{
  "id": 392560,
  "title": "Classwise Performance",
  "url": "/competitions/asl-signs/discussion/392560",
  "author_name": "",
  "post_date": "2023-03-05T21:37:16.328610700Z",
  "votes": 22,
  "comment_count": 4,
  "views": 0,
  "content": "<p>I haven't looked into it too much but here is one of my models classwise performance ordered based on F1 Score. I'll probably dig into why some signs are so bad later, but just wanted to share!</p>\n<table>\n<thead>\n<tr>\n<th><strong>Class Number</strong></th>\n<th><strong>Class Name</strong></th>\n<th><strong>Accuracy</strong></th>\n<th><strong>Precision</strong></th>\n<th><strong>Recall</strong></th>\n<th><strong>F1 Score</strong></th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>119</td>\n<td>horse</td>\n<td>0.92</td>\n<td>0.94</td>\n<td>0.96</td>\n<td>0.95</td>\n</tr>\n<tr>\n<td>155</td>\n<td>nose</td>\n<td>0.87</td>\n<td>0.90</td>\n<td>0.94</td>\n<td>0.92</td>\n</tr>\n<tr>\n<td>32</td>\n<td>bug</td>\n<td>0.85</td>\n<td>0.85</td>\n<td>0.94</td>\n<td>0.89</td>\n</tr>\n<tr>\n<td>2</td>\n<td>airplane</td>\n<td>0.84</td>\n<td>0.84</td>\n<td>0.94</td>\n<td>0.88</td>\n</tr>\n<tr>\n<td>34</td>\n<td>callonphone</td>\n<td>0.83</td>\n<td>0.86</td>\n<td>0.90</td>\n<td>0.88</td>\n</tr>\n<tr>\n<td>50</td>\n<td>cow</td>\n<td>0.83</td>\n<td>0.86</td>\n<td>0.88</td>\n<td>0.87</td>\n</tr>\n<tr>\n<td>78</td>\n<td>find</td>\n<td>0.82</td>\n<td>0.81</td>\n<td>0.94</td>\n<td>0.87</td>\n</tr>\n<tr>\n<td>234</td>\n<td>water</td>\n<td>0.82</td>\n<td>0.87</td>\n<td>0.85</td>\n<td>0.86</td>\n</tr>\n<tr>\n<td>219</td>\n<td>tiger</td>\n<td>0.82</td>\n<td>0.84</td>\n<td>0.88</td>\n<td>0.86</td>\n</tr>\n<tr>\n<td>60</td>\n<td>donkey</td>\n<td>0.81</td>\n<td>0.81</td>\n<td>0.90</td>\n<td>0.85</td>\n</tr>\n<tr>\n<td>103</td>\n<td>gum</td>\n<td>0.80</td>\n<td>0.77</td>\n<td>0.96</td>\n<td>0.85</td>\n</tr>\n<tr>\n<td>198</td>\n<td>sick</td>\n<td>0.81</td>\n<td>0.80</td>\n<td>0.92</td>\n<td>0.85</td>\n</tr>\n<tr>\n<td>165</td>\n<td>owl</td>\n<td>0.81</td>\n<td>0.89</td>\n<td>0.80</td>\n<td>0.84</td>\n</tr>\n<tr>\n<td>228</td>\n<td>uncle</td>\n<td>0.80</td>\n<td>0.79</td>\n<td>0.90</td>\n<td>0.84</td>\n</tr>\n<tr>\n<td>63</td>\n<td>drink</td>\n<td>0.80</td>\n<td>0.84</td>\n<td>0.84</td>\n<td>0.84</td>\n</tr>\n<tr>\n<td>54</td>\n<td>cute</td>\n<td>0.81</td>\n<td>0.87</td>\n<td>0.81</td>\n<td>0.84</td>\n</tr>\n<tr>\n<td>90</td>\n<td>frog</td>\n<td>0.79</td>\n<td>0.77</td>\n<td>0.92</td>\n<td>0.84</td>\n</tr>\n<tr>\n<td>158</td>\n<td>nuts</td>\n<td>0.78</td>\n<td>0.74</td>\n<td>0.94</td>\n<td>0.83</td>\n</tr>\n<tr>\n<td>110</td>\n<td>head</td>\n<td>0.79</td>\n<td>0.82</td>\n<td>0.83</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>82</td>\n<td>fireman</td>\n<td>0.79</td>\n<td>0.81</td>\n<td>0.84</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>194</td>\n<td>shhh</td>\n<td>0.78</td>\n<td>0.73</td>\n<td>0.94</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>88</td>\n<td>for</td>\n<td>0.79</td>\n<td>0.79</td>\n<td>0.85</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>86</td>\n<td>flower</td>\n<td>0.80</td>\n<td>0.86</td>\n<td>0.78</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>182</td>\n<td>radio</td>\n<td>0.79</td>\n<td>0.82</td>\n<td>0.82</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>209</td>\n<td>stuck</td>\n<td>0.79</td>\n<td>0.81</td>\n<td>0.81</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>117</td>\n<td>high</td>\n<td>0.78</td>\n<td>0.80</td>\n<td>0.83</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>31</td>\n<td>brown</td>\n<td>0.76</td>\n<td>0.70</td>\n<td>0.96</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>30</td>\n<td>brother</td>\n<td>0.80</td>\n<td>0.90</td>\n<td>0.73</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>49</td>\n<td>clown</td>\n<td>0.78</td>\n<td>0.80</td>\n<td>0.82</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>239</td>\n<td>who</td>\n<td>0.78</td>\n<td>0.78</td>\n<td>0.84</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>189</td>\n<td>sad</td>\n<td>0.77</td>\n<td>0.76</td>\n<td>0.84</td>\n<td>0.80</td>\n</tr>\n<tr>\n<td>242</td>\n<td>wolf</td>\n<td>0.76</td>\n<td>0.70</td>\n<td>0.92</td>\n<td>0.79</td>\n</tr>\n<tr>\n<td>29</td>\n<td>boy</td>\n<td>0.77</td>\n<td>0.76</td>\n<td>0.81</td>\n<td>0.79</td>\n</tr>\n<tr>\n<td>133</td>\n<td>lion</td>\n<td>0.76</td>\n<td>0.75</td>\n<td>0.82</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>8</td>\n<td>apple</td>\n<td>0.76</td>\n<td>0.73</td>\n<td>0.85</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>174</td>\n<td>police</td>\n<td>0.76</td>\n<td>0.73</td>\n<td>0.84</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>106</td>\n<td>hat</td>\n<td>0.77</td>\n<td>0.82</td>\n<td>0.74</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>245</td>\n<td>yesterday</td>\n<td>0.76</td>\n<td>0.75</td>\n<td>0.80</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>91</td>\n<td>garbage</td>\n<td>0.77</td>\n<td>0.85</td>\n<td>0.72</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>118</td>\n<td>home</td>\n<td>0.75</td>\n<td>0.70</td>\n<td>0.86</td>\n<td>0.77</td>\n</tr>\n<tr>\n<td>51</td>\n<td>cowboy</td>\n<td>0.77</td>\n<td>0.85</td>\n<td>0.70</td>\n<td>0.77</td>\n</tr>\n<tr>\n<td>89</td>\n<td>frenchfries</td>\n<td>0.74</td>\n<td>0.70</td>\n<td>0.83</td>\n<td>0.76</td>\n</tr>\n<tr>\n<td>240</td>\n<td>why</td>\n<td>0.76</td>\n<td>0.82</td>\n<td>0.71</td>\n<td>0.76</td>\n</tr>\n<tr>\n<td>171</td>\n<td>pig</td>\n<td>0.76</td>\n<td>0.80</td>\n<td>0.72</td>\n<td>0.76</td>\n</tr>\n<tr>\n<td>55</td>\n<td>dad</td>\n<td>0.75</td>\n<td>0.75</td>\n<td>0.77</td>\n<td>0.76</td>\n</tr>\n<tr>\n<td>146</td>\n<td>moon</td>\n<td>0.75</td>\n<td>0.75</td>\n<td>0.77</td>\n<td>0.76</td>\n</tr>\n<tr>\n<td>100</td>\n<td>grandpa</td>\n<td>0.76</td>\n<td>0.80</td>\n<td>0.71</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>237</td>\n<td>where</td>\n<td>0.73</td>\n<td>0.66</td>\n<td>0.87</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>114</td>\n<td>hen</td>\n<td>0.75</td>\n<td>0.77</td>\n<td>0.72</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>157</td>\n<td>now</td>\n<td>0.75</td>\n<td>0.76</td>\n<td>0.74</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>83</td>\n<td>first</td>\n<td>0.73</td>\n<td>0.67</td>\n<td>0.84</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>148</td>\n<td>mouse</td>\n<td>0.75</td>\n<td>0.75</td>\n<td>0.75</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>236</td>\n<td>weus</td>\n<td>0.74</td>\n<td>0.69</td>\n<td>0.81</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>218</td>\n<td>thirsty</td>\n<td>0.73</td>\n<td>0.65</td>\n<td>0.87</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>207</td>\n<td>store</td>\n<td>0.74</td>\n<td>0.70</td>\n<td>0.79</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>243</td>\n<td>yellow</td>\n<td>0.74</td>\n<td>0.71</td>\n<td>0.77</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>44</td>\n<td>chocolate</td>\n<td>0.73</td>\n<td>0.66</td>\n<td>0.84</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>81</td>\n<td>finish</td>\n<td>0.74</td>\n<td>0.70</td>\n<td>0.78</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>22</td>\n<td>better</td>\n<td>0.74</td>\n<td>0.73</td>\n<td>0.74</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>26</td>\n<td>blue</td>\n<td>0.74</td>\n<td>0.70</td>\n<td>0.78</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>87</td>\n<td>food</td>\n<td>0.73</td>\n<td>0.68</td>\n<td>0.80</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>59</td>\n<td>doll</td>\n<td>0.75</td>\n<td>0.75</td>\n<td>0.72</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>16</td>\n<td>because</td>\n<td>0.75</td>\n<td>0.79</td>\n<td>0.68</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>101</td>\n<td>grass</td>\n<td>0.74</td>\n<td>0.74</td>\n<td>0.71</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>24</td>\n<td>black</td>\n<td>0.74</td>\n<td>0.73</td>\n<td>0.73</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>156</td>\n<td>not</td>\n<td>0.75</td>\n<td>0.78</td>\n<td>0.68</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>197</td>\n<td>shower</td>\n<td>0.73</td>\n<td>0.68</td>\n<td>0.78</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>47</td>\n<td>closet</td>\n<td>0.73</td>\n<td>0.70</td>\n<td>0.76</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>213</td>\n<td>taste</td>\n<td>0.73</td>\n<td>0.68</td>\n<td>0.78</td>\n<td>0.72</td>\n</tr>\n<tr>\n<td>120</td>\n<td>hot</td>\n<td>0.74</td>\n<td>0.74</td>\n<td>0.71</td>\n<td>0.72</td>\n</tr>\n<tr>\n<td>39</td>\n<td>cereal</td>\n<td>0.75</td>\n<td>0.79</td>\n<td>0.66</td>\n<td>0.72</td>\n</tr>\n<tr>\n<td>67</td>\n<td>duck</td>\n<td>0.71</td>\n<td>0.62</td>\n<td>0.84</td>\n<td>0.72</td>\n</tr>\n<tr>\n<td>140</td>\n<td>man</td>\n<td>0.75</td>\n<td>0.86</td>\n<td>0.61</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>229</td>\n<td>underwear</td>\n<td>0.75</td>\n<td>0.81</td>\n<td>0.64</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>79</td>\n<td>fine</td>\n<td>0.74</td>\n<td>0.74</td>\n<td>0.69</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>123</td>\n<td>if</td>\n<td>0.74</td>\n<td>0.76</td>\n<td>0.67</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>201</td>\n<td>smile</td>\n<td>0.74</td>\n<td>0.74</td>\n<td>0.68</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>176</td>\n<td>potty</td>\n<td>0.72</td>\n<td>0.64</td>\n<td>0.80</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>121</td>\n<td>hungry</td>\n<td>0.72</td>\n<td>0.65</td>\n<td>0.77</td>\n<td>0.70</td>\n</tr>\n<tr>\n<td>72</td>\n<td>eye</td>\n<td>0.74</td>\n<td>0.75</td>\n<td>0.66</td>\n<td>0.70</td>\n</tr>\n<tr>\n<td>183</td>\n<td>rain</td>\n<td>0.71</td>\n<td>0.61</td>\n<td>0.83</td>\n<td>0.70</td>\n</tr>\n<tr>\n<td>75</td>\n<td>farm</td>\n<td>0.74</td>\n<td>0.81</td>\n<td>0.61</td>\n<td>0.70</td>\n</tr>\n<tr>\n<td>104</td>\n<td>hair</td>\n<td>0.74</td>\n<td>0.76</td>\n<td>0.65</td>\n<td>0.70</td>\n</tr>\n<tr>\n<td>85</td>\n<td>flag</td>\n<td>0.72</td>\n<td>0.66</td>\n<td>0.73</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>122</td>\n<td>icecream</td>\n<td>0.72</td>\n<td>0.69</td>\n<td>0.70</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>212</td>\n<td>talk</td>\n<td>0.71</td>\n<td>0.64</td>\n<td>0.76</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>23</td>\n<td>bird</td>\n<td>0.70</td>\n<td>0.61</td>\n<td>0.80</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>159</td>\n<td>old</td>\n<td>0.73</td>\n<td>0.76</td>\n<td>0.63</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>221</td>\n<td>tomorrow</td