<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0</th>
      <th>Unnamed: 1</th>
      <th>Unnamed: 2</th>
      <th>Unnamed: 3</th>
      <th>Unnamed: 4</th>
      <th>Unnamed: 5</th>
      <th>Unnamed: 6</th>
      <th>Unnamed: 7</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>NaN</td>
      <td>Month</td>
      <td>App</td>
      <td>Downloads</td>
      <td>Uninstalls</td>
      <td>5 star ratings</td>
      <td>1 star ratings</td>
      <td>Total ratings</td>
    </tr>
    <tr>
      <th>1</th>
      <td>NaN</td>
      <td>2021-06-01 00:00:00</td>
      <td>Crushed by Candies</td>
      <td>7079</td>
      <td>141</td>
      <td>89</td>
      <td>60</td>
      <td>879</td>
    </tr>
    <tr>
      <th>2</th>
      <td>NaN</td>
      <td>2021-06-01 00:00:00</td>
      <td>Chocolate Crossing</td>
      <td>7683</td>
      <td>153</td>
      <td>78</td>
      <td>41</td>
      <td>702</td>
    </tr>
    <tr>
      <th>3</th>
      <td>NaN</td>
      <td>2021-06-01 00:00:00</td>
      <td>Angry Bites</td>
      <td>4681</td>
      <td>93</td>
      <td>99</td>
      <td>53</td>
      <td>897</td>
    </tr>
    <tr>
      <th>4</th>
      <td>NaN</td>
      <td>2021-06-01 00:00:00</td>
      <td>Where is my Coco?</td>
      <td>4373</td>
      <td>87</td>
      <td>86</td>
      <td>51</td>
      <td>808</td>
    </tr>
  </tbody>
</table>
</div>

   Unnamed: 0           Unnamed: 1          Unnamed: 2 Unnamed: 3  Unnamed: 4  \
0         NaN                Month                 App  Downloads  Uninstalls   
1         NaN  2021-06-01 00:00:00  Crushed by Candies       7079         141   
2         NaN  2021-06-01 00:00:00  Chocolate Crossing       7683         153   
3         NaN  2021-06-01 00:00:00         Angry Bites       4681          93   
4         NaN  2021-06-01 00:00:00   Where is my Coco?       4373          87   

       Unnamed: 5      Unnamed: 6     Unnamed: 7  
0  5 star ratings  1 star ratings  Total ratings  
1              89              60            879  
2              78              41            702  
3              99              53            897  
4              86              51            808  

<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0</th>
      <th>Month</th>
      <th>App</th>
      <th>Downloads</th>
      <th>Uninstalls</th>
      <th>5 star ratings</th>
      <th>1 star ratings</th>
      <th>Total ratings</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>NaN</td>
      <td>2021-06-01</td>
      <td>Crushed by Candies</td>
      <td>7079</td>
      <td>141</td>
      <td>89</td>
      <td>60</td>
      <td>879</td>
    </tr>
    <tr>
      <th>1</th>
      <td>NaN</td>
      <td>2021-06-01</td>
      <td>Chocolate Crossing</td>
      <td>7683</td>
      <td>153</td>
      <td>78</td>
      <td>41</td>
      <td>702</td>
    </tr>
    <tr>
      <th>2</th>
      <td>NaN</td>
      <td>2021-06-01</td>
      <td>Angry Bites</td>
      <td>4681</td>
      <td>93</td>
      <td>99</td>
      <td>53</td>
      <td>897</td>
    </tr>
    <tr>
      <th>3</th>
      <td>NaN</td>
      <td>2021-06-01</td>
      <td>Where is my Coco?</td>
      <td>4373</td>
      <td>87</td>
      <td>86</td>
      <td>51</td>
      <td>808</td>
    </tr>
    <tr>
      <th>4</th>
      <td>NaN</td>
      <td>2021-06-01</td>
      <td>Sugar Rush</td>
      <td>3499</td>
      <td>69</td>
      <td>91</td>
      <td>42</td>
      <td>785</td>
    </tr>
  </tbody>
</table>
</div>

