-19       KAROL G, Nicki Minaj   \n",
       "87992                       Tusa     1  2019-12-20       KAROL G, Nicki Minaj   \n",
       "88893                       Tusa     1  2019-12-21       KAROL G, Nicki Minaj   \n",
       "89593                       Tusa     1  2019-12-22       KAROL G, Nicki Minaj   \n",
       "90492                       Tusa     1  2019-12-23       KAROL G, Nicki Minaj   \n",
       "91293                       Tusa     1  2019-12-24       KAROL G, Nicki Minaj   \n",
       "92192                       Tusa     1  2019-12-25       KAROL G, Nicki Minaj   \n",
       "93386                       Tusa     1  2019-12-26       KAROL G, Nicki Minaj   \n",
       "93892                       Tusa     1  2019-12-27       KAROL G, Nicki Minaj   \n",
       "94692                       Tusa     1  2019-12-28       KAROL G, Nicki Minaj   \n",
       "95592                       Tusa     1  2019-12-29       KAROL G, Nicki Minaj   \n",
       "96592                       Tusa     1  2019-12-30       KAROL G, Nicki Minaj   \n",
       "97492                       Tusa     1  2019-12-31       KAROL G, Nicki Minaj   \n",
       "72292                       Tusa     1  2020-01-01       KAROL G, Nicki Minaj   \n",
       "73192                       Tusa     1  2020-01-02       KAROL G, Nicki Minaj   \n",
       "73945                       Tusa     1  2020-01-03       KAROL G, Nicki Minaj   \n",
       "74592                       Tusa     1  2020-01-04       KAROL G, Nicki Minaj   \n",
       "75392                       Tusa     1  2020-01-05       KAROL G, Nicki Minaj   \n",
       "76092                       Tusa     1  2020-01-06       KAROL G, Nicki Minaj   \n",
       "76993                       Tusa     1  2020-01-07       KAROL G, Nicki Minaj   \n",
       "77892                       Tusa     1  2020-01-08       KAROL G, Nicki Minaj   \n",
       "78417                       Tusa     1  2020-01-09       KAROL G, Nicki Minaj   \n",
       "79892                       Tusa     1  2020-01-10       KAROL G, Nicki Minaj   \n",
       "80292                       Tusa     1  2020-01-11       KAROL G, Nicki Minaj   \n",
       "80892                       Tusa     1  2020-01-12       KAROL G, Nicki Minaj   \n",
       "81592                       Tusa     1  2020-01-13       KAROL G, Nicki Minaj   \n",
       "82192                       Tusa     1  2020-01-14       KAROL G, Nicki Minaj   \n",
       "83093                       Tusa     1  2020-01-15       KAROL G, Nicki Minaj   \n",
       "83792                       Tusa     1  2020-01-16       KAROL G, Nicki Minaj   \n",
       "84692                       Tusa     1  2020-01-17       KAROL G, Nicki Minaj   \n",
       "85694                       Tusa     1  2020-01-18       KAROL G, Nicki Minaj   \n",
       "86393                       Tusa     1  2020-01-19       KAROL G, Nicki Minaj   \n",
       "87192                       Tusa     1  2020-01-20       KAROL G, Nicki Minaj   \n",
       "87792                       Tusa     1  2020-01-21       KAROL G, Nicki Minaj   \n",
       "88693                       Tusa     1  2020-01-22       KAROL G, Nicki Minaj   \n",
       "89793                       Tusa     1  2020-01-23       KAROL G, Nicki Minaj   \n",
       "90969                       Tusa     1  2020-01-24       KAROL G, Nicki Minaj   \n",
       "91993                       Tusa     1  2020-01-25       KAROL G, Nicki Minaj   \n",
       "92693                       Tusa     1  2020-01-26       KAROL G, Nicki Minaj   \n",
       "93494                       Tusa     1  2020-01-27       KAROL G, Nicki Minaj   \n",
       "94192                       Tusa     1  2020-01-28       KAROL G, Nicki Minaj   \n",
       "95492                       Tusa     1  2020-01-29       KAROL G, Nicki Minaj   \n",
       "96354                       Tusa     1  2020-01-30       KAROL G, Nicki Minaj   \n",
       "\n",
       "                     track_id          trend    streams      dtime  \n",
       "63992  6cy3ki60hLwimwIje7tALf  SAME_POSITION   545446.0 2019-11-01  \n",
       "64392  6cy3ki60hLwimwIje7tALf  SAME_POSITION   535139.0 2019-11-02  \n",
       "64592  6cy3ki60hLwimwIje7tALf  SAME_POSITION   479770.0 2019-11-03  \n",
       "65292  6cy3ki60hLwimwIje7tALf  SAME_POSITION   503482.0 2019-11-04  \n",
       "66244  6cy3ki60hLwimwIje7tALf  SAME_POSITION   537594.0 2019-11-05  \n",
       "67192  6cy3ki60hLwimwIje7tALf  SAME_POSITION   532457.0 2019-11-06  \n",
       "68192  6cy3ki60hLwimwIje7tALf  SAME_POSITION   569011.0 2019-11-07  \n",
       "68970  6cy3ki60hLwimwIje7tALf  SAME_POSITION   612389.0 2019-11-08  \n",
       "69592  6cy3ki60hLwimwIje7tALf  SAME_POSITION   647853.0 2019-11-09  \n",
       "70492  6cy3ki60hLwimwIje7tALf  SAME_POSITION   577940.0 2019-11-10  \n",
       "71392  6cy3ki60hLwimwIje7tALf  SAME_POSITION   569457.0 2019-11-11  \n",
       "72341  6cy3ki60hLwimwIje7tALf  SAME_POSITION   579757.0 2019-11-12  \n",
       "73092  6cy3ki60hLwimwIje7tALf  SAME_POSITION   570844.0 2019-11-13  \n",
       "73992  6cy3ki60hLwimwIje7tALf  SAME_POSITION   584935.0 2019-11-14  \n",
       "74692  6cy3ki60hLwimwIje7tALf  SAME_POSITION   660689.0 2019-11-15  \n",
       "75492  6cy3ki60hLwimwIje7tALf  SAME_POSITION   683364.0 2019-11-16  \n",
       "76493  6cy3ki60hLwimwIje7tALf  SAME_POSITION   582763.0 2019-11-17  \n",
       "77092  6cy3ki60hLwimwIje7tALf  SAME_POSITION   566603.0 2019-11-18  \n",
       "77592  6cy3ki60hLwimwIje7tALf  SAME_POSITION   581377.0 2019-11-19  \n",
       "78292  6cy3ki60hLwimwIje7tALf  SAME_POSITION   593700.0 2019-11-20  \n",
       "78892  6cy3ki60hLwimwIje7tALf  SAME_POSITION   597926.0 2019-11-21  \n",
       "79192  5DxXgozhkPLgrbKFY91w0c        MOVE_UP   792700.0 2019-11-22  \n",
       "80192  5DxXgozhkPLgrbKFY91w0c  SAME_POSITION   728041.0 2019-11-23  \n",
       "80792  5DxXgozhkPLgrbKFY91w0c  SAME_POSITION   599606.0 2019-11-24  \n",
       "81492  5DxXgozhkPLgrbKFY91w0c  SAME_POSITION   645368.0 2019-11-25  \n",
       "82492  7k4t7uLgtOxPwTpFmtJNTY        MOVE_UP   671051.0 2019-11-26  \n",
       "83292  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   692472.0 2019-11-27  \n",