>\n<td>0.72</td>\n<td>0.68</td>\n<td>0.69</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>224</td>\n<td>toothbrush</td>\n<td>0.70</td>\n<td>0.61</td>\n<td>0.78</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>70</td>\n<td>empty</td>\n<td>0.73</td>\n<td>0.71</td>\n<td>0.65</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>5</td>\n<td>animal</td>\n<td>0.71</td>\n<td>0.63</td>\n<td>0.74</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>195</td>\n<td>shirt</td>\n<td>0.71</td>\n<td>0.64</td>\n<td>0.73</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>153</td>\n<td>no</td>\n<td>0.71</td>\n<td>0.65</td>\n<td>0.72</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>217</td>\n<td>think</td>\n<td>0.72</td>\n<td>0.68</td>\n<td>0.68</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>145</td>\n<td>mom</td>\n<td>0.70</td>\n<td>0.59</td>\n<td>0.80</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>193</td>\n<td>see</td>\n<td>0.68</td>\n<td>0.54</td>\n<td>0.92</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>4</td>\n<td>alligator</td>\n<td>0.73</td>\n<td>0.75</td>\n<td>0.61</td>\n<td>0.67</td>\n</tr>\n<tr>\n<td>14</td>\n<td>balloon</td>\n<td>0.73</td>\n<td>0.75</td>\n<td>0.61</td>\n<td>0.67</td>\n</tr>\n<tr>\n<td>162</td>\n<td>orange</td>\n<td>0.71</td>\n<td>0.64</td>\n<td>0.71</td>\n<td>0.67</td>\n</tr>\n<tr>\n<td>248</td>\n<td>zebra</td>\n<td>0.71</td>\n<td>0.62</td>\n<td>0.72</td>\n<td>0.67</td>\n</tr>\n<tr>\n<td>0</td>\n<td>TV</td>\n<td>0.69</td>\n<td>0.56</td>\n<td>0.81</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>203</td>\n<td>snow</td>\n<td>0.70</td>\n<td>0.59</td>\n<td>0.75</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>142</td>\n<td>milk</td>\n<td>0.70</td>\n<td>0.61</td>\n<td>0.72</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>94</td>\n<td>girl</td>\n<td>0.70</td>\n<td>0.62</td>\n<td>0.70</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>147</td>\n<td>morning</td>\n<td>0.71</td>\n<td>0.64</td>\n<td>0.68</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>172</td>\n<td>pizza</td>\n<td>0.72</td>\n<td>0.71</td>\n<td>0.61</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>62</td>\n<td>drawer</td>\n<td>0.72</td>\n<td>0.71</td>\n<td>0.62</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>226</td>\n<td>toy</td>\n<td>0.72</td>\n<td>0.71</td>\n<td>0.62</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>184</td>\n<td>read</td>\n<td>0.71</td>\n<td>0.67</td>\n<td>0.64</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>210</td>\n<td>sun</td>\n<td>0.72</td>\n<td>0.74</td>\n<td>0.59</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>177</td>\n<td>pretend</td>\n<td>0.73</td>\n<td>0.80</td>\n<td>0.56</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>154</td>\n<td>noisy</td>\n<td>0.72</td>\n<td>0.73</td>\n<td>0.60</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>190</td>\n<td>same</td>\n<td>0.70</td>\n<td>0.59</td>\n<td>0.73</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>113</td>\n<td>hello</td>\n<td>0.70</td>\n<td>0.60</td>\n<td>0.71</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>52</td>\n<td>cry</td>\n<td>0.71</td>\n<td>0.65</td>\n<td>0.65</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>69</td>\n<td>elephant</td>\n<td>0.71</td>\n<td>0.68</td>\n<td>0.62</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>57</td>\n<td>dirty</td>\n<td>0.71</td>\n<td>0.64</td>\n<td>0.67</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>93</td>\n<td>giraffe</td>\n<td>0.72</td>\n<td>0.71</td>\n<td>0.60</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>178</td>\n<td>pretty</td>\n<td>0.73</td>\n<td>0.79</td>\n<td>0.55</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>214</td>\n<td>thankyou</td>\n<td>0.68</td>\n<td>0.54</td>\n<td>0.82</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>68</td>\n<td>ear</td>\n<td>0.70</td>\n<td>0.59</td>\n<td>0.71</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>56</td>\n<td>dance</td>\n<td>0.69</td>\n<td>0.57</td>\n<td>0.74</td>\n<td>0.64</td>\n</tr>\n<tr>\n<td>230</td>\n<td>up</td>\n<td>0.70</td>\n<td>0.61</td>\n<td>0.67</td>\n<td>0.64</td>\n</tr>\n<tr>\n<td>36</td>\n<td>car</td>\n<td>0.70</td>\n<td>0.62</td>\n<td>0.66</td>\n<td>0.64</td>\n</tr>\n<tr>\n<td>185</td>\n<td>red</td>\n<td>0.69</td>\n<td>0.58</td>\n<td>0.70</td>\n<td>0.63</td>\n</tr>\n<tr>\n<td>108</td>\n<td>have</td>\n<td>0.71</td>\n<td>0.65</td>\n<td>0.62</td>\n<td>0.63</td>\n</tr>\n<tr>\n<td>196</td>\n<td>shoe</td>\n<td>0.67</td>\n<td>0.51</td>\n<td>0.84</td>\n<td>0.63</td>\n</tr>\n<tr>\n<td>10</td>\n<td>aunt</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.73</td>\n<td>0.63</td>\n</tr>\n<tr>\n<td>17</td>\n<td>bed</td>\n<td>0.69</td>\n<td>0.58</td>\n<td>0.68</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>163</td>\n<td>outside</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.71</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>25</td>\n<td>blow</td>\n<td>0.71</td>\n<td>0.66</td>\n<td>0.59</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>166</td>\n<td>pajamas</td>\n<td>0.71</td>\n<td>0.68</td>\n<td>0.57</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>99</td>\n<td>grandma</td>\n<td>0.69</td>\n<td>0.60</td>\n<td>0.64</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>227</td>\n<td>tree</td>\n<td>0.70</td>\n<td>0.65</td>\n<td>0.58</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>232</td>\n<td>wait</td>\n<td>0.68</td>\n<td>0.54</td>\n<td>0.70</td>\n<td>0.61</td>\n</tr>\n<tr>\n<td>131</td>\n<td>later</td>\n<td>0.69</td>\n<td>0.59</td>\n<td>0.64</td>\n<td>0.61</td>\n</tr>\n<tr>\n<td>9</td>\n<td>arm</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.71</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>27</td>\n<td>boat</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.65</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>192</td>\n<td>scissors</td>\n<td>0.69</td>\n<td>0.61</td>\n<td>0.59</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>139</td>\n<td>make</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.65</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>151</td>\n<td>napkin</td>\n<td>0.70</td>\n<td>0.62</td>\n<td>0.58</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>175</td>\n<td>pool</td>\n<td>0.69</td>\n<td>0.57</td>\n<td>0.63</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>13</td>\n<td>bad</td>\n<td>0.70</td>\n<td>0.65</td>\n<td>0.55</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>130</td>\n<td>lamp</td>\n<td>0.72</td>\n<td>0.79</td>\n<td>0.48</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>211</td>\n<td>table</td>\n<td>0.65</td>\n<td>0.46</td>\n<td>0.83</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>15</td>\n<td>bath</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.64</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>38</td>\n<td>cat</td>\n<td>0.68</td>\n<td>0.53</td>\n<td>0.66</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>42</td>\n<td>child</td>\n<td>0.69</td>\n<td>0.61</td>\n<td>0.57</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>186</td>\n<td>refrigerator</td>\n<td>0.70</td>\n<td>0.62</td>\n<td>0.56</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>102</td>\n<td>green</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.67</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>61</td>\n<td>down</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.71</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>84</td>\n<td>fish</td>\n<td>0.68</td>\n<td>0.53</td>\n<td>0.65</td>\n<td>0.58</td>\n</tr>\n<tr>\n<td>152</td>\n<td>night</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.62</td>\n<td>0.58</td>\n</tr>\n<tr>\n<td>37</td>\n<td>carrot</td>\n<td>0.70</td>\n<td>0.66</td>\n<td>0.52</td>\n<td>0.58</td>\n</tr>\n<tr>\n<td>92</td>\n<td>gift</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.69</td>\n<td>0.58</td>\n</tr>\n<tr>\n<td>144</td>\n<td>mitten</td>\n<td>0.70</td>\n<td>0.70</td>\n<td>0.49</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>6</td>\n<td>another</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.59</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>138</td>\n<td>mad</td>\n<td>0.69</td>\n<td>0.60</td>\n<td>0.55</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>135</td>\n<td>listen</td>\n<td>0.69</td>\n<td>0.59</td>\n<td>0.56</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>246</td>\n<td>yourself</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.67</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>238</td>\n<td>white</td>\n<td>0.69</td>\n<td>0.58</td>\n<td>0.57</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>204</td>\n<td>stairs</td>\n<td>0.69</td>\n<td>0.62</td>\n<td>0.52</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>225</td>\n<td>touch</td>\n<td>0.69</td>\n<td>0.61</td>\n<td>0.53</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>77</td>\n<td>feet</td>\n<td>0.70</td>\n<td>0.68</td>\n<td>0.49</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>109</td>\n<td>haveto</td>\n<td>0.68</td>\n<td>0.57</td>\n<td>0.56</td>\n<td>0.56</td>\n</tr>\n<tr>\n<td>222</td>\n<td>tongue</td>\n<td>0.70</td>\n<td>0.67</td>\n<td>0.48</td>\n<td>0.56</td>\n</tr>\n<tr>\n<td>112</td>\n<td>helicopter</td>\n<td>0.68</td>\n<td>0.54</td>\n<td>0.57</td>\n<td>0.56</td>\n</tr>\n<tr>\n<td>199</td>\n<td>sleep</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.60</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>48</td>\n<td>cloud</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.55</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>105</td>\n<td>happy</td>\n<td>0.69</td>\n<td>0.60</td>\n<td>0.51</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>53</td>\n<td>cut</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.59</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>73</td>\n<td>face</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.54</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>115</td>\n<td>hesheit</td>\n<td>0.69</td>\n<td>0.59</td>\n<td>0.51</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>7</td>\n<td>any</td>\n<td>0.70</td>\n<td>0.66</td>\n<td>0.47</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>71</td>\n<td>every</td>\n<td>0.70</td>\n<td>0.68</td>\n<td>0.46</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>137</td>\n<td>loud</td>\n<td>0.69</td>\n<td>0.60</td>\n<td>0.50</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>111</td>\n<td>hear</td>\n<td>0.69</td>\n<td>0.61</td>\n<td>0.49</td>\n<td>0.54</td>\n</tr>\n<tr>\n<td>66</td>\n<td>dryer</td>\n<td>0.69</td>\n<td>0.63</td>\n<td