   Unnamed: 0      Month                 App  Downloads  Uninstalls  \
0         NaN 2021-06-01  Crushed by Candies       7079         141   
1         NaN 2021-06-01  Chocolate Crossing       7683         153   
2         NaN 2021-06-01         Angry Bites       4681          93   
3         NaN 2021-06-01   Where is my Coco?       4373          87   
4         NaN 2021-06-01          Sugar Rush       3499          69   

   5 star ratings  1 star ratings  Total ratings  
0              89              60            879  
1              78              41            702  
2              99              53            897  
3              86              51            808  
4              91              42            785  

<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>App</th>
      <th>5 star ratings</th>
      <th>1 star ratings</th>
      <th>Total ratings</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Crushed by Candies</td>
      <td>89</td>
      <td>60</td>
      <td>879</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Chocolate Crossing</td>
      <td>78</td>
      <td>41</td>
      <td>702</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Crushed by Candies</td>
      <td>81</td>
      <td>52</td>
      <td>785</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Chocolate Crossing</td>
      <td>96</td>
      <td>35</td>
      <td>773</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Crushed by Candies</td>
      <td>87</td>
      <td>25</td>
      <td>661</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Chocolate Crossing</td>
      <td>124</td>
      <td>39</td>
      <td>962</td>
    </tr>
    <tr>
      <th>21</th>
      <td>Crushed by Candies</td>
      <td>106</td>
      <td>38</td>
      <td>850</td>
    </tr>
    <tr>
      <th>22</th>
      <td>Chocolate Crossing</td>
      <td>77</td>
      <td>36</td>
      <td>667</td>
    </tr>
    <tr>
      <th>28</th>
      <td>Crushed by Candies</td>
      <td>104</td>
      <td>32</td>
      <td>802</td>
    </tr>
    <tr>
      <th>29</th>
      <td>Chocolate Crossing</td>
      <td>85</td>
      <td>46</td>
      <td>773</td>
    </tr>
    <tr>
      <th>35</th>
      <td>Crushed by Candies</td>
      <td>81</td>
      <td>56</td>
      <td>808</td>
    </tr>
    <tr>
      <th>36</th>
      <td>Chocolate Crossing</td>
      <td>97</td>
      <td>32</td>
      <td>761</td>
    </tr>
    <tr>
      <th>42</th>
      <td>Crushed by Candies</td>
      <td>76</td>
      <td>47</td>
      <td>726</td>
    </tr>
    <tr>
      <th>43</th>
      <td>Chocolate Crossing</td>
      <td>76</td>
      <td>49</td>
      <td>738</td>
    </tr>
  </tbody>
</table>
</div>

                   App  5 star ratings  1 star ratings  Total ratings
0   Crushed by Candies              89              60            879
1   Chocolate Crossing              78              41            702
7   Crushed by Candies              81              52            785
8   Chocolate Crossing              96              35            773
14  Crushed by Candies              87              25            661
15  Chocolate Crossing             124              39            962
21  Crushed by Candies             106              38            850
22  Chocolate Crossing              77              36            667
28  Crushed by Candies             104              32            802
29  Chocolate Crossing              85              46            773
35  Crushed by Candies              81              56            808
36  Chocolate Crossing              97              32            761
42  Crushed by Candies              76              47            726
43  Chocolate Crossing              76              49            738