       "84092  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   704676.0 2019-11-28  \n",
       "85294  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   750089.0 2019-11-29  \n",
       "86193  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   780870.0 2019-11-30  \n",
       "70792  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   705291.0 2019-12-01  \n",
       "71892  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   729332.0 2019-12-02  \n",
       "72692  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   780855.0 2019-12-03  \n",
       "73492  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   810966.0 2019-12-04  \n",
       "74092  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   790953.0 2019-12-05  \n",
       "74892  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   758162.0 2019-12-06  \n",
       "75592  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   780403.0 2019-12-07  \n",
       "77392  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   723081.0 2019-12-08  \n",
       "77792  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   745628.0 2019-12-09  \n",
       "78792  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   810753.0 2019-12-10  \n",
       "79692  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   806570.0 2019-12-11  \n",
       "81092  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   814471.0 2019-12-12  \n",
       "81892  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   871506.0 2019-12-13  \n",
       "82592  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   931491.0 2019-12-14  \n",
       "83392  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   836016.0 2019-12-15  \n",
       "84354  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   835911.0 2019-12-16  \n",
       "84994  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   887213.0 2019-12-17  \n",
       "86093  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   881024.0 2019-12-18  \n",
       "86992  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   919604.0 2019-12-19  \n",
       "87992  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   969584.0 2019-12-20  \n",
       "88893  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1011880.0 2019-12-21  \n",
       "89593  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION   945840.0 2019-12-22  \n",
       "90492  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1064617.0 2019-12-23  \n",
       "91293  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1227062.0 2019-12-24  \n",
       "92192  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1164983.0 2019-12-25  \n",
       "93386  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1133539.0 2019-12-26  \n",
       "93892  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1216700.0 2019-12-27  \n",
       "94692  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1277875.0 2019-12-28  \n",
       "95592  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1199686.0 2019-12-29  \n",
       "96592  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1218917.0 2019-12-30  \n",
       "97492  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1364947.0 2019-12-31  \n",
       "72292  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1355245.0 2020-01-01  \n",
       "73192  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1078559.0 2020-01-02  \n",
       "73945  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1171923.0 2020-01-03  \n",
       "74592  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1196112.0 2020-01-04  \n",
       "75392  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1096785.0 2020-01-05  \n",
       "76092  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1124963.0 2020-01-06  \n",
       "76993  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1174072.0 2020-01-07  \n",
       "77892  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1197958.0 2020-01-08  \n",
       "78417  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1202100.0 2020-01-09  \n",
       "79892  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1260143.0 2020-01-10  \n",
       "80292  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1336961.0 2020-01-11  \n",
       "80892  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1199094.0 2020-01-12  \n",
       "81592  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1248227.0 2020-01-13  \n",
       "82192  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1469922.0 2020-01-14  \n",
       "83093  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1499446.0 2020-01-15  \n",
       "83792  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1586243.0 2020-01-16  \n",
       "84692  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1745419.0 2020-01-17  \n",
       "85694  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1938108.0 2020-01-18  \n",
       "86393  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1728232.0 2020-01-19  \n",
       "87192  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1552600.0 2020-01-20  \n",
       "87792  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1529143.0 2020-01-21  \n",
       "88693  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1448900.0 2020-01-22  \n",
       "89793  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1455340.0 2020-01-23  \n",
       "90969  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1509411.0 2020-01-24  \n",
       "91993  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1618205.0 2020-01-25  \n",
       "92693  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1434484.0 2020-01-26  \n",
       "93494  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1249691.0 2020-01-27  \n",
       "94192  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1256606.0 2020-01-28  \n",
       "95492  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1221163.0 2020-01-29  \n",
       "96354  7k4t7uLgtOxPwTpFmtJNTY  SAME_POSITION  1200782.0 2020-01-30  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mx1.query('dtime >= \"2019-11-01\" and dtime <= \"2020-03-31\"').sort_values('date').head(91)"
   ]
  }
 ],
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