>0.48</td>\n<td>0.54</td>\n</tr>\n<tr>\n<td>19</td>\n<td>bee</td>\n<td>0.69</td>\n<td>0.60</td>\n<td>0.49</td>\n<td>0.54</td>\n</tr>\n<tr>\n<td>41</td>\n<td>cheek</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.52</td>\n<td>0.53</td>\n</tr>\n<tr>\n<td>45</td>\n<td>clean</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.51</td>\n<td>0.53</td>\n</tr>\n<tr>\n<td>65</td>\n<td>dry</td>\n<td>0.68</td>\n<td>0.57</td>\n<td>0.49</td>\n<td>0.53</td>\n</tr>\n<tr>\n<td>33</td>\n<td>bye</td>\n<td>0.66</td>\n<td>0.48</td>\n<td>0.59</td>\n<td>0.53</td>\n</tr>\n<tr>\n<td>161</td>\n<td>open</td>\n<td>0.68</td>\n<td>0.58</td>\n<td>0.48</td>\n<td>0.53</td>\n</tr>\n<tr>\n<td>244</td>\n<td>yes</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.49</td>\n<td>0.52</td>\n</tr>\n<tr>\n<td>132</td>\n<td>like</td>\n<td>0.67</td>\n<td>0.51</td>\n<td>0.53</td>\n<td>0.52</td>\n</tr>\n<tr>\n<td>28</td>\n<td>book</td>\n<td>0.67</td>\n<td>0.53</td>\n<td>0.50</td>\n<td>0.52</td>\n</tr>\n<tr>\n<td>233</td>\n<td>wake</td>\n<td>0.65</td>\n<td>0.44</td>\n<td>0.62</td>\n<td>0.52</td>\n</tr>\n<tr>\n<td>235</td>\n<td>wet</td>\n<td>0.66</td>\n<td>0.49</td>\n<td>0.54</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>220</td>\n<td>time</td>\n<td>0.64</td>\n<td>0.42</td>\n<td>0.65</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>127</td>\n<td>jump</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.48</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>40</td>\n<td>chair</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.52</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>205</td>\n<td>stay</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.51</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>134</td>\n<td>lips</td>\n<td>0.67</td>\n<td>0.51</td>\n<td>0.50</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>141</td>\n<td>many</td>\n<td>0.65</td>\n<td>0.45</td>\n<td>0.57</td>\n<td>0.50</td>\n</tr>\n<tr>\n<td>215</td>\n<td>that</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.46</td>\n<td>0.50</td>\n</tr>\n<tr>\n<td>143</td>\n<td>minemy</td>\n<td>0.66</td>\n<td>0.46</td>\n<td>0.53</td>\n<td>0.50</td>\n</tr>\n<tr>\n<td>181</td>\n<td>quiet</td>\n<td>0.68</td>\n<td>0.59</td>\n<td>0.42</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>150</td>\n<td>nap</td>\n<td>0.70</td>\n<td>0.81</td>\n<td>0.35</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>35</td>\n<td>can</td>\n<td>0.65</td>\n<td>0.43</td>\n<td>0.57</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>208</td>\n<td>story</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.48</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>206</td>\n<td>sticky</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.48</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>116</td>\n<td>hide</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.43</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>249</td>\n<td>zipper</td>\n<td>0.65</td>\n<td>0.44</td>\n<td>0.54</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>173</td>\n<td>please</td>\n<td>0.64</td>\n<td>0.42</td>\n<td>0.58</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>128</td>\n<td>kiss</td>\n<td>0.68</td>\n<td>0.57</td>\n<td>0.42</td>\n<td>0.48</td>\n</tr>\n<tr>\n<td>223</td>\n<td>tooth</td>\n<td>0.65</td>\n<td>0.44</td>\n<td>0.53</td>\n<td>0.48</td>\n</tr>\n<tr>\n<td>3</td>\n<td>all</td>\n<td>0.68</td>\n<td>0.61</td>\n<td>0.40</td>\n<td>0.48</td>\n</tr>\n<tr>\n<td>149</td>\n<td>mouth</td>\n<td>0.67</td>\n<td>0.54</td>\n<td>0.43</td>\n<td>0.48</td>\n</tr>\n<tr>\n<td>126</td>\n<td>jeans</td>\n<td>0.66</td>\n<td>0.47</td>\n<td>0.48</td>\n<td>0.47</td>\n</tr>\n<tr>\n<td>179</td>\n<td>puppy</td>\n<td>0.68</td>\n<td>0.58</td>\n<td>0.40</td>\n<td>0.47</td>\n</tr>\n<tr>\n<td>107</td>\n<td>hate</td>\n<td>0.67</td>\n<td>0.53</td>\n<td>0.42</td>\n<td>0.47</td>\n</tr>\n<tr>\n<td>96</td>\n<td>glasswindow</td>\n<td>0.68</td>\n<td>0.58</td>\n<td>0.39</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>169</td>\n<td>penny</td>\n<td>0.68</td>\n<td>0.58</td>\n<td>0.39</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>202</td>\n<td>snack</td>\n<td>0.68</td>\n<td>0.58</td>\n<td>0.38</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>12</td>\n<td>backyard</td>\n<td>0.68</td>\n<td>0.61</td>\n<td>0.37</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>74</td>\n<td>fall</td>\n<td>0.67</td>\n<td>0.54</td>\n<td>0.40</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>124</td>\n<td>into</td>\n<td>0.67</td>\n<td>0.51</td>\n<td>0.41</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>80</td>\n<td>finger</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.38</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>64</td>\n<td>drop</td>\n<td>0.67</td>\n<td>0.55</td>\n<td>0.39</td>\n<td>0.45</td>\n</tr>\n<tr>\n<td>241</td>\n<td>will</td>\n<td>0.66</td>\n<td>0.45</td>\n<td>0.46</td>\n<td>0.45</td>\n</tr>\n<tr>\n<td>164</td>\n<td>owie</td>\n<td>0.69</td>\n<td>0.64</td>\n<td>0.35</td>\n<td>0.45</td>\n</tr>\n<tr>\n<td>247</td>\n<td>yucky</td>\n<td>0.65</td>\n<td>0.43</td>\n<td>0.47</td>\n<td>0.45</td>\n</tr>\n<tr>\n<td>43</td>\n<td>chin</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.40</td>\n<td>0.44</td>\n</tr>\n<tr>\n<td>191</td>\n<td>say</td>\n<td>0.63</td>\n<td>0.37</td>\n<td>0.55</td>\n<td>0.44</td>\n</tr>\n<tr>\n<td>168</td>\n<td>pencil</td>\n<td>0.67</td>\n<td>0.53</td>\n<td>0.37</td>\n<td>0.43</td>\n</tr>\n<tr>\n<td>187</td>\n<td>ride</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.37</td>\n<td>0.43</td>\n</tr>\n<tr>\n<td>98</td>\n<td>goose</td>\n<td>0.66</td>\n<td>0.46</td>\n<td>0.39</td>\n<td>0.42</td>\n</tr>\n<tr>\n<td>188</td>\n<td>room</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.36</td>\n<td>0.42</td>\n</tr>\n<tr>\n<td>20</td>\n<td>before</td>\n<td>0.64</td>\n<td>0.37</td>\n<td>0.48</td>\n<td>0.42</td>\n</tr>\n<tr>\n<td>58</td>\n<td>dog</td>\n<td>0.65</td>\n<td>0.40</td>\n<td>0.42</td>\n<td>0.41</td>\n</tr>\n<tr>\n<td>170</td>\n<td>person</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.31</td>\n<td>0.39</td>\n</tr>\n<tr>\n<td>11</td>\n<td>awake</td>\n<td>0.66</td>\n<td>0.47</td>\n<td>0.32</td>\n<td>0.38</td>\n</tr>\n<tr>\n<td>125</td>\n<td>jacket</td>\n<td>0.64</td>\n<td>0.35</td>\n<td>0.40</td>\n<td>0.38</td>\n</tr>\n<tr>\n<td>180</td>\n<td>puzzle</td>\n<td>0.65</td>\n<td>0.39</td>\n<td>0.35</td>\n<td>0.37</td>\n</tr>\n<tr>\n<td>216</td>\n<td>there</td>\n<td>0.68</td>\n<td>0.69</td>\n<td>0.24</td>\n<td>0.36</td>\n</tr>\n<tr>\n<td>231</td>\n<td>vacuum</td>\n<td>0.63</td>\n<td>0.32</td>\n<td>0.39</td>\n<td>0.35</td>\n</tr>\n<tr>\n<td>200</td>\n<td>sleepy</td>\n<td>0.65</td>\n<td>0.40</td>\n<td>0.31</td>\n<td>0.35</td>\n</tr>\n<tr>\n<td>18</td>\n<td>bedroom</td>\n<td>0.65</td>\n<td>0.41</td>\n<td>0.29</td>\n<td>0.34</td>\n</tr>\n<tr>\n<td>46</td>\n<td>close</td>\n<td>0.65</td>\n<td>0.38</td>\n<td>0.30</td>\n<td>0.33</td>\n</tr>\n<tr>\n<td>167</td>\n<td>pen</td>\n<td>0.65</td>\n<td>0.40</td>\n<td>0.29</td>\n<td>0.33</td>\n</tr>\n<tr>\n<td>129</td>\n<td>kitty</td>\n<td>0.68</td>\n<td>0.61</td>\n<td>0.22</td>\n<td>0.33</td>\n</tr>\n<tr>\n<td>160</td>\n<td>on</td>\n<td>0.62</td>\n<td>0.29</td>\n<td>0.35</td>\n<td>0.32</td>\n</tr>\n<tr>\n<td>76</td>\n<td>fast</td>\n<td>0.66</td>\n<td>0.42</td>\n<td>0.24</td>\n<td>0.31</td>\n</tr>\n<tr>\n<td>136</td>\n<td>look</td>\n<td>0.66</td>\n<td>0.46</td>\n<td>0.22</td>\n<td>0.29</td>\n</tr>\n<tr>\n<td>95</td>\n<td>give</td>\n<td>0.68</td>\n<td>0.73</td>\n<td>0.18</td>\n<td>0.29</td>\n</tr>\n<tr>\n<td>97</td>\n<td>go</td>\n<td>0.66</td>\n<td>0.45</td>\n<td>0.19</td>\n<td>0.26</td>\n</tr>\n<tr>\n<td>21</td>\n<td>beside</td>\n<td>0.64</td>\n<td>0.29</td>\n<td>0.21</td>\n<td>0.24</td>\n</tr>\n<tr>\n<td>1</td>\n<td>after</td>\n<td>0.65</td>\n<td>0.29</td>\n<td>0.09</td>\n<td>0.14</td>\n</tr>\n</tbody>\n</table>",
  "messages": [
    {
      "id": "2170326",
      "postDate": "03/05/2023 21:37:16",
      "content": "<p>I haven't looked into it too much but here is one of my models classwise performance ordered based on F1 Score. I'll probably dig into why some signs are so bad later, but just wanted to share!</p>\n<table>\n<thead>\n<tr>\n<th><strong>Class Number</strong></th>\n<th><strong>Class Name</strong></th>\n<th><strong>Accuracy</strong></th>\n<th><strong>Precision</strong></th>\n<th><strong>Recall</strong></th>\n<th><strong>F1 Score</strong></th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>119</td>\n<td>horse</td>\n<td>0.92</td>\n<td>0.94</td>\n<td>0.96</td>\n<td>0.95</td>\n</tr>\n<tr>\n<td>155</td>\n<td>nose</td>\n<td>0.87</td>\n<td>0.90</td>\n<td>0.94</td>\n<td>0.92</td>\n</tr>\n<tr>\n<td>32</td>\n<td>bug</td>\n<td>0.85</td>\n<td>0.85</td>\n<td>0.94</td>\n<td>0.89</td>\n</tr>\n<tr>\n<td>2</td>\n<td>airplane</td>\n<td>0.84</td>\n<td>0.84</td>\n<td>0.94</td>\n<td>0.88</td>\n</tr>\n<tr>\n<td>34</td>\n<td>callonphone</td>\n<td>0.83</td>\n<td>0.86</td>\n<td>0.90</td>\n<td>0.88</td>\n</tr>\n<tr>\n<td>50</td>\n<td>cow</td>\n<td>0.83</td>\n<td>0.86</td>\n<td>0.88</td>\n<td>0.87</td>\n</tr>\n<tr>\n<td>78</td>\n<td>find</td>\n<td>0.82</td>\n<td>0.81</td>\n<td>0.94</td>\n<td>0.87</td>\n</tr>\n<tr>\n<td>234</td>\n<td>water</td>\n<td>0.82</td>\n<td>0.87</td>\n<td>0.85</td>\n<td>0.86</td>\n</tr>\n<tr>\n<td>219</td>\n<td>tiger</td>\n<td>0.82</td>\n<td>0.84</td>\n<td>0.88</td>\n<td>0.86</td>\n</tr>\n<tr>\n<td>60</td>\n<td>donkey</td>\n<td>0.81</td>\n<td>0.81</td>\n<td>0.90</td>\n<td>0.85</td>\n</tr>\n<tr>\n<td>103</td>\n<td>gum</td>\n<td>0.80</td>\n<td>0.77</td>\n<td>0.96</td>\n<td>0.85</td>\n</tr>\n<tr>\n<td>198</td>\n<td>sick</td>\n<td>0.81</td>\n<td>0.80</td>\n<td>0.92</td>\n<td>0.85</td>\n</tr>\n<tr>\n<td>165</td>\n<td>owl</td>\n<td>0.81</td>\n<td>0.89</td>\n<td>0.80</td>\n<td>0.84</td>\n</tr>\n<tr>\n<td>228</td>\n<td>uncle</td>\n<td>0.80</td>\n<td>0.79</td>\n<td>0.90</td>\n<td>0.84</td>\n</tr>\n<tr>\n<td>63</td>\n<td>drink</td>\n<td>0.80</td>\n<td>0.84</td>\n<td>0.84</td>\n<td>0.84</td>\n</tr>\n<tr>\n<td>54</td>\n<td>cute</td>\n<td>0.81</td>\n<td>0.87</td>\n<td>0.81</td>\n<td>0.84</td>\n</tr>\n<tr>\n<td>90</td>\n<td>frog</td>\n<td>0.79</td>\n<td>0.77</td>\n<td>0.92</td>\n<td>0.84</td>\n</tr>\n<tr>\n<td>158</td>\n<td>nuts</td>\n<td>0.78</td>\n<td>0.74</td>\n<td>0.94</td>\n<td>0.83</td>\n</tr>\n<tr>\n<td>110</td>\n<td>head</td>\n<td>0.79</td>\n<td>0.82</td>\n<td>0.83</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>82</td>\n<td>fireman</td>\n<td>0.79</td>\n<td>0.81</td>\n<td>0.84</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>194</td>\n<td>shhh</td>\n<td>0.78</td>\n<td>0.73</td>\n<td>0.94</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