<div>                            <div id="3fae106d-9c66-4632-8430-7f1f4a6c7b04" class="plotly-graph-div" style="height:525px; width:100%;"></div>            <script type="text/javascript">                require(["plotly"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById("3fae106d-9c66-4632-8430-7f1f4a6c7b04")) {                    Plotly.newPlot(                        "3fae106d-9c66-4632-8430-7f1f4a6c7b04",                        [{"alignmentgroup":"True","hovertemplate":"Rating Type=5 star ratings\u003cbr\u003eApp=%{x}\u003cbr\u003eAverage Number of Ratings=%{y}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"5 star ratings","marker":{"color":"#636efa","pattern":{"shape":""}},"name":"5 star ratings","offsetgroup":"5 star ratings","orientation":"v","showlegend":true,"textposition":"auto","x":["Chocolate Crossing","Crushed by Candies"],"xaxis":"x","y":[90.42857142857143,89.14285714285714],"yaxis":"y","type":"bar"},{"alignmentgroup":"True","hovertemplate":"Rating Type=1 star ratings\u003cbr\u003eApp=%{x}\u003cbr\u003eAverage Number of Ratings=%{y}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"1 star ratings","marker":{"color":"#EF553B","pattern":{"shape":""}},"name":"1 star ratings","offsetgroup":"1 star ratings","orientation":"v","showlegend":true,"textposition":"auto","x":["Chocolate Crossing","Crushed by Candies"],"xaxis":"x","y":[39.714285714285715,44.285714285714285],"yaxis":"y","type":"bar"}],                        {"template":{"data":{"histogram2dcontour":[{"type":"histogram2dcontour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"choropleth":[{"type":"choropleth","colorbar":{"outlinewidth":0,"ticks":""}}],"histogram2d":[{"type":"histogram2d","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmap":[{"type":"heatmap","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmapgl":[{"type":"heatmapgl","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"contourcarpet":[{"type":"contourcarpet","colorbar":{"outlinewidth":0,"ticks":""}}],"contour":[{"type":"contour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"surface":[{"type":"surface","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"mesh3d":[{"type":"mesh3d","colorbar":{"outlinewidth":0,"ticks":""}}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"parcoords":[{"type":"parcoords","line":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolargl":[{"type":"scatterpolargl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"scattergeo":[{"type":"scattergeo","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolar":[{"type":"scatterpolar","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"scattergl":[{"type":"scattergl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatter3d":[{"type":"scatter3d","line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattermapbox":[{"type":"scattermapbox","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterternary":[{"type":"scatterternary","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattercarpet":[{"type":"scattercarpet","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"pie":[{"automargin":true,"type":"pie"}]},"layout":{"autotypenumbers":"strict","colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"hovermode":"closest","hoverlabel":{"align":"left"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"bgcolor":"#E5ECF6","angularaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"ternary":{"bgcolor":"#E5ECF6","aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"sequential":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"sequentialminus":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]]},"xaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"yaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"geo":{"bgcolor":"white","landcolor":"#E5ECF6","subunitcolor":"white","showland":true,"showlakes":true,"lakecolor":"white"},"title":{"x":0.05},"mapbox":{"style":"light"}}},"xaxis":{"anchor":"y","domain":[0.0,1.0],"title":{"text":"App"}},"yaxis":{"anchor":"x","domain":[0.0,1.0],"title":{"text":"Average Number of Ratings"}},"legend":{"title":{"text":"Rating Type"},"tracegroupgap":0},"title":{"text":"Average Ratings Comparison Between Two Apps"},"barmode":"group"},                        {"displayModeBar": true, "displaylogo": false, "modeBarButtonsToRemove": [], "responsive": true}                    ).then(function(){
                            
var gd = document.getElementById('3fae106d-9c66-4632-8430-7f1f4a6c7b04');
var x = new MutationObserver(function (mutations, observer) {{
        var display = window.getComputedStyle(gd).display;
        if (!display || display === 'none') {{
            console.log([gd, 'removed!']);
            Plotly.purge(gd);
            observer.disconnect();
        }}
}});

// Listen for the removal of the full notebook cells
var notebookContainer = gd.closest('#notebook-container');
if (notebookContainer) {{
    x.observe(notebookContainer, {childList: true});
}}

// Listen for the clearing of the current output cell
var outputEl = gd.closest('.output');
if (outputEl) {{
    x.observe(outputEl, {childList: true});
}}

                        })                };                });            </script>        </div>

Analyzing Ratings Comparison for 'Crushed by Candies' and 'Chocolate Crossing'

How do ratings vary between the two apps?

Download this for me