>88</td>\n<td>for</td>\n<td>0.79</td>\n<td>0.79</td>\n<td>0.85</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>86</td>\n<td>flower</td>\n<td>0.80</td>\n<td>0.86</td>\n<td>0.78</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>182</td>\n<td>radio</td>\n<td>0.79</td>\n<td>0.82</td>\n<td>0.82</td>\n<td>0.82</td>\n</tr>\n<tr>\n<td>209</td>\n<td>stuck</td>\n<td>0.79</td>\n<td>0.81</td>\n<td>0.81</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>117</td>\n<td>high</td>\n<td>0.78</td>\n<td>0.80</td>\n<td>0.83</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>31</td>\n<td>brown</td>\n<td>0.76</td>\n<td>0.70</td>\n<td>0.96</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>30</td>\n<td>brother</td>\n<td>0.80</td>\n<td>0.90</td>\n<td>0.73</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>49</td>\n<td>clown</td>\n<td>0.78</td>\n<td>0.80</td>\n<td>0.82</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>239</td>\n<td>who</td>\n<td>0.78</td>\n<td>0.78</td>\n<td>0.84</td>\n<td>0.81</td>\n</tr>\n<tr>\n<td>189</td>\n<td>sad</td>\n<td>0.77</td>\n<td>0.76</td>\n<td>0.84</td>\n<td>0.80</td>\n</tr>\n<tr>\n<td>242</td>\n<td>wolf</td>\n<td>0.76</td>\n<td>0.70</td>\n<td>0.92</td>\n<td>0.79</td>\n</tr>\n<tr>\n<td>29</td>\n<td>boy</td>\n<td>0.77</td>\n<td>0.76</td>\n<td>0.81</td>\n<td>0.79</td>\n</tr>\n<tr>\n<td>133</td>\n<td>lion</td>\n<td>0.76</td>\n<td>0.75</td>\n<td>0.82</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>8</td>\n<td>apple</td>\n<td>0.76</td>\n<td>0.73</td>\n<td>0.85</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>174</td>\n<td>police</td>\n<td>0.76</td>\n<td>0.73</td>\n<td>0.84</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>106</td>\n<td>hat</td>\n<td>0.77</td>\n<td>0.82</td>\n<td>0.74</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>245</td>\n<td>yesterday</td>\n<td>0.76</td>\n<td>0.75</td>\n<td>0.80</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>91</td>\n<td>garbage</td>\n<td>0.77</td>\n<td>0.85</td>\n<td>0.72</td>\n<td>0.78</td>\n</tr>\n<tr>\n<td>118</td>\n<td>home</td>\n<td>0.75</td>\n<td>0.70</td>\n<td>0.86</td>\n<td>0.77</td>\n</tr>\n<tr>\n<td>51</td>\n<td>cowboy</td>\n<td>0.77</td>\n<td>0.85</td>\n<td>0.70</td>\n<td>0.77</td>\n</tr>\n<tr>\n<td>89</td>\n<td>frenchfries</td>\n<td>0.74</td>\n<td>0.70</td>\n<td>0.83</td>\n<td>0.76</td>\n</tr>\n<tr>\n<td>240</td>\n<td>why</td>\n<td>0.76</td>\n<td>0.82</td>\n<td>0.71</td>\n<td>0.76</td>\n</tr>\n<tr>\n<td>171</td>\n<td>pig</td>\n<td>0.76</td>\n<td>0.80</td>\n<td>0.72</td>\n<td>0.76</td>\n</tr>\n<tr>\n<td>55</td>\n<td>dad</td>\n<td>0.75</td>\n<td>0.75</td>\n<td>0.77</td>\n<td>0.76</td>\n</tr>\n<tr>\n<td>146</td>\n<td>moon</td>\n<td>0.75</td>\n<td>0.75</td>\n<td>0.77</td>\n<td>0.76</td>\n</tr>\n<tr>\n<td>100</td>\n<td>grandpa</td>\n<td>0.76</td>\n<td>0.80</td>\n<td>0.71</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>237</td>\n<td>where</td>\n<td>0.73</td>\n<td>0.66</td>\n<td>0.87</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>114</td>\n<td>hen</td>\n<td>0.75</td>\n<td>0.77</td>\n<td>0.72</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>157</td>\n<td>now</td>\n<td>0.75</td>\n<td>0.76</td>\n<td>0.74</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>83</td>\n<td>first</td>\n<td>0.73</td>\n<td>0.67</td>\n<td>0.84</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>148</td>\n<td>mouse</td>\n<td>0.75</td>\n<td>0.75</td>\n<td>0.75</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>236</td>\n<td>weus</td>\n<td>0.74</td>\n<td>0.69</td>\n<td>0.81</td>\n<td>0.75</td>\n</tr>\n<tr>\n<td>218</td>\n<td>thirsty</td>\n<td>0.73</td>\n<td>0.65</td>\n<td>0.87</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>207</td>\n<td>store</td>\n<td>0.74</td>\n<td>0.70</td>\n<td>0.79</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>243</td>\n<td>yellow</td>\n<td>0.74</td>\n<td>0.71</td>\n<td>0.77</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>44</td>\n<td>chocolate</td>\n<td>0.73</td>\n<td>0.66</td>\n<td>0.84</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>81</td>\n<td>finish</td>\n<td>0.74</td>\n<td>0.70</td>\n<td>0.78</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>22</td>\n<td>better</td>\n<td>0.74</td>\n<td>0.73</td>\n<td>0.74</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>26</td>\n<td>blue</td>\n<td>0.74</td>\n<td>0.70</td>\n<td>0.78</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>87</td>\n<td>food</td>\n<td>0.73</td>\n<td>0.68</td>\n<td>0.80</td>\n<td>0.74</td>\n</tr>\n<tr>\n<td>59</td>\n<td>doll</td>\n<td>0.75</td>\n<td>0.75</td>\n<td>0.72</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>16</td>\n<td>because</td>\n<td>0.75</td>\n<td>0.79</td>\n<td>0.68</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>101</td>\n<td>grass</td>\n<td>0.74</td>\n<td>0.74</td>\n<td>0.71</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>24</td>\n<td>black</td>\n<td>0.74</td>\n<td>0.73</td>\n<td>0.73</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>156</td>\n<td>not</td>\n<td>0.75</td>\n<td>0.78</td>\n<td>0.68</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>197</td>\n<td>shower</td>\n<td>0.73</td>\n<td>0.68</td>\n<td>0.78</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>47</td>\n<td>closet</td>\n<td>0.73</td>\n<td>0.70</td>\n<td>0.76</td>\n<td>0.73</td>\n</tr>\n<tr>\n<td>213</td>\n<td>taste</td>\n<td>0.73</td>\n<td>0.68</td>\n<td>0.78</td>\n<td>0.72</td>\n</tr>\n<tr>\n<td>120</td>\n<td>hot</td>\n<td>0.74</td>\n<td>0.74</td>\n<td>0.71</td>\n<td>0.72</td>\n</tr>\n<tr>\n<td>39</td>\n<td>cereal</td>\n<td>0.75</td>\n<td>0.79</td>\n<td>0.66</td>\n<td>0.72</td>\n</tr>\n<tr>\n<td>67</td>\n<td>duck</td>\n<td>0.71</td>\n<td>0.62</td>\n<td>0.84</td>\n<td>0.72</td>\n</tr>\n<tr>\n<td>140</td>\n<td>man</td>\n<td>0.75</td>\n<td>0.86</td>\n<td>0.61</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>229</td>\n<td>underwear</td>\n<td>0.75</td>\n<td>0.81</td>\n<td>0.64</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>79</td>\n<td>fine</td>\n<td>0.74</td>\n<td>0.74</td>\n<td>0.69</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>123</td>\n<td>if</td>\n<td>0.74</td>\n<td>0.76</td>\n<td>0.67</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>201</td>\n<td>smile</td>\n<td>0.74</td>\n<td>0.74</td>\n<td>0.68</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>176</td>\n<td>potty</td>\n<td>0.72</td>\n<td>0.64</td>\n<td>0.80</td>\n<td>0.71</td>\n</tr>\n<tr>\n<td>121</td>\n<td>hungry</td>\n<td>0.72</td>\n<td>0.65</td>\n<td>0.77</td>\n<td>0.70</td>\n</tr>\n<tr>\n<td>72</td>\n<td>eye</td>\n<td>0.74</td>\n<td>0.75</td>\n<td>0.66</td>\n<td>0.70</td>\n</tr>\n<tr>\n<td>183</td>\n<td>rain</td>\n<td>0.71</td>\n<td>0.61</td>\n<td>0.83</td>\n<td>0.70</td>\n</tr>\n<tr>\n<td>75</td>\n<td>farm</td>\n<td>0.74</td>\n<td>0.81</td>\n<td>0.61</td>\n<td>0.70</td>\n</tr>\n<tr>\n<td>104</td>\n<td>hair</td>\n<td>0.74</td>\n<td>0.76</td>\n<td>0.65</td>\n<td>0.70</td>\n</tr>\n<tr>\n<td>85</td>\n<td>flag</td>\n<td>0.72</td>\n<td>0.66</td>\n<td>0.73</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>122</td>\n<td>icecream</td>\n<td>0.72</td>\n<td>0.69</td>\n<td>0.70</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>212</td>\n<td>talk</td>\n<td>0.71</td>\n<td>0.64</td>\n<td>0.76</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>23</td>\n<td>bird</td>\n<td>0.70</td>\n<td>0.61</td>\n<td>0.80</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>159</td>\n<td>old</td>\n<td>0.73</td>\n<td>0.76</td>\n<td>0.63</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>221</td>\n<td>tomorrow</td>\n<td>0.72</td>\n<td>0.68</td>\n<td>0.69</td>\n<td>0.69</td>\n</tr>\n<tr>\n<td>224</td>\n<td>toothbrush</td>\n<td>0.70</td>\n<td>0.61</td>\n<td>0.78</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>70</td>\n<td>empty</td>\n<td>0.73</td>\n<td>0.71</td>\n<td>0.65</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>5</td>\n<td>animal</td>\n<td>0.71</td>\n<td>0.63</td>\n<td>0.74</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>195</td>\n<td>shirt</td>\n<td>0.71</td>\n<td>0.64</td>\n<td>0.73</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>153</td>\n<td>no</td>\n<td>0.71</td>\n<td>0.65</td>\n<td>0.72</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>217</td>\n<td>think</td>\n<td>0.72</td>\n<td>0.68</td>\n<td>0.68</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>145</td>\n<td>mom</td>\n<td>0.70</td>\n<td>0.59</td>\n<td>0.80</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>193</td>\n<td>see</td>\n<td>0.68</td>\n<td>0.54</td>\n<td>0.92</td>\n<td>0.68</td>\n</tr>\n<tr>\n<td>4</td>\n<td>alligator</td>\n<td>0.73</td>\n<td>0.75</td>\n<td>0.61</td>\n<td>0.67</td>\n</tr>\n<tr>\n<td>14</td>\n<td>balloon</td>\n<td>0.73</td>\n<td>0.75</td>\n<td>0.61</td>\n<td>0.67</td>\n</tr>\n<tr>\n<td>162</td>\n<td>orange</td>\n<td>0.71</td>\n<td>0.64</td>\n<td>0.71</td>\n<td>0.67</td>\n</tr>\n<tr>\n<td>248</td>\n<td>zebra</td>\n<td>0.71</td>\n<td>0.62</td>\n<td>0.72</td>\n<td>0.67</td>\n</tr>\n<tr>\n<td>0</td>\n<td>TV</td>\n<td>0.69</td>\n<td>0.56</td>\n<td>0.81</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>203</td>\n<td>snow</td>\n<td>0.70</td>\n<td>0.59</td>\n<td>0.75</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>142</td>\n<td>milk</td>\n<td>0.70</td>\n<td>0.61</td>\n<td>0.72</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>94</td>\n<td>girl</td>\n<td>0.70</td>\n<td>0.62</td>\n<td>0.70</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>147</td>\n<td>morning</td>\n<td>0.71</td>\n<td>0.64</td>\n<td>0.68</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>172</td>\n<td>pizza</td>\n<td>0.72</td>\n<td>0.71</td>\n<td>0.61</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>62</td>\n<td>drawer</td>\n<td>0.72</td>\n<td>0.71</td>\n<td>0.62</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>226</td>\n<td>toy</td>\n<td>0.72</td>\n<td>0.71</td>\n<td>0.62</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>184</td>\n<td>read</td>\n<td>0.71</td>\n<td>0.67</td>\n<td>0.64</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>210</td>\n<td>sun</td>\n<td>0.72</td>\n<td>0.74</td>\n<td>0.59</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>177</td>\n<td>pretend</td>\n<td>0.73</td>\n<td>0.80</td>\n<td>0.56</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>154</td>\n<td>noisy</td>\n<td>0.72</td>\n<td>0.73</td>\n<td>0.60</td>\n<td>0.66</td>\n</tr>\n<tr>\n<td>190</td>\n<td>same</td>\n<td>0.70</td>\n<td>0.59</td>\n<td>0.73</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>113</td>\n<td>hello</td>\n<td>0.70</td>\n<td>0.60</td>\n<td>0.71</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>52</td>\n<td>cry</td>\n<td>0.71</td>\n<td>0.65</td>\n<td>0.65</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>69</td>\n<td>elephant</td>\n<td>0.71</td>\n<td>0.68</td>\n<td>0.62</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>57</td>\n<td>dirty</td>\n<td>0.71</td>\n<td>0.64</td>\n<td>0.67</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>93</td>\n<td>giraffe</td>\n<td>0.72</td>\n<td>0.71</td>\n<td>0.60</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>178</td>\n<td>pretty</td>\n<td>0.73</td>\n<td>0.79</td>\n<td>0.55</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>214</td>\n<td>thankyou</td>\n<td>0.68</td>\n<td>0.54</td>\n<td>0.82</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>68</td>\n<td>ear</td>\n<td>0.70</td>\n<td>0.59</td>\n<td>0.71</td>\n<td>0.65</td>\n</tr>\n<tr>\n<td>56</td>\n<td>dance</td>\n<td>0.69</td>\n<td>0.57</td>\n<td>0.74</td>\n<td>0.64</td>\n</tr>\n<tr>\n<td>230</td>\n<td>up</td>\n<td>0.70</td>\n<td>0.61</td>\n<td>0.67</td>\n<td>0.64</td>\n</tr>\n<tr>\n<td>36</td>\n<td>car</td>\n<td>0.70</td>\n<td>0.62</td>\n<td>0.66</td>\n<td>0.64</td>\n</tr>\n<tr>\n<td>185</td>\n<td>red</td>\n<td>0.69</td>\n<td>0.58</td>\n<td>0.70</td>\n<td>0.63</td>\n</tr>\n<tr>\n<td>108</td>\n<td>have</td>\n<td>0.71</td>\n<td>0.65</td>\n<td>0.62</td>\n<td>0.63</td>\n</tr>\n<tr>\n<td>196</td>\n<td>shoe</td>\n<td>0.67</td>\n<td>0.51</td>\n<td>0.84</td>\n<td>0.63</td>\n</tr>\n<tr>\n<td>10</td>\n<td>aunt</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.73</td>\n<td>0.63</td>\n</tr>\n<tr>\n<td>17</td>\n<td>bed</td>\n<td>0.69</td>\n<td>0.58</td>\n<td>0.68</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>163</td>\n<td>outside</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.71</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>25</td>\n<td>blow</td>\n<td>0.71</td>\n<td>0.66</td>\n<td>0.59</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>166</td>\n<td>pajamas</td>\n<td>0.71</td>\n<td>0.68</td>\n<td>0.57</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>99</td>\n<td>grandma</td>\n<td>0.69</td>\n<td>0.60</td>\n<td>0.64</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>227</td>\n<td>tree</td>\n<td>0.70</td>\n<td>0.65</td>\n<td>0.58</td>\n<td>0.62</td>\n</tr>\n<tr>\n<td>232</td>\n<td>wait</td>\n<td>0.68</td>\n<td>0.54</td>\n<td>0.70</td>\n<td>0.61</td>\n</tr>\n<tr>\n<td>131</td>\n<td>later</td>\n<td>0.69</td>\n<td>0.59</td>\n<td>0.64</td>\n<td>0.61</td>\n</tr>\n<tr>\n<td>9</td>\n<td>arm</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.71</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>27</td>\n<td>boat</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.65</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>192</td>\n<td>scissors</td>\n<td>0.69</td>\n<td>0.61</td>\n<td>0.59</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>139</td>\n<td>make</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.65</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>151</td>\n<td>napkin</td>\n<td>0.70</td>\n<td>0.62</td>\n<td>0.58</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>175</td>\n<td>pool</td>\n<td>0.69</td>\n<td>0.57</td>\n<td>0.63</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>13</td>\n<td>bad</td>\n<td>0.70</td>\n<td>0.65</td>\n<td>0.55</td>\n<td>0.60</td>\n</tr>\n<tr>\n<td>130</td>\n<td>lamp</td>\n<td>0.72</td>\n<td>0.79</td>\n<td>0.48</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>211</td>\n<td>table</td>\n<td>0.65</td>\n<td>0.46</td>\n<td>0.83</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>15</td>\n<td>bath</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.64</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>38</td>\n<td>cat</td>\n<td>0.68</td>\n<td>0.53</td>\n<td>0.66</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>42</td>\n<td>child</td>\n<td>0.69</td>\n<td>0.61</td>\n<td>0.57</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>186</td>\n<td>refrigerator</td>\n<td>0.70</td>\n<td>0.62</td>\n<td>0.56</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>102</td>\n<td>green</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.67</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>61</td>\n<td>down</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.71</td>\n<td>0.59</td>\n</tr>\n<tr>\n<td>84</td>\n<td>fish</td>\n<td>0.68</td>\n<td>0.53</td>\n<td>0.65</td>\n<td>0.58</td>\n</tr>\n<tr>\n<td>152</td>\n<td>night</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.62</td>\n<td>0.58</td>\n</tr>\n<tr>\n<td>37</td>\n<td>carrot</td>\n<td>0.70</td>\n<td>0.66</td>\n<td>0.52</td>\n<td>0.58</td>\n</tr>\n<tr>\n<td>92</td>\n<td>gift</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.69</td>\n<td>0.58</td>\n</tr>\n<tr>\n<td>144</td>\n<td>mitten</td>\n<td>0.70</td>\n<td>0.70</td>\n<td>0.49</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>6</td>\n<td>another</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.59</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>138</td>\n<td>mad</td>\n<td>0.69</td>\n<td>0.60</td>\n<td>0.55</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>135</td>\n<td>listen</td>\n<td>0.69</td>\n<td>0.59</td>\n<td>0.56</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>246</td>\n<td>yourself</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.67</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>238</td>\n<td>white</td>\n<td>0.69</td>\n<td>0.58</td>\n<td>0.57</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>204</td>\n<td>stairs</td>\n<td>0.69</td>\n<td>0.62</td>\n<td>0.52</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>225</td>\n<td>touch</td>\n<td>0.69</td>\n<td>0.61</td>\n<td>0.53</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>77</td>\n<td>feet</td>\n<td>0.70</td>\n<td>0.68</td>\n<td>0.49</td>\n<td>0.57</td>\n</tr>\n<tr>\n<td>109</td>\n<td>haveto</td>\n<td>0.68</td>\n<td>0.57</td>\n<td>0.56</td>\n<td>0.56</td>\n</tr>\n<tr>\n<td>222</td>\n<td>tongue</td>\n<td>0.70</td>\n<td>0.67</td>\n<td>0.48</td>\n<td>0.56</td>\n</tr>\n<tr>\n<td>112</td>\n<td>helicopter</td>\n<td>0.68</td>\n<td>0.54</td>\n<td>0.57</td>\n<td>0.56</td>\n</tr>\n<tr>\n<td>199</td>\n<td>sleep</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.60</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>48</td>\n<td>cloud</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.55</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>105</td>\n<td>happy</td>\n<td>0.69</td>\n<td>0.60</td>\n<td>0.51</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>53</td>\n<td>cut</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.59</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>73</td>\n<td>face</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.54</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>115</td>\n<td>hesheit</td>\n<td>0.69</td>\n<td>0.59</td>\n<td>0.51</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>7</td>\n<td>any</td>\n<td>0.70</td>\n<td>0.66</td>\n<td>0.47</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>71</td>\n<td>every</td>\n<td>0.70</td>\n<td>0.68</td>\n<td>0.46</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>137</td>\n<td>loud</td>\n<td>0.69</td>\n<td>0.60</td>\n<td>0.50</td>\n<td>0.55</td>\n</tr>\n<tr>\n<td>111</td>\n<td>hear</td>\n<td>0.69</td>\n<td>0.61</td>\n<td>0.49</td>\n<td>0.54</td>\n</tr>\n<tr>\n<td>66</td>\n<td>dryer</td>\n<td>0.69</td>\n<td>0.63</td>\n<td>0.48</td>\n<td>0.54</td>\n</tr>\n<tr>\n<td>19</td>\n<td>bee</td>\n<td>0.69</td>\n<td>0.60</td>\n<td>0.49</td>\n<td>0.54</td>\n</tr>\n<tr>\n<td>41</td>\n<td>cheek</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.52</td>\n<td>0.53</td>\n</tr>\n<tr>\n<td>45</td>\n<td>clean</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.51</td>\n<td>0.53</td>\n</tr>\n<tr>\n<td>65</td>\n<td>dry</td>\n<td>0.68</td>\n<td>0.57</td>\n<td>0.49</td>\n<td>0.53</td>\n</tr>\n<tr>\n<td>33</td>\n<td>bye</td>\n<td>0.66</td>\n<td>0.48</td>\n<td>0.59</td>\n<td>0.53</td>\n</tr>\n<tr>\n<td>161</td>\n<td>open</td>\n<td>0.68</td>\n<td>0.58</td>\n<td>0.48</td>\n<td>0.53</td>\n</tr>\n<tr>\n<td>244</td>\n<td>yes</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.49</td>\n<td>0.52</td>\n</tr>\n<tr>\n<td>132</td>\n<td>like</td>\n<td>0.67</td>\n<td>0.51</td>\n<td>0.53</td>\n<td>0.52</td>\n</tr>\n<tr>\n<td>28</td>\n<td>book</td>\n<td>0.67</td>\n<td>0.53</td>\n<td>0.50</td>\n<td>0.52</td>\n</tr>\n<tr>\n<td>233</td>\n<td>wake</td>\n<td>0.65</td>\n<td>0.44</td>\n<td>0.62</td>\n<td>0.52</td>\n</tr>\n<tr>\n<td>235</td>\n<td>wet</td>\n<td>0.66</td>\n<td>0.49</td>\n<td>0.54</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>220</td>\n<td>time</td>\n<td>0.64</td>\n<td>0.42</td>\n<td>0.65</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>127</td>\n<td>jump</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.48</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>40</td>\n<td>chair</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.52</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>205</td>\n<td>stay</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.51</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>134</td>\n<td>lips</td>\n<td>0.67</td>\n<td>0.51</td>\n<td>0.50</td>\n<td>0.51</td>\n</tr>\n<tr>\n<td>141</td>\n<td>many</td>\n<td>0.65</td>\n<td>0.45</td>\n<td>0.57</td>\n<td>0.50</td>\n</tr>\n<tr>\n<td>215</td>\n<td>that</td>\n<td>0.68</td>\n<td>0.55</td>\n<td>0.46</td>\n<td>0.50</td>\n</tr>\n<tr>\n<td>143</td>\n<td>minemy</td>\n<td>0.66</td>\n<td>0.46</td>\n<td>0.53</td>\n<td>0.50</td>\n</tr>\n<tr>\n<td>181</td>\n<td>quiet</td>\n<td>0.68</td>\n<td>0.59</td>\n<td>0.42</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>150</td>\n<td>nap</td>\n<td>0.70</td>\n<td>0.81</td>\n<td>0.35</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>35</td>\n<td>can</td>\n<td>0.65</td>\n<td>0.43</td>\n<td>0.57</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>208</td>\n<td>story</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.48</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>206</td>\n<td>sticky</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.48</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>116</td>\n<td>hide</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.43</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>249</td>\n<td>zipper</td>\n<td>0.65</td>\n<td>0.44</td>\n<td>0.54</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>173</td>\n<td>please</td>\n<td>0.64</td>\n<td>0.42</td>\n<td>0.58</td>\n<td>0.49</td>\n</tr>\n<tr>\n<td>128</td>\n<td>kiss</td>\n<td>0.68</td>\n<td>0.57</td>\n<td>0.42</td>\n<td>0.48</td>\n</tr>\n<tr>\n<td>223</td>\n<td>tooth</td>\n<td>0.65</td>\n<td>0.44</td>\n<td>0.53</td>\n<td>0.48</td>\n</tr>\n<tr>\n<td>3</td>\n<td>all</td>\n<td>0.68</td>\n<td>0.61</td>\n<td>0.40</td>\n<td>0.48</td>\n</tr>\n<tr>\n<td>149</td>\n<td>mouth</td>\n<td>0.67</td>\n<td>0.54</td>\n<td>0.43</td>\n<td>0.48</td>\n</tr>\n<tr>\n<td>126</td>\n<td>jeans</td>\n<td>0.66</td>\n<td>0.47</td>\n<td>0.48</td>\n<td>0.47</td>\n</tr>\n<tr>\n<td>179</td>\n<td>puppy</td>\n<td>0.68</td>\n<td>0.58</td>\n<td>0.40</td>\n<td>0.47</td>\n</tr>\n<tr>\n<td>107</td>\n<td>hate</td>\n<td>0.67</td>\n<td>0.53</td>\n<td>0.42</td>\n<td>0.47</td>\n</tr>\n<tr>\n<td>96</td>\n<td>glasswindow</td>\n<td>0.68</td>\n<td>0.58</td>\n<td>0.39</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>169</td>\n<td>penny</td>\n<td>0.68</td>\n<td>0.58</td>\n<td>0.39</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>202</td>\n<td>snack</td>\n<td>0.68</td>\n<td>0.58</td>\n<td>0.38</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>12</td>\n<td>backyard</td>\n<td>0.68</td>\n<td>0.61</td>\n<td>0.37</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>74</td>\n<td>fall</td>\n<td>0.67</td>\n<td>0.54</td>\n<td>0.40</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>124</td>\n<td>into</td>\n<td>0.67</td>\n<td>0.51</td>\n<td>0.41</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>80</td>\n<td>finger</td>\n<td>0.68</td>\n<td>0.56</td>\n<td>0.38</td>\n<td>0.46</td>\n</tr>\n<tr>\n<td>64</td>\n<td>drop</td>\n<td>0.67</td>\n<td>0.55</td>\n<td>0.39</td>\n<td>0.45</td>\n</tr>\n<tr>\n<td>241</td>\n<td>will</td>\n<td>0.66</td>\n<td>0.45</td>\n<td>0.46</td>\n<td>0.45</td>\n</tr>\n<tr>\n<td>164</td>\n<td>owie</td>\n<td>0.69</td>\n<td>0.64</td>\n<td>0.35</td>\n<td>0.45</td>\n</tr>\n<tr>\n<td>247</td>\n<td>yucky</td>\n<td>0.65</td>\n<td>0.43</td>\n<td>0.47</td>\n<td>0.45</td>\n</tr>\n<tr>\n<td>43</td>\n<td>chin</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.40</td>\n<td>0.44</td>\n</tr>\n<tr>\n<td>191</td>\n<td>say</td>\n<td>0.63</td>\n<td>0.37</td>\n<td>0.55</td>\n<td>0.44</td>\n</tr>\n<tr>\n<td>168</td>\n<td>pencil</td>\n<td>0.67</td>\n<td>0.53</td>\n<td>0.37</td>\n<td>0.43</td>\n</tr>\n<tr>\n<td>187</td>\n<td>ride</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.37</td>\n<td>0.43</td>\n</tr>\n<tr>\n<td>98</td>\n<td>goose</td>\n<td>0.66</td>\n<td>0.46</td>\n<td>0.39</td>\n<td>0.42</td>\n</tr>\n<tr>\n<td>188</td>\n<td>room</td>\n<td>0.67</td>\n<td>0.50</td>\n<td>0.36</td>\n<td>0.42</td>\n</tr>\n<tr>\n<td>20</td>\n<td>before</td>\n<td>0.64</td>\n<td>0.37</td>\n<td>0.48</td>\n<td>0.42</td>\n</tr>\n<tr>\n<td>58</td>\n<td>dog</td>\n<td>0.65</td>\n<td>0.40</td>\n<td>0.42</td>\n<td>0.41</td>\n</tr>\n<tr>\n<td>170</td>\n<td>person</td>\n<td>0.67</td>\n<td>0.52</td>\n<td>0.31</td>\n<td>0.39</td>\n</tr>\n<tr>\n<td>11</td>\n<td>awake</td>\n<td>0.66</td>\n<td>0.47</td>\n<td>0.32</td>\n<td>0.38</td>\n</tr>\n<tr>\n<td>125</td>\n<td>jacket</td>\n<td>0.64</td>\n<td>0.35</td>\n<td>0.40</td>\n<td>0.38</td>\n</tr>\n<tr>\n<td>180</td>\n<td>puzzle</td>\n<td>0.65</td>\n<td>0.39</td>\n<td>0.35</td>\n<td>0.37</td>\n</tr>\n<tr>\n<td>216</td>\n<td>there</td>\n<td>0.68</td>\n<td>0.69</td>\n<td>0.24</td>\n<td>0.36</td>\n</tr>\n<tr>\n<td>231</td>\n<td>vacuum</td>\n<td>0.63</td>\n<td>0.32</td>\n<td>0.39</td>\n<td>0.35</td>\n</tr>\n<tr>\n<td>200</td>\n<td>sleepy</td>\n<td>0.65</td>\n<td>0.40</td>\n<td>0.31</td>\n<td>0.35</td>\n</tr>\n<tr>\n<td>18</td>\n<td>bedroom</td>\n<td>0.65</td>\n<td>0.41</td>\n<td>0.29</td>\n<td>0.34</td>\n</tr>\n<tr>\n<td>46</td>\n<td>close</td>\n<td>0.65</td>\n<td>0.38</td>\n<td>0.30</td>\n<td>0.33</td>\n</tr>\n<tr>\n<td>167</td>\n<td>pen</td>\n<td>0.65</td>\n<td>0.40</td>\n<td>0.29</td>\n<td>0.33</td>\n</tr>\n<tr>\n<td>129</td>\n<td>kitty</td>\n<td>0.68</td>\n<td>0.61</td>\n<td>0.22</td>\n<td>0.33</td>\n</tr>\n<tr>\n<td>160</td>\n<td>on</td>\n<td>0.62</td>\n<td>0.29</td>\n<td>0.35</td>\n<td>0.32</td>\n</tr>\n<tr>\n<td>76</td>\n<td>fast</td>\n<td>0.66</td>\n<td>0.42</td>\n<td>0.24</td>\n<td>0.31</td>\n</tr>\n<tr>\n<td>136</td>\n<td>look</td>\n<td>0.66</td>\n<td>0.46</td>\n<td>0.22</td>\n<td>0.29</td>\n</tr>\n<tr>\n<td>95</td>\n<td>give</td>\n<td>0.68</td>\n<td>0.73</td>\n<td>0.18</td>\n<td>0.29</td>\n</tr>\n<tr>\n<td>97</td>\n<td>go</td>\n<td>0.66</td>\n<td>0.45</td>\n<td>0.19</td>\n<td>0.26</td>\n</tr>\n<tr>\n<td>21</td>\n<td>beside</td>\n<td>0.64</td>\n<td>0.29</td>\n<td>0.21</td>\n<td>0.24</td>\n</tr>\n<tr>\n<td>1</td>\n<td>after</td>\n<td>0.65</td>\n<td>0.29</td>\n<td>0.09</td>\n<td>0.14</td>\n</tr>\n</tbody>\n</table>",
      "rawMarkdown": "I haven't looked into it too much but here is one of my models classwise performance ordered based on F1 Score. I'll probably dig into why some signs are so bad later, but just wanted to share!\n\n| **Class Number** | **Class Name** | **Accuracy** | **Precision** | **Recall** | **F1 Score** |\n| --- | --- | --- | --- | --- | --- |\n| 119 | horse | 0.92 | 0.94 | 0.96 | 0.95 |\n| 155 | nose | 0.87 | 0.90 | 0.94 | 0.92 |\n| 32 | bug | 0.85 | 0.85 | 0.94 | 0.89 |\n| 2 | airplane | 0.84 | 0.84 | 0.94 | 0.88 |\n| 34 | callonphone | 0.83 | 0.86 | 0.90 | 0.88 |\n| 50 | cow | 0.83 | 0.86 | 0.88 | 0.87 |\n| 78 | find | 0.82 | 0.81 | 0.94 | 0.87 |\n| 234 | water | 0.82 | 0.87 | 0.85 | 0.86 |\n| 219 | tiger | 0.82 | 0.84 | 0.88 | 0.86 |\n| 60 | donkey | 0.81 | 0.81 | 0.90 | 0.85 |\n| 103 | gum | 0.80 | 0.77 | 0.96 | 0.85 |\n| 198 | sick | 0.81 | 0.80 | 0.92 | 0.85 |\n| 165 | owl | 0.81 | 0.89 | 0.80 | 0.84 |\n| 228 | uncle | 0.80 | 0.79 | 0.90 | 0.84 |\n| 63 | drink | 0.80 | 0.84 | 0.84 | 0.84 |\n| 54 | cute | 0.81 | 0.87 | 0.81 | 0.84 |\n| 90 | frog | 0.79 | 0.77 | 0.92 | 0.84 |\n| 158 | nuts | 0.78 | 0.74 | 0.94 | 0.83 |\n| 110 | head | 0.79 | 0.82 | 0.83 | 0.82 |\n| 82 | fireman | 0.79 | 0.81 | 0.84 | 0.82 |\n| 194 | shhh | 0.78 | 0.73 | 0.94 | 0.82 |\n| 88 | for | 0.79 | 0.79 | 0.85 | 0.82 |\n| 86 | flower | 0.80 | 0.86 | 0.78 | 0.82 |\n| 182 | radio | 0.79 | 0.82 | 0.82 | 0.82 |\n| 209 | stuck | 0.79 | 0.81 | 0.81 | 0.81 |\n| 117 | high | 0.78 | 0.80 | 0.83 | 0.81 |\n| 31 | brown | 0.76 | 0.70 | 0.96 | 0.81 |\n| 30 | brother | 0.80 | 0.90 | 0.73 | 0.81 |\n| 49 | clown | 0.78 | 0.80 | 0.82 | 0.81 |\n| 239 | who | 0.78 | 0.78 | 0.84 | 0.81 |\n| 189 | sad | 0.77 | 0.76 | 0.84 | 0.80 |\n| 242 | wolf | 0.76 | 0.70 | 0.92 | 0.79 |\n| 29 | boy | 0.77 | 0.76 | 0.81 | 0.79 |\n| 133 | lion | 0.76 | 0.75 | 0.82 | 0.78 |\n| 8 | apple | 0.76 | 0.73 | 0.85 | 0.78 |\n| 174 | police | 0.76 | 0.73 | 0.84 | 0.78 |\n| 106 | hat | 0.77 | 0.82 | 0.74 | 0.78 |\n| 245 | yesterday | 0.76 | 0.75 | 0.80 | 0.78 |\n| 91 | garbage | 0.77 | 0.85 | 0.72 | 0.78 |\n| 118 | home | 0.75 | 0.70 | 0.86 | 0.77 |\n| 51 | cowboy | 0.77 | 0.85 | 0.70 | 0.77 |\n| 89 | frenchfries | 0.74 | 0.70 | 0.83 | 0.76 |\n| 240 | why | 0.76 | 0.82 | 0.71 | 0.76 |\n| 171 | pig | 0.76 | 0.80 | 0.72 | 0.76 |\n| 55 | dad | 0.75 | 0.75 | 0.77 | 0.76 |\n| 146 | moon | 0.75 | 0.75 | 0.77 | 0.76 |\n| 100 | grandpa | 0.76 | 0.80 | 0.71 | 0.75 |\n| 237 | where | 0.73 | 0.66 | 0.87 | 0.75 |\n| 114 | hen | 0.75 | 0.77 | 0.72 | 0.75 |\n| 157 | now | 0.75 | 0.76 | 0.74 | 0.75 |\n| 83 | first | 0.73 | 0.67 | 0.84 | 0.75 |\n| 148 | mouse | 0.75 | 0.75 | 0.75 | 0.75 |\n| 236 | weus | 0.74 | 0.69 | 0.81 | 0.75 |\n| 218 | thirsty | 0.73 | 0.65 | 0.87 | 0.74 |\n| 207 | store | 0.74 | 0.70 | 0.79 | 0.74 |\n| 243 | yellow | 0.74 | 0.71 | 0.77 | 0.74 |\n| 44 | chocolate | 0.73 | 0.66 | 0.84 | 0.74 |\n| 81 | finish | 0.74 | 0.70 | 0.78 | 0.74 |\n| 22 | better | 0.74 | 0.73 | 0.74 | 0.74 |\n| 26 | blue | 0.74 | 0.70 | 0.78 | 0.74 |\n| 87 | food | 0.73 | 0.68 | 0.80 | 0.74 |\n| 59 | doll | 0.75 | 0.75 | 0.72 | 0.73 |\n| 16 | because | 0.75 | 0.79 | 0.68 | 0.73 |\n| 101 | grass | 0.74 | 0.74 | 0.71 | 0.73 |\n| 24 | black | 0.74 | 0.73 | 0.73 | 0.73 |\n| 156 | not | 0.75 | 0.78 | 0.68 | 0.73 |\n| 197 | shower | 0.73 | 0.68 | 0.78 | 0.73 |\n| 47 | closet | 0.73 | 0.70 | 0.76 | 0.73 |\n| 213 | taste | 0.73 | 0.68 | 0.78 | 0.72 |\n| 120 | hot | 0.74 | 0.74 | 0.71 | 0.72 |\n| 39 | cereal | 0.75 | 0.79 | 0.66 | 0.72 |\n| 67 | duck | 0.71 | 0.62 | 0.84 | 0.72 |\n| 140 | man | 0.75 | 0.86 | 0.61 | 0.71 |\n| 229 | underwear | 0.75 | 0.81 | 0.64 | 0.71 |\n| 79 | fine | 0.74 | 0.74 | 0.69 | 0.71 |\n| 123 | if | 0.74 | 0.76 | 0.67 | 0.71 |\n| 201 | smile | 0.74 | 0.74 | 0.68 | 0.71 |\n| 176 | potty | 0.72 | 0.64 | 0.80 | 0.71 |\n| 121 | hungry | 0.72 | 0.65 | 0.77 | 0.70 |\n| 72 | eye | 0.74 | 0.75 | 0.66 | 0.70 |\n| 183 | rain | 0.71 | 0.61 | 0.83 | 0.70 |\n| 75 | farm | 0.74 | 0.81 | 0.61 | 0.70 |\n| 104 | hair | 0.74 | 0.76 | 0.65 | 0.70 |\n| 85 | flag | 0.72 | 0.66 | 0.73 | 0.69 |\n| 122 | icecream | 0.72 | 0.69 | 0.70 | 0.69 |\n| 212 | talk | 0.71 | 0.64 | 0.76 | 0.69 |\n| 23 | bird | 0.70 | 0.61 | 0.80 | 0.69 |\n| 159 | old | 0.73 | 0.76 | 0.63 | 0.69 |\n| 221 | tomorrow | 0.72 | 0.68 | 0.69 | 0.69 |\n| 224 | toothbrush | 0.70 | 0.61 | 0.78 | 0.68 |\n| 70 | empty | 0.73 | 0.71 | 0.65 | 0.68 |\n| 5 | animal | 0.71 | 0.63 | 0.74 | 0.68 |\n| 195 | shirt | 0.71 | 0.64 | 0.73 | 0.68 |\n| 153 | no | 0.71 | 0.65 | 0.72 | 0.68 |\n| 217 | think | 0.72 | 0.68 | 0.68 | 0.68 |\n| 145 | mom | 0.70 | 0.59 | 0.80 | 0.68 |\n| 193 | see | 0.68 | 0.54 | 0.92 | 0.68 |\n| 4 | alligator | 0.73 | 0.75 | 0.61 | 0.67 |\n| 14 | balloon | 0.73 | 0.75 | 0.61 | 0.67 |\n| 162 | orange | 0.71 | 0.64 | 0.71 | 0.67 |\n| 248 | zebra | 0.71 | 0.62 | 0.72 | 0.67 |\n| 0 | TV | 0.69 | 0.56 | 0.81 | 0.66 |\n| 203 | snow | 0.70 | 0.59 | 0.75 | 0.66 |\n| 142 | milk | 0.70 | 0.61 | 0.72 | 0.66 |\n| 94 | girl | 0.70 | 0.62 | 0.70 | 0.66 |\n| 147 | morning | 0.71 | 0.64 | 0.68 | 0.66 |\n| 172 | pizza | 0.72 | 0.71 | 0.61 | 0.66 |\n| 62 | drawer | 0.72 | 0.71 | 0.62 | 0.66 |\n| 226 | toy | 0.72 | 0.71 | 0.62 | 0.66 |\n| 184 | read | 0.71 | 0.67 | 0.64 | 0.66 |\n| 210 | sun | 0.72 | 0.74 | 0.59 | 0.66 |\n| 177 | pretend | 0.73 | 0.80 | 0.56 | 0.66 |\n| 154 | noisy | 0.72 | 0.73 | 0.60 | 0.66 |\n| 190 | same | 0.70 | 0.59 | 0.73 | 0.65 |\n| 113 | hello | 0.70 | 0.60 | 0.71 | 0.65 |\n| 52 | cry | 0.71 | 0.65 | 0.65 | 0.65 |\n| 69 | elephant | 0.71 | 0.68 | 0.62 | 0.65 |\n| 57 | dirty | 0.71 | 0.64 | 0.67 | 0.65 |\n| 93 | giraffe | 0.72 | 0.71 | 0.60 | 0.65 |\n| 178 | pretty | 0.73 | 0.79 | 0.55 | 0.65 |\n| 214 | thankyou | 0.68 | 0.54 | 0.82 | 0.65 |\n| 68 | ear | 0.70 | 0.59 | 0.71 | 0.65 |\n| 56 | dance | 0.69 | 0.57 | 0.74 | 0.64 |\n| 230 | up | 0.70 | 0.61 | 0.67 | 0.64 |\n| 36 | car | 0.70 | 0.62 | 0.66 | 0.64 |\n| 185 | red | 0.69 | 0.58 | 0.70 | 0.63 |\n| 108 | have | 0.71 | 0.65 | 0.62 | 0.63 |\n| 196 | shoe | 0.67 | 0.51 | 0.84 | 0.63 |\n| 10 | aunt | 0.68 | 0.55 | 0.73 | 0.63 |\n| 17 | bed | 0.69 | 0.58 | 0.68 | 0.62 |\n| 163 | outside | 0.68 | 0.56 | 0.71 | 0.62 |\n| 25 | blow | 0.71 | 0.66 | 0.59 | 0.62 |\n| 166 | pajamas | 0.71 | 0.68 | 0.57 | 0.62 |\n| 99 | grandma | 0.69 | 0.60 | 0.64 | 0.62 |\n| 227 | tree | 0.70 | 0.65 | 0.58 | 0.62 |\n| 232 | wait | 0.68 | 0.54 | 0.70 | 0.61 |\n| 131 | later | 0.69 | 0.59 | 0.64 | 0.61 |\n| 9 | arm | 0.67 | 0.52 | 0.71 | 0.60 |\n| 27 | boat | 0.68 | 0.56 | 0.65 | 0.60 |\n| 192 | scissors | 0.69 | 0.61 | 0.59 | 0.60 |\n| 139 | make | 0.68 | 0.55 | 0.65 | 0.60 |\n| 151 | napkin | 0.70 | 0.62 | 0.58 | 0.60 |\n| 175 | pool | 0.69 | 0.57 | 0.63 | 0.60 |\n| 13 | bad | 0.70 | 0.65 | 0.55 | 0.60 |\n| 130 | lamp | 0.72 | 0.79 | 0.48 | 0.59 |\n| 211 | table | 0.65 | 0.46 | 0.83 | 0.59 |\n| 15 | bath | 0.68 | 0.55 | 0.64 | 0.59 |\n| 38 | cat | 0.68 | 0.53 | 0.66 | 0.59 |\n| 42 | child | 0.69 | 0.61 | 0.57 | 0.59 |\n| 186 | refrigerator | 0.70 | 0.62 | 0.56 | 0.59 |\n| 102 | green | 0.67 | 0.52 | 0.67 | 0.59 |\n| 61 | down | 0.67 | 0.50 | 0.71 | 0.59 |\n| 84 | fish | 0.68 | 0.53 | 0.65 | 0.58 |\n| 152 | night | 0.68 | 0.55 | 0.62 | 0.58 |\n| 37 | carrot | 0.70 | 0.66 | 0.52 | 0.58 |\n| 92 | gift | 0.67 | 0.50 | 0.69 | 0.58 |\n| 144 | mitten | 0.70 | 0.70 | 0.49 | 0.57 |\n| 6 | another | 0.68 | 0.56 | 0.59 | 0.57 |\n| 138 | mad | 0.69 | 0.60 | 0.55 | 0.57 |\n| 135 | listen | 0.69 | 0.59 | 0.56 | 0.57 |\n| 246 | yourself | 0.67 | 0.50 | 0.67 | 0.57 |\n| 238 | white | 0.69 | 0.58 | 0.57 | 0.57 |\n| 204 | stairs | 0.69 | 0.62 | 0.52 | 0.57 |\n| 225 | touch | 0.69 | 0.61 | 0.53 | 0.57 |\n| 77 | feet | 0.70 | 0.68 | 0.49 | 0.57 |\n| 109 | haveto | 0.68 | 0.57 | 0.56 | 0.56 |\n| 222 | tongue | 0.70 | 0.67 | 0.48 | 0.56 |\n| 112 | helicopter | 0.68 | 0.54 | 0.57 | 0.56 |\n| 199 | sleep | 0.67 | 0.52 | 0.60 | 0.55 |\n| 48 | cloud | 0.68 | 0.55 | 0.55 | 0.55 |\n| 105 | happy | 0.69 | 0.60 | 0.51 | 0.55 |\n| 53 | cut | 0.67 | 0.52 | 0.59 | 0.55 |\n| 73 | face | 0.68 | 0.56 | 0.54 | 0.55 |\n| 115 | hesheit | 0.69 | 0.59 | 0.51 | 0.55 |\n| 7 | any | 0.70 | 0.66 | 0.47 | 0.55 |\n| 71 | every | 0.70 | 0.68 | 0.46 | 0.55 |\n| 137 | loud | 0.69 | 0.60 | 0.50 | 0.55 |\n| 111 | hear | 0.69 | 0.61 | 0.49 | 0.54 |\n| 66 | dryer | 0.69 | 0.63 | 0.48 | 0.54 |\n| 19 | bee | 0.69 | 0.60 | 0.49 | 0.54 |\n| 41 | cheek | 0.68 | 0.55 | 0.52 | 0.53 |\n| 45 | clean | 0.68 | 0.55 | 0.51 | 0.53 |\n| 65 | dry | 0.68 | 0.57 | 0.49 | 0.53 |\n| 33 | bye | 0.66 | 0.48 | 0.59 | 0.53 |\n| 161 | open | 0.68 | 0.58 | 0.48 | 0.53 |\n| 244 | yes | 0.68 | 0.56 | 0.49 | 0.52 |\n| 132 | like | 0.67 | 0.51 | 0.53 | 0.52 |\n| 28 | book | 0.67 | 0.53 | 0.50 | 0.52 |\n| 233 | wake | 0.65 | 0.44 | 0.62 | 0.52 |\n| 235 | wet | 0.66 | 0.49 | 0.54 | 0.51 |\n| 220 | time | 0.64 | 0.42 | 0.65 | 0.51 |\n| 127 | jump | 0.68 | 0.55 | 0.48 | 0.51 |\n| 40 | chair | 0.67 | 0.50 | 0.52 | 0.51 |\n| 205 | stay | 0.67 | 0.50 | 0.51 | 0.51 |\n| 134 | lips | 0.67 | 0.51 | 0.50 | 0.51 |\n| 141 | many | 0.65 | 0.45 | 0.57 | 0.50 |\n| 215 | that | 0.68 | 0.55 | 0.46 | 0.50 |\n| 143 | minemy | 0.66 | 0.46 | 0.53 | 0.50 |\n| 181 | quiet | 0.68 | 0.59 | 0.42 | 0.49 |\n| 150 | nap | 0.70 | 0.81 | 0.35 | 0.49 |\n| 35 | can | 0.65 | 0.43 | 0.57 | 0.49 |\n| 208 | story | 0.67 | 0.50 | 0.48 | 0.49 |\n| 206 | sticky | 0.67 | 0.50 | 0.48 | 0.49 |\n| 116 | hide | 0.68 | 0.56 | 0.43 | 0.49 |\n| 249 | zipper | 0.65 | 0.44 | 0.54 | 0.49 |\n| 173 | please | 0.64 | 0.42 | 0.58 | 0.49 |\n| 128 | kiss | 0.68 | 0.57 | 0.42 | 0.48 |\n| 223 | tooth | 0.65 | 0.44 | 0.53 | 0.48 |\n| 3 | all | 0.68 | 0.61 | 0.40 | 0.48 |\n| 149 | mouth | 0.67 | 0.54 | 0.43 | 0.48 |\n| 126 | jeans | 0.66 | 0.47 | 0.48 | 0.47 |\n| 179 | puppy | 0.68 | 0.58 | 0.40 | 0.47 |\n| 107 | hate | 0.67 | 0.53 | 0.42 | 0.47 |\n| 96 | glasswindow | 0.68 | 0.58 | 0.39 | 0.46 |\n| 169 | penny | 0.68 | 0.58 | 0.39 | 0.46 |\n| 202 | snack | 0.68 | 0.58 | 0.38 | 0.46 |\n| 12 | backyard | 0.68 | 0.61 | 0.37 | 0.46 |\n| 74 | fall | 0.67 | 0.54 | 0.40 | 0.46 |\n| 124 | into | 0.67 | 0.51 | 0.41 | 0.46 |\n| 80 | finger | 0.68 | 0.56 | 0.38 | 0.46 |\n| 64 | drop | 0.67 | 0.55 | 0.39 | 0.45 |\n| 241 | will | 0.66 | 0.45 | 0.46 | 0.45 |\n| 164 | owie | 0.69 | 0.64 | 0.35 | 0.45 |\n| 247 | yucky | 0.65 | 0.43 | 0.47 | 0.45 |\n| 43 | chin | 0.67 | 0.50 | 0.40 | 0.44 |\n| 191 | say | 0.63 | 0.37 | 0.55 | 0.44 |\n| 168 | pencil | 0.67 | 0.53 | 0.37 | 0.43 |\n| 187 | ride | 0.67 | 0.52 | 0.37 | 0.43 |\n| 98 | goose | 0.66 | 0.46 | 0.39 | 0.42 |\n| 188 | room | 0.67 | 0.50 | 0.36 | 0.42 |\n| 20 | before | 0.64 | 0.37 | 0.48 | 0.42 |\n| 58 | dog | 0.65 | 0.40 | 0.42 | 0.41 |\n| 170 | person | 0.67 | 0.52 | 0.31 | 0.39 |\n| 11 | awake | 0.66 | 0.47 | 0.32 | 0.38 |\n| 125 | jacket | 0.64 | 0.35 | 0.40 | 0.38 |\n| 180 | puzzle | 0.65 | 0.39 | 0.35 | 0.37 |\n| 216 | there | 0.68 | 0.69 | 0.24 | 0.36 |\n| 231 | vacuum | 0.63 | 0.32 | 0.39 | 0.35 |\n| 200 | sleepy | 0.65 | 0.40 | 0.31 | 0.35 |\n| 18 | bedroom | 0.65 | 0.41 | 0.29 | 0.34 |\n| 46 | close | 0.65 | 0.38 | 0.30 | 0.33 |\n| 167 | pen | 0.65 | 0.40 | 0.29 | 0.33 |\n| 129 | kitty | 0.68 | 0.61 | 0.22 | 0.33 |\n| 160 | on | 0.62 | 0.29 | 0.35 | 0.32 |\n| 76 | fast | 0.66 | 0.42 | 0.24 | 0.31 |\n| 136 | look | 0.66 | 0.46 | 0.22 | 0.29 |\n| 95 | give | 0.68 | 0.73 | 0.18 | 0.29 |\n| 97 | go | 0.66 | 0.45 | 0.19 | 0.26 |\n| 21 | beside | 0.64 | 0.29 | 0.21 | 0.24 |\n| 1 | after | 0.65 | 0.29 | 0.09 | 0.14 |",
      "votes": null
    },
    {
      "id": "2170420",
      "postDate": "03/06/2023 01:15:35",
      "content": "<p>great share and i found 'after' is very difficult to identify too. and i visualize the sign,may be 'after' sign need cross two hands and mediapipe can not make right landmark for all hands<br>\nhere is my code<br>\n<a href=\"https://www.kaggle.com/code/tantai/gislr-background-knowledge-landmarks-visualization\" target=\"_blank\">https://www.kaggle.com/code/tantai/gislr-background-knowledge-landmarks-visualization</a> </p>",
      "rawMarkdown": "great share and i found 'after' is very difficult to identify too. and i visualize the sign,may be 'after' sign need cross two hands and mediapipe can not make right landmark for all hands\nhere is my code\nhttps://www.kaggle.com/code/tantai/gislr-background-knowledge-landmarks-visualization",
      "votes": null
    },
    {
      "id": "2170674",
      "postDate": "03/06/2023 07:33:23",
      "content": "<p>Thanks for the details.  You might also find it instructive to plot a confusion matrix to see if the are pairs/groups of signs that are frequently confused for each other.</p>",
      "rawMarkdown": "Thanks for the details.  You might also find it instructive to plot a confusion matrix to see if the are pairs/groups of signs that are frequently confused for each other.",
      "votes": null
    },
    {
      "id": "2170958",
      "postDate": "03/06/2023 12:24:13",
      "content": "<p>Great idea. I actually used a confusion matrix to calculate these values, but never actually plotted it. </p>\n<p>I’ll update it with that shortly !</p>",
      "rawMarkdown": "Great idea. I actually used a confusion matrix to calculate these values, but never actually plotted it. \n\nI’ll update it with that shortly !",
      "votes": null
    },
    {
      "id": "2171705",
      "postDate": "03/07/2023 03:09:58",
      "content": "<p>maybe do  performance by video length (i.e. no. of frames)</p>",
      "rawMarkdown": "maybe do  performance by video length (i.e. no. of frames)",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 2170420,
      "author_name": "tantai",
      "author_url": "",
      "post_date": "03/06/2023 01:15:35",
      "content": "<p>great share and i found 'after' is very difficult to identify too. and i visualize the sign,may be 'after' sign need cross two hands and mediapipe can not make right landmark for all hands<br>\nhere is my code<br>\n<a href=\"https://www.kaggle.com/code/tantai/gislr-background-knowledge-landmarks-visualization\" target=\"_blank\">https://www.kaggle.com/code/tantai/gislr-background-knowledge-landmarks-visualization</a> </p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 2170674,
      "author_name": "andrewrrose",
      "author_url": "",
      "post_date": "03/06/2023 07:33:23",
      "content": "<p>Thanks for the details.  You might also find it instructive to plot a confusion matrix to see if the are pairs/groups of signs that are frequently confused for each other.</p>",
      "votes": null,
      "replies": [
        {
          "id": 2170958,
          "author_name": "dschettler8845",
          "author_url": "",
          "post_date": "03/06/2023 12:24:13",
          "content": "<p>Great idea. I actually used a confusion matrix to calculate these values, but never actually plotted it. </p>\n<p>I’ll update it with that shortly !</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 2171705,
      "author_name": "hengck23",
      "author_url": "",
      "post_date": "03/07/2023 03:09:58",
      "content": "<p>maybe do  performance by video length (i.e. no. of frames)</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2170326": "I haven't looked into it too much but here is one of my models classwise performance ordered based on F1 Score. I'll probably dig into why some signs are so bad later, but just wanted to share!\n\n| **Class Number** | **Class Name** | **Accuracy** | **Precision** | **Recall** | **F1 Score** |\n| --- | --- | --- | --- | --- | --- |\n| 119 | horse | 0.92 | 0.94 | 0.96 | 0.95 |\n| 155 | nose | 0.87 | 0.90 | 0.94 | 0.92 |\n| 32 | bug | 0.85 | 0.85 | 0.94 | 0.89 |\n| 2 | airplane | 0.84 | 0.84 | 0.94 | 0.88 |\n| 34 | callonphone | 0.83 | 0.86 | 0.90 | 0.88 |\n| 50 | cow | 0.83 | 0.86 | 0.88 | 0.87 |\n| 78 | find | 0.82 | 0.81 | 0.94 | 0.87 |\n| 234 | water | 0.82 | 0.87 | 0.85 | 0.86 |\n| 219 | tiger | 0.82 | 0.84 | 0.88 | 0.86 |\n| 60 | donkey | 0.81 | 0.81 | 0.90 | 0.85 |\n| 103 | gum | 0.80 | 0.77 | 0.96 | 0.85 |\n| 198 | sick | 0.81 | 0.80 | 0.92 | 0.85 |\n| 165 | owl | 0.81 | 0.89 | 0.80 | 0.84 |\n| 228 | uncle | 0.80 | 0.79 | 0.90 | 0.84 |\n| 63 | drink | 0.80 | 0.84 | 0.84 | 0.84 |\n| 54 | cute | 0.81 | 0.87 | 0.81 | 0.84 |\n| 90 | frog | 0.79 | 0.77 | 0.92 | 0.84 |\n| 158 | nuts | 0.78 | 0.74 | 0.94 | 0.83 |\n| 110 | head | 0.79 | 0.82 | 0.83 | 0.82 |\n| 82 | fireman | 0.79 | 0.81 | 0.84 | 0.82 |\n| 194 | shhh | 0.78 | 0.73 | 0.94 | 0.82 |\n| 88 | for | 0.79 | 0.79 | 0.85 | 0.82 |\n| 86 | flower | 0.80 | 0.86 | 0.78 | 0.82 |\n| 182 | radio | 0.79 | 0.82 | 0.82 | 0.82 |\n| 209 | stuck | 0.79 | 0.81 | 0.81 | 0.81 |\n| 117 | high | 0.78 | 0.80 | 0.83 | 0.81 |\n| 31 | brown | 0.76 | 0.70 | 0.96 | 0.81 |\n| 30 | brother | 0.80 | 0.90 | 0.73 | 0.81 |\n| 49 | clown | 0.78 | 0.80 | 0.82 | 0.81 |\n| 239 | who | 0.78 | 0.78 | 0.84 | 0.81 |\n| 189 | sad | 0.77 | 0.76 | 0.84 | 0.80 |\n| 242 | wolf | 0.76 | 0.70 | 0.92 | 0.79 |\n| 29 | boy | 0.77 | 0.76 | 0.81 | 0.79 |\n| 133 | lion | 0.76 | 0.75 | 0.82 | 0.78 |\n| 8 | apple | 0.76 | 0.73 | 0.85 | 0.78 |\n| 174 | police | 0.76 | 0.73 | 0.84 | 0.78 |\n| 106 | hat | 0.77 | 0.82 | 0.74 | 0.78 |\n| 245 | yesterday | 0.76 | 0.75 | 0.80 | 0.78 |\n| 91 | garbage | 0.77 | 0.85 | 0.72 | 0.78 |\n| 118 | home | 0.75 | 0.70 | 0.86 | 0.77 |\n| 51 | cowboy | 0.77 | 0.85 | 0.70 | 0.77 |\n| 89 | frenchfries | 0.74 | 0.70 | 0.83 | 0.76 |\n| 240 | why | 0.76 | 0.82 | 0.71 | 0.76 |\n| 171 | pig | 0.76 | 0.80 | 0.72 | 0.76 |\n| 55 | dad | 0.75 | 0.75 | 0.77 | 0.76 |\n| 146 | moon | 0.75 | 0.75 | 0.77 | 0.76 |\n| 100 | grandpa | 0.76 | 0.80 | 0.71 | 0.75 |\n| 237 | where | 0.73 | 0.66 | 0.87 | 0.75 |\n| 114 | hen | 0.75 | 0.77 | 0.72 | 0.75 |\n| 157 | now | 0.75 | 0.76 | 0.74 | 0.75 |\n| 83 | first | 0.73 | 0.67 | 0.84 | 0.75 |\n| 148 | mouse | 0.75 | 0.75 | 0.75 | 0.75 |\n| 236 | weus | 0.74 | 0.69 | 0.81 | 0.75 |\n| 218 | thirsty | 0.73 | 0.65 | 0.87 | 0.74 |\n| 207 | store | 0.74 | 0.70 | 0.79 | 0.74 |\n| 243 | yellow | 0.74 | 0.71 | 0.77 | 0.74 |\n| 44 | chocolate | 0.73 | 0.66 | 0.84 | 0.74 |\n| 81 | finish | 0.74 | 0.70 | 0.78 | 0.74 |\n| 22 | better | 0.74 | 0.73 | 0.74 | 0.74 |\n| 26 | blue | 0.74 | 0.70 | 0.78 | 0.74 |\n| 87 | food | 0.73 | 0.68 | 0.80 | 0.74 |\n| 59 | doll | 0.75 | 0.75 | 0.72 | 0.73 |\n| 16 | because | 0.75 | 0.79 | 0.68 | 0.73 |\n| 101 | grass | 0.74 | 0.74 | 0.71 | 0.73 |\n| 24 | black | 0.74 | 0.73 | 0.73 | 0.73 |\n| 156 | not | 0.75 | 0.78 | 0.68 | 0.73 |\n| 197 | shower | 0.73 | 0.68 | 0.78 | 0.73 |\n| 47 | closet | 0.73 | 0.70 | 0.76 | 0.73 |\n| 213 | taste | 0.73 | 0.68 | 0.78 | 0.72 |\n| 120 | hot | 0.74 | 0.74 | 0.71 | 0.72 |\n| 39 | cereal | 0.75 | 0.79 | 0.66 | 0.72 |\n| 67 | duck | 0.71 | 0.62 | 0.84 | 0.72 |\n| 140 | man | 0.75 | 0.86 | 0.61 | 0.71 |\n| 229 | underwear | 0.75 | 0.81 | 0.64 | 0.71 |\n| 79 | fine | 0.74 | 0.74 | 0.69 | 0.71 |\n| 123 | if | 0.74 | 0.76 | 0.67 | 0.71 |\n| 201 | smile | 0.74 | 0.74 | 0.68 | 0.71 |\n| 176 | potty | 0.72 | 0.64 | 0.80 | 0.71 |\n| 121 | hungry | 0.72 | 0.65 | 0.77 | 0.70 |\n| 72 | eye | 0.74 | 0.75 | 0.66 | 0.70 |\n| 183 | rain | 0.71 | 0.61 | 0.83 | 0.70 |\n| 75 | farm | 0.74 | 0.81 | 0.61 | 0.70 |\n| 104 | hair | 0.74 | 0.76 | 0.65 | 0.70 |\n| 85 | flag | 0.72 | 0.66 | 0.73 | 0.69 |\n| 122 | icecream | 0.72 | 0.69 | 0.70 | 0.69 |\n| 212 | talk | 0.71 | 0.64 | 0.76 | 0.69 |\n| 23 | bird | 0.70 | 0.61 | 0.80 | 0.69 |\n| 159 | old | 0.73 | 0.76 | 0.63 | 0.69 |\n| 221 | tomorrow | 0.72 | 0.68 | 0.69 | 0.69 |\n| 224 | toothbrush | 0.70 | 0.61 | 0.78 | 0.68 |\n| 70 | empty | 0.73 | 0.71 | 0.65 | 0.68 |\n| 5 | animal | 0.71 | 0.63 | 0.74 | 0.68 |\n| 195 | shirt | 0.71 | 0.64 | 0.73 | 0.68 |\n| 153 | no | 0.71 | 0.65 | 0.72 | 0.68 |\n| 217 | think | 0.72 | 0.68 | 0.68 | 0.68 |\n| 145 | mom | 0.70 | 0.59 | 0.80 | 0.68 |\n| 193 | see | 0.68 | 0.54 | 0.92 | 0.68 |\n| 4 | alligator | 0.73 | 0.75 | 0.61 | 0.67 |\n| 14 | balloon | 0.73 | 0.75 | 0.61 | 0.67 |\n| 162 | orange | 0.71 | 0.64 | 0.71 | 0.67 |\n| 248 | zebra | 0.71 | 0.62 | 0.72 | 0.67 |\n| 0 | TV | 0.69 | 0.56 | 0.81 | 0.66 |\n| 203 | snow | 0.70 | 0.59 | 0.75 | 0.66 |\n| 142 | milk | 0.70 | 0.61 | 0.72 | 0.66 |\n| 94 | girl | 0.70 | 0.62 | 0.70 | 0.66 |\n| 147 | morning | 0.71 | 0.64 | 0.68 | 0.66 |\n| 172 | pizza | 0.72 | 0.71 | 0.61 | 0.66 |\n| 62 | drawer | 0.72 | 0.71 | 0.62 | 0.66 |\n| 226 | toy | 0.72 | 0.71 | 0.62 | 0.66 |\n| 184 | read | 0.71 | 0.67 | 0.64 | 0.66 |\n| 210 | sun | 0.72 | 0.74 | 0.59 | 0.66 |\n| 177 | pretend | 0.73 | 0.80 | 0.56 | 0.66 |\n| 154 | noisy | 0.72 | 0.73 | 0.60 | 0.66 |\n| 190 | same | 0.70 | 0.59 | 0.73 | 0.65 |\n| 113 | hello | 0.70 | 0.60 | 0.71 | 0.65 |\n| 52 | cry | 0.71 | 0.65 | 0.65 | 0.65 |\n| 69 | elephant | 0.71 | 0.68 | 0.62 | 0.65 |\n| 57 | dirty | 0.71 | 0.64 | 0.67 | 0.65 |\n| 93 | giraffe | 0.72 | 0.71 | 0.60 | 0.65 |\n| 178 | pretty | 0.73 | 0.79 | 0.55 | 0.65 |\n| 214 | thankyou | 0.68 | 0.54 | 0.82 | 0.65 |\n| 68 | ear | 0.70 | 0.59 | 0.71 | 0.65 |\n| 56 | dance | 0.69 | 0.57 | 0.74 | 0.64 |\n| 230 | up | 0.70 | 0.61 | 0.67 | 0.64 |\n| 36 | car | 0.70 | 0.62 | 0.66 | 0.64 |\n| 185 | red | 0.69 | 0.58 | 0.70 | 0.63 |\n| 108 | have | 0.71 | 0.65 | 0.62 | 0.63 |\n| 196 | shoe | 0.67 | 0.51 | 0.84 | 0.63 |\n| 10 | aunt | 0.68 | 0.55 | 0.73 | 0.63 |\n| 17 | bed | 0.69 | 0.58 | 0.68 | 0.62 |\n| 163 | outside | 0.68 | 0.56 | 0.71 | 0.62 |\n| 25 | blow | 0.71 | 0.66 | 0.59 | 0.62 |\n| 166 | pajamas | 0.71 | 0.68 | 0.57 | 0.62 |\n| 99 | grandma | 0.69 | 0.60 | 0.64 | 0.62 |\n| 227 | tree | 0.70 | 0.65 | 0.58 | 0.62 |\n| 232 | wait | 0.68 | 0.54 | 0.70 | 0.61 |\n| 131 | later | 0.69 | 0.59 | 0.64 | 0.61 |\n| 9 | arm | 0.67 | 0.52 | 0.71 | 0.60 |\n| 27 | boat | 0.68 | 0.56 | 0.65 | 0.60 |\n| 192 | scissors | 0.69 | 0.61 | 0.59 | 0.60 |\n| 139 | make | 0.68 | 0.55 | 0.65 | 0.60 |\n| 151 | napkin | 0.70 | 0.62 | 0.58 | 0.60 |\n| 175 | pool | 0.69 | 0.57 | 0.63 | 0.60 |\n| 13 | bad | 0.70 | 0.65 | 0.55 | 0.60 |\n| 130 | lamp | 0.72 | 0.79 | 0.48 | 0.59 |\n| 211 | table | 0.65 | 0.46 | 0.83 | 0.59 |\n| 15 | bath | 0.68 | 0.55 | 0.64 | 0.59 |\n| 38 | cat | 0.68 | 0.53 | 0.66 | 0.59 |\n| 42 | child | 0.69 | 0.61 | 0.57 | 0.59 |\n| 186 | refrigerator | 0.70 | 0.62 | 0.56 | 0.59 |\n| 102 | green | 0.67 | 0.52 | 0.67 | 0.59 |\n| 61 | down | 0.67 | 0.50 | 0.71 | 0.59 |\n| 84 | fish | 0.68 | 0.53 | 0.65 | 0.58 |\n| 152 | night | 0.68 | 0.55 | 0.62 | 0.58 |\n| 37 | carrot | 0.70 | 0.66 | 0.52 | 0.58 |\n| 92 | gift | 0.67 | 0.50 | 0.69 | 0.58 |\n| 144 | mitten | 0.70 | 0.70 | 0.49 | 0.57 |\n| 6 | another | 0.68 | 0.56 | 0.59 | 0.57 |\n| 138 | mad | 0.69 | 0.60 | 0.55 | 0.57 |\n| 135 | listen | 0.69 | 0.59 | 0.56 | 0.57 |\n| 246 | yourself | 0.67 | 0.50 | 0.67 | 0.57 |\n| 238 | white | 0.69 | 0.58 | 0.57 | 0.57 |\n| 204 | stairs | 0.69 | 0.62 | 0.52 | 0.57 |\n| 225 | touch | 0.69 | 0.61 | 0.53 | 0.57 |\n| 77 | feet | 0.70 | 0.68 | 0.49 | 0.57 |\n| 109 | haveto | 0.68 | 0.57 | 0.56 | 0.56 |\n| 222 | tongue | 0.70 | 0.67 | 0.48 | 0.56 |\n| 112 | helicopter | 0.68 | 0.54 | 0.57 | 0.56 |\n| 199 | sleep | 0.67 | 0.52 | 0.60 | 0.55 |\n| 48 | cloud | 0.68 | 0.55 | 0.55 | 0.55 |\n| 105 | happy | 0.69 | 0.60 | 0.51 | 0.55 |\n| 53 | cut | 0.67 | 0.52 | 0.59 | 0.55 |\n| 73 | face | 0.68 | 0.56 | 0.54 | 0.55 |\n| 115 | hesheit | 0.69 | 0.59 | 0.51 | 0.55 |\n| 7 | any | 0.70 | 0.66 | 0.47 | 0.55 |\n| 71 | every | 0.70 | 0.68 | 0.46 | 0.55 |\n| 137 | loud | 0.69 | 0.60 | 0.50 | 0.55 |\n| 111 | hear | 0.69 | 0.61 | 0.49 | 0.54 |\n| 66 | dryer | 0.69 | 0.63 | 0.48 | 0.54 |\n| 19 | bee | 0.69 | 0.60 | 0.49 | 0.54 |\n| 41 | cheek | 0.68 | 0.55 | 0.52 | 0.53 |\n| 45 | clean | 0.68 | 0.55 | 0.51 | 0.53 |\n| 65 | dry | 0.68 | 0.57 | 0.49 | 0.53 |\n| 33 | bye | 0.66 | 0.48 | 0.59 | 0.53 |\n| 161 | open | 0.68 | 0.58 | 0.48 | 0.53 |\n| 244 | yes | 0.68 | 0.56 | 0.49 | 0.52 |\n| 132 | like | 0.67 | 0.51 | 0.53 | 0.52 |\n| 28 | book | 0.67 | 0.53 | 0.50 | 0.52 |\n| 233 | wake | 0.65 | 0.44 | 0.62 | 0.52 |\n| 235 | wet | 0.66 | 0.49 | 0.54 | 0.51 |\n| 220 | time | 0.64 | 0.42 | 0.65 | 0.51 |\n| 127 | jump | 0.68 | 0.55 | 0.48 | 0.51 |\n| 40 | chair | 0.67 | 0.50 | 0.52 | 0.51 |\n| 205 | stay | 0.67 | 0.50 | 0.51 | 0.51 |\n| 134 | lips | 0.67 | 0.51 | 0.50 | 0.51 |\n| 141 | many | 0.65 | 0.45 | 0.57 | 0.50 |\n| 215 | that | 0.68 | 0.55 | 0.46 | 0.50 |\n| 143 | minemy | 0.66 | 0.46 | 0.53 | 0.50 |\n| 181 | quiet | 0.68 | 0.59 | 0.42 | 0.49 |\n| 150 | nap | 0.70 | 0.81 | 0.35 | 0.49 |\n| 35 | can | 0.65 | 0.43 | 0.57 | 0.49 |\n| 208 | story | 0.67 | 0.50 | 0.48 | 0.49 |\n| 206 | sticky | 0.67 | 0.50 | 0.48 | 0.49 |\n| 116 | hide | 0.68 | 0.56 | 0.43 | 0.49 |\n| 249 | zipper | 0.65 | 0.44 | 0.54 | 0.49 |\n| 173 | please | 0.64 | 0.42 | 0.58 | 0.49 |\n| 128 | kiss | 0.68 | 0.57 | 0.42 | 0.48 |\n| 223 | tooth | 0.65 | 0.44 | 0.53 | 0.48 |\n| 3 | all | 0.68 | 0.61 | 0.40 | 0.48 |\n| 149 | mouth | 0.67 | 0.54 | 0.43 | 0.48 |\n| 126 | jeans | 0.66 | 0.47 | 0.48 | 0.47 |\n| 179 | puppy | 0.68 | 0.58 | 0.40 | 0.47 |\n| 107 | hate | 0.67 | 0.53 | 0.42 | 0.47 |\n| 96 | glasswindow | 0.68 | 0.58 | 0.39 | 0.46 |\n| 169 | penny | 0.68 | 0.58 | 0.39 | 0.46 |\n| 202 | snack | 0.68 | 0.58 | 0.38 | 0.46 |\n| 12 | backyard | 0.68 | 0.61 | 0.37 | 0.46 |\n| 74 | fall | 0.67 | 0.54 | 0.40 | 0.46 |\n| 124 | into | 0.67 | 0.51 | 0.41 | 0.46 |\n| 80 | finger | 0.68 | 0.56 | 0.38 | 0.46 |\n| 64 | drop | 0.67 | 0.55 | 0.39 | 0.45 |\n| 241 | will | 0.66 | 0.45 | 0.46 | 0.45 |\n| 164 | owie | 0.69 | 0.64 | 0.35 | 0.45 |\n| 247 | yucky | 0.65 | 0.43 | 0.47 | 0.45 |\n| 43 | chin | 0.67 | 0.50 | 0.40 | 0.44 |\n| 191 | say | 0.63 | 0.37 | 0.55 | 0.44 |\n| 168 | pencil | 0.67 | 0.53 | 0.37 | 0.43 |\n| 187 | ride | 0.67 | 0.52 | 0.37 | 0.43 |\n| 98 | goose | 0.66 | 0.46 | 0.39 | 0.42 |\n| 188 | room | 0.67 | 0.50 | 0.36 | 0.42 |\n| 20 | before | 0.64 | 0.37 | 0.48 | 0.42 |\n| 58 | dog | 0.65 | 0.40 | 0.42 | 0.41 |\n| 170 | person | 0.67 | 0.52 | 0.31 | 0.39 |\n| 11 | awake | 0.66 | 0.47 | 0.32 | 0.38 |\n| 125 | jacket | 0.64 | 0.35 | 0.40 | 0.38 |\n| 180 | puzzle | 0.65 | 0.39 | 0.35 | 0.37 |\n| 216 | there | 0.68 | 0.69 | 0.24 | 0.36 |\n| 231 | vacuum | 0.63 | 0.32 | 0.39 | 0.35 |\n| 200 | sleepy | 0.65 | 0.40 | 0.31 | 0.35 |\n| 18 | bedroom | 0.65 | 0.41 | 0.29 | 0.34 |\n| 46 | close | 0.65 | 0.38 | 0.30 | 0.33 |\n| 167 | pen | 0.65 | 0.40 | 0.29 | 0.33 |\n| 129 | kitty | 0.68 | 0.61 | 0.22 | 0.33 |\n| 160 | on | 0.62 | 0.29 | 0.35 | 0.32 |\n| 76 | fast | 0.66 | 0.42 | 0.24 | 0.31 |\n| 136 | look | 0.66 | 0.46 | 0.22 | 0.29 |\n| 95 | give | 0.68 | 0.73 | 0.18 | 0.29 |\n| 97 | go | 0.66 | 0.45 | 0.19 | 0.26 |\n| 21 | beside | 0.64 | 0.29 | 0.21 | 0.24 |\n| 1 | after | 0.65 | 0.29 | 0.09 | 0.14 |",
    "2170420": "great share and i found 'after' is very difficult to identify too. and i visualize the sign,may be 'after' sign need cross two hands and mediapipe can not make right landmark for all hands\nhere is my code\nhttps://www.kaggle.com/code/tantai/gislr-background-knowledge-landmarks-visualization",
    "2170674": "Thanks for the details.  You might also find it instructive to plot a confusion matrix to see if the are pairs/groups of signs that are frequently confused for each other.",
    "2170958": "Great idea. I actually used a confusion matrix to calculate these values, but never actually plotted it. \n\nI’ll update it with that shortly !",
    "2171705": "maybe do  performance by video length (i.e. no. of frames)"
  },
  "source": "meta"
}